diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..c7d9f3332a950355d5a77d85000f05e6f45435ea
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,34 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..672d3b80c30dbcd809d5a6a093502500c9f1fcea
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,45 @@
+*_video
+*_video.py
+extras/
+
+# output dir
+.DS_Store
+output
+
+*.json
+*.diff
+*.jpg
+*.ckpt
+
+# compilation and distribution
+__pycache__
+_ext
+*.pyc
+*.pyd
+*.so
+*.dll
+*.egg-info/
+build/
+dist/
+wheels/
+
+# pytorch/python/numpy formats
+*.pth
+*.pkl
+*.npy
+*.ts
+model_ts*.txt
+
+# ipython/jupyter notebooks
+**/.ipynb_checkpoints/
+
+# Editor temporaries
+*.swn
+*.swo
+*.swp
+*~
+
+# editor settings
+.idea
+.vscode
+_darcs
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..64a6eca483c57db8d8321199018d83eaad58dac3
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,68 @@
+FROM nvidia/cuda:11.3.1-cudnn8-devel-ubuntu18.04
+CMD nvidia-smi
+
+ENV DEBIAN_FRONTEND noninteractive
+RUN apt-get update && apt-get install -y \
+ git \
+ make build-essential libssl-dev zlib1g-dev \
+ libbz2-dev libreadline-dev libsqlite3-dev wget curl llvm \
+ libncursesw5-dev xz-utils tk-dev libxml2-dev libxmlsec1-dev libffi-dev liblzma-dev \
+ ffmpeg libsm6 libxext6 cmake libgl1-mesa-glx \
+ && rm -rf /var/lib/apt/lists/*
+
+RUN useradd -ms /bin/bash user
+USER user
+
+ENV HOME=/home/user \
+ PATH=/home/user/.local/bin:$PATH
+
+RUN curl https://pyenv.run | bash
+ENV PATH=$HOME/.pyenv/shims:$HOME/.pyenv/bin:$PATH
+RUN pyenv install 3.8.15 && \
+ pyenv global 3.8.15 && \
+ pyenv rehash && \
+ pip install --no-cache-dir --upgrade pip setuptools wheel
+
+ENV WORKDIR=/code
+WORKDIR $WORKDIR
+RUN chown -R user:user $WORKDIR
+RUN chmod -R 777 $WORKDIR
+
+COPY requirements.txt $WORKDIR/requirements.txt
+RUN pip install --no-cache-dir --upgrade -r $WORKDIR/requirements.txt
+RUN pip install ninja
+
+COPY . .
+
+ARG TORCH_CUDA_ARCH_LIST=7.5+PTX
+
+USER root
+RUN chown -R user:user $HOME
+RUN chmod -R 777 $HOME
+RUN chown -R user:user $WORKDIR
+RUN chmod -R 777 $WORKDIR
+
+USER user
+RUN ln -s $WORKDIR/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops $WORKDIR/ && ls
+RUN cd ops/ && FORCE_CUDA=1 python setup.py build --build-base=$WORKDIR/ install --user && cd ..
+RUN sh deform_setup.sh
+
+USER user
+RUN sh deform_setup.sh
+
+USER user
+
+ENV PYTHONPATH=${HOME}/app \
+ PYTHONUNBUFFERED=1 \
+ GRADIO_ALLOW_FLAGGING=never \
+ GRADIO_NUM_PORTS=1 \
+ GRADIO_SERVER_NAME=0.0.0.0 \
+ GRADIO_THEME=huggingface \
+ SYSTEM=spaces
+
+RUN --mount=type=secret,id=ACCESS_TOKEN,mode=0444,required=true
+
+
+EXPOSE 7860
+
+ENTRYPOINT ["python", "app.py"]
\ No newline at end of file
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..4368be22b5a39ef23354993d53a668aa1e607415
--- /dev/null
+++ b/README.md
@@ -0,0 +1,10 @@
+---
+title: PAIR Diffusion
+emoji: 📚
+colorFrom: purple
+colorTo: gray
+sdk: docker
+pinned: false
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
diff --git a/annotator/OneFormer/__init__.py b/annotator/OneFormer/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..56a56c9a3fdfc6c20f2e97b635174ebabe213665
--- /dev/null
+++ b/annotator/OneFormer/__init__.py
@@ -0,0 +1,61 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/SHI-Labs/OneFormer
+# Modified by Vidit Goel (https://github.com/vidit98)
+# ------------------------------------------------------------------------------
+
+import os
+import random
+# fmt: off
+import sys
+sys.path.insert(1, './annotator/OneFormer')
+# fmt: on
+
+import imutils
+import cv2
+import numpy as np
+
+from detectron2.config import get_cfg
+from detectron2.projects.deeplab import add_deeplab_config
+from detectron2.data import MetadataCatalog
+
+from oneformer import (
+ add_oneformer_config,
+ add_common_config,
+ add_swin_config,
+ add_dinat_config,
+ add_convnext_config,
+)
+from demo.defaults import DefaultPredictor
+
+
+def setup_cfg(config_file, wts):
+ # load config from file and command-line arguments
+ cfg = get_cfg()
+ add_deeplab_config(cfg)
+ add_common_config(cfg)
+ add_swin_config(cfg)
+ add_dinat_config(cfg)
+ add_convnext_config(cfg)
+ add_oneformer_config(cfg)
+ cfg.merge_from_file(config_file)
+ cfg.MODEL.WEIGHTS = wts
+ cfg.freeze()
+ return cfg
+
+
+class OneformerSegmenter:
+ def __init__(self, wts, config='./annotator/OneFormer/configs/coco/swin/oneformer_swin_large_bs16_100ep.yaml',confidence_thresh=0.5):
+ cfg = setup_cfg(config, wts)
+ metadata = MetadataCatalog.get(cfg.DATASETS.TEST_PANOPTIC[0] if len(cfg.DATASETS.TEST_PANOPTIC) else "__unused")
+ self.predictor = DefaultPredictor(cfg)
+ self.metadata = metadata
+
+ def __call__(self, img, task):
+ if task == 'panoptic':
+ predictions = self.predictor(img, "panoptic")
+ panoptic_seg, segments_info = predictions["panoptic_seg"]
+ return panoptic_seg, segments_info
+ elif task == 'semantic':
+ predictions = self.predictor(img, "semantic")
+ semask = predictions["sem_seg"].argmax(dim=0)
+ return semask
\ No newline at end of file
diff --git a/annotator/OneFormer/configs/ade20k/Base-ADE20K-UnifiedSegmentation.yaml b/annotator/OneFormer/configs/ade20k/Base-ADE20K-UnifiedSegmentation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..31eab45b878433fc844a13dbdd54f97c936d9b89
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/Base-ADE20K-UnifiedSegmentation.yaml
@@ -0,0 +1,68 @@
+MODEL:
+ BACKBONE:
+ FREEZE_AT: 0
+ NAME: "build_resnet_backbone"
+ WEIGHTS: "detectron2://ImageNetPretrained/torchvision/R-50.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ RESNETS:
+ DEPTH: 50
+ STEM_TYPE: "basic" # not used
+ STEM_OUT_CHANNELS: 64
+ STRIDE_IN_1X1: False
+ OUT_FEATURES: ["res2", "res3", "res4", "res5"]
+ # NORM: "SyncBN"
+ RES5_MULTI_GRID: [1, 1, 1] # not used
+DATASETS:
+ TRAIN: ("ade20k_panoptic_train",)
+ TEST_PANOPTIC: ("ade20k_panoptic_val",)
+ TEST_INSTANCE: ("ade20k_instance_val",)
+ TEST_SEMANTIC: ("ade20k_sem_seg_val",)
+SOLVER:
+ IMS_PER_BATCH: 16
+ BASE_LR: 0.0001
+ MAX_ITER: 160000
+ WARMUP_FACTOR: 1.0
+ WARMUP_ITERS: 0
+ WEIGHT_DECAY: 0.05
+ OPTIMIZER: "ADAMW"
+ LR_SCHEDULER_NAME: "WarmupPolyLR"
+ BACKBONE_MULTIPLIER: 0.1
+ CLIP_GRADIENTS:
+ ENABLED: True
+ CLIP_TYPE: "full_model"
+ CLIP_VALUE: 0.01
+ NORM_TYPE: 2.0
+ AMP:
+ ENABLED: True
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 512) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 512
+ MAX_SIZE_TRAIN: 2048
+ MAX_SIZE_TEST: 2048
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (512, 512)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 512 # used in dataset mapper
+ FORMAT: "RGB"
+ DATASET_MAPPER_NAME: "oneformer_unified"
+ MAX_SEQ_LEN: 77
+ TASK_SEQ_LEN: 77
+ TASK_PROB:
+ SEMANTIC: 0.33
+ INSTANCE: 0.66
+TEST:
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [256, 384, 512, 640, 768, 896]
+ MAX_SIZE: 3584
+ FLIP: True
+DATALOADER:
+ FILTER_EMPTY_ANNOTATIONS: True
+ NUM_WORKERS: 4
+VERSION: 2
\ No newline at end of file
diff --git a/annotator/OneFormer/configs/ade20k/convnext/oneformer_convnext_large_bs16_160k.yaml b/annotator/OneFormer/configs/ade20k/convnext/oneformer_convnext_large_bs16_160k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4072dc52877317162858ab7e723b8b764005c931
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/convnext/oneformer_convnext_large_bs16_160k.yaml
@@ -0,0 +1,38 @@
+_BASE_: ../oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2ConvNeXt"
+ CONVNEXT:
+ IN_CHANNELS: 3
+ DEPTHS: [3, 3, 27, 3]
+ DIMS: [192, 384, 768, 1536]
+ DROP_PATH_RATE: 0.4
+ LSIT: 1.0
+ OUT_INDICES: [0, 1, 2, 3]
+ WEIGHTS: "convnext_large_22k_1k_384.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 640) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 640
+ MAX_SIZE_TRAIN: 2560
+ MAX_SIZE_TEST: 2560
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (640, 640)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 640 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 250
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [320, 480, 640, 800, 960, 1120]
+ MAX_SIZE: 4480
+ FLIP: True
diff --git a/annotator/OneFormer/configs/ade20k/convnext/oneformer_convnext_xlarge_bs16_160k.yaml b/annotator/OneFormer/configs/ade20k/convnext/oneformer_convnext_xlarge_bs16_160k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7cf2d206dbe17b6a42567ad9c8810cea6b0e1467
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/convnext/oneformer_convnext_xlarge_bs16_160k.yaml
@@ -0,0 +1,38 @@
+_BASE_: ../oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2ConvNeXt"
+ CONVNEXT:
+ IN_CHANNELS: 3
+ DEPTHS: [3, 3, 27, 3]
+ DIMS: [256, 512, 1024, 2048]
+ DROP_PATH_RATE: 0.4
+ LSIT: 1.0
+ OUT_INDICES: [0, 1, 2, 3]
+ WEIGHTS: "convnext_xlarge_22k_1k_384_ema.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 640) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 640
+ MAX_SIZE_TRAIN: 2560
+ MAX_SIZE_TEST: 2560
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (640, 640)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 640 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 250
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [320, 480, 640, 800, 960, 1120]
+ MAX_SIZE: 4480
+ FLIP: True
diff --git a/annotator/OneFormer/configs/ade20k/dinat/coco_pretrain_oneformer_dinat_large_bs16_160k_1280x1280.yaml b/annotator/OneFormer/configs/ade20k/dinat/coco_pretrain_oneformer_dinat_large_bs16_160k_1280x1280.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..dcada2bc4c94b594339ea73bd2c68f11e2ca81f2
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/dinat/coco_pretrain_oneformer_dinat_large_bs16_160k_1280x1280.yaml
@@ -0,0 +1,42 @@
+_BASE_: ../oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2DiNAT"
+ DiNAT:
+ EMBED_DIM: 192
+ MLP_RATIO: 2.0
+ DEPTHS: [3, 4, 18, 5]
+ NUM_HEADS: [6, 12, 24, 48]
+ KERNEL_SIZE: 11
+ DROP_PATH_RATE: 0.3
+ DILATIONS: [[1, 28, 1], [1, 7, 1, 14], [1, 3, 1, 5, 1, 5, 1, 7, 1, 3, 1, 5, 1, 5, 1, 7, 1, 7], [1, 3, 1, 3, 1]]
+ WEIGHTS: "150_16_dinat_l_oneformer_coco_100ep.pth"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 150
+SOLVER:
+ AMP:
+ ENABLED: False
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 1280) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 1280
+ MAX_SIZE_TRAIN: 5120
+ MAX_SIZE_TEST: 5120
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (1280, 1280)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 1280 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 150
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [640, 960, 1280, 1600, 1920, 2240]
+ MAX_SIZE: 8960
+ FLIP: True
\ No newline at end of file
diff --git a/annotator/OneFormer/configs/ade20k/dinat/oneformer_dinat_large_bs16_160k.yaml b/annotator/OneFormer/configs/ade20k/dinat/oneformer_dinat_large_bs16_160k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ac861808ca03a9f69addd518a589933886d8d0d8
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/dinat/oneformer_dinat_large_bs16_160k.yaml
@@ -0,0 +1,42 @@
+_BASE_: ../oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2DiNAT"
+ DiNAT:
+ EMBED_DIM: 192
+ MLP_RATIO: 2.0
+ DEPTHS: [3, 4, 18, 5]
+ NUM_HEADS: [6, 12, 24, 48]
+ KERNEL_SIZE: 11
+ DROP_PATH_RATE: 0.3
+ DILATIONS: [[1, 20, 1], [1, 5, 1, 10], [1, 2, 1, 3, 1, 4, 1, 5, 1, 2, 1, 3, 1, 4, 1, 5, 1, 5], [1, 2, 1, 2, 1]]
+ WEIGHTS: "dinat_large_in22k_in1k_384_11x11.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+SOLVER:
+ AMP:
+ ENABLED: False
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 640) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 640
+ MAX_SIZE_TRAIN: 2560
+ MAX_SIZE_TEST: 2560
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (640, 640)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 640 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 250
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [320, 480, 640, 800, 960, 1120]
+ MAX_SIZE: 4480
+ FLIP: True
diff --git a/annotator/OneFormer/configs/ade20k/dinat/oneformer_dinat_large_bs16_160k_1280x1280.yaml b/annotator/OneFormer/configs/ade20k/dinat/oneformer_dinat_large_bs16_160k_1280x1280.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..95506844b629d2f9a608495adafa5739950b1dbe
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/dinat/oneformer_dinat_large_bs16_160k_1280x1280.yaml
@@ -0,0 +1,42 @@
+_BASE_: ../oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2DiNAT"
+ DiNAT:
+ EMBED_DIM: 192
+ MLP_RATIO: 2.0
+ DEPTHS: [3, 4, 18, 5]
+ NUM_HEADS: [6, 12, 24, 48]
+ KERNEL_SIZE: 11
+ DROP_PATH_RATE: 0.3
+ DILATIONS: [[1, 28, 1], [1, 7, 1, 14], [1, 3, 1, 5, 1, 5, 1, 7, 1, 3, 1, 5, 1, 5, 1, 7, 1, 7], [1, 3, 1, 3, 1]]
+ WEIGHTS: "dinat_large_in22k_in1k_384_11x11.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+SOLVER:
+ AMP:
+ ENABLED: False
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 1280) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 1280
+ MAX_SIZE_TRAIN: 5120
+ MAX_SIZE_TEST: 5120
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (1280, 1280)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 1280 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 250
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [640, 960, 1280, 1600, 1920, 2240]
+ MAX_SIZE: 8960
+ FLIP: True
\ No newline at end of file
diff --git a/annotator/OneFormer/configs/ade20k/dinat/oneformer_dinat_large_bs16_160k_896x896.yaml b/annotator/OneFormer/configs/ade20k/dinat/oneformer_dinat_large_bs16_160k_896x896.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..264ebf6ce7fcd3510f9a2954003752955eb8c1e6
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/dinat/oneformer_dinat_large_bs16_160k_896x896.yaml
@@ -0,0 +1,42 @@
+_BASE_: ../oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2DiNAT"
+ DiNAT:
+ EMBED_DIM: 192
+ MLP_RATIO: 2.0
+ DEPTHS: [3, 4, 18, 5]
+ NUM_HEADS: [6, 12, 24, 48]
+ KERNEL_SIZE: 11
+ DROP_PATH_RATE: 0.3
+ DILATIONS: [[1, 20, 1], [1, 5, 1, 10], [1, 2, 1, 3, 1, 4, 1, 5, 1, 2, 1, 3, 1, 4, 1, 5, 1, 5], [1, 2, 1, 2, 1]]
+ WEIGHTS: "dinat_large_in22k_in1k_384_11x11.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+SOLVER:
+ AMP:
+ ENABLED: False
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 896) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 896
+ MAX_SIZE_TRAIN: 3584
+ MAX_SIZE_TEST: 3584
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (896, 896)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 896 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 250
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [448, 678, 896, 1120, 1344, 1568]
+ MAX_SIZE: 6272
+ FLIP: True
diff --git a/annotator/OneFormer/configs/ade20k/oneformer_R50_bs16_160k.yaml b/annotator/OneFormer/configs/ade20k/oneformer_R50_bs16_160k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7db0e410e3130807a1b2ab9dc0772ceef7af75db
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/oneformer_R50_bs16_160k.yaml
@@ -0,0 +1,58 @@
+_BASE_: Base-ADE20K-UnifiedSegmentation.yaml
+MODEL:
+ META_ARCHITECTURE: "OneFormer"
+ SEM_SEG_HEAD:
+ NAME: "OneFormerHead"
+ IGNORE_VALUE: 255
+ NUM_CLASSES: 150
+ LOSS_WEIGHT: 1.0
+ CONVS_DIM: 256
+ MASK_DIM: 256
+ NORM: "GN"
+ # pixel decoder
+ PIXEL_DECODER_NAME: "MSDeformAttnPixelDecoder"
+ IN_FEATURES: ["res2", "res3", "res4", "res5"]
+ DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES: ["res3", "res4", "res5"]
+ COMMON_STRIDE: 4
+ TRANSFORMER_ENC_LAYERS: 6
+ ONE_FORMER:
+ TRANSFORMER_DECODER_NAME: "ContrastiveMultiScaleMaskedTransformerDecoder"
+ TRANSFORMER_IN_FEATURE: "multi_scale_pixel_decoder"
+ DEEP_SUPERVISION: True
+ NO_OBJECT_WEIGHT: 0.1
+ CLASS_WEIGHT: 2.0
+ MASK_WEIGHT: 5.0
+ DICE_WEIGHT: 5.0
+ CONTRASTIVE_WEIGHT: 0.5
+ CONTRASTIVE_TEMPERATURE: 0.07
+ HIDDEN_DIM: 256
+ NUM_OBJECT_QUERIES: 150
+ USE_TASK_NORM: True
+ NHEADS: 8
+ DROPOUT: 0.1
+ DIM_FEEDFORWARD: 2048
+ ENC_LAYERS: 0
+ PRE_NORM: False
+ ENFORCE_INPUT_PROJ: False
+ SIZE_DIVISIBILITY: 32
+ CLASS_DEC_LAYERS: 2
+ DEC_LAYERS: 10 # 9 decoder layers, add one for the loss on learnable query
+ TRAIN_NUM_POINTS: 12544
+ OVERSAMPLE_RATIO: 3.0
+ IMPORTANCE_SAMPLE_RATIO: 0.75
+ TEXT_ENCODER:
+ WIDTH: 256
+ CONTEXT_LENGTH: 77
+ NUM_LAYERS: 6
+ VOCAB_SIZE: 49408
+ PROJ_NUM_LAYERS: 2
+ N_CTX: 16
+ TEST:
+ SEMANTIC_ON: True
+ INSTANCE_ON: True
+ PANOPTIC_ON: True
+ OVERLAP_THRESHOLD: 0.8
+ OBJECT_MASK_THRESHOLD: 0.5
+ TASK: "panoptic"
+TEST:
+ DETECTIONS_PER_IMAGE: 150
diff --git a/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_large_bs16_160k.yaml b/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_large_bs16_160k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c065d5f2fbbc018b019c9e0431bcdfe94be61f67
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_large_bs16_160k.yaml
@@ -0,0 +1,40 @@
+_BASE_: ../oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+ SWIN:
+ EMBED_DIM: 192
+ DEPTHS: [2, 2, 18, 2]
+ NUM_HEADS: [6, 12, 24, 48]
+ WINDOW_SIZE: 12
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ PRETRAIN_IMG_SIZE: 384
+ WEIGHTS: "swin_large_patch4_window12_384_22kto1k.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 640) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 640
+ MAX_SIZE_TRAIN: 2560
+ MAX_SIZE_TEST: 2560
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (640, 640)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 640 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 250
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [320, 480, 640, 800, 960, 1120]
+ MAX_SIZE: 4480
+ FLIP: True
diff --git a/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_large_bs16_160k_1280x1280.yaml b/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_large_bs16_160k_1280x1280.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..37ed5cc138cc32369b4ffa997d05f661b27af50e
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_large_bs16_160k_1280x1280.yaml
@@ -0,0 +1,40 @@
+_BASE_: ../oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+ SWIN:
+ EMBED_DIM: 192
+ DEPTHS: [2, 2, 18, 2]
+ NUM_HEADS: [6, 12, 24, 48]
+ WINDOW_SIZE: 12
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ PRETRAIN_IMG_SIZE: 384
+ WEIGHTS: "swin_large_patch4_window12_384_22kto1k.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 1280) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 1280
+ MAX_SIZE_TRAIN: 5120
+ MAX_SIZE_TEST: 5120
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (1280, 1280)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 1280 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 250
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [640, 960, 1280, 1600, 1920, 2240]
+ MAX_SIZE: 8960
+ FLIP: True
diff --git a/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_large_bs16_160k_896x896.yaml b/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_large_bs16_160k_896x896.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4ccc081194b9ef5b3b28a74b294f6297042d3968
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_large_bs16_160k_896x896.yaml
@@ -0,0 +1,40 @@
+_BASE_: ../oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+ SWIN:
+ EMBED_DIM: 192
+ DEPTHS: [2, 2, 18, 2]
+ NUM_HEADS: [6, 12, 24, 48]
+ WINDOW_SIZE: 12
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ PRETRAIN_IMG_SIZE: 384
+ WEIGHTS: "swin_large_patch4_window12_384_22kto1k.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 896) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 896
+ MAX_SIZE_TRAIN: 3584
+ MAX_SIZE_TEST: 3584
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (896, 896)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 896 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 250
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [448, 678, 896, 1120, 1344, 1568]
+ MAX_SIZE: 6272
+ FLIP: True
diff --git a/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_tiny_bs16_160k.yaml b/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_tiny_bs16_160k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1f7b72b3c067c471fb577058356d2631925c6a0a
--- /dev/null
+++ b/annotator/OneFormer/configs/ade20k/swin/oneformer_swin_tiny_bs16_160k.yaml
@@ -0,0 +1,15 @@
+_BASE_: ../oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+ SWIN:
+ EMBED_DIM: 96
+ DEPTHS: [2, 2, 6, 2]
+ NUM_HEADS: [3, 6, 12, 24]
+ WINDOW_SIZE: 7
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ WEIGHTS: "swin_tiny_patch4_window7_224.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
diff --git a/annotator/OneFormer/configs/cityscapes/Base-Cityscapes-UnifiedSegmentation.yaml b/annotator/OneFormer/configs/cityscapes/Base-Cityscapes-UnifiedSegmentation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..88ea243cd09b5e695bc236babc39c6889e628a1c
--- /dev/null
+++ b/annotator/OneFormer/configs/cityscapes/Base-Cityscapes-UnifiedSegmentation.yaml
@@ -0,0 +1,68 @@
+MODEL:
+ BACKBONE:
+ FREEZE_AT: 0
+ NAME: "build_resnet_backbone"
+ WEIGHTS: "detectron2://ImageNetPretrained/torchvision/R-50.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ RESNETS:
+ DEPTH: 50
+ STEM_TYPE: "basic" # not used
+ STEM_OUT_CHANNELS: 64
+ STRIDE_IN_1X1: False
+ OUT_FEATURES: ["res2", "res3", "res4", "res5"]
+ NORM: "SyncBN" # use syncbn for cityscapes dataset
+ RES5_MULTI_GRID: [1, 1, 1] # not used
+DATASETS:
+ TRAIN: ("cityscapes_fine_panoptic_train",)
+ TEST_PANOPTIC: ("cityscapes_fine_panoptic_val",)
+ TEST_INSTANCE: ("cityscapes_fine_instance_seg_val",)
+ TEST_SEMANTIC: ("cityscapes_fine_sem_seg_val",)
+SOLVER:
+ IMS_PER_BATCH: 16
+ BASE_LR: 0.0001
+ MAX_ITER: 90000
+ WARMUP_FACTOR: 1.0
+ WARMUP_ITERS: 0
+ WEIGHT_DECAY: 0.05
+ OPTIMIZER: "ADAMW"
+ LR_SCHEDULER_NAME: "WarmupPolyLR"
+ BACKBONE_MULTIPLIER: 0.1
+ CLIP_GRADIENTS:
+ ENABLED: True
+ CLIP_TYPE: "full_model"
+ CLIP_VALUE: 0.01
+ NORM_TYPE: 2.0
+ AMP:
+ ENABLED: True
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 1024) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 1024
+ MAX_SIZE_TRAIN: 4096
+ MAX_SIZE_TEST: 2048
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (512, 1024)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: -1
+ FORMAT: "RGB"
+ DATASET_MAPPER_NAME: "oneformer_unified"
+ MAX_SEQ_LEN: 77
+ TASK_SEQ_LEN: 77
+ TASK_PROB:
+ SEMANTIC: 0.33
+ INSTANCE: 0.66
+TEST:
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [512, 768, 1024, 1280, 1536, 1792]
+ MAX_SIZE: 4096
+ FLIP: True
+DATALOADER:
+ FILTER_EMPTY_ANNOTATIONS: True
+ NUM_WORKERS: 4
+VERSION: 2
\ No newline at end of file
diff --git a/annotator/OneFormer/configs/cityscapes/convnext/mapillary_pretrain_oneformer_convnext_large_bs16_90k.yaml b/annotator/OneFormer/configs/cityscapes/convnext/mapillary_pretrain_oneformer_convnext_large_bs16_90k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..81d8ff1013834c1422cc35ce26c04d792f888ef6
--- /dev/null
+++ b/annotator/OneFormer/configs/cityscapes/convnext/mapillary_pretrain_oneformer_convnext_large_bs16_90k.yaml
@@ -0,0 +1,18 @@
+_BASE_: ../oneformer_R50_bs16_90k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2ConvNeXt"
+ CONVNEXT:
+ IN_CHANNELS: 3
+ DEPTHS: [3, 3, 27, 3]
+ DIMS: [192, 384, 768, 1536]
+ DROP_PATH_RATE: 0.4
+ LSIT: 1.0
+ OUT_INDICES: [0, 1, 2, 3]
+ WEIGHTS: "250_16_convnext_l_oneformer_mapillary_300k.pth"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+TEST:
+ DETECTIONS_PER_IMAGE: 250
diff --git a/annotator/OneFormer/configs/cityscapes/convnext/oneformer_convnext_large_bs16_90k.yaml b/annotator/OneFormer/configs/cityscapes/convnext/oneformer_convnext_large_bs16_90k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0bec3c0ad3964c17d1f1a00fd4ebc80c51ca7213
--- /dev/null
+++ b/annotator/OneFormer/configs/cityscapes/convnext/oneformer_convnext_large_bs16_90k.yaml
@@ -0,0 +1,18 @@
+_BASE_: ../oneformer_R50_bs16_90k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2ConvNeXt"
+ CONVNEXT:
+ IN_CHANNELS: 3
+ DEPTHS: [3, 3, 27, 3]
+ DIMS: [192, 384, 768, 1536]
+ DROP_PATH_RATE: 0.4
+ LSIT: 1.0
+ OUT_INDICES: [0, 1, 2, 3]
+ WEIGHTS: "convnext_large_22k_1k_384.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+TEST:
+ DETECTIONS_PER_IMAGE: 250
diff --git a/annotator/OneFormer/configs/cityscapes/convnext/oneformer_convnext_xlarge_bs16_90k.yaml b/annotator/OneFormer/configs/cityscapes/convnext/oneformer_convnext_xlarge_bs16_90k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d4c6047efb5a765d1a43a6790023dcf18acad85e
--- /dev/null
+++ b/annotator/OneFormer/configs/cityscapes/convnext/oneformer_convnext_xlarge_bs16_90k.yaml
@@ -0,0 +1,18 @@
+_BASE_: ../oneformer_R50_bs16_90k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2ConvNeXt"
+ CONVNEXT:
+ IN_CHANNELS: 3
+ DEPTHS: [3, 3, 27, 3]
+ DIMS: [256, 512, 1024, 2048]
+ DROP_PATH_RATE: 0.4
+ LSIT: 1.0
+ OUT_INDICES: [0, 1, 2, 3]
+ WEIGHTS: "convnext_xlarge_22k_1k_384_ema.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+TEST:
+ DETECTIONS_PER_IMAGE: 250
diff --git a/annotator/OneFormer/configs/cityscapes/dinat/oneformer_dinat_large_bs16_90k.yaml b/annotator/OneFormer/configs/cityscapes/dinat/oneformer_dinat_large_bs16_90k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..09484df0c9b196601a246c1a6a8b1631efc9c8ad
--- /dev/null
+++ b/annotator/OneFormer/configs/cityscapes/dinat/oneformer_dinat_large_bs16_90k.yaml
@@ -0,0 +1,22 @@
+_BASE_: ../oneformer_R50_bs16_90k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2DiNAT"
+ DiNAT:
+ EMBED_DIM: 192
+ MLP_RATIO: 2.0
+ DEPTHS: [3, 4, 18, 5]
+ NUM_HEADS: [6, 12, 24, 48]
+ KERNEL_SIZE: 7
+ DROP_PATH_RATE: 0.3
+ DILATIONS: [[1, 18, 1], [1, 5, 1, 9], [1, 2, 1, 3, 1, 4, 1, 2, 1, 3, 1, 4, 1, 2, 1, 3, 1, 4], [1, 2, 1, 2, 1]]
+ WEIGHTS: "dinat_large_in22k_224.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+SOLVER:
+ AMP:
+ ENABLED: False
+TEST:
+ DETECTIONS_PER_IMAGE: 250
\ No newline at end of file
diff --git a/annotator/OneFormer/configs/cityscapes/oneformer_R50_bs16_90k.yaml b/annotator/OneFormer/configs/cityscapes/oneformer_R50_bs16_90k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a4746e47729978a623af3319315f7201ebe84841
--- /dev/null
+++ b/annotator/OneFormer/configs/cityscapes/oneformer_R50_bs16_90k.yaml
@@ -0,0 +1,59 @@
+_BASE_: Base-Cityscapes-UnifiedSegmentation.yaml
+MODEL:
+ META_ARCHITECTURE: "OneFormer"
+ SEM_SEG_HEAD:
+ NAME: "OneFormerHead"
+ IGNORE_VALUE: 255
+ NUM_CLASSES: 19
+ LOSS_WEIGHT: 1.0
+ CONVS_DIM: 256
+ MASK_DIM: 256
+ NORM: "GN"
+ # pixel decoder
+ PIXEL_DECODER_NAME: "MSDeformAttnPixelDecoder"
+ IN_FEATURES: ["res2", "res3", "res4", "res5"]
+ DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES: ["res3", "res4", "res5"]
+ COMMON_STRIDE: 4
+ TRANSFORMER_ENC_LAYERS: 6
+ ONE_FORMER:
+ TRANSFORMER_DECODER_NAME: "ContrastiveMultiScaleMaskedTransformerDecoder"
+ TRANSFORMER_IN_FEATURE: "multi_scale_pixel_decoder"
+ DEEP_SUPERVISION: True
+ NO_OBJECT_WEIGHT: 0.1
+ CLASS_WEIGHT: 2.0
+ MASK_WEIGHT: 5.0
+ DICE_WEIGHT: 5.0
+ CONTRASTIVE_WEIGHT: 0.5
+ CONTRASTIVE_TEMPERATURE: 0.07
+ HIDDEN_DIM: 256
+ NUM_OBJECT_QUERIES: 150
+ USE_TASK_NORM: True
+ NHEADS: 8
+ DROPOUT: 0.1
+ DIM_FEEDFORWARD: 2048
+ ENC_LAYERS: 0
+ PRE_NORM: False
+ ENFORCE_INPUT_PROJ: False
+ SIZE_DIVISIBILITY: 32
+ ENC_LAYERS: 0
+ CLASS_DEC_LAYERS: 2
+ DEC_LAYERS: 10 # 9 decoder layers, add one for the loss on learnable query
+ TRAIN_NUM_POINTS: 12544
+ OVERSAMPLE_RATIO: 3.0
+ IMPORTANCE_SAMPLE_RATIO: 0.75
+ TEXT_ENCODER:
+ WIDTH: 256
+ CONTEXT_LENGTH: 77
+ NUM_LAYERS: 6
+ VOCAB_SIZE: 49408
+ PROJ_NUM_LAYERS: 2
+ N_CTX: 16
+ TEST:
+ SEMANTIC_ON: True
+ INSTANCE_ON: True
+ PANOPTIC_ON: True
+ OVERLAP_THRESHOLD: 0.8
+ OBJECT_MASK_THRESHOLD: 0.8
+ TASK: "panoptic"
+TEST:
+ DETECTIONS_PER_IMAGE: 150
diff --git a/annotator/OneFormer/configs/cityscapes/swin/oneformer_swin_large_bs16_90k.yaml b/annotator/OneFormer/configs/cityscapes/swin/oneformer_swin_large_bs16_90k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..eeb202aa4d874bde88e3b355531f54b8ae6055f2
--- /dev/null
+++ b/annotator/OneFormer/configs/cityscapes/swin/oneformer_swin_large_bs16_90k.yaml
@@ -0,0 +1,20 @@
+_BASE_: ../oneformer_R50_bs16_90k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+ SWIN:
+ EMBED_DIM: 192
+ DEPTHS: [2, 2, 18, 2]
+ NUM_HEADS: [6, 12, 24, 48]
+ WINDOW_SIZE: 12
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ PRETRAIN_IMG_SIZE: 384
+ WEIGHTS: "swin_large_patch4_window12_384_22kto1k.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+TEST:
+ DETECTIONS_PER_IMAGE: 250
diff --git a/annotator/OneFormer/configs/coco/Base-COCO-UnifiedSegmentation.yaml b/annotator/OneFormer/configs/coco/Base-COCO-UnifiedSegmentation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ccd24f348f9bc7d60dcdc4b74d887708e57cb8a8
--- /dev/null
+++ b/annotator/OneFormer/configs/coco/Base-COCO-UnifiedSegmentation.yaml
@@ -0,0 +1,54 @@
+MODEL:
+ BACKBONE:
+ FREEZE_AT: 0
+ NAME: "build_resnet_backbone"
+ WEIGHTS: "detectron2://ImageNetPretrained/torchvision/R-50.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ RESNETS:
+ DEPTH: 50
+ STEM_TYPE: "basic" # not used
+ STEM_OUT_CHANNELS: 64
+ STRIDE_IN_1X1: False
+ OUT_FEATURES: ["res2", "res3", "res4", "res5"]
+ # NORM: "SyncBN"
+ RES5_MULTI_GRID: [1, 1, 1] # not used
+DATASETS:
+ TRAIN: ("coco_2017_train_panoptic_with_sem_seg",)
+ TEST_PANOPTIC: ("coco_2017_val_panoptic_with_sem_seg",) # to evaluate instance and semantic performance as well
+ TEST_INSTANCE: ("coco_2017_val",)
+ TEST_SEMANTIC: ("coco_2017_val_panoptic_with_sem_seg",)
+SOLVER:
+ IMS_PER_BATCH: 16
+ BASE_LR: 0.0001
+ STEPS: (327778, 355092)
+ MAX_ITER: 368750
+ WARMUP_FACTOR: 1.0
+ WARMUP_ITERS: 10
+ WEIGHT_DECAY: 0.05
+ OPTIMIZER: "ADAMW"
+ BACKBONE_MULTIPLIER: 0.1
+ CLIP_GRADIENTS:
+ ENABLED: True
+ CLIP_TYPE: "full_model"
+ CLIP_VALUE: 0.01
+ NORM_TYPE: 2.0
+ AMP:
+ ENABLED: True
+INPUT:
+ IMAGE_SIZE: 1024
+ MIN_SCALE: 0.1
+ MAX_SCALE: 2.0
+ FORMAT: "RGB"
+ DATASET_MAPPER_NAME: "coco_unified_lsj"
+ MAX_SEQ_LEN: 77
+ TASK_SEQ_LEN: 77
+ TASK_PROB:
+ SEMANTIC: 0.33
+ INSTANCE: 0.66
+TEST:
+ EVAL_PERIOD: 5000
+DATALOADER:
+ FILTER_EMPTY_ANNOTATIONS: True
+ NUM_WORKERS: 4
+VERSION: 2
diff --git a/annotator/OneFormer/configs/coco/dinat/oneformer_dinat_large_bs16_100ep.yaml b/annotator/OneFormer/configs/coco/dinat/oneformer_dinat_large_bs16_100ep.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f3f96a7826d96039515056567562f393534493cc
--- /dev/null
+++ b/annotator/OneFormer/configs/coco/dinat/oneformer_dinat_large_bs16_100ep.yaml
@@ -0,0 +1,24 @@
+_BASE_: ../oneformer_R50_bs16_50ep.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2DiNAT"
+ DiNAT:
+ EMBED_DIM: 192
+ MLP_RATIO: 2.0
+ DEPTHS: [3, 4, 18, 5]
+ NUM_HEADS: [6, 12, 24, 48]
+ KERNEL_SIZE: 11
+ DROP_PATH_RATE: 0.3
+ DILATIONS: [[1, 20, 1], [1, 5, 1, 10], [1, 2, 1, 3, 1, 4, 1, 5, 1, 2, 1, 3, 1, 4, 1, 5, 1, 5], [1, 2, 1, 2, 1]]
+ WEIGHTS: "dinat_large_in22k_in1k_384_11x11.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 150
+SOLVER:
+ STEPS: (655556, 710184)
+ MAX_ITER: 737500
+ AMP:
+ ENABLED: False
+TEST:
+ DETECTIONS_PER_IMAGE: 150
\ No newline at end of file
diff --git a/annotator/OneFormer/configs/coco/oneformer_R50_bs16_50ep.yaml b/annotator/OneFormer/configs/coco/oneformer_R50_bs16_50ep.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f768c8fa8b5e4fc1121e65e050053e0d8870cd73
--- /dev/null
+++ b/annotator/OneFormer/configs/coco/oneformer_R50_bs16_50ep.yaml
@@ -0,0 +1,59 @@
+_BASE_: Base-COCO-UnifiedSegmentation.yaml
+MODEL:
+ META_ARCHITECTURE: "OneFormer"
+ SEM_SEG_HEAD:
+ NAME: "OneFormerHead"
+ IGNORE_VALUE: 255
+ NUM_CLASSES: 133
+ LOSS_WEIGHT: 1.0
+ CONVS_DIM: 256
+ MASK_DIM: 256
+ NORM: "GN"
+ # pixel decoder
+ PIXEL_DECODER_NAME: "MSDeformAttnPixelDecoder"
+ IN_FEATURES: ["res2", "res3", "res4", "res5"]
+ DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES: ["res3", "res4", "res5"]
+ COMMON_STRIDE: 4
+ TRANSFORMER_ENC_LAYERS: 6
+ ONE_FORMER:
+ TRANSFORMER_DECODER_NAME: "ContrastiveMultiScaleMaskedTransformerDecoder"
+ TRANSFORMER_IN_FEATURE: "multi_scale_pixel_decoder"
+ DEEP_SUPERVISION: True
+ NO_OBJECT_WEIGHT: 0.1
+ CLASS_WEIGHT: 2.0
+ MASK_WEIGHT: 5.0
+ DICE_WEIGHT: 5.0
+ CONTRASTIVE_WEIGHT: 0.5
+ CONTRASTIVE_TEMPERATURE: 0.07
+ HIDDEN_DIM: 256
+ NUM_OBJECT_QUERIES: 150
+ USE_TASK_NORM: True
+ NHEADS: 8
+ DROPOUT: 0.1
+ DIM_FEEDFORWARD: 2048
+ ENC_LAYERS: 0
+ PRE_NORM: False
+ ENFORCE_INPUT_PROJ: False
+ SIZE_DIVISIBILITY: 32
+ CLASS_DEC_LAYERS: 2
+ DEC_LAYERS: 10 # 9 decoder layers, add one for the loss on learnable query
+ TRAIN_NUM_POINTS: 12544
+ OVERSAMPLE_RATIO: 3.0
+ IMPORTANCE_SAMPLE_RATIO: 0.75
+ TEXT_ENCODER:
+ WIDTH: 256
+ CONTEXT_LENGTH: 77
+ NUM_LAYERS: 6
+ VOCAB_SIZE: 49408
+ PROJ_NUM_LAYERS: 2
+ N_CTX: 16
+ TEST:
+ SEMANTIC_ON: True
+ INSTANCE_ON: True
+ PANOPTIC_ON: True
+ DETECTION_ON: False
+ OVERLAP_THRESHOLD: 0.8
+ OBJECT_MASK_THRESHOLD: 0.8
+ TASK: "panoptic"
+TEST:
+ DETECTIONS_PER_IMAGE: 150
diff --git a/annotator/OneFormer/configs/coco/swin/oneformer_swin_large_bs16_100ep.yaml b/annotator/OneFormer/configs/coco/swin/oneformer_swin_large_bs16_100ep.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..39b45289a3f40895bd10fcd554d7852427d35a66
--- /dev/null
+++ b/annotator/OneFormer/configs/coco/swin/oneformer_swin_large_bs16_100ep.yaml
@@ -0,0 +1,28 @@
+_BASE_: ../oneformer_R50_bs16_50ep.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+
+ IS_DEMO: True
+ IS_TRAIN: False
+ SWIN:
+ EMBED_DIM: 192
+ DEPTHS: [2, 2, 18, 2]
+ NUM_HEADS: [6, 12, 24, 48]
+ WINDOW_SIZE: 12
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ PRETRAIN_IMG_SIZE: 384
+ WEIGHTS: "./checkpoints/150_16_swin_l_oneformer_coco_100ep.pth"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 150
+SOLVER:
+ STEPS: (655556, 735184)
+ MAX_ITER: 737500
+ AMP:
+ ENABLED: False
+TEST:
+ DETECTIONS_PER_IMAGE: 150
diff --git a/annotator/OneFormer/configs/coco/swin/oneformer_swin_tiny_bs16_50ep.yaml b/annotator/OneFormer/configs/coco/swin/oneformer_swin_tiny_bs16_50ep.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e2b5ff1a06aabf42bf5da922473f690a4681e160
--- /dev/null
+++ b/annotator/OneFormer/configs/coco/swin/oneformer_swin_tiny_bs16_50ep.yaml
@@ -0,0 +1,15 @@
+_BASE_: ../oneformer_R50_bs16_50ep.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+ SWIN:
+ EMBED_DIM: 96
+ DEPTHS: [2, 2, 6, 2]
+ NUM_HEADS: [3, 6, 12, 24]
+ WINDOW_SIZE: 7
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ WEIGHTS: "swin_tiny_patch4_window7_224.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
diff --git a/annotator/OneFormer/configs/mapillary_vistas/Base-Mapillary-UnifiedSegmentation.yaml b/annotator/OneFormer/configs/mapillary_vistas/Base-Mapillary-UnifiedSegmentation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b83daf8f5d3dc47fa241c6d5cf3c7b6b8273470c
--- /dev/null
+++ b/annotator/OneFormer/configs/mapillary_vistas/Base-Mapillary-UnifiedSegmentation.yaml
@@ -0,0 +1,68 @@
+MODEL:
+ BACKBONE:
+ FREEZE_AT: 0
+ NAME: "build_resnet_backbone"
+ WEIGHTS: "detectron2://ImageNetPretrained/torchvision/R-50.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ RESNETS:
+ DEPTH: 50
+ STEM_TYPE: "basic" # not used
+ STEM_OUT_CHANNELS: 64
+ STRIDE_IN_1X1: False
+ OUT_FEATURES: ["res2", "res3", "res4", "res5"]
+ NORM: "SyncBN" # use syncbn for cityscapes dataset
+ RES5_MULTI_GRID: [1, 1, 1] # not used
+DATASETS:
+ TRAIN: ("mapillary_vistas_panoptic_train",)
+ TEST_PANOPTIC: ("mapillary_vistas_panoptic_val",)
+ TEST_INSTANCE: ("mapillary_vistas_panoptic_val",)
+ TEST_SEMANTIC: ("mapillary_vistas_sem_seg_val",)
+SOLVER:
+ IMS_PER_BATCH: 16
+ BASE_LR: 0.0001
+ MAX_ITER: 300000
+ WARMUP_FACTOR: 1.0
+ WARMUP_ITERS: 0
+ WEIGHT_DECAY: 0.05
+ OPTIMIZER: "ADAMW"
+ LR_SCHEDULER_NAME: "WarmupPolyLR"
+ BACKBONE_MULTIPLIER: 0.1
+ CLIP_GRADIENTS:
+ ENABLED: True
+ CLIP_TYPE: "full_model"
+ CLIP_VALUE: 0.01
+ NORM_TYPE: 2.0
+ AMP:
+ ENABLED: True
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 2048) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 2048
+ MAX_SIZE_TRAIN: 8192
+ MAX_SIZE_TEST: 2048
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (1024, 1024)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 1024 # used in dataset mapper
+ FORMAT: "RGB"
+ DATASET_MAPPER_NAME: "oneformer_unified"
+ MAX_SEQ_LEN: 77
+ TASK_SEQ_LEN: 77
+ TASK_PROB:
+ SEMANTIC: 0.50
+ INSTANCE: 0.50
+TEST:
+ EVAL_PERIOD: 30000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [512, 768, 1024, 1280, 1536, 1792]
+ MAX_SIZE: 4096
+ FLIP: True
+DATALOADER:
+ FILTER_EMPTY_ANNOTATIONS: True
+ NUM_WORKERS: 10
+VERSION: 2
\ No newline at end of file
diff --git a/annotator/OneFormer/configs/mapillary_vistas/convnext/cityscapes_pretrain_oneformer_convnext_large_bs16_300k.yaml b/annotator/OneFormer/configs/mapillary_vistas/convnext/cityscapes_pretrain_oneformer_convnext_large_bs16_300k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1baade11239c67200cc6bb8f041d20200ba214d3
--- /dev/null
+++ b/annotator/OneFormer/configs/mapillary_vistas/convnext/cityscapes_pretrain_oneformer_convnext_large_bs16_300k.yaml
@@ -0,0 +1,22 @@
+_BASE_: ../oneformer_R50_bs16_300k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2ConvNeXt"
+ CONVNEXT:
+ IN_CHANNELS: 3
+ DEPTHS: [3, 3, 27, 3]
+ DIMS: [192, 384, 768, 1536]
+ DROP_PATH_RATE: 0.4
+ LSIT: 1.0
+ OUT_INDICES: [0, 1, 2, 3]
+ WEIGHTS: "convnext_large_22k_1k_384.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+INPUT:
+ TASK_PROB:
+ SEMANTIC: 0.33
+ INSTANCE: 0.66
+TEST:
+ DETECTIONS_PER_IMAGE: 250
diff --git a/annotator/OneFormer/configs/mapillary_vistas/convnext/oneformer_convnext_large_bs16_300k.yaml b/annotator/OneFormer/configs/mapillary_vistas/convnext/oneformer_convnext_large_bs16_300k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..615c140a5843b157e135cae4c0331ab52e4a456b
--- /dev/null
+++ b/annotator/OneFormer/configs/mapillary_vistas/convnext/oneformer_convnext_large_bs16_300k.yaml
@@ -0,0 +1,18 @@
+_BASE_: ../oneformer_R50_bs16_300k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2ConvNeXt"
+ CONVNEXT:
+ IN_CHANNELS: 3
+ DEPTHS: [3, 3, 27, 3]
+ DIMS: [192, 384, 768, 1536]
+ DROP_PATH_RATE: 0.4
+ LSIT: 1.0
+ OUT_INDICES: [0, 1, 2, 3]
+ WEIGHTS: "convnext_large_22k_1k_384.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+TEST:
+ DETECTIONS_PER_IMAGE: 250
diff --git a/annotator/OneFormer/configs/mapillary_vistas/dinat/oneformer_dinat_large_bs16_300k.yaml b/annotator/OneFormer/configs/mapillary_vistas/dinat/oneformer_dinat_large_bs16_300k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b2819fe67d4bbff1c9d19540ece96576fdafb302
--- /dev/null
+++ b/annotator/OneFormer/configs/mapillary_vistas/dinat/oneformer_dinat_large_bs16_300k.yaml
@@ -0,0 +1,22 @@
+_BASE_: ../oneformer_R50_bs16_300k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2DiNAT"
+ DiNAT:
+ EMBED_DIM: 192
+ MLP_RATIO: 2.0
+ DEPTHS: [3, 4, 18, 5]
+ NUM_HEADS: [6, 12, 24, 48]
+ KERNEL_SIZE: 11
+ DROP_PATH_RATE: 0.3
+ DILATIONS: [[1, 20, 1], [1, 5, 1, 10], [1, 2, 1, 3, 1, 4, 1, 5, 1, 2, 1, 3, 1, 4, 1, 5, 1, 5], [1, 2, 1, 2, 1]]
+ WEIGHTS: "dinat_large_in22k_in1k_384_11x11.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+SOLVER:
+ AMP:
+ ENABLED: False
+TEST:
+ DETECTIONS_PER_IMAGE: 250
\ No newline at end of file
diff --git a/annotator/OneFormer/configs/mapillary_vistas/oneformer_R50_bs16_300k.yaml b/annotator/OneFormer/configs/mapillary_vistas/oneformer_R50_bs16_300k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2833784911a0caf9adf26640a07d8002bf9b976b
--- /dev/null
+++ b/annotator/OneFormer/configs/mapillary_vistas/oneformer_R50_bs16_300k.yaml
@@ -0,0 +1,59 @@
+_BASE_: Base-Mapillary-UnifiedSegmentation.yaml
+MODEL:
+ META_ARCHITECTURE: "OneFormer"
+ SEM_SEG_HEAD:
+ NAME: "OneFormerHead"
+ IGNORE_VALUE: 65
+ NUM_CLASSES: 65
+ LOSS_WEIGHT: 1.0
+ CONVS_DIM: 256
+ MASK_DIM: 256
+ NORM: "GN"
+ # pixel decoder
+ PIXEL_DECODER_NAME: "MSDeformAttnPixelDecoder"
+ IN_FEATURES: ["res2", "res3", "res4", "res5"]
+ DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES: ["res3", "res4", "res5"]
+ COMMON_STRIDE: 4
+ TRANSFORMER_ENC_LAYERS: 6
+ ONE_FORMER:
+ TRANSFORMER_DECODER_NAME: "ContrastiveMultiScaleMaskedTransformerDecoder"
+ TRANSFORMER_IN_FEATURE: "multi_scale_pixel_decoder"
+ DEEP_SUPERVISION: True
+ NO_OBJECT_WEIGHT: 0.1
+ CLASS_WEIGHT: 2.0
+ MASK_WEIGHT: 5.0
+ DICE_WEIGHT: 5.0
+ CONTRASTIVE_WEIGHT: 0.5
+ CONTRASTIVE_TEMPERATURE: 0.07
+ HIDDEN_DIM: 256
+ NUM_OBJECT_QUERIES: 150
+ USE_TASK_NORM: True
+ NHEADS: 8
+ DROPOUT: 0.1
+ DIM_FEEDFORWARD: 2048
+ ENC_LAYERS: 0
+ PRE_NORM: False
+ ENFORCE_INPUT_PROJ: False
+ SIZE_DIVISIBILITY: 32
+ ENC_LAYERS: 0
+ CLASS_DEC_LAYERS: 2
+ DEC_LAYERS: 10 # 9 decoder layers, add one for the loss on learnable query
+ TRAIN_NUM_POINTS: 12544
+ OVERSAMPLE_RATIO: 3.0
+ IMPORTANCE_SAMPLE_RATIO: 0.75
+ TEXT_ENCODER:
+ WIDTH: 256
+ CONTEXT_LENGTH: 77
+ NUM_LAYERS: 6
+ VOCAB_SIZE: 49408
+ PROJ_NUM_LAYERS: 2
+ N_CTX: 16
+ TEST:
+ SEMANTIC_ON: True
+ INSTANCE_ON: True
+ PANOPTIC_ON: True
+ OVERLAP_THRESHOLD: 0.8
+ OBJECT_MASK_THRESHOLD: 0.8
+ TASK: "panoptic"
+TEST:
+ DETECTIONS_PER_IMAGE: 150
diff --git a/annotator/OneFormer/configs/mapillary_vistas/swin/oneformer_swin_large_bs16_300k.yaml b/annotator/OneFormer/configs/mapillary_vistas/swin/oneformer_swin_large_bs16_300k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..86da20f346e015f73c4d736537e130846ca921d7
--- /dev/null
+++ b/annotator/OneFormer/configs/mapillary_vistas/swin/oneformer_swin_large_bs16_300k.yaml
@@ -0,0 +1,20 @@
+_BASE_: ../oneformer_R50_bs16_300k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+ SWIN:
+ EMBED_DIM: 192
+ DEPTHS: [2, 2, 18, 2]
+ NUM_HEADS: [6, 12, 24, 48]
+ WINDOW_SIZE: 12
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ PRETRAIN_IMG_SIZE: 384
+ WEIGHTS: "swin_large_patch4_window12_384_22kto1k.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+TEST:
+ DETECTIONS_PER_IMAGE: 250
diff --git a/annotator/OneFormer/datasets/README.md b/annotator/OneFormer/datasets/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..b7b441d8678ba7d01d10890bdea0394e503ed6f3
--- /dev/null
+++ b/annotator/OneFormer/datasets/README.md
@@ -0,0 +1,168 @@
+# Prepare Datasets for OneFormer
+
+- A dataset can be used by accessing [DatasetCatalog](https://detectron2.readthedocs.io/modules/data.html#detectron2.data.DatasetCatalog) for its data, or [MetadataCatalog](https://detectron2.readthedocs.io/modules/data.html#detectron2.data.MetadataCatalog) for its metadata (class names, etc).
+- This document explains how to setup the builtin datasets so they can be used by the above APIs. [Training OneFormer with Custom Datasets](https://github.com/SHI-Labs/OneFormer/tree/main/datasets/custom_datasets) gives a deeper dive on how to train OneFormer with custom datasets.
+- Detectron2 has builtin support for a few datasets. The datasets are assumed to exist in a directory specified by the environment variable `DETECTRON2_DATASETS`. Under this directory, detectron2 will look for datasets in the structure described below, if needed.
+
+ ```text
+ $DETECTRON2_DATASETS/
+ ADEChallengeData2016/
+ cityscapes/
+ coco/
+ mapillary_vistas/
+ ```
+
+- You can set the location for builtin datasets by `export DETECTRON2_DATASETS=/path/to/datasets`. If left unset, the default is `./datasets` relative to your current working directory.
+
+
+## Expected dataset structure for [ADE20K](http://sceneparsing.csail.mit.edu/)
+
+```text
+ADEChallengeData2016/
+ images/
+ annotations/
+ objectInfo150.txt
+ # download instance annotation
+ annotations_instance/
+ # generated by prepare_ade20k_sem_seg.py
+ annotations_detectron2/
+ # below are generated by prepare_ade20k_pan_seg.py
+ ade20k_panoptic_{train,val}.json
+ ade20k_panoptic_{train,val}/
+ # below are generated by prepare_ade20k_ins_seg.py
+ ade20k_instance_{train,val}.json
+```
+
+- Generate `annotations_detectron2`:
+
+ ```bash
+ python datasets/prepare_ade20k_sem_seg.py
+ ```
+
+- Install panopticapi by:
+
+ ```bash
+ pip install git+https://github.com/cocodataset/panopticapi.git
+ ```
+
+- Download the instance annotation from :
+
+ ```bash
+ wget http://sceneparsing.csail.mit.edu/data/ChallengeData2017/annotations_instance.tar
+ ```
+
+- Then, run `python datasets/prepare_ade20k_pan_seg.py`, to combine semantic and instance annotations for panoptic annotations.
+
+- Run `python datasets/prepare_ade20k_ins_seg.py`, to extract instance annotations in COCO format.
+
+## Expected dataset structure for [Cityscapes](https://www.cityscapes-dataset.com/downloads/)
+
+```text
+cityscapes/
+ gtFine/
+ train/
+ aachen/
+ color.png, instanceIds.png, labelIds.png, polygons.json,
+ labelTrainIds.png
+ ...
+ val/
+ test/
+ # below are generated Cityscapes panoptic annotation
+ cityscapes_panoptic_train.json
+ cityscapes_panoptic_train/
+ cityscapes_panoptic_val.json
+ cityscapes_panoptic_val/
+ cityscapes_panoptic_test.json
+ cityscapes_panoptic_test/
+ leftImg8bit/
+ train/
+ val/
+ test/
+```
+
+- Login and download the dataset
+
+ ```bash
+ wget --keep-session-cookies --save-cookies=cookies.txt --post-data 'username=myusername&password=mypassword&submit=Login' https://www.cityscapes-dataset.com/login/
+ ######## gtFine
+ wget --load-cookies cookies.txt --content-disposition https://www.cityscapes-dataset.com/file-handling/?packageID=1
+ ######## leftImg8bit
+ wget --load-cookies cookies.txt --content-disposition https://www.cityscapes-dataset.com/file-handling/?packageID=3
+ ```
+
+- Install cityscapes scripts by:
+
+ ```bash
+ pip install git+https://github.com/mcordts/cityscapesScripts.git
+ ```
+
+- To create labelTrainIds.png, first prepare the above structure, then run cityscapesescript with:
+
+ ```bash
+ git clone https://github.com/mcordts/cityscapesScripts.git
+ ```
+
+ ```bash
+ CITYSCAPES_DATASET=/path/to/abovementioned/cityscapes python cityscapesScripts/cityscapesscripts/preparation/createTrainIdLabelImgs.py
+ ```
+
+ These files are not needed for instance segmentation.
+
+- To generate Cityscapes panoptic dataset, run cityscapesescript with:
+
+ ```bash
+ CITYSCAPES_DATASET=/path/to/abovementioned/cityscapes python cityscapesScripts/cityscapesscripts/preparation/createPanopticImgs.py
+ ```
+
+ These files are not needed for semantic and instance segmentation.
+
+## Expected dataset structure for [COCO](https://cocodataset.org/#download)
+
+```text
+coco/
+ annotations/
+ instances_{train,val}2017.json
+ panoptic_{train,val}2017.json
+ caption_{train,val}2017.json
+ # evaluate on instance labels derived from panoptic annotations
+ panoptic2instances_val2017.json
+ {train,val}2017/
+ # image files that are mentioned in the corresponding json
+ panoptic_{train,val}2017/ # png annotations
+ panoptic_semseg_{train,val}2017/ # generated by the script mentioned below
+```
+
+- Install panopticapi by:
+
+ ```bash
+ pip install git+https://github.com/cocodataset/panopticapi.git
+ ```
+
+- Then, run `python datasets/prepare_coco_semantic_annos_from_panoptic_annos.py`, to extract semantic annotations from panoptic annotations (only used for evaluation).
+
+- Then run the following command to convert the panoptic json into instance json format (used for evaluation on instance segmentation task):
+
+ ```bash
+ python datasets/panoptic2detection_coco_format.py --things_only
+ ```
+
+## Expected dataset structure for [Mapillary Vistas](https://www.mapillary.com/dataset/vistas)
+
+```text
+mapillary_vistas/
+ training/
+ images/
+ instances/
+ labels/
+ panoptic/
+ validation/
+ images/
+ instances/
+ labels/
+ panoptic/
+ mapillary_vistas_instance_{train,val}.json # generated by the script mentioned below
+```
+
+No preprocessing is needed for Mapillary Vistas on semantic and panoptic segmentation.
+
+We do not evaluate for the instance segmentation task on the Mapillary Vistas dataset.
diff --git a/annotator/OneFormer/datasets/ade20k_instance_catid_mapping.txt b/annotator/OneFormer/datasets/ade20k_instance_catid_mapping.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ba388d09cc00fa92a733d2a605f7068dc2271f82
--- /dev/null
+++ b/annotator/OneFormer/datasets/ade20k_instance_catid_mapping.txt
@@ -0,0 +1,104 @@
+Instacne100 SceneParse150 FullADE20K
+1 8 165
+2 9 3055
+3 11 350
+4 13 1831
+5 15 774
+5 15 783
+6 16 2684
+7 19 687
+8 20 471
+9 21 401
+10 23 1735
+11 24 2473
+12 25 2329
+13 28 1564
+14 31 57
+15 32 2272
+16 33 907
+17 34 724
+18 36 2985
+18 36 533
+19 37 1395
+20 38 155
+21 39 2053
+22 40 689
+23 42 266
+24 43 581
+25 44 2380
+26 45 491
+27 46 627
+28 48 2388
+29 50 943
+30 51 2096
+31 54 2530
+32 56 420
+33 57 1948
+34 58 1869
+35 59 2251
+36 63 239
+37 65 571
+38 66 2793
+39 67 978
+40 68 236
+41 70 181
+42 71 629
+43 72 2598
+44 73 1744
+45 74 1374
+46 75 591
+47 76 2679
+48 77 223
+49 79 47
+50 81 327
+51 82 2821
+52 83 1451
+53 84 2880
+54 86 480
+55 87 77
+56 88 2616
+57 89 246
+57 89 247
+58 90 2733
+59 91 14
+60 93 38
+61 94 1936
+62 96 120
+63 98 1702
+64 99 249
+65 103 2928
+66 104 2337
+67 105 1023
+68 108 2989
+69 109 1930
+70 111 2586
+71 112 131
+72 113 146
+73 116 95
+74 117 1563
+75 119 1708
+76 120 103
+77 121 1002
+78 122 2569
+79 124 2833
+80 125 1551
+81 126 1981
+82 127 29
+83 128 187
+84 130 747
+85 131 2254
+86 133 2262
+87 134 1260
+88 135 2243
+89 136 2932
+90 137 2836
+91 138 2850
+92 139 64
+93 140 894
+94 143 1919
+95 144 1583
+96 145 318
+97 147 2046
+98 148 1098
+99 149 530
+100 150 954
diff --git a/annotator/OneFormer/datasets/custom_datasets/README.md b/annotator/OneFormer/datasets/custom_datasets/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..47563b8bff6971ad615f0316aa6feb3f4bd97ce8
--- /dev/null
+++ b/annotator/OneFormer/datasets/custom_datasets/README.md
@@ -0,0 +1,35 @@
+# Training OneFormer with Custom Datasets
+
+OneFormer advocates the usage of panoptic annotations along with its task-conditioned joint training strategy. However, if panoptic annotations are not available, then also OneFormer can be trained using only the instance or semantic annotations on custom datasets. We provide some guidelines for training with custom datasets.
+
+## Register your New Dataset
+
+- OneFormer uses the information (class names, thing classes, etc.) stored in a dataset's metadata while preparing a dataset dictionary using a [`dataset_mapper`](https://github.com/SHI-Labs/OneFormer/tree/main/oneformer/data/dataset_mappers).
+
+- [Use Custom Datasets](https://detectron2.readthedocs.io/en/latest/tutorials/datasets.html) gives a deeper dive into registering a new custom dataset.
+
+## Training with Available Panoptic Annotations
+
+- To prepare the dataset dictionary for each iteration during training, OneFormer uses a [`dataset_mapper`](https://github.com/SHI-Labs/OneFormer/tree/main/oneformer/data/dataset_mappers) class.
+
+- Originally, we provide two `dataset_mapper` classes which support task-conditioned joint training using the panoptic annotations:
+ - [`COCOUnifiedNewBaselineDatasetMapper`](https://github.com/SHI-Labs/OneFormer/blob/5e04c9aaffd9bc73020d2238757f62346fe778c0/oneformer/data/dataset_mappers/coco_unified_new_baseline_dataset_mapper.py#L56): Specifically designed for COCO annotation format.
+ - [`OneFormerUnifiedDatasetMapper`](https://github.com/SHI-Labs/OneFormer/blob/5e04c9aaffd9bc73020d2238757f62346fe778c0/oneformer/data/dataset_mappers/oneformer_unified_dataset_mapper.py#L26): General annotation format.
+
+- If you have panoptic annotations for your custom dataset, you may use these dataset_mapper classes directly after registering your dataset. You may also tune the [task sampling probabilities in the corresponding config file](https://github.com/SHI-Labs/OneFormer/blob/5e04c9aaffd9bc73020d2238757f62346fe778c0/configs/ade20k/Base-ADE20K-UnifiedSegmentation.yaml#L55).
+
+- If you want to train using only the instance or semantic annotation, please follow the next section on preparing a custom dataset mapper class.
+
+## Write a Custom Dataset Mapper Class
+
+- If you want to train using only instance or semantic annotations, write your custom dataset mapper class and add it to the [`build_train_loader`](https://github.com/SHI-Labs/OneFormer/blob/5e04c9aaffd9bc73020d2238757f62346fe778c0/train_net.py#L156) method.
+
+- We provide a few templates for custom dataset mappers:
+ - [`InstanceCOCOCustomNewBaselineDatasetMapper`](https://github.com/SHI-Labs/OneFormer/blob/a7fae86ce5791a93132c059c1bdfc79c9f842820/datasets/custom_datasets/instance_coco_custom_dataset_mapper.py#L72): Specifically designed for COCO instance annotation format.
+ - [`InstanceOneFormerCustomDatasetMapper`](https://github.com/SHI-Labs/OneFormer/blob/a7fae86ce5791a93132c059c1bdfc79c9f842820/datasets/custom_datasets/instance_oneformer_custom_dataset_mapper.py#L26): General instance annotation format.
+ - [`SemanticOneFormerCustomDatasetMapper`](https://github.com/SHI-Labs/OneFormer/blob/a7fae86ce5791a93132c059c1bdfc79c9f842820/datasets/custom_datasets/semantic_oneformer_custom_dataset_mapper.py#L26): General semantic annotation format.
+
+- Remember to register your custom dataset before training.
+
+
+Now you are all set to train OneFormer using your custom dataset!
\ No newline at end of file
diff --git a/annotator/OneFormer/datasets/custom_datasets/instance_coco_custom_dataset_mapper.py b/annotator/OneFormer/datasets/custom_datasets/instance_coco_custom_dataset_mapper.py
new file mode 100644
index 0000000000000000000000000000000000000000..794310884c3ba4762ec7ad17e3f54199900c44d5
--- /dev/null
+++ b/annotator/OneFormer/datasets/custom_datasets/instance_coco_custom_dataset_mapper.py
@@ -0,0 +1,235 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/dataset_mappers/coco_instance_new_baseline_dataset_mapper.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import copy
+import logging
+
+import numpy as np
+import torch
+
+from detectron2.data import MetadataCatalog
+from detectron2.config import configurable
+from detectron2.data import detection_utils as utils
+from detectron2.data import transforms as T
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+from pycocotools import mask as coco_mask
+
+__all__ = ["InstanceCOCOCustomNewBaselineDatasetMapper"]
+
+
+def convert_coco_poly_to_mask(segmentations, height, width):
+ masks = []
+ for polygons in segmentations:
+ rles = coco_mask.frPyObjects(polygons, height, width)
+ mask = coco_mask.decode(rles)
+ if len(mask.shape) < 3:
+ mask = mask[..., None]
+ mask = torch.as_tensor(mask, dtype=torch.uint8)
+ mask = mask.any(dim=2)
+ masks.append(mask)
+ if masks:
+ masks = torch.stack(masks, dim=0)
+ else:
+ masks = torch.zeros((0, height, width), dtype=torch.uint8)
+ return masks
+
+
+def build_transform_gen(cfg, is_train):
+ """
+ Create a list of default :class:`Augmentation` from config.
+ Now it includes resizing and flipping.
+ Returns:
+ list[Augmentation]
+ """
+ assert is_train, "Only support training augmentation"
+ image_size = cfg.INPUT.IMAGE_SIZE
+ min_scale = cfg.INPUT.MIN_SCALE
+ max_scale = cfg.INPUT.MAX_SCALE
+
+ augmentation = []
+
+ if cfg.INPUT.RANDOM_FLIP != "none":
+ augmentation.append(
+ T.RandomFlip(
+ horizontal=cfg.INPUT.RANDOM_FLIP == "horizontal",
+ vertical=cfg.INPUT.RANDOM_FLIP == "vertical",
+ )
+ )
+
+ augmentation.extend([
+ T.ResizeScale(
+ min_scale=min_scale, max_scale=max_scale, target_height=image_size, target_width=image_size
+ ),
+ T.FixedSizeCrop(crop_size=(image_size, image_size)),
+ ])
+
+ return augmentation
+
+
+# This is specifically designed for the COCO Instance Segmentation dataset.
+class InstanceCOCOCustomNewBaselineDatasetMapper:
+ """
+ A callable which takes a dataset dict in Detectron2 Dataset format,
+ and map it into a format used by OneFormer for custom instance segmentation using COCO format.
+
+ The callable currently does the following:
+
+ 1. Read the image from "file_name"
+ 2. Applies geometric transforms to the image and annotation
+ 3. Find and applies suitable cropping to the image and annotation
+ 4. Prepare image and annotation to Tensors
+ """
+
+ @configurable
+ def __init__(
+ self,
+ is_train=True,
+ *,
+ num_queries,
+ tfm_gens,
+ meta,
+ image_format,
+ max_seq_len,
+ task_seq_len,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ is_train: for training or inference
+ augmentations: a list of augmentations or deterministic transforms to apply
+ crop_gen: crop augmentation
+ tfm_gens: data augmentation
+ image_format: an image format supported by :func:`detection_utils.read_image`.
+ """
+ self.tfm_gens = tfm_gens
+ logging.getLogger(__name__).info(
+ "[InstanceCOCOCustomNewBaselineDatasetMapper] Full TransformGens used in training: {}".format(
+ str(self.tfm_gens)
+ )
+ )
+
+ self.img_format = image_format
+ self.is_train = is_train
+ self.meta = meta
+ self.num_queries = num_queries
+
+ self.things = []
+ for k,v in self.meta.thing_dataset_id_to_contiguous_id.items():
+ self.things.append(v)
+ self.class_names = self.meta.thing_classes
+ self.text_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=max_seq_len)
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+
+ @classmethod
+ def from_config(cls, cfg, is_train=True):
+ # Build augmentation
+ tfm_gens = build_transform_gen(cfg, is_train)
+ dataset_names = cfg.DATASETS.TRAIN
+ meta = MetadataCatalog.get(dataset_names[0])
+
+ ret = {
+ "is_train": is_train,
+ "meta": meta,
+ "tfm_gens": tfm_gens,
+ "image_format": cfg.INPUT.FORMAT,
+ "num_queries": cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES - cfg.MODEL.TEXT_ENCODER.N_CTX,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "max_seq_len": cfg.INPUT.MAX_SEQ_LEN,
+ }
+ return ret
+
+ def _get_texts(self, classes, num_class_obj):
+
+ classes = list(np.array(classes))
+ texts = ["an instance photo"] * self.num_queries
+
+ for class_id in classes:
+ cls_name = self.class_names[class_id]
+ num_class_obj[cls_name] += 1
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ return texts
+
+ def __call__(self, dataset_dict):
+ """
+ Args:
+ dataset_dict (dict): Metadata of one image, in Detectron2 Dataset format.
+
+ Returns:
+ dict: a format that builtin models in detectron2 accept
+ """
+ dataset_dict = copy.deepcopy(dataset_dict) # it will be modified by code below
+ image = utils.read_image(dataset_dict["file_name"], format=self.img_format)
+ utils.check_image_size(dataset_dict, image)
+
+ # TODO: get padding mask
+ # by feeding a "segmentation mask" to the same transforms
+ padding_mask = np.ones(image.shape[:2])
+
+ image, transforms = T.apply_transform_gens(self.tfm_gens, image)
+ # the crop transformation has default padding value 0 for segmentation
+ padding_mask = transforms.apply_segmentation(padding_mask)
+ padding_mask = ~ padding_mask.astype(bool)
+
+ image_shape = image.shape[:2] # h, w
+
+ # Pytorch's dataloader is efficient on torch.Tensor due to shared-memory,
+ # but not efficient on large generic data structures due to the use of pickle & mp.Queue.
+ # Therefore it's important to use torch.Tensor.
+ dataset_dict["image"] = torch.as_tensor(np.ascontiguousarray(image.transpose(2, 0, 1)))
+ dataset_dict["padding_mask"] = torch.as_tensor(np.ascontiguousarray(padding_mask))
+
+ if not self.is_train:
+ # USER: Modify this if you want to keep them for some reason.
+ dataset_dict.pop("annotations", None)
+ return dataset_dict
+
+ if "annotations" in dataset_dict:
+ # USER: Modify this if you want to keep them for some reason.
+ for anno in dataset_dict["annotations"]:
+ anno.pop("keypoints", None)
+
+ # USER: Implement additional transformations if you have other types of data
+ annos = [
+ utils.transform_instance_annotations(obj, transforms, image_shape)
+ for obj in dataset_dict.pop("annotations")
+ if obj.get("iscrowd", 0) == 0
+ ]
+
+ instances = utils.annotations_to_instances(annos, image_shape)
+
+ instances.gt_boxes = instances.gt_masks.get_bounding_boxes()
+ # Need to filter empty instances first (due to augmentation)
+ instances = utils.filter_empty_instances(instances)
+ # Generate masks from polygon
+ h, w = instances.image_size
+ # image_size_xyxy = torch.as_tensor([w, h, w, h], dtype=torch.float)
+ if hasattr(instances, 'gt_masks'):
+ gt_masks = instances.gt_masks
+ gt_masks = convert_coco_poly_to_mask(gt_masks.polygons, h, w)
+ instances.gt_masks = gt_masks
+
+ num_class_obj = {}
+ for name in self.class_names:
+ num_class_obj[name] = 0
+
+ task = "The task is instance"
+ text = self._get_texts(instances.gt_classes, num_class_obj)
+
+ dataset_dict["instances"] = instances
+ dataset_dict["orig_shape"] = image_shape
+ dataset_dict["task"] = task
+ dataset_dict["text"] = text
+ dataset_dict["thing_ids"] = self.things
+
+ return dataset_dict
diff --git a/annotator/OneFormer/datasets/custom_datasets/instance_oneformer_custom_dataset_mapper.py b/annotator/OneFormer/datasets/custom_datasets/instance_oneformer_custom_dataset_mapper.py
new file mode 100644
index 0000000000000000000000000000000000000000..5743e637f940c1d963879ca5d3afc57159539e51
--- /dev/null
+++ b/annotator/OneFormer/datasets/custom_datasets/instance_oneformer_custom_dataset_mapper.py
@@ -0,0 +1,245 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/dataset_mappers/mask_former_instance_dataset_mapper.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import copy
+import logging
+import os
+
+import numpy as np
+import torch
+from torch.nn import functional as F
+
+from detectron2.config import configurable
+from detectron2.data import detection_utils as utils
+from detectron2.data import transforms as T
+from detectron2.structures import BitMasks, Instances, polygons_to_bitmask
+from detectron2.data import MetadataCatalog
+from detectron2.projects.point_rend import ColorAugSSDTransform
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+import pycocotools.mask as mask_util
+
+__all__ = ["InstanceOneFormerCustomDatasetMapper"]
+
+
+class InstanceOneFormerCustomDatasetMapper:
+ """
+ A callable which takes a dataset dict in Detectron2 Dataset format,
+ and map it into a format used by OneFormer custom instance segmentation.
+
+ The callable currently does the following:
+
+ 1. Read the image from "file_name"
+ 2. Applies geometric transforms to the image and annotation
+ 3. Find and applies suitable cropping to the image and annotation
+ 4. Prepare image and annotation to Tensors
+ """
+
+ @configurable
+ def __init__(
+ self,
+ is_train=True,
+ *,
+ name,
+ num_queries,
+ meta,
+ augmentations,
+ image_format,
+ size_divisibility,
+ task_seq_len,
+ max_seq_len,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ is_train: for training or inference
+ augmentations: a list of augmentations or deterministic transforms to apply
+ image_format: an image format supported by :func:`detection_utils.read_image`.
+ ignore_label: the label that is ignored to evaluation
+ size_divisibility: pad image size to be divisible by this value
+ """
+ self.is_train = is_train
+ self.meta = meta
+ self.name = name
+ self.tfm_gens = augmentations
+ self.img_format = image_format
+ self.size_divisibility = size_divisibility
+ self.num_queries = num_queries
+
+ logger = logging.getLogger(__name__)
+ mode = "training" if is_train else "inference"
+ logger.info(f"[{self.__class__.__name__}] Augmentations used in {mode}: {augmentations}")
+
+ self.things = []
+ for k,v in self.meta.thing_dataset_id_to_contiguous_id.items():
+ self.things.append(v)
+ self.class_names = self.meta.thing_classes
+ self.text_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=max_seq_len)
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+
+ @classmethod
+ def from_config(cls, cfg, is_train=True):
+ # Build augmentation
+ augs = [
+ T.ResizeShortestEdge(
+ cfg.INPUT.MIN_SIZE_TRAIN,
+ cfg.INPUT.MAX_SIZE_TRAIN,
+ cfg.INPUT.MIN_SIZE_TRAIN_SAMPLING,
+ )
+ ]
+ if cfg.INPUT.CROP.ENABLED:
+ augs.append(
+ T.RandomCrop(
+ cfg.INPUT.CROP.TYPE,
+ cfg.INPUT.CROP.SIZE,
+ )
+ )
+ if cfg.INPUT.COLOR_AUG_SSD:
+ augs.append(ColorAugSSDTransform(img_format=cfg.INPUT.FORMAT))
+ augs.append(T.RandomFlip())
+
+ # Assume always applies to the training set.
+ dataset_names = cfg.DATASETS.TRAIN
+ meta = MetadataCatalog.get(dataset_names[0])
+
+ ret = {
+ "is_train": is_train,
+ "meta": meta,
+ "name": dataset_names[0],
+ "num_queries": cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES - cfg.MODEL.TEXT_ENCODER.N_CTX,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "max_seq_len": cfg.INPUT.MAX_SEQ_LEN,
+ "augmentations": augs,
+ "image_format": cfg.INPUT.FORMAT,
+ "size_divisibility": cfg.INPUT.SIZE_DIVISIBILITY,
+ "semantic_prob": cfg.INPUT.TASK_PROB.SEMANTIC,
+ "instance_prob": cfg.INPUT.TASK_PROB.INSTANCE,
+ }
+ return ret
+
+ def _get_texts(self, classes, num_class_obj):
+
+ classes = list(np.array(classes))
+ texts = ["an instance photo"] * self.num_queries
+
+ for class_id in classes:
+ cls_name = self.class_names[class_id]
+ num_class_obj[cls_name] += 1
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ return texts
+
+ def __call__(self, dataset_dict):
+ """
+ Args:
+ dataset_dict (dict): Metadata of one image, in Detectron2 Dataset format.
+
+ Returns:
+ dict: a format that builtin models in detectron2 accept
+ """
+ assert self.is_train, "OneFormerDatasetMapper should only be used for training!"
+
+ dataset_dict = copy.deepcopy(dataset_dict) # it will be modified by code below
+ image = utils.read_image(dataset_dict["file_name"], format=self.img_format)
+ utils.check_image_size(dataset_dict, image)
+
+ aug_input = T.AugInput(image)
+ aug_input, transforms = T.apply_transform_gens(self.tfm_gens, aug_input)
+ image = aug_input.image
+
+ # transform instnace masks
+ assert "annotations" in dataset_dict
+ for anno in dataset_dict["annotations"]:
+ anno.pop("keypoints", None)
+
+ annos = [
+ utils.transform_instance_annotations(obj, transforms, image.shape[:2])
+ for obj in dataset_dict.pop("annotations")
+ if obj.get("iscrowd", 0) == 0
+ ]
+
+ if len(annos):
+ assert "segmentation" in annos[0]
+ segms = [obj["segmentation"] for obj in annos]
+ masks = []
+ for segm in segms:
+ if isinstance(segm, list):
+ # polygon
+ masks.append(polygons_to_bitmask(segm, *image.shape[:2]))
+ elif isinstance(segm, dict):
+ # COCO RLE
+ masks.append(mask_util.decode(segm))
+ elif isinstance(segm, np.ndarray):
+ assert segm.ndim == 2, "Expect segmentation of 2 dimensions, got {}.".format(
+ segm.ndim
+ )
+ # mask array
+ masks.append(segm)
+ else:
+ raise ValueError(
+ "Cannot convert segmentation of type '{}' to BitMasks!"
+ "Supported types are: polygons as list[list[float] or ndarray],"
+ " COCO-style RLE as a dict, or a binary segmentation mask "
+ " in a 2D numpy array of shape HxW.".format(type(segm))
+ )
+
+ # Pad image and segmentation label here!
+ image = torch.as_tensor(np.ascontiguousarray(image.transpose(2, 0, 1)))
+ masks = [torch.from_numpy(np.ascontiguousarray(x)) for x in masks]
+
+ classes = [int(obj["category_id"]) for obj in annos]
+ classes = torch.tensor(classes, dtype=torch.int64)
+
+ if self.size_divisibility > 0:
+ image_size = (image.shape[-2], image.shape[-1])
+ padding_size = [
+ 0,
+ self.size_divisibility - image_size[1],
+ 0,
+ self.size_divisibility - image_size[0],
+ ]
+ # pad image
+ image = F.pad(image, padding_size, value=128).contiguous()
+ # pad mask
+ masks = [F.pad(x, padding_size, value=0).contiguous() for x in masks]
+
+ image_shape = (image.shape[-2], image.shape[-1]) # h, w
+
+ # Pytorch's dataloader is efficient on torch.Tensor due to shared-memory,
+ # but not efficient on large generic data structures due to the use of pickle & mp.Queue.
+ # Therefore it's important to use torch.Tensor.
+ dataset_dict["image"] = image
+
+ # Prepare per-category binary masks
+ instances = Instances(image_shape)
+ instances.gt_classes = classes
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, image.shape[-2], image.shape[-1]))
+ else:
+ masks = BitMasks(torch.stack(masks))
+ instances.gt_masks = masks.tensor
+
+ num_class_obj = {}
+ for name in self.class_names:
+ num_class_obj[name] = 0
+
+ task = "The task is instance"
+ text = self._get_texts(instances.gt_classes, num_class_obj)
+
+ dataset_dict["instances"] = instances
+ dataset_dict["orig_shape"] = image_shape
+ dataset_dict["task"] = task
+ dataset_dict["text"] = text
+ dataset_dict["thing_ids"] = self.things
+
+ return dataset_dict
diff --git a/annotator/OneFormer/datasets/custom_datasets/semantic_oneformer_custom_dataset_mapper.py b/annotator/OneFormer/datasets/custom_datasets/semantic_oneformer_custom_dataset_mapper.py
new file mode 100644
index 0000000000000000000000000000000000000000..5636bf66e551ac9ccd6f8453add17ad1739eb9b0
--- /dev/null
+++ b/annotator/OneFormer/datasets/custom_datasets/semantic_oneformer_custom_dataset_mapper.py
@@ -0,0 +1,238 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/dataset_mappers/mask_former_semantic_dataset_mapper.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import copy
+import logging
+import os
+
+import numpy as np
+import torch
+from torch.nn import functional as F
+
+from detectron2.config import configurable
+from detectron2.data import detection_utils as utils
+from detectron2.data import transforms as T
+from detectron2.structures import BitMasks, Instances, polygons_to_bitmask
+from detectron2.data import MetadataCatalog
+from detectron2.projects.point_rend import ColorAugSSDTransform
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+import pycocotools.mask as mask_util
+
+__all__ = ["SemanticOneFormerCustomDatasetMapper"]
+
+
+class SemanticOneFormerCustomDatasetMapper:
+ """
+ A callable which takes a dataset dict in Detectron2 Dataset format,
+ and map it into a format used by OneFormer custom semantic segmentation.
+
+ The callable currently does the following:
+
+ 1. Read the image from "file_name"
+ 2. Applies geometric transforms to the image and annotation
+ 3. Find and applies suitable cropping to the image and annotation
+ 4. Prepare image and annotation to Tensors
+ """
+
+ @configurable
+ def __init__(
+ self,
+ is_train=True,
+ *,
+ name,
+ num_queries,
+ meta,
+ augmentations,
+ image_format,
+ ignore_label,
+ size_divisibility,
+ task_seq_len,
+ max_seq_len,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ is_train: for training or inference
+ augmentations: a list of augmentations or deterministic transforms to apply
+ image_format: an image format supported by :func:`detection_utils.read_image`.
+ ignore_label: the label that is ignored to evaluation
+ size_divisibility: pad image size to be divisible by this value
+ """
+ self.is_train = is_train
+ self.meta = meta
+ self.name = name
+ self.tfm_gens = augmentations
+ self.img_format = image_format
+ self.ignore_label = ignore_label
+ self.size_divisibility = size_divisibility
+ self.num_queries = num_queries
+
+ logger = logging.getLogger(__name__)
+ mode = "training" if is_train else "inference"
+ logger.info(f"[{self.__class__.__name__}] Augmentations used in {mode}: {augmentations}")
+
+ self.class_names = self.meta.stuff_classes
+ self.text_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=max_seq_len)
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+
+ @classmethod
+ def from_config(cls, cfg, is_train=True):
+ # Build augmentation
+ augs = [
+ T.ResizeShortestEdge(
+ cfg.INPUT.MIN_SIZE_TRAIN,
+ cfg.INPUT.MAX_SIZE_TRAIN,
+ cfg.INPUT.MIN_SIZE_TRAIN_SAMPLING,
+ )
+ ]
+ if cfg.INPUT.CROP.ENABLED:
+ augs.append(
+ T.RandomCrop_CategoryAreaConstraint(
+ cfg.INPUT.CROP.TYPE,
+ cfg.INPUT.CROP.SIZE,
+ cfg.INPUT.CROP.SINGLE_CATEGORY_MAX_AREA,
+ cfg.MODEL.SEM_SEG_HEAD.IGNORE_VALUE,
+ )
+ )
+ if cfg.INPUT.COLOR_AUG_SSD:
+ augs.append(ColorAugSSDTransform(img_format=cfg.INPUT.FORMAT))
+ augs.append(T.RandomFlip())
+
+ # Assume always applies to the training set.
+ dataset_names = cfg.DATASETS.TRAIN
+ meta = MetadataCatalog.get(dataset_names[0])
+ ignore_label = meta.ignore_label
+
+ ret = {
+ "is_train": is_train,
+ "meta": meta,
+ "name": dataset_names[0],
+ "num_queries": cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES - cfg.MODEL.TEXT_ENCODER.N_CTX,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "max_seq_len": cfg.INPUT.MAX_SEQ_LEN,
+ "augmentations": augs,
+ "image_format": cfg.INPUT.FORMAT,
+ "ignore_label": ignore_label,
+ "size_divisibility": cfg.INPUT.SIZE_DIVISIBILITY,
+ }
+ return ret
+
+ def _get_texts(self, classes, num_class_obj):
+
+ classes = list(np.array(classes))
+ texts = ["an semantic photo"] * self.num_queries
+
+ for class_id in classes:
+ cls_name = self.class_names[class_id]
+ num_class_obj[cls_name] += 1
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ return texts
+
+ def __call__(self, dataset_dict):
+ """
+ Args:
+ dataset_dict (dict): Metadata of one image, in Detectron2 Dataset format.
+
+ Returns:
+ dict: a format that builtin models in detectron2 accept
+ """
+ assert self.is_train, "SemanticOneFormerCustomDatasetMapper should only be used for training!"
+
+ dataset_dict = copy.deepcopy(dataset_dict) # it will be modified by code below
+ image = utils.read_image(dataset_dict["file_name"], format=self.img_format)
+ utils.check_image_size(dataset_dict, image)
+
+ if "sem_seg_file_name" in dataset_dict:
+ # PyTorch transformation not implemented for uint16, so converting it to double first
+ sem_seg_gt = utils.read_image(dataset_dict.pop("sem_seg_file_name")).astype("double")
+ else:
+ sem_seg_gt = None
+
+ if sem_seg_gt is None:
+ raise ValueError(
+ "Cannot find 'sem_seg_file_name' for semantic segmentation dataset {}.".format(
+ dataset_dict["file_name"]
+ )
+ )
+
+ aug_input = T.AugInput(image, sem_seg=sem_seg_gt)
+ aug_input, transforms = T.apply_transform_gens(self.tfm_gens, aug_input)
+ image = aug_input.image
+ sem_seg_gt = aug_input.sem_seg
+
+ # Pad image and segmentation label here!
+ image = torch.as_tensor(np.ascontiguousarray(image.transpose(2, 0, 1)))
+ if sem_seg_gt is not None:
+ sem_seg_gt = torch.as_tensor(sem_seg_gt.astype("long"))
+
+ if self.size_divisibility > 0:
+ image_size = (image.shape[-2], image.shape[-1])
+ padding_size = [
+ 0,
+ self.size_divisibility - image_size[1],
+ 0,
+ self.size_divisibility - image_size[0],
+ ]
+ image = F.pad(image, padding_size, value=128).contiguous()
+ if sem_seg_gt is not None:
+ sem_seg_gt = F.pad(sem_seg_gt, padding_size, value=self.ignore_label).contiguous()
+
+ image_shape = (image.shape[-2], image.shape[-1]) # h, w
+
+ # Pytorch's dataloader is efficient on torch.Tensor due to shared-memory,
+ # but not efficient on large generic data structures due to the use of pickle & mp.Queue.
+ # Therefore it's important to use torch.Tensor.
+ dataset_dict["image"] = image
+
+ if sem_seg_gt is not None:
+ dataset_dict["sem_seg"] = sem_seg_gt.long()
+
+ if "annotations" in dataset_dict:
+ raise ValueError("Semantic segmentation dataset should not have 'annotations'.")
+
+ # Prepare per-category binary masks
+ if sem_seg_gt is not None:
+ sem_seg_gt = sem_seg_gt.numpy()
+ instances = Instances(image_shape)
+ classes = np.unique(sem_seg_gt)
+ # remove ignored region
+ classes = classes[classes != self.ignore_label]
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+
+ masks = []
+ for class_id in classes:
+ masks.append(sem_seg_gt == class_id)
+
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, sem_seg_gt.shape[-2], sem_seg_gt.shape[-1]))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+
+ num_class_obj = {}
+ for name in self.class_names:
+ num_class_obj[name] = 0
+
+ task = "The task is semantic"
+ text = self._get_texts(instances.gt_classes, num_class_obj)
+
+ dataset_dict["instances"] = instances
+ dataset_dict["orig_shape"] = image_shape
+ dataset_dict["task"] = task
+ dataset_dict["text"] = text
+
+ return dataset_dict
diff --git a/annotator/OneFormer/datasets/fg_ids.py b/annotator/OneFormer/datasets/fg_ids.py
new file mode 100644
index 0000000000000000000000000000000000000000..886b6255f2d0e4de01f062f45173c265602aaff2
--- /dev/null
+++ b/annotator/OneFormer/datasets/fg_ids.py
@@ -0,0 +1,108 @@
+ADE20K_FG_IDS = {
+ 1: 8,
+ 2: 9,
+ 3: 11,
+ 4: 13,
+ 5: 15,
+ 5: 15,
+ 6: 16,
+ 7: 19,
+ 8: 20,
+ 9: 21,
+ 10: 23,
+ 11: 24,
+ 12: 25,
+ 13: 28,
+ 14: 31,
+ 15: 32,
+ 16: 33,
+ 17: 34,
+ 18: 36,
+ 18: 36,
+ 19: 37,
+ 20: 38,
+ 21: 39,
+ 22: 40,
+ 23: 42,
+ 24: 43,
+ 25: 44,
+ 26: 45,
+ 27: 46,
+ 28: 48,
+ 29: 50,
+ 30: 51,
+ 31: 54,
+ 32: 56,
+ 33: 57,
+ 34: 58,
+ 35: 59,
+ 36: 63,
+ 37: 65,
+ 38: 66,
+ 39: 67,
+ 40: 68,
+ 41: 70,
+ 42: 71,
+ 43: 72,
+ 44: 73,
+ 45: 74,
+ 46: 75,
+ 47: 76,
+ 48: 77,
+ 49: 79,
+ 50: 81,
+ 51: 82,
+ 52: 83,
+ 53: 84,
+ 54: 86,
+ 55: 87,
+ 56: 88,
+ 57: 89,
+ 57: 89,
+ 58: 90,
+ 59: 91,
+ 60: 93,
+ 61: 94,
+ 62: 96,
+ 63: 98,
+ 64: 99,
+ 65: 103,
+ 66: 104,
+ 67: 105,
+ 68: 108,
+ 69: 109,
+ 70: 111,
+ 71: 112,
+ 72: 113,
+ 73: 116,
+ 74: 117,
+ 75: 119,
+ 76: 120,
+ 77: 121,
+ 78: 122,
+ 79: 124,
+ 80: 125,
+ 81: 126,
+ 82: 127,
+ 83: 128,
+ 84: 130,
+ 85: 131,
+ 86: 133,
+ 87: 134,
+ 88: 135,
+ 89: 136,
+ 90: 137,
+ 91: 138,
+ 92: 139,
+ 93: 140,
+ 94: 143,
+ 95: 144,
+ 96: 145,
+ 97: 147,
+ 98: 148,
+ 99: 149,
+ 100: 150
+ }
+
+
+CITYSCAPES_FG_NAMES = ['person', 'rider', 'car', 'truck', 'bus', 'train', 'motorcycle', 'bicycle']
\ No newline at end of file
diff --git a/annotator/OneFormer/datasets/panoptic2detection_coco_format.py b/annotator/OneFormer/datasets/panoptic2detection_coco_format.py
new file mode 100644
index 0000000000000000000000000000000000000000..14baa07a94d3048dcb8493c262f3b692b71a9370
--- /dev/null
+++ b/annotator/OneFormer/datasets/panoptic2detection_coco_format.py
@@ -0,0 +1,152 @@
+#!/usr/bin/env python
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/cocodataset/panopticapi/blob/master/converters/panoptic2detection_coco_format.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+'''
+This script converts panoptic COCO format to detection COCO format. More
+information about the formats can be found here:
+http://cocodataset.org/#format-data. All segments will be stored in RLE format.
+
+Additional option:
+- using option '--things_only' the script can discard all stuff
+segments, saving segments of things classes only.
+'''
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+from __future__ import unicode_literals
+import os, sys
+import argparse
+import numpy as np
+import json
+import time
+import multiprocessing
+
+import PIL.Image as Image
+
+from panopticapi.utils import get_traceback, rgb2id, save_json
+
+try:
+ # set up path for pycocotools
+ # sys.path.append('./cocoapi-master/PythonAPI/')
+ from pycocotools import mask as COCOmask
+except Exception:
+ raise Exception("Please install pycocotools module from https://github.com/cocodataset/cocoapi")
+
+@get_traceback
+def convert_panoptic_to_detection_coco_format_single_core(
+ proc_id, annotations_set, categories, segmentations_folder, things_only
+):
+ annotations_detection = []
+ for working_idx, annotation in enumerate(annotations_set):
+ if working_idx % 100 == 0:
+ print('Core: {}, {} from {} images processed'.format(proc_id,
+ working_idx,
+ len(annotations_set)))
+
+ file_name = '{}.png'.format(annotation['file_name'].rsplit('.')[0])
+ try:
+ pan_format = np.array(
+ Image.open(os.path.join(segmentations_folder, file_name)), dtype=np.uint32
+ )
+ except IOError:
+ raise KeyError('no prediction png file for id: {}'.format(annotation['image_id']))
+ pan = rgb2id(pan_format)
+
+ for segm_info in annotation['segments_info']:
+ if things_only and categories[segm_info['category_id']]['isthing'] != 1:
+ continue
+ mask = (pan == segm_info['id']).astype(np.uint8)
+ mask = np.expand_dims(mask, axis=2)
+ segm_info.pop('id')
+ segm_info['image_id'] = annotation['image_id']
+ rle = COCOmask.encode(np.asfortranarray(mask))[0]
+ rle['counts'] = rle['counts'].decode('utf8')
+ segm_info['segmentation'] = rle
+ annotations_detection.append(segm_info)
+
+ print('Core: {}, all {} images processed'.format(proc_id, len(annotations_set)))
+ return annotations_detection
+
+
+def convert_panoptic_to_detection_coco_format(input_json_file,
+ segmentations_folder,
+ output_json_file,
+ categories_json_file,
+ things_only):
+ start_time = time.time()
+
+ if segmentations_folder is None:
+ segmentations_folder = input_json_file.rsplit('.', 1)[0]
+
+ print("CONVERTING...")
+ print("COCO panoptic format:")
+ print("\tSegmentation folder: {}".format(segmentations_folder))
+ print("\tJSON file: {}".format(input_json_file))
+ print("TO")
+ print("COCO detection format")
+ print("\tJSON file: {}".format(output_json_file))
+ if things_only:
+ print("Saving only segments of things classes.")
+ print('\n')
+
+ print("Reading annotation information from {}".format(input_json_file))
+ with open(input_json_file, 'r') as f:
+ d_coco = json.load(f)
+ annotations_panoptic = d_coco['annotations']
+
+ with open(categories_json_file, 'r') as f:
+ categories_list = json.load(f)
+ categories = {category['id']: category for category in categories_list}
+
+ cpu_num = multiprocessing.cpu_count()
+ annotations_split = np.array_split(annotations_panoptic, cpu_num)
+ print("Number of cores: {}, images per core: {}".format(cpu_num, len(annotations_split[0])))
+ workers = multiprocessing.Pool(processes=cpu_num)
+ processes = []
+ for proc_id, annotations_set in enumerate(annotations_split):
+ p = workers.apply_async(convert_panoptic_to_detection_coco_format_single_core,
+ (proc_id, annotations_set, categories, segmentations_folder, things_only))
+ processes.append(p)
+ annotations_coco_detection = []
+ for p in processes:
+ annotations_coco_detection.extend(p.get())
+ for idx, ann in enumerate(annotations_coco_detection):
+ ann['id'] = idx
+
+ d_coco['annotations'] = annotations_coco_detection
+ categories_coco_detection = []
+ for category in d_coco['categories']:
+ if things_only and category['isthing'] != 1:
+ continue
+ category.pop('isthing')
+ categories_coco_detection.append(category)
+ d_coco['categories'] = categories_coco_detection
+ save_json(d_coco, output_json_file)
+
+ t_delta = time.time() - start_time
+ print("Time elapsed: {:0.2f} seconds".format(t_delta))
+
+
+if __name__ == "__main__":
+ parser = argparse.ArgumentParser(
+ description="The script converts panoptic COCO format to detection \
+ COCO format. See this file's head for more information."
+ )
+ parser.add_argument('--things_only', action='store_true',
+ help="discard stuff classes")
+ args = parser.parse_args()
+
+ _root = os.getenv("DETECTRON2_DATASETS", "datasets")
+ root = os.path.join(_root, "coco")
+ input_json_file = os.path.join(root, "annotations", "panoptic_val2017.json")
+ output_json_file = os.path.join(root, "annotations", "panoptic2instances_val2017.json")
+ categories_json_file = "datasets/panoptic_coco_categories.json"
+ segmentations_folder = os.path.join(root, "panoptic_val2017")
+
+ convert_panoptic_to_detection_coco_format(input_json_file,
+ segmentations_folder,
+ output_json_file,
+ categories_json_file,
+ args.things_only)
diff --git a/annotator/OneFormer/datasets/prepare_ade20k_ins_seg.py b/annotator/OneFormer/datasets/prepare_ade20k_ins_seg.py
new file mode 100644
index 0000000000000000000000000000000000000000..e4e951adcd84dbd08b3d6570aee56887bf1c69a6
--- /dev/null
+++ b/annotator/OneFormer/datasets/prepare_ade20k_ins_seg.py
@@ -0,0 +1,112 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+# Copyright (c) Facebook, Inc. and its affiliates.
+import glob
+import json
+import os
+from collections import Counter
+
+import numpy as np
+import tqdm
+from panopticapi.utils import IdGenerator, save_json
+from PIL import Image
+import pycocotools.mask as mask_util
+
+
+if __name__ == "__main__":
+ dataset_dir = os.getenv("DETECTRON2_DATASETS", "datasets")
+
+ for name, dirname in [("train", "training"), ("val", "validation")]:
+ image_dir = os.path.join(dataset_dir, f"ADEChallengeData2016/images/{dirname}/")
+ instance_dir = os.path.join(
+ dataset_dir, f"ADEChallengeData2016/annotations_instance/{dirname}/"
+ )
+
+ # img_id = 0
+ ann_id = 1
+
+ # json
+ out_file = os.path.join(dataset_dir, f"ADEChallengeData2016/ade20k_instance_{name}.json")
+
+ # json config
+ instance_config_file = "datasets/ade20k_instance_imgCatIds.json"
+ with open(instance_config_file) as f:
+ category_dict = json.load(f)["categories"]
+
+ # load catid mapping
+ # it is important to share category id for both instance and panoptic annotations
+ mapping_file = "datasets/ade20k_instance_catid_mapping.txt"
+ with open(mapping_file) as f:
+ map_id = {}
+ for i, line in enumerate(f.readlines()):
+ if i == 0:
+ continue
+ ins_id, sem_id, _ = line.strip().split()
+ # shift id by 1 because we want it to start from 0!
+ # ignore_label becomes 255
+ map_id[int(ins_id)] = int(sem_id) - 1
+
+ for cat in category_dict:
+ cat["id"] = map_id[cat["id"]]
+
+ filenames = sorted(glob.glob(os.path.join(image_dir, "*.jpg")))
+
+ ann_dict = {}
+ images = []
+ annotations = []
+
+ for idx, filename in enumerate(tqdm.tqdm(filenames)):
+ image = {}
+ image_id = os.path.basename(filename).split(".")[0]
+
+ image["id"] = image_id
+ image["file_name"] = os.path.basename(filename)
+
+ original_format = np.array(Image.open(filename))
+ image["width"] = original_format.shape[1]
+ image["height"] = original_format.shape[0]
+
+ images.append(image)
+
+ filename_instance = os.path.join(instance_dir, image_id + ".png")
+ ins_seg = np.asarray(Image.open(filename_instance))
+ assert ins_seg.dtype == np.uint8
+
+ instance_cat_ids = ins_seg[..., 0]
+ # instance id starts from 1!
+ # because 0 is reserved as VOID label
+ instance_ins_ids = ins_seg[..., 1]
+
+ # process things
+ for thing_id in np.unique(instance_ins_ids):
+ if thing_id == 0:
+ continue
+ mask = instance_ins_ids == thing_id
+ instance_cat_id = np.unique(instance_cat_ids[mask])
+ assert len(instance_cat_id) == 1
+
+ anno = {}
+ anno['id'] = ann_id
+ ann_id += 1
+ anno['image_id'] = image['id']
+ anno["iscrowd"] = int(0)
+ anno["category_id"] = int(map_id[instance_cat_id[0]])
+
+ inds = np.nonzero(mask)
+ ymin, ymax = inds[0].min(), inds[0].max()
+ xmin, xmax = inds[1].min(), inds[1].max()
+ anno["bbox"] = [int(xmin), int(ymin), int(xmax - xmin + 1), int(ymax - ymin + 1)]
+ # if xmax <= xmin or ymax <= ymin:
+ # continue
+ rle = mask_util.encode(np.array(mask[:, :, None], order="F", dtype="uint8"))[0]
+ rle["counts"] = rle["counts"].decode("utf-8")
+ anno["segmentation"] = rle
+ anno["area"] = int(mask_util.area(rle))
+ annotations.append(anno)
+
+ # save this
+ ann_dict['images'] = images
+ ann_dict['categories'] = category_dict
+ ann_dict['annotations'] = annotations
+
+ save_json(ann_dict, out_file)
diff --git a/annotator/OneFormer/datasets/prepare_ade20k_pan_seg.py b/annotator/OneFormer/datasets/prepare_ade20k_pan_seg.py
new file mode 100644
index 0000000000000000000000000000000000000000..8b1b03281dd4307c6dad2dc7e2505aacad3e72a3
--- /dev/null
+++ b/annotator/OneFormer/datasets/prepare_ade20k_pan_seg.py
@@ -0,0 +1,500 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+# Copyright (c) Facebook, Inc. and its affiliates.
+import glob
+import json
+import os
+from collections import Counter
+
+import numpy as np
+import tqdm
+from panopticapi.utils import IdGenerator, save_json
+from PIL import Image
+
+ADE20K_SEM_SEG_CATEGORIES = [
+ "wall",
+ "building",
+ "sky",
+ "floor",
+ "tree",
+ "ceiling",
+ "road, route",
+ "bed",
+ "window ",
+ "grass",
+ "cabinet",
+ "sidewalk, pavement",
+ "person",
+ "earth, ground",
+ "door",
+ "table",
+ "mountain, mount",
+ "plant",
+ "curtain",
+ "chair",
+ "car",
+ "water",
+ "painting, picture",
+ "sofa",
+ "shelf",
+ "house",
+ "sea",
+ "mirror",
+ "rug",
+ "field",
+ "armchair",
+ "seat",
+ "fence",
+ "desk",
+ "rock, stone",
+ "wardrobe, closet, press",
+ "lamp",
+ "tub",
+ "rail",
+ "cushion",
+ "base, pedestal, stand",
+ "box",
+ "column, pillar",
+ "signboard, sign",
+ "chest of drawers, chest, bureau, dresser",
+ "counter",
+ "sand",
+ "sink",
+ "skyscraper",
+ "fireplace",
+ "refrigerator, icebox",
+ "grandstand, covered stand",
+ "path",
+ "stairs",
+ "runway",
+ "case, display case, showcase, vitrine",
+ "pool table, billiard table, snooker table",
+ "pillow",
+ "screen door, screen",
+ "stairway, staircase",
+ "river",
+ "bridge, span",
+ "bookcase",
+ "blind, screen",
+ "coffee table",
+ "toilet, can, commode, crapper, pot, potty, stool, throne",
+ "flower",
+ "book",
+ "hill",
+ "bench",
+ "countertop",
+ "stove",
+ "palm, palm tree",
+ "kitchen island",
+ "computer",
+ "swivel chair",
+ "boat",
+ "bar",
+ "arcade machine",
+ "hovel, hut, hutch, shack, shanty",
+ "bus",
+ "towel",
+ "light",
+ "truck",
+ "tower",
+ "chandelier",
+ "awning, sunshade, sunblind",
+ "street lamp",
+ "booth",
+ "tv",
+ "plane",
+ "dirt track",
+ "clothes",
+ "pole",
+ "land, ground, soil",
+ "bannister, banister, balustrade, balusters, handrail",
+ "escalator, moving staircase, moving stairway",
+ "ottoman, pouf, pouffe, puff, hassock",
+ "bottle",
+ "buffet, counter, sideboard",
+ "poster, posting, placard, notice, bill, card",
+ "stage",
+ "van",
+ "ship",
+ "fountain",
+ "conveyer belt, conveyor belt, conveyer, conveyor, transporter",
+ "canopy",
+ "washer, automatic washer, washing machine",
+ "plaything, toy",
+ "pool",
+ "stool",
+ "barrel, cask",
+ "basket, handbasket",
+ "falls",
+ "tent",
+ "bag",
+ "minibike, motorbike",
+ "cradle",
+ "oven",
+ "ball",
+ "food, solid food",
+ "step, stair",
+ "tank, storage tank",
+ "trade name",
+ "microwave",
+ "pot",
+ "animal",
+ "bicycle",
+ "lake",
+ "dishwasher",
+ "screen",
+ "blanket, cover",
+ "sculpture",
+ "hood, exhaust hood",
+ "sconce",
+ "vase",
+ "traffic light",
+ "tray",
+ "trash can",
+ "fan",
+ "pier",
+ "crt screen",
+ "plate",
+ "monitor",
+ "bulletin board",
+ "shower",
+ "radiator",
+ "glass, drinking glass",
+ "clock",
+ "flag", # noqa
+]
+
+PALETTE = [
+ [120, 120, 120],
+ [180, 120, 120],
+ [6, 230, 230],
+ [80, 50, 50],
+ [4, 200, 3],
+ [120, 120, 80],
+ [140, 140, 140],
+ [204, 5, 255],
+ [230, 230, 230],
+ [4, 250, 7],
+ [224, 5, 255],
+ [235, 255, 7],
+ [150, 5, 61],
+ [120, 120, 70],
+ [8, 255, 51],
+ [255, 6, 82],
+ [143, 255, 140],
+ [204, 255, 4],
+ [255, 51, 7],
+ [204, 70, 3],
+ [0, 102, 200],
+ [61, 230, 250],
+ [255, 6, 51],
+ [11, 102, 255],
+ [255, 7, 71],
+ [255, 9, 224],
+ [9, 7, 230],
+ [220, 220, 220],
+ [255, 9, 92],
+ [112, 9, 255],
+ [8, 255, 214],
+ [7, 255, 224],
+ [255, 184, 6],
+ [10, 255, 71],
+ [255, 41, 10],
+ [7, 255, 255],
+ [224, 255, 8],
+ [102, 8, 255],
+ [255, 61, 6],
+ [255, 194, 7],
+ [255, 122, 8],
+ [0, 255, 20],
+ [255, 8, 41],
+ [255, 5, 153],
+ [6, 51, 255],
+ [235, 12, 255],
+ [160, 150, 20],
+ [0, 163, 255],
+ [140, 140, 200],
+ [250, 10, 15],
+ [20, 255, 0],
+ [31, 255, 0],
+ [255, 31, 0],
+ [255, 224, 0],
+ [153, 255, 0],
+ [0, 0, 255],
+ [255, 71, 0],
+ [0, 235, 255],
+ [0, 173, 255],
+ [31, 0, 255],
+ [11, 200, 200],
+ [255, 82, 0],
+ [0, 255, 245],
+ [0, 61, 255],
+ [0, 255, 112],
+ [0, 255, 133],
+ [255, 0, 0],
+ [255, 163, 0],
+ [255, 102, 0],
+ [194, 255, 0],
+ [0, 143, 255],
+ [51, 255, 0],
+ [0, 82, 255],
+ [0, 255, 41],
+ [0, 255, 173],
+ [10, 0, 255],
+ [173, 255, 0],
+ [0, 255, 153],
+ [255, 92, 0],
+ [255, 0, 255],
+ [255, 0, 245],
+ [255, 0, 102],
+ [255, 173, 0],
+ [255, 0, 20],
+ [255, 184, 184],
+ [0, 31, 255],
+ [0, 255, 61],
+ [0, 71, 255],
+ [255, 0, 204],
+ [0, 255, 194],
+ [0, 255, 82],
+ [0, 10, 255],
+ [0, 112, 255],
+ [51, 0, 255],
+ [0, 194, 255],
+ [0, 122, 255],
+ [0, 255, 163],
+ [255, 153, 0],
+ [0, 255, 10],
+ [255, 112, 0],
+ [143, 255, 0],
+ [82, 0, 255],
+ [163, 255, 0],
+ [255, 235, 0],
+ [8, 184, 170],
+ [133, 0, 255],
+ [0, 255, 92],
+ [184, 0, 255],
+ [255, 0, 31],
+ [0, 184, 255],
+ [0, 214, 255],
+ [255, 0, 112],
+ [92, 255, 0],
+ [0, 224, 255],
+ [112, 224, 255],
+ [70, 184, 160],
+ [163, 0, 255],
+ [153, 0, 255],
+ [71, 255, 0],
+ [255, 0, 163],
+ [255, 204, 0],
+ [255, 0, 143],
+ [0, 255, 235],
+ [133, 255, 0],
+ [255, 0, 235],
+ [245, 0, 255],
+ [255, 0, 122],
+ [255, 245, 0],
+ [10, 190, 212],
+ [214, 255, 0],
+ [0, 204, 255],
+ [20, 0, 255],
+ [255, 255, 0],
+ [0, 153, 255],
+ [0, 41, 255],
+ [0, 255, 204],
+ [41, 0, 255],
+ [41, 255, 0],
+ [173, 0, 255],
+ [0, 245, 255],
+ [71, 0, 255],
+ [122, 0, 255],
+ [0, 255, 184],
+ [0, 92, 255],
+ [184, 255, 0],
+ [0, 133, 255],
+ [255, 214, 0],
+ [25, 194, 194],
+ [102, 255, 0],
+ [92, 0, 255],
+]
+
+
+if __name__ == "__main__":
+ dataset_dir = os.getenv("DETECTRON2_DATASETS", "datasets")
+
+ for name, dirname in [("train", "training"), ("val", "validation")]:
+ image_dir = os.path.join(dataset_dir, f"ADEChallengeData2016/images/{dirname}/")
+ semantic_dir = os.path.join(dataset_dir, f"ADEChallengeData2016/annotations/{dirname}/")
+ instance_dir = os.path.join(
+ dataset_dir, f"ADEChallengeData2016/annotations_instance/{dirname}/"
+ )
+
+ # folder to store panoptic PNGs
+ out_folder = os.path.join(dataset_dir, f"ADEChallengeData2016/ade20k_panoptic_{name}/")
+ # json with segmentations information
+ out_file = os.path.join(dataset_dir, f"ADEChallengeData2016/ade20k_panoptic_{name}.json")
+
+ if not os.path.isdir(out_folder):
+ print("Creating folder {} for panoptic segmentation PNGs".format(out_folder))
+ os.mkdir(out_folder)
+
+ # json config
+ config_file = "datasets/ade20k_instance_imgCatIds.json"
+ with open(config_file) as f:
+ config = json.load(f)
+
+ # load catid mapping
+ mapping_file = "datasets/ade20k_instance_catid_mapping.txt"
+ with open(mapping_file) as f:
+ map_id = {}
+ for i, line in enumerate(f.readlines()):
+ if i == 0:
+ continue
+ ins_id, sem_id, _ = line.strip().split()
+ # shift id by 1 because we want it to start from 0!
+ # ignore_label becomes 255
+ map_id[int(ins_id) - 1] = int(sem_id) - 1
+
+ ADE20K_150_CATEGORIES = []
+ for cat_id, cat_name in enumerate(ADE20K_SEM_SEG_CATEGORIES):
+ ADE20K_150_CATEGORIES.append(
+ {
+ "name": cat_name,
+ "id": cat_id,
+ "isthing": int(cat_id in map_id.values()),
+ "color": PALETTE[cat_id],
+ }
+ )
+ categories_dict = {cat["id"]: cat for cat in ADE20K_150_CATEGORIES}
+
+ panoptic_json_categories = ADE20K_150_CATEGORIES[:]
+ panoptic_json_images = []
+ panoptic_json_annotations = []
+
+ filenames = sorted(glob.glob(os.path.join(image_dir, "*.jpg")))
+ for idx, filename in enumerate(tqdm.tqdm(filenames)):
+ panoptic_json_image = {}
+ panoptic_json_annotation = {}
+
+ image_id = os.path.basename(filename).split(".")[0]
+
+ panoptic_json_image["id"] = image_id
+ panoptic_json_image["file_name"] = os.path.basename(filename)
+
+ original_format = np.array(Image.open(filename))
+ panoptic_json_image["width"] = original_format.shape[1]
+ panoptic_json_image["height"] = original_format.shape[0]
+
+ pan_seg = np.zeros(
+ (original_format.shape[0], original_format.shape[1], 3), dtype=np.uint8
+ )
+ id_generator = IdGenerator(categories_dict)
+
+ filename_semantic = os.path.join(semantic_dir, image_id + ".png")
+ filename_instance = os.path.join(instance_dir, image_id + ".png")
+
+ sem_seg = np.asarray(Image.open(filename_semantic))
+ ins_seg = np.asarray(Image.open(filename_instance))
+
+ assert sem_seg.dtype == np.uint8
+ assert ins_seg.dtype == np.uint8
+
+ semantic_cat_ids = sem_seg - 1
+ instance_cat_ids = ins_seg[..., 0] - 1
+ # instance id starts from 1!
+ # because 0 is reserved as VOID label
+ instance_ins_ids = ins_seg[..., 1]
+
+ segm_info = []
+
+ # NOTE: there is some overlap between semantic and instance annotation
+ # thus we paste stuffs first
+
+ # process stuffs
+ for semantic_cat_id in np.unique(semantic_cat_ids):
+ if semantic_cat_id == 255:
+ continue
+ if categories_dict[semantic_cat_id]["isthing"]:
+ continue
+ mask = semantic_cat_ids == semantic_cat_id
+ # should not have any overlap
+ assert pan_seg[mask].sum() == 0
+
+ segment_id, color = id_generator.get_id_and_color(semantic_cat_id)
+ pan_seg[mask] = color
+
+ area = np.sum(mask) # segment area computation
+ # bbox computation for a segment
+ hor = np.sum(mask, axis=0)
+ hor_idx = np.nonzero(hor)[0]
+ x = hor_idx[0]
+ width = hor_idx[-1] - x + 1
+ vert = np.sum(mask, axis=1)
+ vert_idx = np.nonzero(vert)[0]
+ y = vert_idx[0]
+ height = vert_idx[-1] - y + 1
+ bbox = [int(x), int(y), int(width), int(height)]
+
+ segm_info.append(
+ {
+ "id": int(segment_id),
+ "category_id": int(semantic_cat_id),
+ "area": int(area),
+ "bbox": bbox,
+ "iscrowd": 0,
+ }
+ )
+
+ # process things
+ for thing_id in np.unique(instance_ins_ids):
+ if thing_id == 0:
+ continue
+ mask = instance_ins_ids == thing_id
+ instance_cat_id = np.unique(instance_cat_ids[mask])
+ assert len(instance_cat_id) == 1
+
+ semantic_cat_id = map_id[instance_cat_id[0]]
+
+ segment_id, color = id_generator.get_id_and_color(semantic_cat_id)
+ pan_seg[mask] = color
+
+ area = np.sum(mask) # segment area computation
+ # bbox computation for a segment
+ hor = np.sum(mask, axis=0)
+ hor_idx = np.nonzero(hor)[0]
+ x = hor_idx[0]
+ width = hor_idx[-1] - x + 1
+ vert = np.sum(mask, axis=1)
+ vert_idx = np.nonzero(vert)[0]
+ y = vert_idx[0]
+ height = vert_idx[-1] - y + 1
+ bbox = [int(x), int(y), int(width), int(height)]
+
+ segm_info.append(
+ {
+ "id": int(segment_id),
+ "category_id": int(semantic_cat_id),
+ "area": int(area),
+ "bbox": bbox,
+ "iscrowd": 0,
+ }
+ )
+
+ panoptic_json_annotation = {
+ "image_id": image_id,
+ "file_name": image_id + ".png",
+ "segments_info": segm_info,
+ }
+
+ Image.fromarray(pan_seg).save(os.path.join(out_folder, image_id + ".png"))
+
+ panoptic_json_images.append(panoptic_json_image)
+ panoptic_json_annotations.append(panoptic_json_annotation)
+
+ # save this
+ d = {
+ "images": panoptic_json_images,
+ "annotations": panoptic_json_annotations,
+ "categories": panoptic_json_categories,
+ }
+
+ save_json(d, out_file)
diff --git a/annotator/OneFormer/datasets/prepare_ade20k_sem_seg.py b/annotator/OneFormer/datasets/prepare_ade20k_sem_seg.py
new file mode 100644
index 0000000000000000000000000000000000000000..b0edfeb340edaff45beb14b3f9438aef2c65e78f
--- /dev/null
+++ b/annotator/OneFormer/datasets/prepare_ade20k_sem_seg.py
@@ -0,0 +1,27 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+# Copyright (c) Facebook, Inc. and its affiliates.
+import os
+from pathlib import Path
+
+import numpy as np
+import tqdm
+from PIL import Image
+
+
+def convert(input, output):
+ img = np.asarray(Image.open(input))
+ assert img.dtype == np.uint8
+ img = img - 1 # 0 (ignore) becomes 255. others are shifted by 1
+ Image.fromarray(img).save(output)
+
+
+if __name__ == "__main__":
+ dataset_dir = Path(os.getenv("DETECTRON2_DATASETS", "datasets")) / "ADEChallengeData2016"
+ for name in ["training", "validation"]:
+ annotation_dir = dataset_dir / "annotations" / name
+ output_dir = dataset_dir / "annotations_detectron2" / name
+ output_dir.mkdir(parents=True, exist_ok=True)
+ for file in tqdm.tqdm(list(annotation_dir.iterdir())):
+ output_file = output_dir / file.name
+ convert(file, output_file)
diff --git a/annotator/OneFormer/datasets/prepare_coco_semantic_annos_from_panoptic_annos.py b/annotator/OneFormer/datasets/prepare_coco_semantic_annos_from_panoptic_annos.py
new file mode 100644
index 0000000000000000000000000000000000000000..3090c9bc2f9a63156a4132e89c635613691eb350
--- /dev/null
+++ b/annotator/OneFormer/datasets/prepare_coco_semantic_annos_from_panoptic_annos.py
@@ -0,0 +1,84 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+# Copyright (c) Facebook, Inc. and its affiliates.
+
+import functools
+import json
+import multiprocessing as mp
+import numpy as np
+import os
+import time
+from fvcore.common.download import download
+from panopticapi.utils import rgb2id
+from PIL import Image
+
+from detectron2.data.datasets.builtin_meta import COCO_CATEGORIES
+
+
+def _process_panoptic_to_semantic(input_panoptic, output_semantic, segments, id_map):
+ panoptic = np.asarray(Image.open(input_panoptic), dtype=np.uint32)
+ panoptic = rgb2id(panoptic)
+ output = np.zeros_like(panoptic, dtype=np.uint8) + 255
+ for seg in segments:
+ cat_id = seg["category_id"]
+ new_cat_id = id_map[cat_id]
+ output[panoptic == seg["id"]] = new_cat_id
+ Image.fromarray(output).save(output_semantic)
+
+
+def separate_coco_semantic_from_panoptic(panoptic_json, panoptic_root, sem_seg_root, categories):
+ """
+ Create semantic segmentation annotations from panoptic segmentation
+ annotations, to be used by PanopticFPN.
+ It maps all thing categories to class 0, and maps all unlabeled pixels to class 255.
+ It maps all stuff categories to contiguous ids starting from 1.
+ Args:
+ panoptic_json (str): path to the panoptic json file, in COCO's format.
+ panoptic_root (str): a directory with panoptic annotation files, in COCO's format.
+ sem_seg_root (str): a directory to output semantic annotation files
+ categories (list[dict]): category metadata. Each dict needs to have:
+ "id": corresponds to the "category_id" in the json annotations
+ "isthing": 0 or 1
+ """
+ os.makedirs(sem_seg_root, exist_ok=True)
+
+ id_map = {} # map from category id to id in the output semantic annotation
+ assert len(categories) <= 254
+ for i, k in enumerate(categories):
+ id_map[k["id"]] = i
+ # what is id = 0?
+ # id_map[0] = 255
+ print(id_map)
+
+ with open(panoptic_json) as f:
+ obj = json.load(f)
+
+ pool = mp.Pool(processes=max(mp.cpu_count() // 2, 4))
+
+ def iter_annotations():
+ for anno in obj["annotations"]:
+ file_name = anno["file_name"]
+ segments = anno["segments_info"]
+ input = os.path.join(panoptic_root, file_name)
+ output = os.path.join(sem_seg_root, file_name)
+ yield input, output, segments
+
+ print("Start writing to {} ...".format(sem_seg_root))
+ start = time.time()
+ pool.starmap(
+ functools.partial(_process_panoptic_to_semantic, id_map=id_map),
+ iter_annotations(),
+ chunksize=100,
+ )
+ print("Finished. time: {:.2f}s".format(time.time() - start))
+
+
+if __name__ == "__main__":
+ dataset_dir = os.path.join(os.getenv("DETECTRON2_DATASETS", "datasets"), "coco")
+ for s in ["val2017", "train2017"]:
+ separate_coco_semantic_from_panoptic(
+ os.path.join(dataset_dir, "annotations/panoptic_{}.json".format(s)),
+ os.path.join(dataset_dir, "panoptic_{}".format(s)),
+ os.path.join(dataset_dir, "panoptic_semseg_{}".format(s)),
+ COCO_CATEGORIES,
+ )
diff --git a/annotator/OneFormer/demo/defaults.py b/annotator/OneFormer/demo/defaults.py
new file mode 100644
index 0000000000000000000000000000000000000000..331e5baadfd297e8cbd86df7cae9afc2eeb18680
--- /dev/null
+++ b/annotator/OneFormer/demo/defaults.py
@@ -0,0 +1,82 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/engine/defaults.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import torch
+import detectron2.data.transforms as T
+from detectron2.checkpoint import DetectionCheckpointer
+from detectron2.data import (
+ MetadataCatalog,
+)
+from detectron2.modeling import build_model
+
+
+__all__ = [
+ "DefaultPredictor",
+]
+
+
+class DefaultPredictor:
+ """
+ Create a simple end-to-end predictor with the given config that runs on
+ single device for a single input image.
+ Compared to using the model directly, this class does the following additions:
+ 1. Load checkpoint from `cfg.MODEL.WEIGHTS`.
+ 2. Always take BGR image as the input and apply conversion defined by `cfg.INPUT.FORMAT`.
+ 3. Apply resizing defined by `cfg.INPUT.{MIN,MAX}_SIZE_TEST`.
+ 4. Take one input image and produce a single output, instead of a batch.
+ This is meant for simple demo purposes, so it does the above steps automatically.
+ This is not meant for benchmarks or running complicated inference logic.
+ If you'd like to do anything more complicated, please refer to its source code as
+ examples to build and use the model manually.
+ Attributes:
+ metadata (Metadata): the metadata of the underlying dataset, obtained from
+ cfg.DATASETS.TEST.
+ Examples:
+ ::
+ pred = DefaultPredictor(cfg)
+ inputs = cv2.imread("input.jpg")
+ outputs = pred(inputs)
+ """
+
+ def __init__(self, cfg):
+ self.cfg = cfg.clone() # cfg can be modified by model
+ self.model = build_model(self.cfg)
+ self.model.eval()
+ if len(cfg.DATASETS.TEST):
+ self.metadata = MetadataCatalog.get(cfg.DATASETS.TEST[0])
+
+ checkpointer = DetectionCheckpointer(self.model)
+ checkpointer.load(cfg.MODEL.WEIGHTS)
+
+ self.aug = T.ResizeShortestEdge(
+ [cfg.INPUT.MIN_SIZE_TEST, cfg.INPUT.MIN_SIZE_TEST], cfg.INPUT.MAX_SIZE_TEST
+ )
+
+ self.input_format = cfg.INPUT.FORMAT
+ assert self.input_format in ["RGB", "BGR"], self.input_format
+
+ def __call__(self, original_image, task):
+ """
+ Args:
+ original_image (np.ndarray): an image of shape (H, W, C) (in BGR order).
+ Returns:
+ predictions (dict):
+ the output of the model for one image only.
+ See :doc:`/tutorials/models` for details about the format.
+ """
+ with torch.no_grad(): # https://github.com/sphinx-doc/sphinx/issues/4258
+ # Apply pre-processing to image.
+ if self.input_format == "RGB":
+ # whether the model expects BGR inputs or RGB
+ original_image = original_image[:, :, ::-1]
+ height, width = original_image.shape[:2]
+ image = self.aug.get_transform(original_image).apply_image(original_image)
+ image = torch.as_tensor(image.astype("float32").transpose(2, 0, 1))
+
+ task = f"The task is {task}"
+
+ inputs = {"image": image, "height": height, "width": width, "task": task}
+ predictions = self.model([inputs])[0]
+ return predictions
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/__init__.py b/annotator/OneFormer/oneformer/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..f9e0460603f7d98ac9e44f793729e28ac15a01a5
--- /dev/null
+++ b/annotator/OneFormer/oneformer/__init__.py
@@ -0,0 +1,18 @@
+from . import data # register all new datasets
+from . import modeling
+
+# config
+from .config import *
+
+# dataset loading
+from .data.dataset_mappers.coco_unified_new_baseline_dataset_mapper import COCOUnifiedNewBaselineDatasetMapper
+from .data.dataset_mappers.oneformer_unified_dataset_mapper import (
+ OneFormerUnifiedDatasetMapper,
+)
+
+# models
+from .oneformer_model import OneFormer
+from .test_time_augmentation import SemanticSegmentorWithTTA
+
+# evaluation
+from .evaluation.instance_evaluation import InstanceSegEvaluator
diff --git a/annotator/OneFormer/oneformer/config.py b/annotator/OneFormer/oneformer/config.py
new file mode 100644
index 0000000000000000000000000000000000000000..0dc8320dfb8b7e718cf59b31c5a3f4f018c94d9e
--- /dev/null
+++ b/annotator/OneFormer/oneformer/config.py
@@ -0,0 +1,210 @@
+# -*- coding: utf-8 -*-
+# Copyright (c) Facebook, Inc. and its affiliates.
+from detectron2.config import CfgNode as CN
+
+__all__ = ["add_common_config", "add_oneformer_config", "add_swin_config",
+ "add_dinat_config", "add_convnext_config"]
+
+def add_common_config(cfg):
+ """
+ Add config for common configuration
+ """
+
+ # data config
+ # select the dataset mapper
+ cfg.INPUT.DATASET_MAPPER_NAME = "oneformer_unified"
+ # Color augmentation
+ cfg.INPUT.COLOR_AUG_SSD = False
+ # We retry random cropping until no single category in semantic segmentation GT occupies more
+ # than `SINGLE_CATEGORY_MAX_AREA` part of the crop.
+ cfg.INPUT.CROP.SINGLE_CATEGORY_MAX_AREA = 1.0
+ # Pad image and segmentation GT in dataset mapper.
+ cfg.INPUT.SIZE_DIVISIBILITY = -1
+
+ cfg.INPUT.TASK_SEQ_LEN = 77
+ cfg.INPUT.MAX_SEQ_LEN = 77
+
+ cfg.INPUT.TASK_PROB = CN()
+ cfg.INPUT.TASK_PROB.SEMANTIC = 0.33
+ cfg.INPUT.TASK_PROB.INSTANCE = 0.66
+
+ # test dataset
+ cfg.DATASETS.TEST_PANOPTIC = ("",)
+ cfg.DATASETS.TEST_INSTANCE = ("",)
+ cfg.DATASETS.TEST_SEMANTIC = ("",)
+
+ # solver config
+ # weight decay on embedding
+ cfg.SOLVER.WEIGHT_DECAY_EMBED = 0.0
+ # optimizer
+ cfg.SOLVER.OPTIMIZER = "ADAMW"
+ cfg.SOLVER.BACKBONE_MULTIPLIER = 0.1
+
+ # wandb
+ cfg.WANDB = CN()
+ cfg.WANDB.PROJECT = "OneFormer"
+ cfg.WANDB.NAME = None
+
+ cfg.MODEL.IS_TRAIN = True
+ cfg.MODEL.IS_DEMO = False
+
+ # text encoder config
+ cfg.MODEL.TEXT_ENCODER = CN()
+
+ cfg.MODEL.TEXT_ENCODER.WIDTH = 256
+ cfg.MODEL.TEXT_ENCODER.CONTEXT_LENGTH = 77
+ cfg.MODEL.TEXT_ENCODER.NUM_LAYERS = 12
+ cfg.MODEL.TEXT_ENCODER.VOCAB_SIZE = 49408
+ cfg.MODEL.TEXT_ENCODER.PROJ_NUM_LAYERS = 2
+ cfg.MODEL.TEXT_ENCODER.N_CTX = 16
+
+ # oneformer inference config
+ cfg.MODEL.TEST = CN()
+ cfg.MODEL.TEST.SEMANTIC_ON = True
+ cfg.MODEL.TEST.INSTANCE_ON = False
+ cfg.MODEL.TEST.PANOPTIC_ON = False
+ cfg.MODEL.TEST.DETECTION_ON = False
+ cfg.MODEL.TEST.OBJECT_MASK_THRESHOLD = 0.0
+ cfg.MODEL.TEST.OVERLAP_THRESHOLD = 0.0
+ cfg.MODEL.TEST.SEM_SEG_POSTPROCESSING_BEFORE_INFERENCE = False
+ cfg.MODEL.TEST.TASK = "panoptic"
+
+ # TEST AUG Slide
+ cfg.TEST.AUG.IS_SLIDE = False
+ cfg.TEST.AUG.CROP_SIZE = (640, 640)
+ cfg.TEST.AUG.STRIDE = (426, 426)
+ cfg.TEST.AUG.SCALE = (2048, 640)
+ cfg.TEST.AUG.SETR_MULTI_SCALE = True
+ cfg.TEST.AUG.KEEP_RATIO = True
+ cfg.TEST.AUG.SIZE_DIVISOR = 32
+
+ # pixel decoder config
+ cfg.MODEL.SEM_SEG_HEAD.MASK_DIM = 256
+ # adding transformer in pixel decoder
+ cfg.MODEL.SEM_SEG_HEAD.TRANSFORMER_ENC_LAYERS = 0
+ # pixel decoder
+ cfg.MODEL.SEM_SEG_HEAD.PIXEL_DECODER_NAME = "BasePixelDecoder"
+ cfg.MODEL.SEM_SEG_HEAD.SEM_EMBED_DIM = 256
+ cfg.MODEL.SEM_SEG_HEAD.INST_EMBED_DIM = 256
+
+ # LSJ aug
+ cfg.INPUT.IMAGE_SIZE = 1024
+ cfg.INPUT.MIN_SCALE = 0.1
+ cfg.INPUT.MAX_SCALE = 2.0
+
+ # MSDeformAttn encoder configs
+ cfg.MODEL.SEM_SEG_HEAD.DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES = ["res3", "res4", "res5"]
+ cfg.MODEL.SEM_SEG_HEAD.DEFORMABLE_TRANSFORMER_ENCODER_N_POINTS = 4
+ cfg.MODEL.SEM_SEG_HEAD.DEFORMABLE_TRANSFORMER_ENCODER_N_HEADS = 8
+
+def add_oneformer_config(cfg):
+ """
+ Add config for ONE_FORMER.
+ """
+
+ # oneformer model config
+ cfg.MODEL.ONE_FORMER = CN()
+
+ # loss
+ cfg.MODEL.ONE_FORMER.DEEP_SUPERVISION = True
+ cfg.MODEL.ONE_FORMER.NO_OBJECT_WEIGHT = 0.1
+ cfg.MODEL.ONE_FORMER.CLASS_WEIGHT = 1.0
+ cfg.MODEL.ONE_FORMER.DICE_WEIGHT = 1.0
+ cfg.MODEL.ONE_FORMER.MASK_WEIGHT = 20.0
+ cfg.MODEL.ONE_FORMER.CONTRASTIVE_WEIGHT = 0.5
+ cfg.MODEL.ONE_FORMER.CONTRASTIVE_TEMPERATURE = 0.07
+
+ # transformer config
+ cfg.MODEL.ONE_FORMER.NHEADS = 8
+ cfg.MODEL.ONE_FORMER.DROPOUT = 0.1
+ cfg.MODEL.ONE_FORMER.DIM_FEEDFORWARD = 2048
+ cfg.MODEL.ONE_FORMER.ENC_LAYERS = 0
+ cfg.MODEL.ONE_FORMER.CLASS_DEC_LAYERS = 2
+ cfg.MODEL.ONE_FORMER.DEC_LAYERS = 6
+ cfg.MODEL.ONE_FORMER.PRE_NORM = False
+
+ cfg.MODEL.ONE_FORMER.HIDDEN_DIM = 256
+ cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES = 120
+ cfg.MODEL.ONE_FORMER.NUM_OBJECT_CTX = 16
+ cfg.MODEL.ONE_FORMER.USE_TASK_NORM = True
+
+ cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE = "res5"
+ cfg.MODEL.ONE_FORMER.ENFORCE_INPUT_PROJ = False
+
+ # Sometimes `backbone.size_divisibility` is set to 0 for some backbone (e.g. ResNet)
+ # you can use this config to override
+ cfg.MODEL.ONE_FORMER.SIZE_DIVISIBILITY = 32
+
+ # transformer module
+ cfg.MODEL.ONE_FORMER.TRANSFORMER_DECODER_NAME = "ContrastiveMultiScaleMaskedTransformerDecoder"
+
+ # point loss configs
+ # Number of points sampled during training for a mask point head.
+ cfg.MODEL.ONE_FORMER.TRAIN_NUM_POINTS = 112 * 112
+ # Oversampling parameter for PointRend point sampling during training. Parameter `k` in the
+ # original paper.
+ cfg.MODEL.ONE_FORMER.OVERSAMPLE_RATIO = 3.0
+ # Importance sampling parameter for PointRend point sampling during training. Parametr `beta` in
+ # the original paper.
+ cfg.MODEL.ONE_FORMER.IMPORTANCE_SAMPLE_RATIO = 0.75
+
+def add_swin_config(cfg):
+ """
+ Add config forSWIN Backbone.
+ """
+
+ # swin transformer backbone
+ cfg.MODEL.SWIN = CN()
+ cfg.MODEL.SWIN.PRETRAIN_IMG_SIZE = 224
+ cfg.MODEL.SWIN.PATCH_SIZE = 4
+ cfg.MODEL.SWIN.EMBED_DIM = 96
+ cfg.MODEL.SWIN.DEPTHS = [2, 2, 6, 2]
+ cfg.MODEL.SWIN.NUM_HEADS = [3, 6, 12, 24]
+ cfg.MODEL.SWIN.WINDOW_SIZE = 7
+ cfg.MODEL.SWIN.MLP_RATIO = 4.0
+ cfg.MODEL.SWIN.QKV_BIAS = True
+ cfg.MODEL.SWIN.QK_SCALE = None
+ cfg.MODEL.SWIN.DROP_RATE = 0.0
+ cfg.MODEL.SWIN.ATTN_DROP_RATE = 0.0
+ cfg.MODEL.SWIN.DROP_PATH_RATE = 0.3
+ cfg.MODEL.SWIN.APE = False
+ cfg.MODEL.SWIN.PATCH_NORM = True
+ cfg.MODEL.SWIN.OUT_FEATURES = ["res2", "res3", "res4", "res5"]
+ cfg.MODEL.SWIN.USE_CHECKPOINT = False
+
+def add_dinat_config(cfg):
+ """
+ Add config for NAT Backbone.
+ """
+
+ # DINAT transformer backbone
+ cfg.MODEL.DiNAT = CN()
+ cfg.MODEL.DiNAT.DEPTHS = [3, 4, 18, 5]
+ cfg.MODEL.DiNAT.OUT_FEATURES = ["res2", "res3", "res4", "res5"]
+ cfg.MODEL.DiNAT.EMBED_DIM = 64
+ cfg.MODEL.DiNAT.MLP_RATIO = 3.0
+ cfg.MODEL.DiNAT.NUM_HEADS = [2, 4, 8, 16]
+ cfg.MODEL.DiNAT.DROP_PATH_RATE = 0.2
+ cfg.MODEL.DiNAT.KERNEL_SIZE = 7
+ cfg.MODEL.DiNAT.DILATIONS = [[1, 16, 1], [1, 4, 1, 8], [1, 2, 1, 3, 1, 4], [1, 2, 1, 2, 1]]
+ cfg.MODEL.DiNAT.OUT_INDICES = (0, 1, 2, 3)
+ cfg.MODEL.DiNAT.QKV_BIAS = True
+ cfg.MODEL.DiNAT.QK_SCALE = None
+ cfg.MODEL.DiNAT.DROP_RATE = 0
+ cfg.MODEL.DiNAT.ATTN_DROP_RATE = 0.
+ cfg.MODEL.DiNAT.IN_PATCH_SIZE = 4
+
+def add_convnext_config(cfg):
+ """
+ Add config for ConvNeXt Backbone.
+ """
+
+ # swin transformer backbone
+ cfg.MODEL.CONVNEXT = CN()
+ cfg.MODEL.CONVNEXT.IN_CHANNELS = 3
+ cfg.MODEL.CONVNEXT.DEPTHS = [3, 3, 27, 3]
+ cfg.MODEL.CONVNEXT.DIMS = [192, 384, 768, 1536]
+ cfg.MODEL.CONVNEXT.DROP_PATH_RATE = 0.4
+ cfg.MODEL.CONVNEXT.LSIT = 1.0
+ cfg.MODEL.CONVNEXT.OUT_INDICES = [0, 1, 2, 3]
+ cfg.MODEL.CONVNEXT.OUT_FEATURES = ["res2", "res3", "res4", "res5"]
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/data/__init__.py b/annotator/OneFormer/oneformer/data/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..62a23dfafae1ce22264771517fd7eb44bbe4c600
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/__init__.py
@@ -0,0 +1 @@
+from . import datasets
diff --git a/annotator/OneFormer/oneformer/data/bpe_simple_vocab_16e6.txt b/annotator/OneFormer/oneformer/data/bpe_simple_vocab_16e6.txt
new file mode 100644
index 0000000000000000000000000000000000000000..aff3ec8f3d5f3d6c859b5751eda5e870dffd7eaf
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/bpe_simple_vocab_16e6.txt
@@ -0,0 +1,262145 @@
+"bpe_simple_vocab_16e6.txt#version: 0.2
+i n
+t h
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+r e
+a r
+e r
+th e
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+o u
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+) |
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+--- >>>
+*: ãĥ»ãĤļ
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+ðŁĶ ĵ
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+ðŁĺ¹ðŁĺ¹ ðŁĺ¹ðŁĺ¹
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+____ ___
+! ðŁĻĪ
+! ðŁĺħ
+ðŁĻĮðŁı½ ðŁĻĮðŁı½
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+======== ====
+ðŁļ İ
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+ðŁĴļ .
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+-------------------------------- ----------------
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+si menon
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+linux foundation
+l ct
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+er ca
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+bag anac
+atten bury
+att aboy
+as kea
+ari ano
+ann nnnn
+alimi ballard
+ad mn
+acher on
+> ...
+" "@
+ðŁĺĺ ðŁĺľ
+ðŁĴķðŁĴķðŁĴķðŁĴķ ðŁĴķðŁĴķðŁĴķðŁĴķ
+íĺķ ìĽIJ
+ë· Ķ
+âļª âļ«
+ઠľ
+zin nias
+zale wski
+yogag irl
+wyr ley
+woyz eck
+worth morealive
+world sight
+won u
+wil drose
+wei hen
+vu ko
+vendredi lecture
+tz on
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+tur non
+total football
+top golf
+thur sley
+thr on
+the pi
+thatsmy girl
+terrific tuesday
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+soule ater
+sop rou
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+smo or
+sketch noting
+sidec inema
+shubhan gi
+sh indler
+sed its
+se dat
+sd chat
+scotti e
+sap inker
+sab ba
+river park
+ri mowa
+reason ableness
+readju sted
+ran jana
+quer as
+py ong
+pu ggy
+promo products
+prayforthe world
+phosphat ase
+ph v
+pau lone
+open studio
+nr sv
+nose k
+nis ch
+ng wa
+new rules
+ne scafe
+my wolfsong
+morphe tt
+mon n
+mon kee
+mini atura
+micdro premix
+mesop orous
+mc pher
+mc coo
+mbl season
+marin ka
+mal asada
+m do
+luni z
+lse plc
+love youu
+lo ew
+libret tist
+letter sto
+lair g
+lac on
+kou ga
+kid shealth
+kend riya
+kay han
+kau shiki
+kan de
+june jo
+ju styn
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+johninne scentre
+jo bad
+jharsu guda
+jer ri
+jame spear
+jal na
+infl iction
+ine gypt
+incarcer ating
+im hof
+i asb
+hel pre
+head casey
+headcasey mike
+hallucino gen
+hal lettsville
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+goo din
+go sparks
+global summit
+ger an
+freethe arctic
+fre aker
+for trose
+for summer
+fe her
+fcu trecht
+face time
+ext gen
+er awan
+enew man
+ellef sondavid
+el il
+ed ball
+duc ted
+dr marty
+doh ring
+dhar ti
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+climate breakdown
+ci wf
+chri sperkinsdnd
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+chevening fco
+can ids
+bro mides
+bid dies
+bham donkeys
+bed in
+be idou
+be honest
+bat en
+bare la
+bac ademy
+b ment
+b dl
+anastaciam usic
+an erjee
+am pex
+al fas
+al ben
+ak hir
+aed as
+adam aofficial
+ack in
+achievement unlocked
+abutil on
+abdel rahman
+aar sbl
+?? "@
+! ðŁĶ¥ðŁĶ¥ðŁĶ¥
+! ðŁijī
+! :(
+ðŁĺį ðŁĺĻ
+ðŁİĬ ðŁİī
+ë§ ¤
+ë¦ ´
+åĵ ģ
+ze ma
+youngen terprise
+yaqu b
+xavier daniel
+wit tic
+win st
+wag ar
+vovin am
+vor ov
+vijay filmaker
+ver ilog
+vapor ware
+uri m
+up ends
+tre sham
+tre mpe
+total y
+tor ie
+today at
+thimble weed
+the chase
+swit chers
+swati jaihind
+swap meet
+stru ms
+stock photos
+stin ch
+speed prayers
+southernmiss fb
+so ca
+simon webbe
+shep newsteam
+ser via
+sean cardo
+sam ish
+saakshisra wat
+sa otome
+rough rider
+rond ina
+roadand track
+righ tist
+ric c
+renew ui
+ren lagann
+re treat
+rc psychic
+rae bareli
+py x
+pron o
+present ando
+poo jai
+pau gh
+pat roberts
+ovi de
+over development
+ometal lic
+nfl pabowl
+nep tunes
+mt dna
+mother and
+moore senate
+mjin nocent
+mistre s
+mike tirico
+med itech
+marky ramone
+maquilla je
+low theband
+love tour
+lift back
+li arin
+latt in
+labor atorium
+ky bourbon
+kr ach
+ken sit
+kazakh stan
+kati ed
+kaan ur
+jones jr
+jac kel
+it ain
+isser lis
+interrup tus
+international youthday
+insan ity
+indo chinese
+im mbm
+ig awa
+hydro graphy
+hi mitsu
+herak les
+her se
+hend all
+he ssel
+havil ah
+happy jhopeday
+ham ina
+h wu
+h wp
+h kt
+gy res
+guy ra
+gun sense
+gul fair
+greglou ganis
+grease paint
+ghaz ala
+gang neung
+gambrin us
+foodis medicine
+fon ua
+fi ii
+felice herrig
+ero icab
+ero ars
+er lend
+engie group
+ell p
+eli sir
+einstein maga
+efra im
+earl ham
+e peeps
+dr marth
+do towsky
+dis love
+dim witted
+de juan
+daniel s
+dak os
+d scc
+cri an
+contr alto
+commun is
+clergy men
+christmas music
+chi ded
+chest nu
+chazz palminteri
+cd na
+castle martyr
+cab by
+brighton pride
+bm v
+big and
+bel mon
+be oplay
+bat sky
+bag amoyo
+australian shepherd
+audio boom
+ath boy
+as chi
+arcadia unified
+ap ure
+ap ate
+anc ities
+amand ac
+alife dotowsky
+al san
+ake elah
+af sar
+adam rank
+. ;)
+" ¡
+!! ðŁİīðŁİī
+ðŁĴļðŁĴļ ðŁĴļðŁĴļðŁĴļ
+ðŁİīðŁİĬ ðŁİĪ
+ðŁĮ¼ ðŁĮ¼
+ðŁ§Ł âĢįâĻĢï¸ı
+íĭ° ìķĦëĿ¼
+éī Ħ
+âĿ¤ï¸ı ðŁĴª
+ᥠ±
+о ÑĤ
+your car
+york theatre
+ye sil
+yam ma
+ya hog
+wt fff
+writers festival
+worldfood prize
+wor dle
+we yer
+vo xx
+vendee globe
+var ico
+vancity buzz
+under development
+tran scultural
+tor neo
+tor mentors
+tiltro tor
+thisisse th
+thisisseth sblog
+the bonni
+th year
+tayl an
+tahaw y
+sw fclive
+super soft
+suburban ites
+str ator
+speaker series
+sp sm
+sou ad
+slo per
+sla visa
+skipp ered
+sketch cards
+show pieces
+sho wi
+shin han
+sf hs
+seg no
+se chs
+school meals
+schel de
+sau rian
+sag ami
+ry p
+rump f
+rou lston
+ro ffey
+riz al
+renega des
+ren alovelis
+regionalli ga
+region ale
+rb k
+ravin dersingh
+ra ux
+pu plovers
+pro scribed
+present an
+pre heated
+pr illy
+poul son
+po ids
+pm dc
+pik app
+photo video
+phi bbs
+pc j
+par ash
+pa tha
+p rum
+p drm
+our community
+oph ils
+ny rd
+nonprofit day
+non resident
+nin ny
+ne ira
+nat oli
+nalim bachia
+my app
+muke sham
+msccruise susa
+morning rush
+monagh angaa
+mol let
+mile posts
+mi thu
+meaning lessness
+mcken ny
+mathi sen
+masterchef sheep
+mar one
+mamat abanerjee
+ly dden
+lon ie
+lo bat
+lin foot
+lgb thistory
+lec ats
+kilmac ud
+kerry katona
+ke ens
+karol sevilla
+kam akshi
+jrod fromoz
+jose cuervo
+jai my
+interior designideas
+ino ise
+inder jit
+hon gi
+hill erman
+hemam alini
+hayley mcqueen
+hand maids
+hal kett
+gui z
+gross ers
+gre el
+gib let
+gay les
+fou sey
+fli k
+female entrepreneur
+feels badman
+fanni bal
+f staste
+erc p
+ent el
+en in
+eli kes
+ei ichiro
+ed postcards
+ec kankar
+duc s
+dor mammu
+domin ik
+dogand puplovers
+disp leasing
+dge l
+del fonics
+del at
+de ase
+d pm
+cu cks
+cronkit enews
+congress muktbharat
+color smarathi
+col avita
+clen buter
+cipri an
+cbc news
+carleton college
+car nal
+black nose
+bior xiv
+bhav nalimbachia
+best t
+be chard
+bar ma
+babs draws
+b fest
+az atho
+avon rep
+att ac
+asph alt
+ap sf
+anton etti
+annane trebko
+ang om
+ameth asone
+am oner
+ah hh
+ag proud
+affor dance
+ad joint
+: ~
+//// //
+$ ]
+! :))
+ðŁĴį ðŁĴİ
+ðŁijįðŁı½ ðŁijįðŁı½
+zar da
+yuk ito
+work athome
+women scienceday
+wit s
+where withal
+vic ta
+vas elines
+v any
+utaware ru
+us fda
+un competitive
+un believe
+twoo odley
+tw ofer
+truck driver
+tri stin
+trans acted
+threep wood
+the yyam
+the shoe
+the il
+tari kh
+tali m
+sussex lifemag
+sus open
+sugi mori
+su long
+stati stik
+sta this
+spring side
+smo ss
+set su
+sch aer
+sc ana
+sat oh
+sar la
+santa anita
+sambu cus
+saig on
+ru perts
+ru ia
+roman i
+robb ins
+real muto
+reading festival
+read justment
+provision als
+pro kabaddi
+ppl summit
+poe mas
+pig tail
+pdp nigeria
+party yyy
+ow lets
+news sport
+neptun o
+naray ang
+nan tong
+nai ad
+mur rin
+mo scon
+ml h
+merq ury
+mc t
+marcus butler
+makha chkala
+lucky man
+loe hr
+ll cc
+liveyour dream
+lin acre
+lime stone
+lifeof an
+li ffs
+lesmiz bway
+leh ri
+learn coding
+le user
+lan l
+lake eri
+lado ga
+ko chunni
+k dd
+justicele ague
+jen nar
+iyanla vanzant
+im pi
+i stre
+i ib
+hondac anada
+hey ns
+har diest
+hannah bronfman
+h pr
+h fc
+gw m
+guar in
+greatbritish menu
+ghu ggi
+ghost story
+gec dsb
+ge ats
+gaslight anthem
+garci aparra
+friend sday
+fl ye
+fis chl
+fent anil
+fair vote
+ery ri
+episco po
+eng cro
+electrocardio gram
+ek mainaure
+dun ces
+duc ators
+dub nyk
+distru stful
+deton ators
+deceler ate
+debbie reynolds
+de mais
+day z
+d th
+cuar ón
+cu pich
+cros well
+courts matter
+cool kid
+chol ar
+cha que
+catholic faith
+cap olitics
+c pride
+by land
+bran sholme
+bla zek
+bicy clec
+be calmed
+bas combe
+bae jin
+bad on
+auri fil
+audi op
+attenu ated
+ar ki
+ar dara
+anti theism
+ames waran
+am paio
+al isms
+ag api
+abo g
+!!! ??
+! âĿ¤ï¸ıâĿ¤ï¸ıâĿ¤ï¸ı
+ðŁĴĻ ðŁĴļðŁĴĽ
+ðŁĩ´ ðŁĩ²
+ìĨ Ķë
+미ë Ĥĺ
+é İ
+åį ģ
+âĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶ âĢĶâĢĶâĢĶâĢĶ
+z abu
+ye young
+ye ji
+y ma
+wild boyz
+weald stonefc
+vote ariana
+ven ne
+v bn
+ut zon
+uise du
+ufo table
+ufo sighting
+uff ington
+tu le
+tt itz
+troph ication
+travel awesome
+transcendent alism
+tra pper
+tik va
+ti sed
+thisis england
+teenwolf season
+tech support
+sundar c
+suare zg
+su sy
+stron gheart
+street food
+story bots
+sto c
+st gile
+srsg vac
+southeast ward
+soccer saturday
+so zone
+smid t
+sm city
+sli mey
+sin claire
+sd reader
+scare d
diff --git a/annotator/OneFormer/oneformer/data/bpe_simple_vocab_16e6.txt.gz b/annotator/OneFormer/oneformer/data/bpe_simple_vocab_16e6.txt.gz
new file mode 100644
index 0000000000000000000000000000000000000000..36a15856e00a06a9fbed8cdd34d2393fea4a3113
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/bpe_simple_vocab_16e6.txt.gz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:924691ac288e54409236115652ad4aa250f48203de50a9e4722a6ecd48d6804a
+size 1356917
diff --git a/annotator/OneFormer/oneformer/data/build.py b/annotator/OneFormer/oneformer/data/build.py
new file mode 100644
index 0000000000000000000000000000000000000000..ea371c1dad91cc5a97394f4b81fe7a7ea50017bb
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/build.py
@@ -0,0 +1,121 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/data/build.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+from typing import Any, Callable, Dict, List, Optional, Union
+import torch.utils.data as torchdata
+
+from detectron2.config import configurable
+
+
+from detectron2.data.common import DatasetFromList, MapDataset
+from detectron2.data.dataset_mapper import DatasetMapper
+from detectron2.data.samplers import (
+ InferenceSampler,
+)
+from detectron2.data.build import (
+ get_detection_dataset_dicts,
+ trivial_batch_collator
+)
+"""
+This file contains the default logic to build a dataloader for training or testing.
+"""
+
+__all__ = [
+ "build_detection_test_loader",
+]
+
+
+def _test_loader_from_config(cfg, dataset_name, mapper=None):
+ """
+ Uses the given `dataset_name` argument (instead of the names in cfg), because the
+ standard practice is to evaluate each test set individually (not combining them).
+ """
+ if isinstance(dataset_name, str):
+ dataset_name = [dataset_name]
+
+ dataset = get_detection_dataset_dicts(
+ dataset_name,
+ filter_empty=False,
+ proposal_files=[
+ cfg.DATASETS.PROPOSAL_FILES_TEST[list(cfg.DATASETS.TEST).index(x)] for x in dataset_name
+ ]
+ if cfg.MODEL.LOAD_PROPOSALS
+ else None,
+ )
+ if mapper is None:
+ mapper = DatasetMapper(cfg, False)
+ return {
+ "dataset": dataset,
+ "mapper": mapper,
+ "num_workers": cfg.DATALOADER.NUM_WORKERS,
+ "sampler": InferenceSampler(len(dataset))
+ if not isinstance(dataset, torchdata.IterableDataset)
+ else None,
+ }
+
+
+@configurable(from_config=_test_loader_from_config)
+def build_detection_test_loader(
+ dataset: Union[List[Any], torchdata.Dataset],
+ *,
+ mapper: Callable[[Dict[str, Any]], Any],
+ sampler: Optional[torchdata.Sampler] = None,
+ batch_size: int = 1,
+ num_workers: int = 0,
+ collate_fn: Optional[Callable[[List[Any]], Any]] = None,
+) -> torchdata.DataLoader:
+ """
+ Similar to `build_detection_train_loader`, with default batch size = 1,
+ and sampler = :class:`InferenceSampler`. This sampler coordinates all workers
+ to produce the exact set of all samples.
+
+ Args:
+ dataset: a list of dataset dicts,
+ or a pytorch dataset (either map-style or iterable). They can be obtained
+ by using :func:`DatasetCatalog.get` or :func:`get_detection_dataset_dicts`.
+ mapper: a callable which takes a sample (dict) from dataset
+ and returns the format to be consumed by the model.
+ When using cfg, the default choice is ``DatasetMapper(cfg, is_train=False)``.
+ sampler: a sampler that produces
+ indices to be applied on ``dataset``. Default to :class:`InferenceSampler`,
+ which splits the dataset across all workers. Sampler must be None
+ if `dataset` is iterable.
+ batch_size: the batch size of the data loader to be created.
+ Default to 1 image per worker since this is the standard when reporting
+ inference time in papers.
+ num_workers: number of parallel data loading workers
+ collate_fn: same as the argument of `torch.utils.data.DataLoader`.
+ Defaults to do no collation and return a list of data.
+
+ Returns:
+ DataLoader: a torch DataLoader, that loads the given detection
+ dataset, with test-time transformation and batching.
+
+ Examples:
+ ::
+ data_loader = build_detection_test_loader(
+ DatasetRegistry.get("my_test"),
+ mapper=DatasetMapper(...))
+
+ # or, instantiate with a CfgNode:
+ data_loader = build_detection_test_loader(cfg, "my_test")
+ """
+ if isinstance(dataset, list):
+ dataset = DatasetFromList(dataset, copy=False)
+ if mapper is not None:
+ dataset = MapDataset(dataset, mapper)
+ if isinstance(dataset, torchdata.IterableDataset):
+ assert sampler is None, "sampler must be None if dataset is IterableDataset"
+ else:
+ if sampler is None:
+ sampler = InferenceSampler(len(dataset))
+ return torchdata.DataLoader(
+ dataset,
+ batch_size=batch_size,
+ sampler=sampler,
+ drop_last=False,
+ num_workers=num_workers,
+ collate_fn=trivial_batch_collator if collate_fn is None else collate_fn,
+ )
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/data/dataset_mappers/__init__.py b/annotator/OneFormer/oneformer/data/dataset_mappers/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..8b137891791fe96927ad78e64b0aad7bded08bdc
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/dataset_mappers/__init__.py
@@ -0,0 +1 @@
+
diff --git a/annotator/OneFormer/oneformer/data/dataset_mappers/coco_unified_new_baseline_dataset_mapper.py b/annotator/OneFormer/oneformer/data/dataset_mappers/coco_unified_new_baseline_dataset_mapper.py
new file mode 100644
index 0000000000000000000000000000000000000000..677b9eaf25e25e98c6e7d39a6c77a29f2f313d3c
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/dataset_mappers/coco_unified_new_baseline_dataset_mapper.py
@@ -0,0 +1,341 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/dataset_mappers/coco_panoptic_new_baseline_dataset_mapper.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import copy
+import logging
+
+import numpy as np
+import torch
+
+from detectron2.data import MetadataCatalog
+from detectron2.config import configurable
+from detectron2.data import detection_utils as utils
+from detectron2.data import transforms as T
+from detectron2.structures import BitMasks, Instances
+from oneformer.utils.box_ops import masks_to_boxes
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+
+__all__ = ["COCOUnifiedNewBaselineDatasetMapper"]
+
+
+def build_transform_gen(cfg, is_train):
+ """
+ Create a list of default :class:`Augmentation` from config.
+ Now it includes resizing and flipping.
+ Returns:
+ list[Augmentation]
+ """
+ assert is_train, "Only support training augmentation"
+ image_size = cfg.INPUT.IMAGE_SIZE
+ min_scale = cfg.INPUT.MIN_SCALE
+ max_scale = cfg.INPUT.MAX_SCALE
+
+ augmentation = []
+
+ if cfg.INPUT.RANDOM_FLIP != "none":
+ augmentation.append(
+ T.RandomFlip(
+ horizontal=cfg.INPUT.RANDOM_FLIP == "horizontal",
+ vertical=cfg.INPUT.RANDOM_FLIP == "vertical",
+ )
+ )
+
+ augmentation.extend([
+ T.ResizeScale(
+ min_scale=min_scale, max_scale=max_scale, target_height=image_size, target_width=image_size
+ ),
+ T.FixedSizeCrop(crop_size=(image_size, image_size)),
+ ])
+
+ return augmentation
+
+
+# This is specifically designed for the COCO dataset.
+class COCOUnifiedNewBaselineDatasetMapper:
+ """
+ A callable which takes a dataset dict in Detectron2 Dataset format,
+ and map it into a format used by OneFormer.
+
+ This dataset mapper applies the same transformation as DETR for COCO panoptic segmentation.
+
+ The callable currently does the following:
+
+ 1. Read the image from "file_name"
+ 2. Applies geometric transforms to the image and annotation
+ 3. Find and applies suitable cropping to the image and annotation
+ 4. Prepare image and annotation to Tensors
+ """
+
+ @configurable
+ def __init__(
+ self,
+ is_train=True,
+ *,
+ num_queries,
+ tfm_gens,
+ meta,
+ image_format,
+ max_seq_len,
+ task_seq_len,
+ semantic_prob,
+ instance_prob,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ is_train: for training or inference
+ augmentations: a list of augmentations or deterministic transforms to apply
+ crop_gen: crop augmentation
+ tfm_gens: data augmentation
+ image_format: an image format supported by :func:`detection_utils.read_image`.
+ """
+ self.tfm_gens = tfm_gens
+ logging.getLogger(__name__).info(
+ "[COCOUnifiedNewBaselineDatasetMapper] Full TransformGens used in training: {}".format(
+ str(self.tfm_gens)
+ )
+ )
+
+ self.img_format = image_format
+ self.is_train = is_train
+ self.meta = meta
+ self.ignore_label = self.meta.ignore_label
+ self.num_queries = num_queries
+
+ self.things = []
+ for k,v in self.meta.thing_dataset_id_to_contiguous_id.items():
+ self.things.append(v)
+ self.class_names = self.meta.stuff_classes
+ self.text_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=max_seq_len)
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+ self.semantic_prob = semantic_prob
+ self.instance_prob = instance_prob
+
+ @classmethod
+ def from_config(cls, cfg, is_train=True):
+ # Build augmentation
+ tfm_gens = build_transform_gen(cfg, is_train)
+ dataset_names = cfg.DATASETS.TRAIN
+ meta = MetadataCatalog.get(dataset_names[0])
+
+ ret = {
+ "is_train": is_train,
+ "meta": meta,
+ "tfm_gens": tfm_gens,
+ "image_format": cfg.INPUT.FORMAT,
+ "num_queries": cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES - cfg.MODEL.TEXT_ENCODER.N_CTX,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "max_seq_len": cfg.INPUT.MAX_SEQ_LEN,
+ "semantic_prob": cfg.INPUT.TASK_PROB.SEMANTIC,
+ "instance_prob": cfg.INPUT.TASK_PROB.INSTANCE,
+ }
+ return ret
+
+ def _get_semantic_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["a semantic photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ if class_id not in classes:
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ else:
+ idx = classes.index(class_id)
+ masks[idx] += mask
+ masks[idx] = np.clip(masks[idx], 0, 1).astype(np.bool)
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ # Placeholder bounding boxes for stuff regions. Note that these are not used during training.
+ instances.gt_bboxes = torch.stack([torch.tensor([0., 0., 1., 1.])] * instances.gt_masks.shape[0])
+ return instances, texts, label
+
+ def _get_instance_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["an instance photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if class_id in self.things:
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ instances.gt_bboxes = masks_to_boxes(instances.gt_masks)
+ return instances, texts, label
+
+ def _get_panoptic_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["a panoptic photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ instances.gt_bboxes = masks_to_boxes(instances.gt_masks)
+ for i in range(instances.gt_classes.shape[0]):
+ # Placeholder bounding boxes for stuff regions. Note that these are not used during training.
+ if instances.gt_classes[i].item() not in self.things:
+ instances.gt_bboxes[i] = torch.tensor([0., 0., 1., 1.])
+ return instances, texts, label
+
+ def __call__(self, dataset_dict):
+ """
+ Args:
+ dataset_dict (dict): Metadata of one image, in Detectron2 Dataset format.
+
+ Returns:
+ dict: a format that builtin models in detectron2 accept
+ """
+ dataset_dict = copy.deepcopy(dataset_dict) # it will be modified by code below
+ image = utils.read_image(dataset_dict["file_name"], format=self.img_format)
+ utils.check_image_size(dataset_dict, image)
+
+ image, transforms = T.apply_transform_gens(self.tfm_gens, image)
+ image_shape = image.shape[:2] # h, w
+
+ # Pytorch's dataloader is efficient on torch.Tensor due to shared-memory,
+ # but not efficient on large generic data structures due to the use of pickle & mp.Queue.
+ # Therefore it's important to use torch.Tensor.
+ dataset_dict["image"] = torch.as_tensor(np.ascontiguousarray(image.transpose(2, 0, 1)))
+
+ if not self.is_train:
+ # USER: Modify this if you want to keep them for some reason.
+ dataset_dict.pop("annotations", None)
+ return dataset_dict
+
+ # semantic segmentation
+ if "sem_seg_file_name" in dataset_dict:
+ # PyTorch transformation not implemented for uint16, so converting it to double first
+ sem_seg_gt = utils.read_image(dataset_dict.pop("sem_seg_file_name")).astype("double")
+ sem_seg_gt = transforms.apply_segmentation(sem_seg_gt)
+ else:
+ sem_seg_gt = None
+
+ if "pan_seg_file_name" in dataset_dict:
+ pan_seg_gt = utils.read_image(dataset_dict.pop("pan_seg_file_name"), "RGB")
+ segments_info = dataset_dict["segments_info"]
+
+ # apply the same transformation to panoptic segmentation
+ pan_seg_gt = transforms.apply_segmentation(pan_seg_gt)
+
+ from panopticapi.utils import rgb2id
+ pan_seg_gt = rgb2id(pan_seg_gt)
+
+ prob_task = np.random.uniform(0,1.)
+
+ num_class_obj = {}
+
+ for name in self.class_names:
+ num_class_obj[name] = 0
+
+ if prob_task < self.semantic_prob:
+ task = "The task is semantic"
+ instances, text, sem_seg = self._get_semantic_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+ elif prob_task < self.instance_prob:
+ task = "The task is instance"
+ instances, text, sem_seg = self._get_instance_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+ else:
+ task = "The task is panoptic"
+ instances, text, sem_seg = self._get_panoptic_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+
+
+ dataset_dict["sem_seg"] = torch.from_numpy(sem_seg).long()
+ dataset_dict["instances"] = instances
+ dataset_dict["orig_shape"] = image_shape
+ dataset_dict["task"] = task
+ dataset_dict["text"] = text
+ dataset_dict["thing_ids"] = self.things
+
+ return dataset_dict
diff --git a/annotator/OneFormer/oneformer/data/dataset_mappers/dataset_mapper.py b/annotator/OneFormer/oneformer/data/dataset_mappers/dataset_mapper.py
new file mode 100644
index 0000000000000000000000000000000000000000..b8617e8da4ddd851bf8c8bb97432a87503aa4afc
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/dataset_mappers/dataset_mapper.py
@@ -0,0 +1,203 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/data/dataset_mapper.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import copy
+import logging
+import numpy as np
+from typing import List, Optional, Union
+import torch
+
+from detectron2.config import configurable
+
+from detectron2.data import detection_utils as utils
+from detectron2.data import transforms as T
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+
+__all__ = ["DatasetMapper"]
+
+
+class DatasetMapper:
+ """
+ A callable which takes a dataset dict in Detectron2 Dataset format,
+ and map it into a format used by the model.
+
+ This is the default callable to be used to map your dataset dict into training data.
+ You may need to follow it to implement your own one for customized logic,
+ such as a different way to read or transform images.
+ See :doc:`/tutorials/data_loading` for details.
+
+ The callable currently does the following:
+
+ 1. Read the image from "file_name"
+ 2. Applies cropping/geometric transforms to the image and annotations
+ 3. Prepare data and annotations to Tensor and :class:`Instances`
+ """
+
+ @configurable
+ def __init__(
+ self,
+ is_train: bool,
+ *,
+ augmentations: List[Union[T.Augmentation, T.Transform]],
+ image_format: str,
+ task_seq_len: int,
+ task: str = "panoptic",
+ use_instance_mask: bool = False,
+ use_keypoint: bool = False,
+ instance_mask_format: str = "polygon",
+ keypoint_hflip_indices: Optional[np.ndarray] = None,
+ precomputed_proposal_topk: Optional[int] = None,
+ recompute_boxes: bool = False,
+ ):
+ """
+ NOTE: this interface is experimental.
+
+ Args:
+ is_train: whether it's used in training or inference
+ augmentations: a list of augmentations or deterministic transforms to apply
+ image_format: an image format supported by :func:`detection_utils.read_image`.
+ use_instance_mask: whether to process instance segmentation annotations, if available
+ use_keypoint: whether to process keypoint annotations if available
+ instance_mask_format: one of "polygon" or "bitmask". Process instance segmentation
+ masks into this format.
+ keypoint_hflip_indices: see :func:`detection_utils.create_keypoint_hflip_indices`
+ precomputed_proposal_topk: if given, will load pre-computed
+ proposals from dataset_dict and keep the top k proposals for each image.
+ recompute_boxes: whether to overwrite bounding box annotations
+ by computing tight bounding boxes from instance mask annotations.
+ """
+ if recompute_boxes:
+ assert use_instance_mask, "recompute_boxes requires instance masks"
+ # fmt: off
+ self.is_train = is_train
+ self.augmentations = T.AugmentationList(augmentations)
+ self.image_format = image_format
+ self.use_instance_mask = use_instance_mask
+ self.instance_mask_format = instance_mask_format
+ self.use_keypoint = use_keypoint
+ self.keypoint_hflip_indices = keypoint_hflip_indices
+ self.proposal_topk = precomputed_proposal_topk
+ self.recompute_boxes = recompute_boxes
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+ self.task = task
+ assert self.task in ["panoptic", "semantic", "instance"]
+
+ # fmt: on
+ logger = logging.getLogger(__name__)
+ mode = "training" if is_train else "inference"
+ logger.info(f"[DatasetMapper] Augmentations used in {mode}: {augmentations}")
+
+ @classmethod
+ def from_config(cls, cfg, is_train: bool = True):
+ augs = utils.build_augmentation(cfg, is_train)
+ if cfg.INPUT.CROP.ENABLED and is_train:
+ augs.insert(0, T.RandomCrop(cfg.INPUT.CROP.TYPE, cfg.INPUT.CROP.SIZE))
+ recompute_boxes = cfg.MODEL.MASK_ON
+ else:
+ recompute_boxes = False
+
+ ret = {
+ "is_train": is_train,
+ "augmentations": augs,
+ "image_format": cfg.INPUT.FORMAT,
+ "use_instance_mask": cfg.MODEL.MASK_ON,
+ "instance_mask_format": cfg.INPUT.MASK_FORMAT,
+ "use_keypoint": cfg.MODEL.KEYPOINT_ON,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "recompute_boxes": recompute_boxes,
+ "task": cfg.MODEL.TEST.TASK,
+ }
+
+ if cfg.MODEL.KEYPOINT_ON:
+ ret["keypoint_hflip_indices"] = utils.create_keypoint_hflip_indices(cfg.DATASETS.TRAIN)
+
+ if cfg.MODEL.LOAD_PROPOSALS:
+ ret["precomputed_proposal_topk"] = (
+ cfg.DATASETS.PRECOMPUTED_PROPOSAL_TOPK_TRAIN
+ if is_train
+ else cfg.DATASETS.PRECOMPUTED_PROPOSAL_TOPK_TEST
+ )
+ return ret
+
+ def _transform_annotations(self, dataset_dict, transforms, image_shape):
+ # USER: Modify this if you want to keep them for some reason.
+ for anno in dataset_dict["annotations"]:
+ if not self.use_instance_mask:
+ anno.pop("segmentation", None)
+ if not self.use_keypoint:
+ anno.pop("keypoints", None)
+
+ # USER: Implement additional transformations if you have other types of data
+ annos = [
+ utils.transform_instance_annotations(
+ obj, transforms, image_shape, keypoint_hflip_indices=self.keypoint_hflip_indices
+ )
+ for obj in dataset_dict.pop("annotations")
+ if obj.get("iscrowd", 0) == 0
+ ]
+ instances = utils.annotations_to_instances(
+ annos, image_shape, mask_format=self.instance_mask_format
+ )
+
+ # After transforms such as cropping are applied, the bounding box may no longer
+ # tightly bound the object. As an example, imagine a triangle object
+ # [(0,0), (2,0), (0,2)] cropped by a box [(1,0),(2,2)] (XYXY format). The tight
+ # bounding box of the cropped triangle should be [(1,0),(2,1)], which is not equal to
+ # the intersection of original bounding box and the cropping box.
+ if self.recompute_boxes:
+ instances.gt_boxes = instances.gt_masks.get_bounding_boxes()
+ dataset_dict["instances"] = utils.filter_empty_instances(instances)
+
+ def __call__(self, dataset_dict):
+ """
+ Args:
+ dataset_dict (dict): Metadata of one image, in Detectron2 Dataset format.
+
+ Returns:
+ dict: a format that builtin models in detectron2 accept
+ """
+ dataset_dict = copy.deepcopy(dataset_dict) # it will be modified by code below
+ # USER: Write your own image loading if it's not from a file
+ image = utils.read_image(dataset_dict["file_name"], format=self.image_format)
+ utils.check_image_size(dataset_dict, image)
+
+ task = f"The task is {self.task}"
+ dataset_dict["task"] = task
+
+ # USER: Remove if you don't do semantic/panoptic segmentation.
+ if "sem_seg_file_name" in dataset_dict:
+ sem_seg_gt = utils.read_image(dataset_dict.pop("sem_seg_file_name"), "L").squeeze(2)
+ else:
+ sem_seg_gt = None
+
+ aug_input = T.AugInput(image, sem_seg=sem_seg_gt)
+ transforms = self.augmentations(aug_input)
+ image, sem_seg_gt = aug_input.image, aug_input.sem_seg
+
+ image_shape = image.shape[:2] # h, w
+ # Pytorch's dataloader is efficient on torch.Tensor due to shared-memory,
+ # but not efficient on large generic data structures due to the use of pickle & mp.Queue.
+ # Therefore it's important to use torch.Tensor.
+ dataset_dict["image"] = torch.as_tensor(np.ascontiguousarray(image.transpose(2, 0, 1)))
+ if sem_seg_gt is not None:
+ dataset_dict["sem_seg"] = torch.as_tensor(sem_seg_gt.astype("long"))
+
+ # USER: Remove if you don't use pre-computed proposals.
+ # Most users would not need this feature.
+ if self.proposal_topk is not None:
+ utils.transform_proposals(
+ dataset_dict, image_shape, transforms, proposal_topk=self.proposal_topk
+ )
+
+ if not self.is_train:
+ # USER: Modify this if you want to keep them for some reason.
+ dataset_dict.pop("annotations", None)
+ dataset_dict.pop("sem_seg_file_name", None)
+ return dataset_dict
+
+ if "annotations" in dataset_dict:
+ self._transform_annotations(dataset_dict, transforms, image_shape)
+
+ return dataset_dict
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/data/dataset_mappers/oneformer_unified_dataset_mapper.py b/annotator/OneFormer/oneformer/data/dataset_mappers/oneformer_unified_dataset_mapper.py
new file mode 100644
index 0000000000000000000000000000000000000000..f70ef4ede37744ef4f252e1d776ba1088d87f421
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/dataset_mappers/oneformer_unified_dataset_mapper.py
@@ -0,0 +1,375 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/dataset_mappers/mask_former_panoptic_dataset_mapper.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import copy
+import logging
+import os
+
+import numpy as np
+import torch
+from torch.nn import functional as F
+
+from detectron2.config import configurable
+from detectron2.data import detection_utils as utils
+from detectron2.data import transforms as T
+from detectron2.structures import BitMasks, Instances
+from detectron2.data import MetadataCatalog
+from detectron2.projects.point_rend import ColorAugSSDTransform
+from oneformer.utils.box_ops import masks_to_boxes
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+
+__all__ = ["OneFormerUnifiedDatasetMapper"]
+
+
+class OneFormerUnifiedDatasetMapper:
+ """
+ A callable which takes a dataset dict in Detectron2 Dataset format,
+ and map it into a format used by OneFormer for universal segmentation.
+
+ The callable currently does the following:
+
+ 1. Read the image from "file_name"
+ 2. Applies geometric transforms to the image and annotation
+ 3. Find and applies suitable cropping to the image and annotation
+ 4. Prepare image and annotation to Tensors
+ """
+
+ @configurable
+ def __init__(
+ self,
+ is_train=True,
+ *,
+ name,
+ num_queries,
+ meta,
+ augmentations,
+ image_format,
+ ignore_label,
+ size_divisibility,
+ task_seq_len,
+ max_seq_len,
+ semantic_prob,
+ instance_prob,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ is_train: for training or inference
+ augmentations: a list of augmentations or deterministic transforms to apply
+ image_format: an image format supported by :func:`detection_utils.read_image`.
+ ignore_label: the label that is ignored to evaluation
+ size_divisibility: pad image size to be divisible by this value
+ """
+ self.is_train = is_train
+ self.meta = meta
+ self.name = name
+ self.tfm_gens = augmentations
+ self.img_format = image_format
+ self.ignore_label = ignore_label
+ self.size_divisibility = size_divisibility
+ self.num_queries = num_queries
+
+ logger = logging.getLogger(__name__)
+ mode = "training" if is_train else "inference"
+ logger.info(f"[{self.__class__.__name__}] Augmentations used in {mode}: {augmentations}")
+
+ self.things = []
+ for k,v in self.meta.thing_dataset_id_to_contiguous_id.items():
+ self.things.append(v)
+ self.class_names = self.meta.stuff_classes
+ self.text_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=max_seq_len)
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+ self.semantic_prob = semantic_prob
+ self.instance_prob = instance_prob
+
+ @classmethod
+ def from_config(cls, cfg, is_train=True):
+ # Build augmentation
+ augs = [
+ T.ResizeShortestEdge(
+ cfg.INPUT.MIN_SIZE_TRAIN,
+ cfg.INPUT.MAX_SIZE_TRAIN,
+ cfg.INPUT.MIN_SIZE_TRAIN_SAMPLING,
+ )
+ ]
+ if cfg.INPUT.CROP.ENABLED:
+ augs.append(
+ T.RandomCrop_CategoryAreaConstraint(
+ cfg.INPUT.CROP.TYPE,
+ cfg.INPUT.CROP.SIZE,
+ cfg.INPUT.CROP.SINGLE_CATEGORY_MAX_AREA,
+ cfg.MODEL.SEM_SEG_HEAD.IGNORE_VALUE,
+ )
+ )
+ if cfg.INPUT.COLOR_AUG_SSD:
+ augs.append(ColorAugSSDTransform(img_format=cfg.INPUT.FORMAT))
+ augs.append(T.RandomFlip())
+
+ # Assume always applies to the training set.
+ dataset_names = cfg.DATASETS.TRAIN
+ meta = MetadataCatalog.get(dataset_names[0])
+ ignore_label = meta.ignore_label
+
+ ret = {
+ "is_train": is_train,
+ "meta": meta,
+ "name": dataset_names[0],
+ "num_queries": cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES - cfg.MODEL.TEXT_ENCODER.N_CTX,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "max_seq_len": cfg.INPUT.MAX_SEQ_LEN,
+ "augmentations": augs,
+ "image_format": cfg.INPUT.FORMAT,
+ "ignore_label": ignore_label,
+ "size_divisibility": cfg.INPUT.SIZE_DIVISIBILITY,
+ "semantic_prob": cfg.INPUT.TASK_PROB.SEMANTIC,
+ "instance_prob": cfg.INPUT.TASK_PROB.INSTANCE,
+ }
+ return ret
+
+ def _get_semantic_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ pan_seg_gt = pan_seg_gt.numpy()
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["a semantic photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ if class_id not in classes:
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ else:
+ idx = classes.index(class_id)
+ masks[idx] += mask
+ masks[idx] = np.clip(masks[idx], 0, 1).astype(np.bool)
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ # Placeholder bounding boxes for stuff regions. Note that these are not used during training.
+ instances.gt_bboxes = torch.stack([torch.tensor([0., 0., 1., 1.])] * instances.gt_masks.shape[0])
+ return instances, texts, label
+
+ def _get_instance_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ pan_seg_gt = pan_seg_gt.numpy()
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["an instance photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if class_id in self.things:
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ instances.gt_bboxes = masks_to_boxes(instances.gt_masks)
+ return instances, texts, label
+
+ def _get_panoptic_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ pan_seg_gt = pan_seg_gt.numpy()
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["a panoptic photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ instances.gt_bboxes = masks_to_boxes(instances.gt_masks)
+ for i in range(instances.gt_classes.shape[0]):
+ # Placeholder bounding boxes for stuff regions. Note that these are not used during training.
+ if instances.gt_classes[i].item() not in self.things:
+ instances.gt_bboxes[i] = torch.tensor([0., 0., 1., 1.])
+ return instances, texts, label
+
+ def __call__(self, dataset_dict):
+ """
+ Args:
+ dataset_dict (dict): Metadata of one image, in Detectron2 Dataset format.
+
+ Returns:
+ dict: a format that builtin models in detectron2 accept
+ """
+ assert self.is_train, "OneFormerDatasetMapper should only be used for training!"
+
+ dataset_dict = copy.deepcopy(dataset_dict) # it will be modified by code below
+ image = utils.read_image(dataset_dict["file_name"], format=self.img_format)
+ utils.check_image_size(dataset_dict, image)
+
+ # semantic segmentation
+ if "sem_seg_file_name" in dataset_dict:
+ # PyTorch transformation not implemented for uint16, so converting it to double first
+ sem_seg_gt = utils.read_image(dataset_dict.pop("sem_seg_file_name")).astype("double")
+ else:
+ sem_seg_gt = None
+
+ # panoptic segmentation
+ if "pan_seg_file_name" in dataset_dict:
+ pan_seg_gt = utils.read_image(dataset_dict.pop("pan_seg_file_name"), "RGB")
+ segments_info = dataset_dict["segments_info"]
+ else:
+ pan_seg_gt = None
+ segments_info = None
+
+ if pan_seg_gt is None:
+ raise ValueError(
+ "Cannot find 'pan_seg_file_name' for panoptic segmentation dataset {}.".format(
+ dataset_dict["file_name"]
+ )
+ )
+
+ aug_input = T.AugInput(image, sem_seg=sem_seg_gt)
+ aug_input, transforms = T.apply_transform_gens(self.tfm_gens, aug_input)
+ image = aug_input.image
+ if sem_seg_gt is not None:
+ sem_seg_gt = aug_input.sem_seg
+
+ # apply the same transformation to panoptic segmentation
+ pan_seg_gt = transforms.apply_segmentation(pan_seg_gt)
+
+ from panopticapi.utils import rgb2id
+
+ pan_seg_gt = rgb2id(pan_seg_gt)
+
+ # Pad image and segmentation label here!
+ image = torch.as_tensor(np.ascontiguousarray(image.transpose(2, 0, 1)))
+ if sem_seg_gt is not None:
+ sem_seg_gt = torch.as_tensor(sem_seg_gt.astype("long"))
+ pan_seg_gt = torch.as_tensor(pan_seg_gt.astype("long"))
+
+ if self.size_divisibility > 0:
+ image_size = (image.shape[-2], image.shape[-1])
+ padding_size = [
+ 0,
+ self.size_divisibility - image_size[1],
+ 0,
+ self.size_divisibility - image_size[0],
+ ]
+ image = F.pad(image, padding_size, value=128).contiguous()
+ if sem_seg_gt is not None:
+ sem_seg_gt = F.pad(sem_seg_gt, padding_size, value=self.ignore_label).contiguous()
+ pan_seg_gt = F.pad(
+ pan_seg_gt, padding_size, value=0
+ ).contiguous() # 0 is the VOID panoptic label
+
+ image_shape = (image.shape[-2], image.shape[-1]) # h, w
+
+ # Pytorch's dataloader is efficient on torch.Tensor due to shared-memory,
+ # but not efficient on large generic data structures due to the use of pickle & mp.Queue.
+ # Therefore it's important to use torch.Tensor.
+ dataset_dict["image"] = image
+
+ if "annotations" in dataset_dict:
+ raise ValueError("Pemantic segmentation dataset should not have 'annotations'.")
+
+ prob_task = np.random.uniform(0,1.)
+
+ num_class_obj = {}
+
+ for name in self.class_names:
+ num_class_obj[name] = 0
+
+ if prob_task < self.semantic_prob:
+ task = "The task is semantic"
+ instances, text, sem_seg = self._get_semantic_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+ elif prob_task < self.instance_prob:
+ task = "The task is instance"
+ instances, text, sem_seg = self._get_instance_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+ else:
+ task = "The task is panoptic"
+ instances, text, sem_seg = self._get_panoptic_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+
+ dataset_dict["sem_seg"] = torch.from_numpy(sem_seg).long()
+ dataset_dict["instances"] = instances
+ dataset_dict["orig_shape"] = image_shape
+ dataset_dict["task"] = task
+ dataset_dict["text"] = text
+ dataset_dict["thing_ids"] = self.things
+
+ return dataset_dict
diff --git a/annotator/OneFormer/oneformer/data/datasets/__init__.py b/annotator/OneFormer/oneformer/data/datasets/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..bfb31c1afbb74c61680a58654d45a3f930658a1f
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/datasets/__init__.py
@@ -0,0 +1,9 @@
+from . import (
+ register_ade20k_panoptic,
+ register_cityscapes_panoptic,
+ register_coco_panoptic_annos_semseg,
+ register_ade20k_instance,
+ register_coco_panoptic2instance,
+ register_mapillary_vistas,
+ register_mapillary_vistas_panoptic,
+)
diff --git a/annotator/OneFormer/oneformer/data/datasets/register_ade20k_instance.py b/annotator/OneFormer/oneformer/data/datasets/register_ade20k_instance.py
new file mode 100644
index 0000000000000000000000000000000000000000..0cf5466eb7e203de8c78679f622d30c902bd61d9
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/datasets/register_ade20k_instance.py
@@ -0,0 +1,56 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/datasets/register_ade20k_instance.py
+# ------------------------------------------------------------------------------
+
+import json
+import logging
+import numpy as np
+import os
+from PIL import Image
+
+from detectron2.data import DatasetCatalog, MetadataCatalog
+from detectron2.data.datasets.coco import load_coco_json, register_coco_instances
+from detectron2.utils.file_io import PathManager
+
+ADE_CATEGORIES = [{'id': 7, 'name': 'bed'}, {'id': 8, 'name': 'windowpane'}, {'id': 10, 'name': 'cabinet'}, {'id': 12, 'name': 'person'}, {'id': 14, 'name': 'door'}, {'id': 15, 'name': 'table'}, {'id': 18, 'name': 'curtain'}, {'id': 19, 'name': 'chair'}, {'id': 20, 'name': 'car'}, {'id': 22, 'name': 'painting'}, {'id': 23, 'name': 'sofa'}, {'id': 24, 'name': 'shelf'}, {'id': 27, 'name': 'mirror'}, {'id': 30, 'name': 'armchair'}, {'id': 31, 'name': 'seat'}, {'id': 32, 'name': 'fence'}, {'id': 33, 'name': 'desk'}, {'id': 35, 'name': 'wardrobe'}, {'id': 36, 'name': 'lamp'}, {'id': 37, 'name': 'bathtub'}, {'id': 38, 'name': 'railing'}, {'id': 39, 'name': 'cushion'}, {'id': 41, 'name': 'box'}, {'id': 42, 'name': 'column'}, {'id': 43, 'name': 'signboard'}, {'id': 44, 'name': 'chest of drawers'}, {'id': 45, 'name': 'counter'}, {'id': 47, 'name': 'sink'}, {'id': 49, 'name': 'fireplace'}, {'id': 50, 'name': 'refrigerator'}, {'id': 53, 'name': 'stairs'}, {'id': 55, 'name': 'case'}, {'id': 56, 'name': 'pool table'}, {'id': 57, 'name': 'pillow'}, {'id': 58, 'name': 'screen door'}, {'id': 62, 'name': 'bookcase'}, {'id': 64, 'name': 'coffee table'}, {'id': 65, 'name': 'toilet'}, {'id': 66, 'name': 'flower'}, {'id': 67, 'name': 'book'}, {'id': 69, 'name': 'bench'}, {'id': 70, 'name': 'countertop'}, {'id': 71, 'name': 'stove'}, {'id': 72, 'name': 'palm'}, {'id': 73, 'name': 'kitchen island'}, {'id': 74, 'name': 'computer'}, {'id': 75, 'name': 'swivel chair'}, {'id': 76, 'name': 'boat'}, {'id': 78, 'name': 'arcade machine'}, {'id': 80, 'name': 'bus'}, {'id': 81, 'name': 'towel'}, {'id': 82, 'name': 'light'}, {'id': 83, 'name': 'truck'}, {'id': 85, 'name': 'chandelier'}, {'id': 86, 'name': 'awning'}, {'id': 87, 'name': 'streetlight'}, {'id': 88, 'name': 'booth'}, {'id': 89, 'name': 'television receiver'}, {'id': 90, 'name': 'airplane'}, {'id': 92, 'name': 'apparel'}, {'id': 93, 'name': 'pole'}, {'id': 95, 'name': 'bannister'}, {'id': 97, 'name': 'ottoman'}, {'id': 98, 'name': 'bottle'}, {'id': 102, 'name': 'van'}, {'id': 103, 'name': 'ship'}, {'id': 104, 'name': 'fountain'}, {'id': 107, 'name': 'washer'}, {'id': 108, 'name': 'plaything'}, {'id': 110, 'name': 'stool'}, {'id': 111, 'name': 'barrel'}, {'id': 112, 'name': 'basket'}, {'id': 115, 'name': 'bag'}, {'id': 116, 'name': 'minibike'}, {'id': 118, 'name': 'oven'}, {'id': 119, 'name': 'ball'}, {'id': 120, 'name': 'food'}, {'id': 121, 'name': 'step'}, {'id': 123, 'name': 'trade name'}, {'id': 124, 'name': 'microwave'}, {'id': 125, 'name': 'pot'}, {'id': 126, 'name': 'animal'}, {'id': 127, 'name': 'bicycle'}, {'id': 129, 'name': 'dishwasher'}, {'id': 130, 'name': 'screen'}, {'id': 132, 'name': 'sculpture'}, {'id': 133, 'name': 'hood'}, {'id': 134, 'name': 'sconce'}, {'id': 135, 'name': 'vase'}, {'id': 136, 'name': 'traffic light'}, {'id': 137, 'name': 'tray'}, {'id': 138, 'name': 'ashcan'}, {'id': 139, 'name': 'fan'}, {'id': 142, 'name': 'plate'}, {'id': 143, 'name': 'monitor'}, {'id': 144, 'name': 'bulletin board'}, {'id': 146, 'name': 'radiator'}, {'id': 147, 'name': 'glass'}, {'id': 148, 'name': 'clock'}, {'id': 149, 'name': 'flag'}]
+
+
+_PREDEFINED_SPLITS = {
+ # point annotations without masks
+ "ade20k_instance_train": (
+ "ADEChallengeData2016/images/training",
+ "ADEChallengeData2016/ade20k_instance_train.json",
+ ),
+ "ade20k_instance_val": (
+ "ADEChallengeData2016/images/validation",
+ "ADEChallengeData2016/ade20k_instance_val.json",
+ ),
+}
+
+
+def _get_ade_instances_meta():
+ thing_ids = [k["id"] for k in ADE_CATEGORIES]
+ assert len(thing_ids) == 100, len(thing_ids)
+ # Mapping from the incontiguous ADE category id to an id in [0, 99]
+ thing_dataset_id_to_contiguous_id = {k: i for i, k in enumerate(thing_ids)}
+ thing_classes = [k["name"] for k in ADE_CATEGORIES]
+ ret = {
+ "thing_dataset_id_to_contiguous_id": thing_dataset_id_to_contiguous_id,
+ "thing_classes": thing_classes,
+ }
+ return ret
+
+
+def register_all_ade20k_instance(root):
+ for key, (image_root, json_file) in _PREDEFINED_SPLITS.items():
+ # Assume pre-defined datasets live in `./datasets`.
+ register_coco_instances(
+ key,
+ _get_ade_instances_meta(),
+ os.path.join(root, json_file) if "://" not in json_file else json_file,
+ os.path.join(root, image_root),
+ )
+
+
+_root = os.getenv("DETECTRON2_DATASETS", "datasets")
+register_all_ade20k_instance(_root)
diff --git a/annotator/OneFormer/oneformer/data/datasets/register_ade20k_panoptic.py b/annotator/OneFormer/oneformer/data/datasets/register_ade20k_panoptic.py
new file mode 100644
index 0000000000000000000000000000000000000000..527910f19f70e9e632ce91e350964b50300046c7
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/datasets/register_ade20k_panoptic.py
@@ -0,0 +1,394 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/datasets/register_ade20k_panoptic.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import json
+import os
+
+from detectron2.data import DatasetCatalog, MetadataCatalog
+from detectron2.utils.file_io import PathManager
+
+ADE20K_150_CATEGORIES = [
+ {"color": [120, 120, 120], "id": 0, "isthing": 0, "name": "wall"},
+ {"color": [180, 120, 120], "id": 1, "isthing": 0, "name": "building"},
+ {"color": [6, 230, 230], "id": 2, "isthing": 0, "name": "sky"},
+ {"color": [80, 50, 50], "id": 3, "isthing": 0, "name": "floor"},
+ {"color": [4, 200, 3], "id": 4, "isthing": 0, "name": "tree"},
+ {"color": [120, 120, 80], "id": 5, "isthing": 0, "name": "ceiling"},
+ {"color": [140, 140, 140], "id": 6, "isthing": 0, "name": "road, route"},
+ {"color": [204, 5, 255], "id": 7, "isthing": 1, "name": "bed"},
+ {"color": [230, 230, 230], "id": 8, "isthing": 1, "name": "window "},
+ {"color": [4, 250, 7], "id": 9, "isthing": 0, "name": "grass"},
+ {"color": [224, 5, 255], "id": 10, "isthing": 1, "name": "cabinet"},
+ {"color": [235, 255, 7], "id": 11, "isthing": 0, "name": "sidewalk, pavement"},
+ {"color": [150, 5, 61], "id": 12, "isthing": 1, "name": "person"},
+ {"color": [120, 120, 70], "id": 13, "isthing": 0, "name": "earth, ground"},
+ {"color": [8, 255, 51], "id": 14, "isthing": 1, "name": "door"},
+ {"color": [255, 6, 82], "id": 15, "isthing": 1, "name": "table"},
+ {"color": [143, 255, 140], "id": 16, "isthing": 0, "name": "mountain, mount"},
+ {"color": [204, 255, 4], "id": 17, "isthing": 0, "name": "plant"},
+ {"color": [255, 51, 7], "id": 18, "isthing": 1, "name": "curtain"},
+ {"color": [204, 70, 3], "id": 19, "isthing": 1, "name": "chair"},
+ {"color": [0, 102, 200], "id": 20, "isthing": 1, "name": "car"},
+ {"color": [61, 230, 250], "id": 21, "isthing": 0, "name": "water"},
+ {"color": [255, 6, 51], "id": 22, "isthing": 1, "name": "painting, picture"},
+ {"color": [11, 102, 255], "id": 23, "isthing": 1, "name": "sofa"},
+ {"color": [255, 7, 71], "id": 24, "isthing": 1, "name": "shelf"},
+ {"color": [255, 9, 224], "id": 25, "isthing": 0, "name": "house"},
+ {"color": [9, 7, 230], "id": 26, "isthing": 0, "name": "sea"},
+ {"color": [220, 220, 220], "id": 27, "isthing": 1, "name": "mirror"},
+ {"color": [255, 9, 92], "id": 28, "isthing": 0, "name": "rug"},
+ {"color": [112, 9, 255], "id": 29, "isthing": 0, "name": "field"},
+ {"color": [8, 255, 214], "id": 30, "isthing": 1, "name": "armchair"},
+ {"color": [7, 255, 224], "id": 31, "isthing": 1, "name": "seat"},
+ {"color": [255, 184, 6], "id": 32, "isthing": 1, "name": "fence"},
+ {"color": [10, 255, 71], "id": 33, "isthing": 1, "name": "desk"},
+ {"color": [255, 41, 10], "id": 34, "isthing": 0, "name": "rock, stone"},
+ {"color": [7, 255, 255], "id": 35, "isthing": 1, "name": "wardrobe, closet, press"},
+ {"color": [224, 255, 8], "id": 36, "isthing": 1, "name": "lamp"},
+ {"color": [102, 8, 255], "id": 37, "isthing": 1, "name": "tub"},
+ {"color": [255, 61, 6], "id": 38, "isthing": 1, "name": "rail"},
+ {"color": [255, 194, 7], "id": 39, "isthing": 1, "name": "cushion"},
+ {"color": [255, 122, 8], "id": 40, "isthing": 0, "name": "base, pedestal, stand"},
+ {"color": [0, 255, 20], "id": 41, "isthing": 1, "name": "box"},
+ {"color": [255, 8, 41], "id": 42, "isthing": 1, "name": "column, pillar"},
+ {"color": [255, 5, 153], "id": 43, "isthing": 1, "name": "signboard, sign"},
+ {
+ "color": [6, 51, 255],
+ "id": 44,
+ "isthing": 1,
+ "name": "chest of drawers, chest, bureau, dresser",
+ },
+ {"color": [235, 12, 255], "id": 45, "isthing": 1, "name": "counter"},
+ {"color": [160, 150, 20], "id": 46, "isthing": 0, "name": "sand"},
+ {"color": [0, 163, 255], "id": 47, "isthing": 1, "name": "sink"},
+ {"color": [140, 140, 140], "id": 48, "isthing": 0, "name": "skyscraper"},
+ {"color": [250, 10, 15], "id": 49, "isthing": 1, "name": "fireplace"},
+ {"color": [20, 255, 0], "id": 50, "isthing": 1, "name": "refrigerator, icebox"},
+ {"color": [31, 255, 0], "id": 51, "isthing": 0, "name": "grandstand, covered stand"},
+ {"color": [255, 31, 0], "id": 52, "isthing": 0, "name": "path"},
+ {"color": [255, 224, 0], "id": 53, "isthing": 1, "name": "stairs"},
+ {"color": [153, 255, 0], "id": 54, "isthing": 0, "name": "runway"},
+ {"color": [0, 0, 255], "id": 55, "isthing": 1, "name": "case, display case, showcase, vitrine"},
+ {
+ "color": [255, 71, 0],
+ "id": 56,
+ "isthing": 1,
+ "name": "pool table, billiard table, snooker table",
+ },
+ {"color": [0, 235, 255], "id": 57, "isthing": 1, "name": "pillow"},
+ {"color": [0, 173, 255], "id": 58, "isthing": 1, "name": "screen door, screen"},
+ {"color": [31, 0, 255], "id": 59, "isthing": 0, "name": "stairway, staircase"},
+ {"color": [11, 200, 200], "id": 60, "isthing": 0, "name": "river"},
+ {"color": [255, 82, 0], "id": 61, "isthing": 0, "name": "bridge, span"},
+ {"color": [0, 255, 245], "id": 62, "isthing": 1, "name": "bookcase"},
+ {"color": [0, 61, 255], "id": 63, "isthing": 0, "name": "blind, screen"},
+ {"color": [0, 255, 112], "id": 64, "isthing": 1, "name": "coffee table"},
+ {
+ "color": [0, 255, 133],
+ "id": 65,
+ "isthing": 1,
+ "name": "toilet, can, commode, crapper, pot, potty, stool, throne",
+ },
+ {"color": [255, 0, 0], "id": 66, "isthing": 1, "name": "flower"},
+ {"color": [255, 163, 0], "id": 67, "isthing": 1, "name": "book"},
+ {"color": [255, 102, 0], "id": 68, "isthing": 0, "name": "hill"},
+ {"color": [194, 255, 0], "id": 69, "isthing": 1, "name": "bench"},
+ {"color": [0, 143, 255], "id": 70, "isthing": 1, "name": "countertop"},
+ {"color": [51, 255, 0], "id": 71, "isthing": 1, "name": "stove"},
+ {"color": [0, 82, 255], "id": 72, "isthing": 1, "name": "palm, palm tree"},
+ {"color": [0, 255, 41], "id": 73, "isthing": 1, "name": "kitchen island"},
+ {"color": [0, 255, 173], "id": 74, "isthing": 1, "name": "computer"},
+ {"color": [10, 0, 255], "id": 75, "isthing": 1, "name": "swivel chair"},
+ {"color": [173, 255, 0], "id": 76, "isthing": 1, "name": "boat"},
+ {"color": [0, 255, 153], "id": 77, "isthing": 0, "name": "bar"},
+ {"color": [255, 92, 0], "id": 78, "isthing": 1, "name": "arcade machine"},
+ {"color": [255, 0, 255], "id": 79, "isthing": 0, "name": "hovel, hut, hutch, shack, shanty"},
+ {"color": [255, 0, 245], "id": 80, "isthing": 1, "name": "bus"},
+ {"color": [255, 0, 102], "id": 81, "isthing": 1, "name": "towel"},
+ {"color": [255, 173, 0], "id": 82, "isthing": 1, "name": "light"},
+ {"color": [255, 0, 20], "id": 83, "isthing": 1, "name": "truck"},
+ {"color": [255, 184, 184], "id": 84, "isthing": 0, "name": "tower"},
+ {"color": [0, 31, 255], "id": 85, "isthing": 1, "name": "chandelier"},
+ {"color": [0, 255, 61], "id": 86, "isthing": 1, "name": "awning, sunshade, sunblind"},
+ {"color": [0, 71, 255], "id": 87, "isthing": 1, "name": "street lamp"},
+ {"color": [255, 0, 204], "id": 88, "isthing": 1, "name": "booth"},
+ {"color": [0, 255, 194], "id": 89, "isthing": 1, "name": "tv"},
+ {"color": [0, 255, 82], "id": 90, "isthing": 1, "name": "plane"},
+ {"color": [0, 10, 255], "id": 91, "isthing": 0, "name": "dirt track"},
+ {"color": [0, 112, 255], "id": 92, "isthing": 1, "name": "clothes"},
+ {"color": [51, 0, 255], "id": 93, "isthing": 1, "name": "pole"},
+ {"color": [0, 194, 255], "id": 94, "isthing": 0, "name": "land, ground, soil"},
+ {
+ "color": [0, 122, 255],
+ "id": 95,
+ "isthing": 1,
+ "name": "bannister, banister, balustrade, balusters, handrail",
+ },
+ {
+ "color": [0, 255, 163],
+ "id": 96,
+ "isthing": 0,
+ "name": "escalator, moving staircase, moving stairway",
+ },
+ {
+ "color": [255, 153, 0],
+ "id": 97,
+ "isthing": 1,
+ "name": "ottoman, pouf, pouffe, puff, hassock",
+ },
+ {"color": [0, 255, 10], "id": 98, "isthing": 1, "name": "bottle"},
+ {"color": [255, 112, 0], "id": 99, "isthing": 0, "name": "buffet, counter, sideboard"},
+ {
+ "color": [143, 255, 0],
+ "id": 100,
+ "isthing": 0,
+ "name": "poster, posting, placard, notice, bill, card",
+ },
+ {"color": [82, 0, 255], "id": 101, "isthing": 0, "name": "stage"},
+ {"color": [163, 255, 0], "id": 102, "isthing": 1, "name": "van"},
+ {"color": [255, 235, 0], "id": 103, "isthing": 1, "name": "ship"},
+ {"color": [8, 184, 170], "id": 104, "isthing": 1, "name": "fountain"},
+ {
+ "color": [133, 0, 255],
+ "id": 105,
+ "isthing": 0,
+ "name": "conveyer belt, conveyor belt, conveyer, conveyor, transporter",
+ },
+ {"color": [0, 255, 92], "id": 106, "isthing": 0, "name": "canopy"},
+ {
+ "color": [184, 0, 255],
+ "id": 107,
+ "isthing": 1,
+ "name": "washer, automatic washer, washing machine",
+ },
+ {"color": [255, 0, 31], "id": 108, "isthing": 1, "name": "plaything, toy"},
+ {"color": [0, 184, 255], "id": 109, "isthing": 0, "name": "pool"},
+ {"color": [0, 214, 255], "id": 110, "isthing": 1, "name": "stool"},
+ {"color": [255, 0, 112], "id": 111, "isthing": 1, "name": "barrel, cask"},
+ {"color": [92, 255, 0], "id": 112, "isthing": 1, "name": "basket, handbasket"},
+ {"color": [0, 224, 255], "id": 113, "isthing": 0, "name": "falls"},
+ {"color": [112, 224, 255], "id": 114, "isthing": 0, "name": "tent"},
+ {"color": [70, 184, 160], "id": 115, "isthing": 1, "name": "bag"},
+ {"color": [163, 0, 255], "id": 116, "isthing": 1, "name": "minibike, motorbike"},
+ {"color": [153, 0, 255], "id": 117, "isthing": 0, "name": "cradle"},
+ {"color": [71, 255, 0], "id": 118, "isthing": 1, "name": "oven"},
+ {"color": [255, 0, 163], "id": 119, "isthing": 1, "name": "ball"},
+ {"color": [255, 204, 0], "id": 120, "isthing": 1, "name": "food, solid food"},
+ {"color": [255, 0, 143], "id": 121, "isthing": 1, "name": "step, stair"},
+ {"color": [0, 255, 235], "id": 122, "isthing": 0, "name": "tank, storage tank"},
+ {"color": [133, 255, 0], "id": 123, "isthing": 1, "name": "trade name"},
+ {"color": [255, 0, 235], "id": 124, "isthing": 1, "name": "microwave"},
+ {"color": [245, 0, 255], "id": 125, "isthing": 1, "name": "pot"},
+ {"color": [255, 0, 122], "id": 126, "isthing": 1, "name": "animal"},
+ {"color": [255, 245, 0], "id": 127, "isthing": 1, "name": "bicycle"},
+ {"color": [10, 190, 212], "id": 128, "isthing": 0, "name": "lake"},
+ {"color": [214, 255, 0], "id": 129, "isthing": 1, "name": "dishwasher"},
+ {"color": [0, 204, 255], "id": 130, "isthing": 1, "name": "screen"},
+ {"color": [20, 0, 255], "id": 131, "isthing": 0, "name": "blanket, cover"},
+ {"color": [255, 255, 0], "id": 132, "isthing": 1, "name": "sculpture"},
+ {"color": [0, 153, 255], "id": 133, "isthing": 1, "name": "hood, exhaust hood"},
+ {"color": [0, 41, 255], "id": 134, "isthing": 1, "name": "sconce"},
+ {"color": [0, 255, 204], "id": 135, "isthing": 1, "name": "vase"},
+ {"color": [41, 0, 255], "id": 136, "isthing": 1, "name": "traffic light"},
+ {"color": [41, 255, 0], "id": 137, "isthing": 1, "name": "tray"},
+ {"color": [173, 0, 255], "id": 138, "isthing": 1, "name": "trash can"},
+ {"color": [0, 245, 255], "id": 139, "isthing": 1, "name": "fan"},
+ {"color": [71, 0, 255], "id": 140, "isthing": 0, "name": "pier"},
+ {"color": [122, 0, 255], "id": 141, "isthing": 0, "name": "crt screen"},
+ {"color": [0, 255, 184], "id": 142, "isthing": 1, "name": "plate"},
+ {"color": [0, 92, 255], "id": 143, "isthing": 1, "name": "monitor"},
+ {"color": [184, 255, 0], "id": 144, "isthing": 1, "name": "bulletin board"},
+ {"color": [0, 133, 255], "id": 145, "isthing": 0, "name": "shower"},
+ {"color": [255, 214, 0], "id": 146, "isthing": 1, "name": "radiator"},
+ {"color": [25, 194, 194], "id": 147, "isthing": 1, "name": "glass, drinking glass"},
+ {"color": [102, 255, 0], "id": 148, "isthing": 1, "name": "clock"},
+ {"color": [92, 0, 255], "id": 149, "isthing": 1, "name": "flag"},
+]
+
+ADE20k_COLORS = [k["color"] for k in ADE20K_150_CATEGORIES]
+
+MetadataCatalog.get("ade20k_sem_seg_train").set(
+ stuff_colors=ADE20k_COLORS[:],
+)
+
+MetadataCatalog.get("ade20k_sem_seg_val").set(
+ stuff_colors=ADE20k_COLORS[:],
+)
+
+
+def load_ade20k_panoptic_json(json_file, image_dir, gt_dir, semseg_dir, meta):
+ """
+ Args:
+ image_dir (str): path to the raw dataset. e.g., "~/coco/train2017".
+ gt_dir (str): path to the raw annotations. e.g., "~/coco/panoptic_train2017".
+ json_file (str): path to the json file. e.g., "~/coco/annotations/panoptic_train2017.json".
+ Returns:
+ list[dict]: a list of dicts in Detectron2 standard format. (See
+ `Using Custom Datasets `_ )
+ """
+
+ def _convert_category_id(segment_info, meta):
+ if segment_info["category_id"] in meta["thing_dataset_id_to_contiguous_id"]:
+ segment_info["category_id"] = meta["thing_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ segment_info["isthing"] = True
+ else:
+ segment_info["category_id"] = meta["stuff_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ segment_info["isthing"] = False
+ return segment_info
+
+ with PathManager.open(json_file) as f:
+ json_info = json.load(f)
+
+ ret = []
+ for ann in json_info["annotations"]:
+ image_id = ann["image_id"]
+ # TODO: currently we assume image and label has the same filename but
+ # different extension, and images have extension ".jpg" for COCO. Need
+ # to make image extension a user-provided argument if we extend this
+ # function to support other COCO-like datasets.
+ image_file = os.path.join(image_dir, os.path.splitext(ann["file_name"])[0] + ".jpg")
+ label_file = os.path.join(gt_dir, ann["file_name"])
+ sem_label_file = os.path.join(semseg_dir, ann["file_name"])
+ segments_info = [_convert_category_id(x, meta) for x in ann["segments_info"]]
+ ret.append(
+ {
+ "file_name": image_file,
+ "image_id": image_id,
+ "pan_seg_file_name": label_file,
+ "sem_seg_file_name": sem_label_file,
+ "segments_info": segments_info,
+ }
+ )
+ assert len(ret), f"No images found in {image_dir}!"
+ assert PathManager.isfile(ret[0]["file_name"]), ret[0]["file_name"]
+ assert PathManager.isfile(ret[0]["pan_seg_file_name"]), ret[0]["pan_seg_file_name"]
+ assert PathManager.isfile(ret[0]["sem_seg_file_name"]), ret[0]["sem_seg_file_name"]
+ return ret
+
+
+def register_ade20k_panoptic(
+ name, metadata, image_root, panoptic_root, semantic_root, panoptic_json, instances_json=None,
+):
+ """
+ Register a "standard" version of ADE20k panoptic segmentation dataset named `name`.
+ The dictionaries in this registered dataset follows detectron2's standard format.
+ Hence it's called "standard".
+ Args:
+ name (str): the name that identifies a dataset,
+ e.g. "ade20k_panoptic_train"
+ metadata (dict): extra metadata associated with this dataset.
+ image_root (str): directory which contains all the images
+ panoptic_root (str): directory which contains panoptic annotation images in COCO format
+ panoptic_json (str): path to the json panoptic annotation file in COCO format
+ sem_seg_root (none): not used, to be consistent with
+ `register_coco_panoptic_separated`.
+ instances_json (str): path to the json instance annotation file
+ """
+ panoptic_name = name
+ DatasetCatalog.register(
+ panoptic_name,
+ lambda: load_ade20k_panoptic_json(
+ panoptic_json, image_root, panoptic_root, semantic_root, metadata
+ ),
+ )
+ MetadataCatalog.get(panoptic_name).set(
+ panoptic_root=panoptic_root,
+ image_root=image_root,
+ panoptic_json=panoptic_json,
+ json_file=instances_json,
+ evaluator_type="ade20k_panoptic_seg",
+ ignore_label=255,
+ label_divisor=1000,
+ **metadata,
+ )
+
+
+_PREDEFINED_SPLITS_ADE20K_PANOPTIC = {
+ "ade20k_panoptic_train": (
+ "ADEChallengeData2016/images/training",
+ "ADEChallengeData2016/ade20k_panoptic_train",
+ "ADEChallengeData2016/ade20k_panoptic_train.json",
+ "ADEChallengeData2016/annotations_detectron2/training",
+ "ADEChallengeData2016/ade20k_instance_train.json",
+ ),
+ "ade20k_panoptic_val": (
+ "ADEChallengeData2016/images/validation",
+ "ADEChallengeData2016/ade20k_panoptic_val",
+ "ADEChallengeData2016/ade20k_panoptic_val.json",
+ "ADEChallengeData2016/annotations_detectron2/validation",
+ "ADEChallengeData2016/ade20k_instance_val.json",
+ ),
+}
+
+
+def get_metadata():
+ meta = {}
+ # The following metadata maps contiguous id from [0, #thing categories +
+ # #stuff categories) to their names and colors. We have to replica of the
+ # same name and color under "thing_*" and "stuff_*" because the current
+ # visualization function in D2 handles thing and class classes differently
+ # due to some heuristic used in Panoptic FPN. We keep the same naming to
+ # enable reusing existing visualization functions.
+ thing_classes = [k["name"] for k in ADE20K_150_CATEGORIES if k["isthing"] == 1]
+ thing_colors = [k["color"] for k in ADE20K_150_CATEGORIES if k["isthing"] == 1]
+ stuff_classes = [k["name"] for k in ADE20K_150_CATEGORIES]
+ stuff_colors = [k["color"] for k in ADE20K_150_CATEGORIES]
+
+ meta["thing_classes"] = thing_classes
+ meta["thing_colors"] = thing_colors
+ meta["stuff_classes"] = stuff_classes
+ meta["stuff_colors"] = stuff_colors
+
+ # Convert category id for training:
+ # category id: like semantic segmentation, it is the class id for each
+ # pixel. Since there are some classes not used in evaluation, the category
+ # id is not always contiguous and thus we have two set of category ids:
+ # - original category id: category id in the original dataset, mainly
+ # used for evaluation.
+ # - contiguous category id: [0, #classes), in order to train the linear
+ # softmax classifier.
+ thing_dataset_id_to_contiguous_id = {}
+ stuff_dataset_id_to_contiguous_id = {}
+
+ for i, cat in enumerate(ADE20K_150_CATEGORIES):
+ if cat["isthing"]:
+ thing_dataset_id_to_contiguous_id[cat["id"]] = i
+ # else:
+ # stuff_dataset_id_to_contiguous_id[cat["id"]] = i
+
+ # in order to use sem_seg evaluator
+ stuff_dataset_id_to_contiguous_id[cat["id"]] = i
+
+ meta["thing_dataset_id_to_contiguous_id"] = thing_dataset_id_to_contiguous_id
+ meta["stuff_dataset_id_to_contiguous_id"] = stuff_dataset_id_to_contiguous_id
+
+ return meta
+
+
+def register_all_ade20k_panoptic(root):
+ metadata = get_metadata()
+ for (
+ prefix,
+ (image_root, panoptic_root, panoptic_json, semantic_root, instance_json),
+ ) in _PREDEFINED_SPLITS_ADE20K_PANOPTIC.items():
+ # The "standard" version of COCO panoptic segmentation dataset,
+ # e.g. used by Panoptic-DeepLab
+ register_ade20k_panoptic(
+ prefix,
+ metadata,
+ os.path.join(root, image_root),
+ os.path.join(root, panoptic_root),
+ os.path.join(root, semantic_root),
+ os.path.join(root, panoptic_json),
+ os.path.join(root, instance_json),
+ )
+
+
+_root = os.getenv("DETECTRON2_DATASETS", "datasets")
+register_all_ade20k_panoptic(_root)
diff --git a/annotator/OneFormer/oneformer/data/datasets/register_cityscapes_panoptic.py b/annotator/OneFormer/oneformer/data/datasets/register_cityscapes_panoptic.py
new file mode 100644
index 0000000000000000000000000000000000000000..07ecb23ba6422ac24e4a21aa6bb3125b07f71f33
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/datasets/register_cityscapes_panoptic.py
@@ -0,0 +1,199 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/data/datasets/cityscapes_panoptic.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import json
+import logging
+import os
+
+from detectron2.data import DatasetCatalog, MetadataCatalog
+from detectron2.data.datasets.builtin_meta import CITYSCAPES_CATEGORIES
+from detectron2.utils.file_io import PathManager
+
+"""
+This file contains functions to register the Cityscapes panoptic dataset to the DatasetCatalog.
+"""
+
+
+logger = logging.getLogger(__name__)
+
+
+def get_cityscapes_panoptic_files(image_dir, gt_dir, json_info):
+ files = []
+ # scan through the directory
+ cities = PathManager.ls(image_dir)
+ logger.info(f"{len(cities)} cities found in '{image_dir}'.")
+ image_dict = {}
+ for city in cities:
+ city_img_dir = os.path.join(image_dir, city)
+ for basename in PathManager.ls(city_img_dir):
+ image_file = os.path.join(city_img_dir, basename)
+
+ suffix = "_leftImg8bit.png"
+ assert basename.endswith(suffix), basename
+ basename = os.path.basename(basename)[: -len(suffix)]
+
+ image_dict[basename] = image_file
+
+ for ann in json_info["annotations"]:
+ image_file = image_dict.get(ann["image_id"], None)
+ assert image_file is not None, "No image {} found for annotation {}".format(
+ ann["image_id"], ann["file_name"]
+ )
+ label_file = os.path.join(gt_dir, ann["file_name"])
+ segments_info = ann["segments_info"]
+ files.append((image_file, label_file, segments_info))
+
+ assert len(files), "No images found in {}".format(image_dir)
+ assert PathManager.isfile(files[0][0]), files[0][0]
+ assert PathManager.isfile(files[0][1]), files[0][1]
+ return files
+
+
+def load_cityscapes_panoptic(image_dir, gt_dir, gt_json, meta):
+ """
+ Args:
+ image_dir (str): path to the raw dataset. e.g., "~/cityscapes/leftImg8bit/train".
+ gt_dir (str): path to the raw annotations. e.g.,
+ "~/cityscapes/gtFine/cityscapes_panoptic_train".
+ gt_json (str): path to the json file. e.g.,
+ "~/cityscapes/gtFine/cityscapes_panoptic_train.json".
+ meta (dict): dictionary containing "thing_dataset_id_to_contiguous_id"
+ and "stuff_dataset_id_to_contiguous_id" to map category ids to
+ contiguous ids for training.
+
+ Returns:
+ list[dict]: a list of dicts in Detectron2 standard format. (See
+ `Using Custom Datasets `_ )
+ """
+
+ def _convert_category_id(segment_info, meta):
+ if segment_info["category_id"] in meta["thing_dataset_id_to_contiguous_id"]:
+ segment_info["category_id"] = meta["thing_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ else:
+ segment_info["category_id"] = meta["stuff_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ return segment_info
+
+ assert os.path.exists(
+ gt_json
+ ), "Please run `python cityscapesscripts/preparation/createPanopticImgs.py` to generate label files." # noqa
+
+
+ with open(gt_json) as f:
+ json_info = json.load(f)
+
+ files = get_cityscapes_panoptic_files(image_dir, gt_dir, json_info)
+ ret = []
+ for image_file, label_file, segments_info in files:
+ sem_label_file = (
+ image_file.replace("leftImg8bit", "gtFine").split(".")[0] + "_labelTrainIds.png"
+ )
+ segments_info = [_convert_category_id(x, meta) for x in segments_info]
+ ret.append(
+ {
+ "file_name": image_file,
+ "image_id": "_".join(
+ os.path.splitext(os.path.basename(image_file))[0].split("_")[:3]
+ ),
+ "sem_seg_file_name": sem_label_file,
+ "pan_seg_file_name": label_file,
+ "segments_info": segments_info,
+ }
+ )
+ assert len(ret), f"No images found in {image_dir}!"
+ assert PathManager.isfile(
+ ret[0]["sem_seg_file_name"]
+ ), "Please generate labelTrainIds.png with cityscapesscripts/preparation/createTrainIdLabelImgs.py" # noqa
+ assert PathManager.isfile(
+ ret[0]["pan_seg_file_name"]
+ ), "Please generate panoptic annotation with python cityscapesscripts/preparation/createPanopticImgs.py" # noqa
+ return ret
+
+
+_RAW_CITYSCAPES_PANOPTIC_SPLITS = {
+ "cityscapes_fine_panoptic_train": (
+ "cityscapes/leftImg8bit/train",
+ "cityscapes/gtFine/cityscapes_panoptic_train",
+ "cityscapes/gtFine/cityscapes_panoptic_train.json",
+ ),
+ "cityscapes_fine_panoptic_val": (
+ "cityscapes/leftImg8bit/val",
+ "cityscapes/gtFine/cityscapes_panoptic_val",
+ "cityscapes/gtFine/cityscapes_panoptic_val.json",
+ ),
+ # "cityscapes_fine_panoptic_test": not supported yet
+}
+
+
+def register_all_cityscapes_panoptic(root):
+ meta = {}
+ # The following metadata maps contiguous id from [0, #thing categories +
+ # #stuff categories) to their names and colors. We have to replica of the
+ # same name and color under "thing_*" and "stuff_*" because the current
+ # visualization function in D2 handles thing and class classes differently
+ # due to some heuristic used in Panoptic FPN. We keep the same naming to
+ # enable reusing existing visualization functions.
+ thing_classes = [k["name"] for k in CITYSCAPES_CATEGORIES]
+ thing_colors = [k["color"] for k in CITYSCAPES_CATEGORIES]
+ stuff_classes = [k["name"] for k in CITYSCAPES_CATEGORIES]
+ stuff_colors = [k["color"] for k in CITYSCAPES_CATEGORIES]
+
+ meta["thing_classes"] = thing_classes
+ meta["thing_colors"] = thing_colors
+ meta["stuff_classes"] = stuff_classes
+ meta["stuff_colors"] = stuff_colors
+
+ # There are three types of ids in cityscapes panoptic segmentation:
+ # (1) category id: like semantic segmentation, it is the class id for each
+ # pixel. Since there are some classes not used in evaluation, the category
+ # id is not always contiguous and thus we have two set of category ids:
+ # - original category id: category id in the original dataset, mainly
+ # used for evaluation.
+ # - contiguous category id: [0, #classes), in order to train the classifier
+ # (2) instance id: this id is used to differentiate different instances from
+ # the same category. For "stuff" classes, the instance id is always 0; for
+ # "thing" classes, the instance id starts from 1 and 0 is reserved for
+ # ignored instances (e.g. crowd annotation).
+ # (3) panoptic id: this is the compact id that encode both category and
+ # instance id by: category_id * 1000 + instance_id.
+ thing_dataset_id_to_contiguous_id = {}
+ stuff_dataset_id_to_contiguous_id = {}
+
+ for k in CITYSCAPES_CATEGORIES:
+ if k["isthing"] == 1:
+ thing_dataset_id_to_contiguous_id[k["id"]] = k["trainId"]
+ else:
+ stuff_dataset_id_to_contiguous_id[k["id"]] = k["trainId"]
+
+ meta["thing_dataset_id_to_contiguous_id"] = thing_dataset_id_to_contiguous_id
+ meta["stuff_dataset_id_to_contiguous_id"] = stuff_dataset_id_to_contiguous_id
+
+ for key, (image_dir, gt_dir, gt_json) in _RAW_CITYSCAPES_PANOPTIC_SPLITS.items():
+ image_dir = os.path.join(root, image_dir)
+ gt_dir = os.path.join(root, gt_dir)
+ gt_json = os.path.join(root, gt_json)
+
+ if key in DatasetCatalog.list():
+ DatasetCatalog.remove(key)
+
+ DatasetCatalog.register(
+ key, lambda x=image_dir, y=gt_dir, z=gt_json: load_cityscapes_panoptic(x, y, z, meta)
+ )
+ MetadataCatalog.get(key).set(
+ panoptic_root=gt_dir,
+ image_root=image_dir,
+ panoptic_json=gt_json,
+ gt_dir=gt_dir.replace("cityscapes_panoptic_", ""),
+ evaluator_type="cityscapes_panoptic_seg",
+ ignore_label=255,
+ label_divisor=1000,
+ **meta,
+ )
+
+_root = os.getenv("DETECTRON2_DATASETS", "datasets")
+register_all_cityscapes_panoptic(_root)
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/data/datasets/register_coco_panoptic2instance.py b/annotator/OneFormer/oneformer/data/datasets/register_coco_panoptic2instance.py
new file mode 100644
index 0000000000000000000000000000000000000000..79e1a95c95b2ec9e39e0ca0750dc44bf19bba3a0
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/datasets/register_coco_panoptic2instance.py
@@ -0,0 +1,44 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/data/datasets/builtin.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+
+"""
+This file registers pre-defined datasets at hard-coded paths, and their metadata.
+
+We hard-code metadata for common datasets. This will enable:
+1. Consistency check when loading the datasets
+2. Use models on these standard datasets directly and run demos,
+ without having to download the dataset annotations
+
+We hard-code some paths to the dataset that's assumed to
+exist in "./datasets/".
+
+Users SHOULD NOT use this file to create new dataset / metadata for new dataset.
+To add new dataset, refer to the tutorial "docs/DATASETS.md".
+"""
+
+import os
+from detectron2.data.datasets.builtin_meta import _get_builtin_metadata
+from detectron2.data.datasets.coco import register_coco_instances
+
+
+_PREDEFINED_SPLITS_COCO = {
+ "coco_2017_val_panoptic2instance": ("coco/val2017", "coco/annotations/panoptic2instances_val2017.json"),
+}
+
+
+def register_panoptic2instances_coco(root):
+ for key, (image_root, json_file) in _PREDEFINED_SPLITS_COCO.items():
+ # Assume pre-defined datasets live in `./datasets`.
+ register_coco_instances(
+ key,
+ _get_builtin_metadata("coco"),
+ os.path.join(root, json_file) if "://" not in json_file else json_file,
+ os.path.join(root, image_root),
+ )
+
+
+_root = os.path.expanduser(os.getenv("DETECTRON2_DATASETS", "datasets"))
+register_panoptic2instances_coco(_root)
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/data/datasets/register_coco_panoptic_annos_semseg.py b/annotator/OneFormer/oneformer/data/datasets/register_coco_panoptic_annos_semseg.py
new file mode 100644
index 0000000000000000000000000000000000000000..ac1118bcb1a8e7cc991a820ff17c4ae889d2d7e9
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/datasets/register_coco_panoptic_annos_semseg.py
@@ -0,0 +1,367 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/datasets/register_coco_panoptic_annos_semseg.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import json
+import os
+
+from detectron2.data import DatasetCatalog, MetadataCatalog
+from detectron2.data.datasets import load_sem_seg
+from detectron2.data.datasets.builtin_meta import COCO_CATEGORIES
+from detectron2.utils.file_io import PathManager
+import contextlib
+import logging
+import io
+from fvcore.common.timer import Timer
+import pycocotools.mask as mask_util
+from detectron2.structures import BoxMode
+
+
+logger = logging.getLogger(__name__)
+
+
+_PREDEFINED_SPLITS_COCO_PANOPTIC = {
+ "coco_2017_train_panoptic": (
+ # This is the original panoptic annotation directory
+ "coco/panoptic_train2017",
+ "coco/annotations/panoptic_train2017.json",
+ # This directory contains semantic annotations that are
+ # converted from panoptic annotations.
+ # It is used by PanopticFPN.
+ # You can use the script at detectron2/datasets/prepare_panoptic_fpn.py
+ # to create these directories.
+ "coco/panoptic_semseg_train2017",
+ ),
+ "coco_2017_val_panoptic": (
+ "coco/panoptic_val2017",
+ "coco/annotations/panoptic_val2017.json",
+ "coco/panoptic_semseg_val2017",
+ ),
+}
+
+def load_coco_instance_json(json_file, image_root, dataset_name=None):
+ from pycocotools.coco import COCO
+
+ timer = Timer()
+ json_file = PathManager.get_local_path(json_file)
+ with contextlib.redirect_stdout(io.StringIO()):
+ coco_api = COCO(json_file)
+ if timer.seconds() > 1:
+ logger.info("Loading {} takes {:.2f} seconds.".format(json_file, timer.seconds()))
+
+ id_map = None
+ if dataset_name is not None:
+ meta = MetadataCatalog.get(dataset_name)
+ cat_ids = sorted(coco_api.getCatIds())
+ cats = coco_api.loadCats(cat_ids)
+ # The categories in a custom json file may not be sorted.
+ thing_classes = [c["name"] for c in sorted(cats, key=lambda x: x["id"])]
+ meta.thing_classes = thing_classes
+
+ # In COCO, certain category ids are artificially removed,
+ # and by convention they are always ignored.
+ # We deal with COCO's id issue and translate
+ # the category ids to contiguous ids in [0, 80).
+
+ # It works by looking at the "categories" field in the json, therefore
+ # if users' own json also have incontiguous ids, we'll
+ # apply this mapping as well but print a warning.
+ if not (min(cat_ids) == 1 and max(cat_ids) == len(cat_ids)):
+ if "coco" not in dataset_name:
+ logger.warning(
+ """
+Category ids in annotations are not in [1, #categories]! We'll apply a mapping for you.
+"""
+ )
+ id_map = {v: i for i, v in enumerate(cat_ids)}
+ meta.thing_dataset_id_to_contiguous_id = id_map
+
+ # sort indices for reproducible results
+ img_ids = sorted(coco_api.imgs.keys())
+ # imgs is a list of dicts, each looks something like:
+ # {'license': 4,
+ # 'url': 'http://farm6.staticflickr.com/5454/9413846304_881d5e5c3b_z.jpg',
+ # 'file_name': 'COCO_val2014_000000001268.jpg',
+ # 'height': 427,
+ # 'width': 640,
+ # 'date_captured': '2013-11-17 05:57:24',
+ # 'id': 1268}
+ imgs = coco_api.loadImgs(img_ids)
+ # anns is a list[list[dict]], where each dict is an annotation
+ # record for an object. The inner list enumerates the objects in an image
+ # and the outer list enumerates over images. Example of anns[0]:
+ # [{'segmentation': [[192.81,
+ # 247.09,
+ # ...
+ # 219.03,
+ # 249.06]],
+ # 'area': 1035.749,
+ # 'iscrowd': 0,
+ # 'image_id': 1268,
+ # 'bbox': [192.81, 224.8, 74.73, 33.43],
+ # 'category_id': 16,
+ # 'id': 42986},
+ # ...]
+ anns = [coco_api.imgToAnns[img_id] for img_id in img_ids]
+ total_num_valid_anns = sum([len(x) for x in anns])
+ total_num_anns = len(coco_api.anns)
+ if total_num_valid_anns < total_num_anns:
+ logger.warning(
+ f"{json_file} contains {total_num_anns} annotations, but only "
+ f"{total_num_valid_anns} of them match to images in the file."
+ )
+
+ if "minival" not in json_file:
+ # The popular valminusminival & minival annotations for COCO2014 contain this bug.
+ # However the ratio of buggy annotations there is tiny and does not affect accuracy.
+ # Therefore we explicitly white-list them.
+ ann_ids = [ann["id"] for anns_per_image in anns for ann in anns_per_image]
+ assert len(set(ann_ids)) == len(ann_ids), "Annotation ids in '{}' are not unique!".format(
+ json_file
+ )
+
+ imgs_anns = list(zip(imgs, anns))
+ logger.info("Loaded {} images in COCO format from {}".format(len(imgs_anns), json_file))
+
+ dataset_dicts = {}
+
+ ann_keys = ["iscrowd", "bbox", "keypoints", "category_id"]
+
+ num_instances_without_valid_segmentation = 0
+
+ for (img_dict, anno_dict_list) in imgs_anns:
+ record = {}
+ record["file_name"] = os.path.join(image_root, img_dict["file_name"])
+ record["height"] = img_dict["height"]
+ record["width"] = img_dict["width"]
+ image_id = record["image_id"] = img_dict["id"]
+
+ objs = []
+ for anno in anno_dict_list:
+ # Check that the image_id in this annotation is the same as
+ # the image_id we're looking at.
+ # This fails only when the data parsing logic or the annotation file is buggy.
+
+ # The original COCO valminusminival2014 & minival2014 annotation files
+ # actually contains bugs that, together with certain ways of using COCO API,
+ # can trigger this assertion.
+ assert anno["image_id"] == image_id
+
+ assert anno.get("ignore", 0) == 0, '"ignore" in COCO json file is not supported.'
+
+ obj = {key: anno[key] for key in ann_keys if key in anno}
+ if "bbox" in obj and len(obj["bbox"]) == 0:
+ raise ValueError(
+ f"One annotation of image {image_id} contains empty 'bbox' value! "
+ "This json does not have valid COCO format."
+ )
+
+ segm = anno.get("segmentation", None)
+ if segm: # either list[list[float]] or dict(RLE)
+ if isinstance(segm, dict):
+ if isinstance(segm["counts"], list):
+ # convert to compressed RLE
+ segm = mask_util.frPyObjects(segm, *segm["size"])
+ else:
+ # filter out invalid polygons (< 3 points)
+ segm = [poly for poly in segm if len(poly) % 2 == 0 and len(poly) >= 6]
+ if len(segm) == 0:
+ num_instances_without_valid_segmentation += 1
+ continue # ignore this instance
+ obj["segmentation"] = segm
+
+ keypts = anno.get("keypoints", None)
+ if keypts: # list[int]
+ for idx, v in enumerate(keypts):
+ if idx % 3 != 2:
+ # COCO's segmentation coordinates are floating points in [0, H or W],
+ # but keypoint coordinates are integers in [0, H-1 or W-1]
+ # Therefore we assume the coordinates are "pixel indices" and
+ # add 0.5 to convert to floating point coordinates.
+ keypts[idx] = v + 0.5
+ obj["keypoints"] = keypts
+
+ obj["bbox_mode"] = BoxMode.XYWH_ABS
+ if id_map:
+ annotation_category_id = obj["category_id"]
+ try:
+ obj["category_id"] = id_map[annotation_category_id]
+ except KeyError as e:
+ raise KeyError(
+ f"Encountered category_id={annotation_category_id} "
+ "but this id does not exist in 'categories' of the json file."
+ ) from e
+ objs.append(obj)
+ record["annotations"] = objs
+ dataset_dicts[image_id] = record
+
+ if num_instances_without_valid_segmentation > 0:
+ logger.warning(
+ "Filtered out {} instances without valid segmentation. ".format(
+ num_instances_without_valid_segmentation
+ )
+ + "There might be issues in your dataset generation process. Please "
+ "check https://detectron2.readthedocs.io/en/latest/tutorials/datasets.html carefully"
+ )
+ return dataset_dicts
+
+def get_metadata():
+ meta = {}
+ # The following metadata maps contiguous id from [0, #thing categories +
+ # #stuff categories) to their names and colors. We have to replica of the
+ # same name and color under "thing_*" and "stuff_*" because the current
+ # visualization function in D2 handles thing and class classes differently
+ # due to some heuristic used in Panoptic FPN. We keep the same naming to
+ # enable reusing existing visualization functions.
+ thing_classes = [k["name"] for k in COCO_CATEGORIES if k["isthing"] == 1]
+ thing_colors = [k["color"] for k in COCO_CATEGORIES if k["isthing"] == 1]
+ stuff_classes = [k["name"] for k in COCO_CATEGORIES]
+ stuff_colors = [k["color"] for k in COCO_CATEGORIES]
+
+ meta["thing_classes"] = thing_classes
+ meta["thing_colors"] = thing_colors
+ meta["stuff_classes"] = stuff_classes
+ meta["stuff_colors"] = stuff_colors
+
+ # Convert category id for training:
+ # category id: like semantic segmentation, it is the class id for each
+ # pixel. Since there are some classes not used in evaluation, the category
+ # id is not always contiguous and thus we have two set of category ids:
+ # - original category id: category id in the original dataset, mainly
+ # used for evaluation.
+ # - contiguous category id: [0, #classes), in order to train the linear
+ # softmax classifier.
+ thing_dataset_id_to_contiguous_id = {}
+ stuff_dataset_id_to_contiguous_id = {}
+
+ for i, cat in enumerate(COCO_CATEGORIES):
+ if cat["isthing"]:
+ thing_dataset_id_to_contiguous_id[cat["id"]] = i
+ # else:
+ # stuff_dataset_id_to_contiguous_id[cat["id"]] = i
+
+ # in order to use sem_seg evaluator
+ stuff_dataset_id_to_contiguous_id[cat["id"]] = i
+
+ meta["thing_dataset_id_to_contiguous_id"] = thing_dataset_id_to_contiguous_id
+ meta["stuff_dataset_id_to_contiguous_id"] = stuff_dataset_id_to_contiguous_id
+
+ return meta
+
+
+def load_coco_panoptic_json(json_file, instances_json, instances_name, image_dir, gt_dir, semseg_dir, meta):
+ """
+ Args:
+ image_dir (str): path to the raw dataset. e.g., "~/coco/train2017".
+ gt_dir (str): path to the raw annotations. e.g., "~/coco/panoptic_train2017".
+ json_file (str): path to the json file. e.g., "~/coco/annotations/panoptic_train2017.json".
+ Returns:
+ list[dict]: a list of dicts in Detectron2 standard format. (See
+ `Using Custom Datasets `_ )
+ """
+
+ def _convert_category_id(segment_info, meta):
+ if segment_info["category_id"] in meta["thing_dataset_id_to_contiguous_id"]:
+ segment_info["category_id"] = meta["thing_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ segment_info["isthing"] = True
+ else:
+ segment_info["category_id"] = meta["stuff_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ segment_info["isthing"] = False
+ return segment_info
+
+ with PathManager.open(json_file) as f:
+ json_info = json.load(f)
+
+ instance_data_dicts = load_coco_instance_json(instances_json, image_dir.replace("panoptic_", ""), instances_name)
+
+ ret = []
+ for ann in json_info["annotations"]:
+ image_id = int(ann["image_id"])
+ # TODO: currently we assume image and label has the same filename but
+ # different extension, and images have extension ".jpg" for COCO. Need
+ # to make image extension a user-provided argument if we extend this
+ # function to support other COCO-like datasets.
+ image_file = os.path.join(image_dir, os.path.splitext(ann["file_name"])[0] + ".jpg")
+ label_file = os.path.join(gt_dir, ann["file_name"])
+ sem_label_file = os.path.join(semseg_dir, ann["file_name"])
+ segments_info = [_convert_category_id(x, meta) for x in ann["segments_info"]]
+ ret.append(
+ {
+ "file_name": image_file,
+ "image_id": image_id,
+ "pan_seg_file_name": label_file,
+ "sem_seg_file_name": sem_label_file,
+ "segments_info": segments_info,
+ "annotations": instance_data_dicts[image_id]["annotations"],
+ }
+ )
+ assert len(ret), f"No images found in {image_dir}!"
+ assert PathManager.isfile(ret[0]["file_name"]), ret[0]["file_name"]
+ assert PathManager.isfile(ret[0]["pan_seg_file_name"]), ret[0]["pan_seg_file_name"]
+ assert PathManager.isfile(ret[0]["sem_seg_file_name"]), ret[0]["sem_seg_file_name"]
+ return ret
+
+
+def register_coco_panoptic_annos_sem_seg(
+ name, metadata, image_root, panoptic_root, panoptic_json, sem_seg_root, instances_json, instances_name,
+):
+ panoptic_name = name
+ delattr(MetadataCatalog.get(panoptic_name), "thing_classes")
+ delattr(MetadataCatalog.get(panoptic_name), "thing_colors")
+ MetadataCatalog.get(panoptic_name).set(
+ thing_classes=metadata["thing_classes"],
+ thing_colors=metadata["thing_colors"],
+ # thing_dataset_id_to_contiguous_id=metadata["thing_dataset_id_to_contiguous_id"],
+ )
+
+ # the name is "coco_2017_train_panoptic_with_sem_seg" and "coco_2017_val_panoptic_with_sem_seg"
+ semantic_name = name + "_with_sem_seg"
+ DatasetCatalog.register(
+ semantic_name,
+ lambda: load_coco_panoptic_json(panoptic_json, instances_json, instances_name, image_root, panoptic_root, sem_seg_root, metadata),
+ )
+ MetadataCatalog.get(semantic_name).set(
+ sem_seg_root=sem_seg_root,
+ panoptic_root=panoptic_root,
+ image_root=image_root,
+ panoptic_json=panoptic_json,
+ json_file=instances_json,
+ evaluator_type="coco_panoptic_seg",
+ ignore_label=255,
+ label_divisor=1000,
+ **metadata,
+ )
+
+
+def register_all_coco_panoptic_annos_sem_seg(root):
+ for (
+ prefix,
+ (panoptic_root, panoptic_json, semantic_root),
+ ) in _PREDEFINED_SPLITS_COCO_PANOPTIC.items():
+
+ prefix_instances = prefix[: -len("_panoptic")]
+ instances_meta = MetadataCatalog.get(prefix_instances)
+ image_root, instances_json = instances_meta.image_root, instances_meta.json_file
+
+ if 'val' in instances_json:
+ instances_json = instances_json.replace('instances_', 'panoptic2instances_')
+
+ register_coco_panoptic_annos_sem_seg(
+ prefix,
+ get_metadata(),
+ image_root,
+ os.path.join(root, panoptic_root),
+ os.path.join(root, panoptic_json),
+ os.path.join(root, semantic_root),
+ instances_json,
+ prefix_instances,
+ )
+
+
+_root = os.getenv("DETECTRON2_DATASETS", "datasets")
+register_all_coco_panoptic_annos_sem_seg(_root)
diff --git a/annotator/OneFormer/oneformer/data/datasets/register_mapillary_vistas.py b/annotator/OneFormer/oneformer/data/datasets/register_mapillary_vistas.py
new file mode 100644
index 0000000000000000000000000000000000000000..12fa1e2b5db6bc7898a8dc6488d9045ec29f0a27
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/datasets/register_mapillary_vistas.py
@@ -0,0 +1,507 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+import os
+
+from detectron2.data import DatasetCatalog, MetadataCatalog
+from detectron2.data.datasets import load_sem_seg
+
+MAPILLARY_VISTAS_SEM_SEG_CATEGORIES = [
+ {
+ "color": [165, 42, 42],
+ "instances": True,
+ "readable": "Bird",
+ "name": "animal--bird",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 192, 0],
+ "instances": True,
+ "readable": "Ground Animal",
+ "name": "animal--ground-animal",
+ "evaluate": True,
+ },
+ {
+ "color": [196, 196, 196],
+ "instances": False,
+ "readable": "Curb",
+ "name": "construction--barrier--curb",
+ "evaluate": True,
+ },
+ {
+ "color": [190, 153, 153],
+ "instances": False,
+ "readable": "Fence",
+ "name": "construction--barrier--fence",
+ "evaluate": True,
+ },
+ {
+ "color": [180, 165, 180],
+ "instances": False,
+ "readable": "Guard Rail",
+ "name": "construction--barrier--guard-rail",
+ "evaluate": True,
+ },
+ {
+ "color": [90, 120, 150],
+ "instances": False,
+ "readable": "Barrier",
+ "name": "construction--barrier--other-barrier",
+ "evaluate": True,
+ },
+ {
+ "color": [102, 102, 156],
+ "instances": False,
+ "readable": "Wall",
+ "name": "construction--barrier--wall",
+ "evaluate": True,
+ },
+ {
+ "color": [128, 64, 255],
+ "instances": False,
+ "readable": "Bike Lane",
+ "name": "construction--flat--bike-lane",
+ "evaluate": True,
+ },
+ {
+ "color": [140, 140, 200],
+ "instances": True,
+ "readable": "Crosswalk - Plain",
+ "name": "construction--flat--crosswalk-plain",
+ "evaluate": True,
+ },
+ {
+ "color": [170, 170, 170],
+ "instances": False,
+ "readable": "Curb Cut",
+ "name": "construction--flat--curb-cut",
+ "evaluate": True,
+ },
+ {
+ "color": [250, 170, 160],
+ "instances": False,
+ "readable": "Parking",
+ "name": "construction--flat--parking",
+ "evaluate": True,
+ },
+ {
+ "color": [96, 96, 96],
+ "instances": False,
+ "readable": "Pedestrian Area",
+ "name": "construction--flat--pedestrian-area",
+ "evaluate": True,
+ },
+ {
+ "color": [230, 150, 140],
+ "instances": False,
+ "readable": "Rail Track",
+ "name": "construction--flat--rail-track",
+ "evaluate": True,
+ },
+ {
+ "color": [128, 64, 128],
+ "instances": False,
+ "readable": "Road",
+ "name": "construction--flat--road",
+ "evaluate": True,
+ },
+ {
+ "color": [110, 110, 110],
+ "instances": False,
+ "readable": "Service Lane",
+ "name": "construction--flat--service-lane",
+ "evaluate": True,
+ },
+ {
+ "color": [244, 35, 232],
+ "instances": False,
+ "readable": "Sidewalk",
+ "name": "construction--flat--sidewalk",
+ "evaluate": True,
+ },
+ {
+ "color": [150, 100, 100],
+ "instances": False,
+ "readable": "Bridge",
+ "name": "construction--structure--bridge",
+ "evaluate": True,
+ },
+ {
+ "color": [70, 70, 70],
+ "instances": False,
+ "readable": "Building",
+ "name": "construction--structure--building",
+ "evaluate": True,
+ },
+ {
+ "color": [150, 120, 90],
+ "instances": False,
+ "readable": "Tunnel",
+ "name": "construction--structure--tunnel",
+ "evaluate": True,
+ },
+ {
+ "color": [220, 20, 60],
+ "instances": True,
+ "readable": "Person",
+ "name": "human--person",
+ "evaluate": True,
+ },
+ {
+ "color": [255, 0, 0],
+ "instances": True,
+ "readable": "Bicyclist",
+ "name": "human--rider--bicyclist",
+ "evaluate": True,
+ },
+ {
+ "color": [255, 0, 100],
+ "instances": True,
+ "readable": "Motorcyclist",
+ "name": "human--rider--motorcyclist",
+ "evaluate": True,
+ },
+ {
+ "color": [255, 0, 200],
+ "instances": True,
+ "readable": "Other Rider",
+ "name": "human--rider--other-rider",
+ "evaluate": True,
+ },
+ {
+ "color": [200, 128, 128],
+ "instances": True,
+ "readable": "Lane Marking - Crosswalk",
+ "name": "marking--crosswalk-zebra",
+ "evaluate": True,
+ },
+ {
+ "color": [255, 255, 255],
+ "instances": False,
+ "readable": "Lane Marking - General",
+ "name": "marking--general",
+ "evaluate": True,
+ },
+ {
+ "color": [64, 170, 64],
+ "instances": False,
+ "readable": "Mountain",
+ "name": "nature--mountain",
+ "evaluate": True,
+ },
+ {
+ "color": [230, 160, 50],
+ "instances": False,
+ "readable": "Sand",
+ "name": "nature--sand",
+ "evaluate": True,
+ },
+ {
+ "color": [70, 130, 180],
+ "instances": False,
+ "readable": "Sky",
+ "name": "nature--sky",
+ "evaluate": True,
+ },
+ {
+ "color": [190, 255, 255],
+ "instances": False,
+ "readable": "Snow",
+ "name": "nature--snow",
+ "evaluate": True,
+ },
+ {
+ "color": [152, 251, 152],
+ "instances": False,
+ "readable": "Terrain",
+ "name": "nature--terrain",
+ "evaluate": True,
+ },
+ {
+ "color": [107, 142, 35],
+ "instances": False,
+ "readable": "Vegetation",
+ "name": "nature--vegetation",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 170, 30],
+ "instances": False,
+ "readable": "Water",
+ "name": "nature--water",
+ "evaluate": True,
+ },
+ {
+ "color": [255, 255, 128],
+ "instances": True,
+ "readable": "Banner",
+ "name": "object--banner",
+ "evaluate": True,
+ },
+ {
+ "color": [250, 0, 30],
+ "instances": True,
+ "readable": "Bench",
+ "name": "object--bench",
+ "evaluate": True,
+ },
+ {
+ "color": [100, 140, 180],
+ "instances": True,
+ "readable": "Bike Rack",
+ "name": "object--bike-rack",
+ "evaluate": True,
+ },
+ {
+ "color": [220, 220, 220],
+ "instances": True,
+ "readable": "Billboard",
+ "name": "object--billboard",
+ "evaluate": True,
+ },
+ {
+ "color": [220, 128, 128],
+ "instances": True,
+ "readable": "Catch Basin",
+ "name": "object--catch-basin",
+ "evaluate": True,
+ },
+ {
+ "color": [222, 40, 40],
+ "instances": True,
+ "readable": "CCTV Camera",
+ "name": "object--cctv-camera",
+ "evaluate": True,
+ },
+ {
+ "color": [100, 170, 30],
+ "instances": True,
+ "readable": "Fire Hydrant",
+ "name": "object--fire-hydrant",
+ "evaluate": True,
+ },
+ {
+ "color": [40, 40, 40],
+ "instances": True,
+ "readable": "Junction Box",
+ "name": "object--junction-box",
+ "evaluate": True,
+ },
+ {
+ "color": [33, 33, 33],
+ "instances": True,
+ "readable": "Mailbox",
+ "name": "object--mailbox",
+ "evaluate": True,
+ },
+ {
+ "color": [100, 128, 160],
+ "instances": True,
+ "readable": "Manhole",
+ "name": "object--manhole",
+ "evaluate": True,
+ },
+ {
+ "color": [142, 0, 0],
+ "instances": True,
+ "readable": "Phone Booth",
+ "name": "object--phone-booth",
+ "evaluate": True,
+ },
+ {
+ "color": [70, 100, 150],
+ "instances": False,
+ "readable": "Pothole",
+ "name": "object--pothole",
+ "evaluate": True,
+ },
+ {
+ "color": [210, 170, 100],
+ "instances": True,
+ "readable": "Street Light",
+ "name": "object--street-light",
+ "evaluate": True,
+ },
+ {
+ "color": [153, 153, 153],
+ "instances": True,
+ "readable": "Pole",
+ "name": "object--support--pole",
+ "evaluate": True,
+ },
+ {
+ "color": [128, 128, 128],
+ "instances": True,
+ "readable": "Traffic Sign Frame",
+ "name": "object--support--traffic-sign-frame",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 0, 80],
+ "instances": True,
+ "readable": "Utility Pole",
+ "name": "object--support--utility-pole",
+ "evaluate": True,
+ },
+ {
+ "color": [250, 170, 30],
+ "instances": True,
+ "readable": "Traffic Light",
+ "name": "object--traffic-light",
+ "evaluate": True,
+ },
+ {
+ "color": [192, 192, 192],
+ "instances": True,
+ "readable": "Traffic Sign (Back)",
+ "name": "object--traffic-sign--back",
+ "evaluate": True,
+ },
+ {
+ "color": [220, 220, 0],
+ "instances": True,
+ "readable": "Traffic Sign (Front)",
+ "name": "object--traffic-sign--front",
+ "evaluate": True,
+ },
+ {
+ "color": [140, 140, 20],
+ "instances": True,
+ "readable": "Trash Can",
+ "name": "object--trash-can",
+ "evaluate": True,
+ },
+ {
+ "color": [119, 11, 32],
+ "instances": True,
+ "readable": "Bicycle",
+ "name": "object--vehicle--bicycle",
+ "evaluate": True,
+ },
+ {
+ "color": [150, 0, 255],
+ "instances": True,
+ "readable": "Boat",
+ "name": "object--vehicle--boat",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 60, 100],
+ "instances": True,
+ "readable": "Bus",
+ "name": "object--vehicle--bus",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 0, 142],
+ "instances": True,
+ "readable": "Car",
+ "name": "object--vehicle--car",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 0, 90],
+ "instances": True,
+ "readable": "Caravan",
+ "name": "object--vehicle--caravan",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 0, 230],
+ "instances": True,
+ "readable": "Motorcycle",
+ "name": "object--vehicle--motorcycle",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 80, 100],
+ "instances": False,
+ "readable": "On Rails",
+ "name": "object--vehicle--on-rails",
+ "evaluate": True,
+ },
+ {
+ "color": [128, 64, 64],
+ "instances": True,
+ "readable": "Other Vehicle",
+ "name": "object--vehicle--other-vehicle",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 0, 110],
+ "instances": True,
+ "readable": "Trailer",
+ "name": "object--vehicle--trailer",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 0, 70],
+ "instances": True,
+ "readable": "Truck",
+ "name": "object--vehicle--truck",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 0, 192],
+ "instances": True,
+ "readable": "Wheeled Slow",
+ "name": "object--vehicle--wheeled-slow",
+ "evaluate": True,
+ },
+ {
+ "color": [32, 32, 32],
+ "instances": False,
+ "readable": "Car Mount",
+ "name": "void--car-mount",
+ "evaluate": True,
+ },
+ {
+ "color": [120, 10, 10],
+ "instances": False,
+ "readable": "Ego Vehicle",
+ "name": "void--ego-vehicle",
+ "evaluate": True,
+ },
+ {
+ "color": [0, 0, 0],
+ "instances": False,
+ "readable": "Unlabeled",
+ "name": "void--unlabeled",
+ "evaluate": False,
+ },
+]
+
+
+def _get_mapillary_vistas_meta():
+ stuff_classes = [k["readable"] for k in MAPILLARY_VISTAS_SEM_SEG_CATEGORIES if k["evaluate"]]
+ assert len(stuff_classes) == 65
+
+ stuff_colors = [k["color"] for k in MAPILLARY_VISTAS_SEM_SEG_CATEGORIES if k["evaluate"]]
+ assert len(stuff_colors) == 65
+
+ ret = {
+ "stuff_classes": stuff_classes,
+ "stuff_colors": stuff_colors,
+ }
+ return ret
+
+
+def register_all_mapillary_vistas(root):
+ root = os.path.join(root, "mapillary_vistas")
+ meta = _get_mapillary_vistas_meta()
+ for name, dirname in [("train", "training"), ("val", "validation")]:
+ image_dir = os.path.join(root, dirname, "images")
+ gt_dir = os.path.join(root, dirname, "labels")
+ name = f"mapillary_vistas_sem_seg_{name}"
+ DatasetCatalog.register(
+ name, lambda x=image_dir, y=gt_dir: load_sem_seg(y, x, gt_ext="png", image_ext="jpg")
+ )
+ MetadataCatalog.get(name).set(
+ image_root=image_dir,
+ sem_seg_root=gt_dir,
+ evaluator_type="sem_seg",
+ ignore_label=65, # different from other datasets, Mapillary Vistas sets ignore_label to 65
+ **meta,
+ )
+
+
+_root = os.getenv("DETECTRON2_DATASETS", "datasets")
+register_all_mapillary_vistas(_root)
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/data/datasets/register_mapillary_vistas_panoptic.py b/annotator/OneFormer/oneformer/data/datasets/register_mapillary_vistas_panoptic.py
new file mode 100644
index 0000000000000000000000000000000000000000..aa7033950bf36f8d1e8eb5ebb6c61ac13a3d8acb
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/datasets/register_mapillary_vistas_panoptic.py
@@ -0,0 +1,508 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+import json
+import os
+
+from detectron2.data import DatasetCatalog, MetadataCatalog
+from detectron2.utils.file_io import PathManager
+
+
+MAPILLARY_VISTAS_SEM_SEG_CATEGORIES = [
+ {'color': [165, 42, 42],
+ 'id': 1,
+ 'isthing': 1,
+ 'name': 'Bird',
+ 'supercategory': 'animal--bird'},
+ {'color': [0, 192, 0],
+ 'id': 2,
+ 'isthing': 1,
+ 'name': 'Ground Animal',
+ 'supercategory': 'animal--ground-animal'},
+ {'color': [196, 196, 196],
+ 'id': 3,
+ 'isthing': 0,
+ 'name': 'Curb',
+ 'supercategory': 'construction--barrier--curb'},
+ {'color': [190, 153, 153],
+ 'id': 4,
+ 'isthing': 0,
+ 'name': 'Fence',
+ 'supercategory': 'construction--barrier--fence'},
+ {'color': [180, 165, 180],
+ 'id': 5,
+ 'isthing': 0,
+ 'name': 'Guard Rail',
+ 'supercategory': 'construction--barrier--guard-rail'},
+ {'color': [90, 120, 150],
+ 'id': 6,
+ 'isthing': 0,
+ 'name': 'Barrier',
+ 'supercategory': 'construction--barrier--other-barrier'},
+ {'color': [102, 102, 156],
+ 'id': 7,
+ 'isthing': 0,
+ 'name': 'Wall',
+ 'supercategory': 'construction--barrier--wall'},
+ {'color': [128, 64, 255],
+ 'id': 8,
+ 'isthing': 0,
+ 'name': 'Bike Lane',
+ 'supercategory': 'construction--flat--bike-lane'},
+ {'color': [140, 140, 200],
+ 'id': 9,
+ 'isthing': 1,
+ 'name': 'Crosswalk - Plain',
+ 'supercategory': 'construction--flat--crosswalk-plain'},
+ {'color': [170, 170, 170],
+ 'id': 10,
+ 'isthing': 0,
+ 'name': 'Curb Cut',
+ 'supercategory': 'construction--flat--curb-cut'},
+ {'color': [250, 170, 160],
+ 'id': 11,
+ 'isthing': 0,
+ 'name': 'Parking',
+ 'supercategory': 'construction--flat--parking'},
+ {'color': [96, 96, 96],
+ 'id': 12,
+ 'isthing': 0,
+ 'name': 'Pedestrian Area',
+ 'supercategory': 'construction--flat--pedestrian-area'},
+ {'color': [230, 150, 140],
+ 'id': 13,
+ 'isthing': 0,
+ 'name': 'Rail Track',
+ 'supercategory': 'construction--flat--rail-track'},
+ {'color': [128, 64, 128],
+ 'id': 14,
+ 'isthing': 0,
+ 'name': 'Road',
+ 'supercategory': 'construction--flat--road'},
+ {'color': [110, 110, 110],
+ 'id': 15,
+ 'isthing': 0,
+ 'name': 'Service Lane',
+ 'supercategory': 'construction--flat--service-lane'},
+ {'color': [244, 35, 232],
+ 'id': 16,
+ 'isthing': 0,
+ 'name': 'Sidewalk',
+ 'supercategory': 'construction--flat--sidewalk'},
+ {'color': [150, 100, 100],
+ 'id': 17,
+ 'isthing': 0,
+ 'name': 'Bridge',
+ 'supercategory': 'construction--structure--bridge'},
+ {'color': [70, 70, 70],
+ 'id': 18,
+ 'isthing': 0,
+ 'name': 'Building',
+ 'supercategory': 'construction--structure--building'},
+ {'color': [150, 120, 90],
+ 'id': 19,
+ 'isthing': 0,
+ 'name': 'Tunnel',
+ 'supercategory': 'construction--structure--tunnel'},
+ {'color': [220, 20, 60],
+ 'id': 20,
+ 'isthing': 1,
+ 'name': 'Person',
+ 'supercategory': 'human--person'},
+ {'color': [255, 0, 0],
+ 'id': 21,
+ 'isthing': 1,
+ 'name': 'Bicyclist',
+ 'supercategory': 'human--rider--bicyclist'},
+ {'color': [255, 0, 100],
+ 'id': 22,
+ 'isthing': 1,
+ 'name': 'Motorcyclist',
+ 'supercategory': 'human--rider--motorcyclist'},
+ {'color': [255, 0, 200],
+ 'id': 23,
+ 'isthing': 1,
+ 'name': 'Other Rider',
+ 'supercategory': 'human--rider--other-rider'},
+ {'color': [200, 128, 128],
+ 'id': 24,
+ 'isthing': 1,
+ 'name': 'Lane Marking - Crosswalk',
+ 'supercategory': 'marking--crosswalk-zebra'},
+ {'color': [255, 255, 255],
+ 'id': 25,
+ 'isthing': 0,
+ 'name': 'Lane Marking - General',
+ 'supercategory': 'marking--general'},
+ {'color': [64, 170, 64],
+ 'id': 26,
+ 'isthing': 0,
+ 'name': 'Mountain',
+ 'supercategory': 'nature--mountain'},
+ {'color': [230, 160, 50],
+ 'id': 27,
+ 'isthing': 0,
+ 'name': 'Sand',
+ 'supercategory': 'nature--sand'},
+ {'color': [70, 130, 180],
+ 'id': 28,
+ 'isthing': 0,
+ 'name': 'Sky',
+ 'supercategory': 'nature--sky'},
+ {'color': [190, 255, 255],
+ 'id': 29,
+ 'isthing': 0,
+ 'name': 'Snow',
+ 'supercategory': 'nature--snow'},
+ {'color': [152, 251, 152],
+ 'id': 30,
+ 'isthing': 0,
+ 'name': 'Terrain',
+ 'supercategory': 'nature--terrain'},
+ {'color': [107, 142, 35],
+ 'id': 31,
+ 'isthing': 0,
+ 'name': 'Vegetation',
+ 'supercategory': 'nature--vegetation'},
+ {'color': [0, 170, 30],
+ 'id': 32,
+ 'isthing': 0,
+ 'name': 'Water',
+ 'supercategory': 'nature--water'},
+ {'color': [255, 255, 128],
+ 'id': 33,
+ 'isthing': 1,
+ 'name': 'Banner',
+ 'supercategory': 'object--banner'},
+ {'color': [250, 0, 30],
+ 'id': 34,
+ 'isthing': 1,
+ 'name': 'Bench',
+ 'supercategory': 'object--bench'},
+ {'color': [100, 140, 180],
+ 'id': 35,
+ 'isthing': 1,
+ 'name': 'Bike Rack',
+ 'supercategory': 'object--bike-rack'},
+ {'color': [220, 220, 220],
+ 'id': 36,
+ 'isthing': 1,
+ 'name': 'Billboard',
+ 'supercategory': 'object--billboard'},
+ {'color': [220, 128, 128],
+ 'id': 37,
+ 'isthing': 1,
+ 'name': 'Catch Basin',
+ 'supercategory': 'object--catch-basin'},
+ {'color': [222, 40, 40],
+ 'id': 38,
+ 'isthing': 1,
+ 'name': 'CCTV Camera',
+ 'supercategory': 'object--cctv-camera'},
+ {'color': [100, 170, 30],
+ 'id': 39,
+ 'isthing': 1,
+ 'name': 'Fire Hydrant',
+ 'supercategory': 'object--fire-hydrant'},
+ {'color': [40, 40, 40],
+ 'id': 40,
+ 'isthing': 1,
+ 'name': 'Junction Box',
+ 'supercategory': 'object--junction-box'},
+ {'color': [33, 33, 33],
+ 'id': 41,
+ 'isthing': 1,
+ 'name': 'Mailbox',
+ 'supercategory': 'object--mailbox'},
+ {'color': [100, 128, 160],
+ 'id': 42,
+ 'isthing': 1,
+ 'name': 'Manhole',
+ 'supercategory': 'object--manhole'},
+ {'color': [142, 0, 0],
+ 'id': 43,
+ 'isthing': 1,
+ 'name': 'Phone Booth',
+ 'supercategory': 'object--phone-booth'},
+ {'color': [70, 100, 150],
+ 'id': 44,
+ 'isthing': 0,
+ 'name': 'Pothole',
+ 'supercategory': 'object--pothole'},
+ {'color': [210, 170, 100],
+ 'id': 45,
+ 'isthing': 1,
+ 'name': 'Street Light',
+ 'supercategory': 'object--street-light'},
+ {'color': [153, 153, 153],
+ 'id': 46,
+ 'isthing': 1,
+ 'name': 'Pole',
+ 'supercategory': 'object--support--pole'},
+ {'color': [128, 128, 128],
+ 'id': 47,
+ 'isthing': 1,
+ 'name': 'Traffic Sign Frame',
+ 'supercategory': 'object--support--traffic-sign-frame'},
+ {'color': [0, 0, 80],
+ 'id': 48,
+ 'isthing': 1,
+ 'name': 'Utility Pole',
+ 'supercategory': 'object--support--utility-pole'},
+ {'color': [250, 170, 30],
+ 'id': 49,
+ 'isthing': 1,
+ 'name': 'Traffic Light',
+ 'supercategory': 'object--traffic-light'},
+ {'color': [192, 192, 192],
+ 'id': 50,
+ 'isthing': 1,
+ 'name': 'Traffic Sign (Back)',
+ 'supercategory': 'object--traffic-sign--back'},
+ {'color': [220, 220, 0],
+ 'id': 51,
+ 'isthing': 1,
+ 'name': 'Traffic Sign (Front)',
+ 'supercategory': 'object--traffic-sign--front'},
+ {'color': [140, 140, 20],
+ 'id': 52,
+ 'isthing': 1,
+ 'name': 'Trash Can',
+ 'supercategory': 'object--trash-can'},
+ {'color': [119, 11, 32],
+ 'id': 53,
+ 'isthing': 1,
+ 'name': 'Bicycle',
+ 'supercategory': 'object--vehicle--bicycle'},
+ {'color': [150, 0, 255],
+ 'id': 54,
+ 'isthing': 1,
+ 'name': 'Boat',
+ 'supercategory': 'object--vehicle--boat'},
+ {'color': [0, 60, 100],
+ 'id': 55,
+ 'isthing': 1,
+ 'name': 'Bus',
+ 'supercategory': 'object--vehicle--bus'},
+ {'color': [0, 0, 142],
+ 'id': 56,
+ 'isthing': 1,
+ 'name': 'Car',
+ 'supercategory': 'object--vehicle--car'},
+ {'color': [0, 0, 90],
+ 'id': 57,
+ 'isthing': 1,
+ 'name': 'Caravan',
+ 'supercategory': 'object--vehicle--caravan'},
+ {'color': [0, 0, 230],
+ 'id': 58,
+ 'isthing': 1,
+ 'name': 'Motorcycle',
+ 'supercategory': 'object--vehicle--motorcycle'},
+ {'color': [0, 80, 100],
+ 'id': 59,
+ 'isthing': 0,
+ 'name': 'On Rails',
+ 'supercategory': 'object--vehicle--on-rails'},
+ {'color': [128, 64, 64],
+ 'id': 60,
+ 'isthing': 1,
+ 'name': 'Other Vehicle',
+ 'supercategory': 'object--vehicle--other-vehicle'},
+ {'color': [0, 0, 110],
+ 'id': 61,
+ 'isthing': 1,
+ 'name': 'Trailer',
+ 'supercategory': 'object--vehicle--trailer'},
+ {'color': [0, 0, 70],
+ 'id': 62,
+ 'isthing': 1,
+ 'name': 'Truck',
+ 'supercategory': 'object--vehicle--truck'},
+ {'color': [0, 0, 192],
+ 'id': 63,
+ 'isthing': 1,
+ 'name': 'Wheeled Slow',
+ 'supercategory': 'object--vehicle--wheeled-slow'},
+ {'color': [32, 32, 32],
+ 'id': 64,
+ 'isthing': 0,
+ 'name': 'Car Mount',
+ 'supercategory': 'void--car-mount'},
+ {'color': [120, 10, 10],
+ 'id': 65,
+ 'isthing': 0,
+ 'name': 'Ego Vehicle',
+ 'supercategory': 'void--ego-vehicle'}
+]
+
+
+def load_mapillary_vistas_panoptic_json(json_file, image_dir, gt_dir, semseg_dir, meta):
+ """
+ Args:
+ image_dir (str): path to the raw dataset. e.g., "~/coco/train2017".
+ gt_dir (str): path to the raw annotations. e.g., "~/coco/panoptic_train2017".
+ json_file (str): path to the json file. e.g., "~/coco/annotations/panoptic_train2017.json".
+ Returns:
+ list[dict]: a list of dicts in Detectron2 standard format. (See
+ `Using Custom Datasets `_ )
+ """
+
+ def _convert_category_id(segment_info, meta):
+ if segment_info["category_id"] in meta["thing_dataset_id_to_contiguous_id"]:
+ segment_info["category_id"] = meta["thing_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ segment_info["isthing"] = True
+ else:
+ segment_info["category_id"] = meta["stuff_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ segment_info["isthing"] = False
+ return segment_info
+
+ with PathManager.open(json_file) as f:
+ json_info = json.load(f)
+
+ ret = []
+ for ann in json_info["annotations"]:
+ image_id = ann["image_id"]
+ # TODO: currently we assume image and label has the same filename but
+ # different extension, and images have extension ".jpg" for COCO. Need
+ # to make image extension a user-provided argument if we extend this
+ # function to support other COCO-like datasets.
+ image_file = os.path.join(image_dir, os.path.splitext(ann["file_name"])[0] + ".jpg")
+ label_file = os.path.join(gt_dir, ann["file_name"])
+ sem_label_file = os.path.join(semseg_dir, ann["file_name"])
+ segments_info = [_convert_category_id(x, meta) for x in ann["segments_info"]]
+ ret.append(
+ {
+ "file_name": image_file,
+ "image_id": image_id,
+ "pan_seg_file_name": label_file,
+ "sem_seg_file_name": sem_label_file,
+ "segments_info": segments_info,
+ }
+ )
+ assert len(ret), f"No images found in {image_dir}!"
+ assert PathManager.isfile(ret[0]["file_name"]), ret[0]["file_name"]
+ assert PathManager.isfile(ret[0]["pan_seg_file_name"]), ret[0]["pan_seg_file_name"]
+ assert PathManager.isfile(ret[0]["sem_seg_file_name"]), ret[0]["sem_seg_file_name"]
+ return ret
+
+
+def register_mapillary_vistas_panoptic(
+ name, metadata, image_root, panoptic_root, semantic_root, panoptic_json, instances_json=None
+):
+ """
+ Register a "standard" version of ADE20k panoptic segmentation dataset named `name`.
+ The dictionaries in this registered dataset follows detectron2's standard format.
+ Hence it's called "standard".
+ Args:
+ name (str): the name that identifies a dataset,
+ e.g. "ade20k_panoptic_train"
+ metadata (dict): extra metadata associated with this dataset.
+ image_root (str): directory which contains all the images
+ panoptic_root (str): directory which contains panoptic annotation images in COCO format
+ panoptic_json (str): path to the json panoptic annotation file in COCO format
+ sem_seg_root (none): not used, to be consistent with
+ `register_coco_panoptic_separated`.
+ instances_json (str): path to the json instance annotation file
+ """
+ panoptic_name = name
+ DatasetCatalog.register(
+ panoptic_name,
+ lambda: load_mapillary_vistas_panoptic_json(
+ panoptic_json, image_root, panoptic_root, semantic_root, metadata
+ ),
+ )
+ MetadataCatalog.get(panoptic_name).set(
+ panoptic_root=panoptic_root,
+ image_root=image_root,
+ panoptic_json=panoptic_json,
+ json_file=instances_json,
+ evaluator_type="mapillary_vistas_panoptic_seg",
+ ignore_label=65, # different from other datasets, Mapillary Vistas sets ignore_label to 65
+ label_divisor=1000,
+ **metadata,
+ )
+
+
+_PREDEFINED_SPLITS_ADE20K_PANOPTIC = {
+ "mapillary_vistas_panoptic_train": (
+ "mapillary_vistas/training/images",
+ "mapillary_vistas/training/panoptic",
+ "mapillary_vistas/training/panoptic/panoptic_2018.json",
+ "mapillary_vistas/training/labels",
+ ),
+ "mapillary_vistas_panoptic_val": (
+ "mapillary_vistas/validation/images",
+ "mapillary_vistas/validation/panoptic",
+ "mapillary_vistas/validation/panoptic/panoptic_2018.json",
+ "mapillary_vistas/validation/labels",
+ ),
+}
+
+
+def get_metadata():
+ meta = {}
+ # The following metadata maps contiguous id from [0, #thing categories +
+ # #stuff categories) to their names and colors. We have to replica of the
+ # same name and color under "thing_*" and "stuff_*" because the current
+ # visualization function in D2 handles thing and class classes differently
+ # due to some heuristic used in Panoptic FPN. We keep the same naming to
+ # enable reusing existing visualization functions.
+ thing_classes = [k["name"] for k in MAPILLARY_VISTAS_SEM_SEG_CATEGORIES]
+ thing_colors = [k["color"] for k in MAPILLARY_VISTAS_SEM_SEG_CATEGORIES]
+ stuff_classes = [k["name"] for k in MAPILLARY_VISTAS_SEM_SEG_CATEGORIES]
+ stuff_colors = [k["color"] for k in MAPILLARY_VISTAS_SEM_SEG_CATEGORIES]
+
+ meta["thing_classes"] = thing_classes
+ meta["thing_colors"] = thing_colors
+ meta["stuff_classes"] = stuff_classes
+ meta["stuff_colors"] = stuff_colors
+
+ # Convert category id for training:
+ # category id: like semantic segmentation, it is the class id for each
+ # pixel. Since there are some classes not used in evaluation, the category
+ # id is not always contiguous and thus we have two set of category ids:
+ # - original category id: category id in the original dataset, mainly
+ # used for evaluation.
+ # - contiguous category id: [0, #classes), in order to train the linear
+ # softmax classifier.
+ thing_dataset_id_to_contiguous_id = {}
+ stuff_dataset_id_to_contiguous_id = {}
+
+ for i, cat in enumerate(MAPILLARY_VISTAS_SEM_SEG_CATEGORIES):
+ if cat["isthing"]:
+ thing_dataset_id_to_contiguous_id[cat["id"]] = i
+ # else:
+ # stuff_dataset_id_to_contiguous_id[cat["id"]] = i
+
+ # in order to use sem_seg evaluator
+ stuff_dataset_id_to_contiguous_id[cat["id"]] = i
+
+ meta["thing_dataset_id_to_contiguous_id"] = thing_dataset_id_to_contiguous_id
+ meta["stuff_dataset_id_to_contiguous_id"] = stuff_dataset_id_to_contiguous_id
+
+ return meta
+
+
+def register_all_mapillary_vistas_panoptic(root):
+ metadata = get_metadata()
+ for (
+ prefix,
+ (image_root, panoptic_root, panoptic_json, semantic_root),
+ ) in _PREDEFINED_SPLITS_ADE20K_PANOPTIC.items():
+ # The "standard" version of COCO panoptic segmentation dataset,
+ # e.g. used by Panoptic-DeepLab
+ register_mapillary_vistas_panoptic(
+ prefix,
+ metadata,
+ os.path.join(root, image_root),
+ os.path.join(root, panoptic_root),
+ os.path.join(root, semantic_root),
+ os.path.join(root, panoptic_json),
+ )
+
+
+_root = os.getenv("DETECTRON2_DATASETS", "datasets")
+register_all_mapillary_vistas_panoptic(_root)
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/data/tokenizer.py b/annotator/OneFormer/oneformer/data/tokenizer.py
new file mode 100644
index 0000000000000000000000000000000000000000..df2c99ffe927a105d0f1dbb9033d2973536fa4dc
--- /dev/null
+++ b/annotator/OneFormer/oneformer/data/tokenizer.py
@@ -0,0 +1,193 @@
+# -------------------------------------------------------------------------
+# MIT License
+#
+# Copyright (c) 2021 OpenAI
+#
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
+#
+# Modified by Jiarui Xu
+# -------------------------------------------------------------------------
+
+import gzip
+import html
+import os
+from functools import lru_cache
+
+import ftfy
+import regex as re
+import torch
+
+
+@lru_cache()
+def default_bpe():
+ return os.path.join(os.path.dirname(os.path.abspath(__file__)), 'bpe_simple_vocab_16e6.txt.gz')
+
+
+@lru_cache()
+def bytes_to_unicode():
+ """Returns list of utf-8 byte and a corresponding list of unicode strings.
+
+ The reversible bpe codes work on unicode strings. This means you need a large # of unicode characters in your vocab
+ if you want to avoid UNKs. When you're at something like a 10B token dataset you end up needing around 5K for decent
+ coverage. This is a significant percentage of your normal, say, 32K bpe vocab. To avoid that, we want lookup tables
+ between utf-8 bytes and unicode strings. And avoids mapping to whitespace/control characters the bpe code barfs on.
+ """
+ bs = list(range(ord('!'), ord('~') + 1)) + list(range(ord('¡'), ord('¬') + 1)) + list(range(ord('®'), ord('ÿ') + 1))
+ cs = bs[:]
+ n = 0
+ for b in range(2**8):
+ if b not in bs:
+ bs.append(b)
+ cs.append(2**8 + n)
+ n += 1
+ cs = [chr(n) for n in cs]
+ return dict(zip(bs, cs))
+
+
+def get_pairs(word):
+ """Return set of symbol pairs in a word.
+
+ Word is represented as tuple of symbols (symbols being variable-length strings).
+ """
+ pairs = set()
+ prev_char = word[0]
+ for char in word[1:]:
+ pairs.add((prev_char, char))
+ prev_char = char
+ return pairs
+
+
+def basic_clean(text):
+ text = ftfy.fix_text(text)
+ text = html.unescape(html.unescape(text))
+ return text.strip()
+
+
+def whitespace_clean(text):
+ text = re.sub(r'\s+', ' ', text)
+ text = text.strip()
+ return text
+
+class Tokenize:
+
+ def __init__(self, tokenizer, max_seq_len=77, truncate=True):
+ self.tokenizer = tokenizer
+ self.max_seq_len = max_seq_len
+ self.truncate = truncate
+
+ def __call__(self, texts):
+ expanded_dim = False
+ if isinstance(texts, str):
+ texts = [texts]
+ expanded_dim = True
+
+ sot_token = self.tokenizer.encoder['<|startoftext|>']
+ eot_token = self.tokenizer.encoder['<|endoftext|>']
+ all_tokens = [[sot_token] + self.tokenizer.encode(text) + [eot_token] for text in texts]
+ result = torch.zeros(len(all_tokens), self.max_seq_len, dtype=torch.long)
+
+ for i, tokens in enumerate(all_tokens):
+ if len(tokens) > self.max_seq_len:
+ if self.truncate:
+ tokens = tokens[:self.max_seq_len]
+ tokens[-1] = eot_token
+ else:
+ raise RuntimeError(f'Input {texts[i]} is too long for context length {self.max_seq_len}')
+ result[i, :len(tokens)] = torch.tensor(tokens)
+
+ if expanded_dim:
+ return result[0]
+
+ return result
+
+
+class SimpleTokenizer(object):
+
+ def __init__(self, bpe_path: str = default_bpe()):
+ self.byte_encoder = bytes_to_unicode()
+ self.byte_decoder = {v: k for k, v in self.byte_encoder.items()}
+ merges = gzip.open(bpe_path).read().decode('utf-8').split('\n')
+ merges = merges[1:49152 - 256 - 2 + 1]
+ merges = [tuple(merge.split()) for merge in merges]
+ vocab = list(bytes_to_unicode().values())
+ vocab = vocab + [v + '' for v in vocab]
+ for merge in merges:
+ vocab.append(''.join(merge))
+ vocab.extend(['<|startoftext|>', '<|endoftext|>'])
+ self.encoder = dict(zip(vocab, range(len(vocab))))
+ self.decoder = {v: k for k, v in self.encoder.items()}
+ self.bpe_ranks = dict(zip(merges, range(len(merges))))
+ self.cache = {'<|startoftext|>': '<|startoftext|>', '<|endoftext|>': '<|endoftext|>'}
+ self.pat = re.compile(
+ r"""<\|startoftext\|>|<\|endoftext\|>|'s|'t|'re|'ve|'m|'ll|'d|[\p{L}]+|[\p{N}]|[^\s\p{L}\p{N}]+""",
+ re.IGNORECASE)
+
+ def bpe(self, token):
+ if token in self.cache:
+ return self.cache[token]
+ word = tuple(token[:-1]) + (token[-1] + '', )
+ pairs = get_pairs(word)
+
+ if not pairs:
+ return token + ''
+
+ while True:
+ bigram = min(pairs, key=lambda pair: self.bpe_ranks.get(pair, float('inf')))
+ if bigram not in self.bpe_ranks:
+ break
+ first, second = bigram
+ new_word = []
+ i = 0
+ while i < len(word):
+ try:
+ j = word.index(first, i)
+ new_word.extend(word[i:j])
+ i = j
+ except: # noqa: E722
+ new_word.extend(word[i:])
+ break
+
+ if word[i] == first and i < len(word) - 1 and word[i + 1] == second:
+ new_word.append(first + second)
+ i += 2
+ else:
+ new_word.append(word[i])
+ i += 1
+ new_word = tuple(new_word)
+ word = new_word
+ if len(word) == 1:
+ break
+ else:
+ pairs = get_pairs(word)
+ word = ' '.join(word)
+ self.cache[token] = word
+ return word
+
+ def encode(self, text):
+ bpe_tokens = []
+ text = whitespace_clean(basic_clean(text)).lower()
+ for token in re.findall(self.pat, text):
+ token = ''.join(self.byte_encoder[b] for b in token.encode('utf-8'))
+ bpe_tokens.extend(self.encoder[bpe_token] for bpe_token in self.bpe(token).split(' '))
+ return bpe_tokens
+
+ def decode(self, tokens):
+ text = ''.join([self.decoder[token] for token in tokens])
+ text = bytearray([self.byte_decoder[c] for c in text]).decode('utf-8', errors='replace').replace('', ' ')
+ return text
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/datasetmapper_tta.py b/annotator/OneFormer/oneformer/datasetmapper_tta.py
new file mode 100644
index 0000000000000000000000000000000000000000..4d554690c3a8e891eef0380acc1579befed3932d
--- /dev/null
+++ b/annotator/OneFormer/oneformer/datasetmapper_tta.py
@@ -0,0 +1,88 @@
+import copy
+import numpy as np
+from typing import List
+import torch
+from fvcore.transforms import NoOpTransform
+from torch import nn
+
+from detectron2.config import configurable
+from detectron2.data.transforms import (
+ RandomFlip,
+ ResizeShortestEdge,
+ ResizeTransform,
+ apply_augmentations,
+)
+
+__all__ = ["DatasetMapperTTA"]
+
+
+class DatasetMapperTTA:
+ """
+ Implement test-time augmentation for detection data.
+ It is a callable which takes a dataset dict from a detection dataset,
+ and returns a list of dataset dicts where the images
+ are augmented from the input image by the transformations defined in the config.
+ This is used for test-time augmentation.
+ """
+
+ @configurable
+ def __init__(self, min_sizes: List[int], max_size: int, flip: bool):
+ """
+ Args:
+ min_sizes: list of short-edge size to resize the image to
+ max_size: maximum height or width of resized images
+ flip: whether to apply flipping augmentation
+ """
+ self.min_sizes = min_sizes
+ self.max_size = max_size
+ self.flip = flip
+
+ @classmethod
+ def from_config(cls, cfg):
+ return {
+ "min_sizes": cfg.TEST.AUG.MIN_SIZES,
+ "max_size": cfg.TEST.AUG.MAX_SIZE,
+ "flip": cfg.TEST.AUG.FLIP,
+ }
+
+ def __call__(self, dataset_dict):
+ """
+ Args:
+ dict: a dict in standard model input format. See tutorials for details.
+ Returns:
+ list[dict]:
+ a list of dicts, which contain augmented version of the input image.
+ The total number of dicts is ``len(min_sizes) * (2 if flip else 1)``.
+ Each dict has field "transforms" which is a TransformList,
+ containing the transforms that are used to generate this image.
+ """
+ numpy_image = dataset_dict["image"].permute(1, 2, 0).numpy()
+ shape = numpy_image.shape
+ orig_shape = (dataset_dict["height"], dataset_dict["width"])
+
+ if shape[:2] != orig_shape:
+ # It transforms the "original" image in the dataset to the input image
+ pre_tfm = ResizeTransform(orig_shape[0], orig_shape[1], shape[0], shape[1])
+ else:
+ pre_tfm = NoOpTransform()
+
+ # Create all combinations of augmentations to use
+ aug_candidates = [] # each element is a list[Augmentation]
+ for min_size in self.min_sizes:
+ resize = ResizeShortestEdge(min_size, self.max_size)
+ aug_candidates.append([resize]) # resize only
+ if self.flip:
+ flip = RandomFlip(prob=1.0)
+ aug_candidates.append([resize, flip]) # resize + flip
+
+ # Apply all the augmentations
+ ret = []
+ for aug in aug_candidates:
+ new_image, tfms = apply_augmentations(aug, np.copy(numpy_image))
+ torch_image = torch.from_numpy(np.ascontiguousarray(new_image.transpose(2, 0, 1)))
+
+ dic = copy.deepcopy(dataset_dict)
+ dic["transforms"] = pre_tfm + tfms
+ dic["image"] = torch_image
+ ret.append(dic)
+ return ret
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/evaluation/__init__.py b/annotator/OneFormer/oneformer/evaluation/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..49f62369cca38a3c85884f8dea6baea674cb9060
--- /dev/null
+++ b/annotator/OneFormer/oneformer/evaluation/__init__.py
@@ -0,0 +1,3 @@
+from .detection_coco_evaluator import *
+from .coco_evaluator import *
+from .cityscapes_evaluation import CityscapesInstanceEvaluator
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/evaluation/cityscapes_evaluation.py b/annotator/OneFormer/oneformer/evaluation/cityscapes_evaluation.py
new file mode 100644
index 0000000000000000000000000000000000000000..4e06ab8cbe6b43a355c0a9cfb3f2d688438d2c64
--- /dev/null
+++ b/annotator/OneFormer/oneformer/evaluation/cityscapes_evaluation.py
@@ -0,0 +1,201 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/evaluation/cityscapes_evaluation.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import glob
+import logging
+import numpy as np
+import os
+import tempfile
+from collections import OrderedDict
+import torch
+from PIL import Image
+
+from detectron2.data import MetadataCatalog
+from detectron2.utils import comm
+from detectron2.utils.file_io import PathManager
+
+from .evaluator import DatasetEvaluator
+
+
+class CityscapesEvaluator(DatasetEvaluator):
+ """
+ Base class for evaluation using cityscapes API.
+ """
+
+ def __init__(self, dataset_name):
+ """
+ Args:
+ dataset_name (str): the name of the dataset.
+ It must have the following metadata associated with it:
+ "thing_classes", "gt_dir".
+ """
+ self._metadata = MetadataCatalog.get(dataset_name)
+ self._cpu_device = torch.device("cpu")
+ self._logger = logging.getLogger(__name__)
+
+ def reset(self):
+ self._working_dir = tempfile.TemporaryDirectory(prefix="cityscapes_eval_")
+ self._temp_dir = self._working_dir.name
+ # All workers will write to the same results directory
+ # TODO this does not work in distributed training
+ assert (
+ comm.get_local_size() == comm.get_world_size()
+ ), "CityscapesEvaluator currently do not work with multiple machines."
+ self._temp_dir = comm.all_gather(self._temp_dir)[0]
+ if self._temp_dir != self._working_dir.name:
+ self._working_dir.cleanup()
+ self._logger.info(
+ "Writing cityscapes results to temporary directory {} ...".format(self._temp_dir)
+ )
+
+
+class CityscapesInstanceEvaluator(CityscapesEvaluator):
+ """
+ Evaluate instance segmentation results on cityscapes dataset using cityscapes API.
+
+ Note:
+ * It does not work in multi-machine distributed training.
+ * It contains a synchronization, therefore has to be used on all ranks.
+ * Only the main process runs evaluation.
+ """
+
+ def process(self, inputs, outputs):
+ from cityscapesscripts.helpers.labels import name2label
+
+ for input, output in zip(inputs, outputs):
+ file_name = input["file_name"]
+ basename = os.path.splitext(os.path.basename(file_name))[0]
+ pred_txt = os.path.join(self._temp_dir, basename + "_pred.txt")
+
+ if "instances" in output:
+ output = output["instances"].to(self._cpu_device)
+ num_instances = len(output)
+ with open(pred_txt, "w") as fout:
+ for i in range(num_instances):
+ pred_class = output.pred_classes[i]
+ classes = self._metadata.stuff_classes[pred_class]
+ class_id = name2label[classes].id
+ score = output.scores[i]
+ mask = output.pred_masks[i].numpy().astype("uint8")
+ png_filename = os.path.join(
+ self._temp_dir, basename + "_{}_{}.png".format(i, classes)
+ )
+
+ Image.fromarray(mask * 255).save(png_filename)
+ fout.write(
+ "{} {} {}\n".format(os.path.basename(png_filename), class_id, score)
+ )
+ else:
+ # Cityscapes requires a prediction file for every ground truth image.
+ with open(pred_txt, "w") as fout:
+ pass
+
+ def evaluate(self):
+ """
+ Returns:
+ dict: has a key "segm", whose value is a dict of "AP" and "AP50".
+ """
+ comm.synchronize()
+ if comm.get_rank() > 0:
+ return
+ import cityscapesscripts.evaluation.evalInstanceLevelSemanticLabeling as cityscapes_eval
+
+ self._logger.info("Evaluating results under {} ...".format(self._temp_dir))
+
+ # set some global states in cityscapes evaluation API, before evaluating
+ cityscapes_eval.args.predictionPath = os.path.abspath(self._temp_dir)
+ cityscapes_eval.args.predictionWalk = None
+ cityscapes_eval.args.JSONOutput = False
+ cityscapes_eval.args.colorized = False
+ cityscapes_eval.args.gtInstancesFile = os.path.join(self._temp_dir, "gtInstances.json")
+
+ # These lines are adopted from
+ # https://github.com/mcordts/cityscapesScripts/blob/master/cityscapesscripts/evaluation/evalInstanceLevelSemanticLabeling.py # noqa
+ gt_dir = PathManager.get_local_path(self._metadata.gt_dir)
+ groundTruthImgList = glob.glob(os.path.join(gt_dir, "*", "*_gtFine_instanceIds.png"))
+ assert len(
+ groundTruthImgList
+ ), "Cannot find any ground truth images to use for evaluation. Searched for: {}".format(
+ cityscapes_eval.args.groundTruthSearch
+ )
+ predictionImgList = []
+ for gt in groundTruthImgList:
+ predictionImgList.append(cityscapes_eval.getPrediction(gt, cityscapes_eval.args))
+ results = cityscapes_eval.evaluateImgLists(
+ predictionImgList, groundTruthImgList, cityscapes_eval.args
+ )["averages"]
+
+ ret = OrderedDict()
+ ret["segm"] = {"AP": results["allAp"] * 100, "AP50": results["allAp50%"] * 100}
+ self._working_dir.cleanup()
+ return ret
+
+
+class CityscapesSemSegEvaluator(CityscapesEvaluator):
+ """
+ Evaluate semantic segmentation results on cityscapes dataset using cityscapes API.
+
+ Note:
+ * It does not work in multi-machine distributed training.
+ * It contains a synchronization, therefore has to be used on all ranks.
+ * Only the main process runs evaluation.
+ """
+
+ def process(self, inputs, outputs):
+ from cityscapesscripts.helpers.labels import trainId2label
+
+ for input, output in zip(inputs, outputs):
+ file_name = input["file_name"]
+ basename = os.path.splitext(os.path.basename(file_name))[0]
+ pred_filename = os.path.join(self._temp_dir, basename + "_pred.png")
+
+ output = output["sem_seg"].argmax(dim=0).to(self._cpu_device).numpy()
+ pred = 255 * np.ones(output.shape, dtype=np.uint8)
+ for train_id, label in trainId2label.items():
+ if label.ignoreInEval:
+ continue
+ pred[output == train_id] = label.id
+ Image.fromarray(pred).save(pred_filename)
+
+ def evaluate(self):
+ comm.synchronize()
+ if comm.get_rank() > 0:
+ return
+ # Load the Cityscapes eval script *after* setting the required env var,
+ # since the script reads CITYSCAPES_DATASET into global variables at load time.
+ import cityscapesscripts.evaluation.evalPixelLevelSemanticLabeling as cityscapes_eval
+
+ self._logger.info("Evaluating results under {} ...".format(self._temp_dir))
+
+ # set some global states in cityscapes evaluation API, before evaluating
+ cityscapes_eval.args.predictionPath = os.path.abspath(self._temp_dir)
+ cityscapes_eval.args.predictionWalk = None
+ cityscapes_eval.args.JSONOutput = False
+ cityscapes_eval.args.colorized = False
+
+ # These lines are adopted from
+ # https://github.com/mcordts/cityscapesScripts/blob/master/cityscapesscripts/evaluation/evalPixelLevelSemanticLabeling.py # noqa
+ gt_dir = PathManager.get_local_path(self._metadata.gt_dir)
+ groundTruthImgList = glob.glob(os.path.join(gt_dir, "*", "*_gtFine_labelIds.png"))
+ assert len(
+ groundTruthImgList
+ ), "Cannot find any ground truth images to use for evaluation. Searched for: {}".format(
+ cityscapes_eval.args.groundTruthSearch
+ )
+ predictionImgList = []
+ for gt in groundTruthImgList:
+ predictionImgList.append(cityscapes_eval.getPrediction(cityscapes_eval.args, gt))
+ results = cityscapes_eval.evaluateImgLists(
+ predictionImgList, groundTruthImgList, cityscapes_eval.args
+ )
+ ret = OrderedDict()
+ ret["sem_seg"] = {
+ "IoU": 100.0 * results["averageScoreClasses"],
+ "iIoU": 100.0 * results["averageScoreInstClasses"],
+ "IoU_sup": 100.0 * results["averageScoreCategories"],
+ "iIoU_sup": 100.0 * results["averageScoreInstCategories"],
+ }
+ self._working_dir.cleanup()
+ return ret
diff --git a/annotator/OneFormer/oneformer/evaluation/coco_evaluator.py b/annotator/OneFormer/oneformer/evaluation/coco_evaluator.py
new file mode 100644
index 0000000000000000000000000000000000000000..dd85578589d1e5f4b39594486c771c5ff940eaa4
--- /dev/null
+++ b/annotator/OneFormer/oneformer/evaluation/coco_evaluator.py
@@ -0,0 +1,563 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/evaluation/coco_evaluation.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import contextlib
+import copy
+import io
+import itertools
+import json
+import logging
+import numpy as np
+import os
+import pickle
+from collections import OrderedDict
+import pycocotools.mask as mask_util
+import torch
+from pycocotools.coco import COCO
+from pycocotools.cocoeval import COCOeval
+from tabulate import tabulate
+
+import detectron2.utils.comm as comm
+from detectron2.config import CfgNode
+from detectron2.data import MetadataCatalog
+from detectron2.data.datasets.coco import convert_to_coco_json
+from detectron2.structures import Boxes, BoxMode, pairwise_iou
+from detectron2.utils.file_io import PathManager
+from detectron2.utils.logger import create_small_table
+
+from .evaluator import DatasetEvaluator
+
+try:
+ from detectron2.evaluation.fast_eval_api import COCOeval_opt
+except ImportError:
+ COCOeval_opt = COCOeval
+
+
+class COCOEvaluator(DatasetEvaluator):
+ """
+ Evaluate AP for instance detection/segmentation, AP
+ for keypoint detection outputs using COCO's metrics.
+ See http://cocodataset.org/#detection-eval and
+ http://cocodataset.org/#keypoints-eval to understand its metrics.
+ The metrics range from 0 to 100 (instead of 0 to 1), where a -1 or NaN means
+ the metric cannot be computed (e.g. due to no predictions made).
+
+ In addition to COCO, this evaluator is able to support any bounding box detection,
+ instance segmentation, or keypoint detection dataset.
+ """
+
+ def __init__(
+ self,
+ dataset_name,
+ tasks=None,
+ distributed=True,
+ output_dir=None,
+ *,
+ max_dets_per_image=None,
+ use_fast_impl=True,
+ kpt_oks_sigmas=(),
+ allow_cached_coco=True,
+ ):
+ """
+ Args:
+ dataset_name (str): name of the dataset to be evaluated.
+ It must have either the following corresponding metadata:
+
+ "json_file": the path to the COCO format annotation
+
+ Or it must be in detectron2's standard dataset format
+ so it can be converted to COCO format automatically.
+ tasks (tuple[str]): tasks that can be evaluated under the given
+ configuration. A task is one of "bbox", "segm", "keypoints".
+ By default, will infer this automatically from predictions.
+ distributed (True): if True, will collect results from all ranks and run evaluation
+ in the main process.
+ Otherwise, will only evaluate the results in the current process.
+ output_dir (str): optional, an output directory to dump all
+ results predicted on the dataset. The dump contains two files:
+
+ 1. "instances_predictions.pth" a file that can be loaded with `torch.load` and
+ contains all the results in the format they are produced by the model.
+ 2. "coco_instances_results.json" a json file in COCO's result format.
+ max_dets_per_image (int): limit on the maximum number of detections per image.
+ By default in COCO, this limit is to 100, but this can be customized
+ to be greater, as is needed in evaluation metrics AP fixed and AP pool
+ (see https://arxiv.org/pdf/2102.01066.pdf)
+ This doesn't affect keypoint evaluation.
+ use_fast_impl (bool): use a fast but **unofficial** implementation to compute AP.
+ Although the results should be very close to the official implementation in COCO
+ API, it is still recommended to compute results with the official API for use in
+ papers. The faster implementation also uses more RAM.
+ kpt_oks_sigmas (list[float]): The sigmas used to calculate keypoint OKS.
+ See http://cocodataset.org/#keypoints-eval
+ When empty, it will use the defaults in COCO.
+ Otherwise it should be the same length as ROI_KEYPOINT_HEAD.NUM_KEYPOINTS.
+ allow_cached_coco (bool): Whether to use cached coco json from previous validation
+ runs. You should set this to False if you need to use different validation data.
+ Defaults to True.
+ """
+ self._logger = logging.getLogger(__name__)
+ self._distributed = distributed
+ self._output_dir = output_dir
+
+ if use_fast_impl and (COCOeval_opt is COCOeval):
+ self._logger.info("Fast COCO eval is not built. Falling back to official COCO eval.")
+ use_fast_impl = False
+ self._use_fast_impl = use_fast_impl
+
+ # COCOeval requires the limit on the number of detections per image (maxDets) to be a list
+ # with at least 3 elements. The default maxDets in COCOeval is [1, 10, 100], in which the
+ # 3rd element (100) is used as the limit on the number of detections per image when
+ # evaluating AP. COCOEvaluator expects an integer for max_dets_per_image, so for COCOeval,
+ # we reformat max_dets_per_image into [1, 10, max_dets_per_image], based on the defaults.
+ if max_dets_per_image is None:
+ max_dets_per_image = [1, 10, 100]
+ else:
+ max_dets_per_image = [1, 10, max_dets_per_image]
+ self._max_dets_per_image = max_dets_per_image
+
+ if tasks is not None and isinstance(tasks, CfgNode):
+ kpt_oks_sigmas = (
+ tasks.TEST.KEYPOINT_OKS_SIGMAS if not kpt_oks_sigmas else kpt_oks_sigmas
+ )
+ self._logger.warn(
+ "COCO Evaluator instantiated using config, this is deprecated behavior."
+ " Please pass in explicit arguments instead."
+ )
+ self._tasks = None # Infering it from predictions should be better
+ else:
+ self._tasks = tasks
+
+ self._cpu_device = torch.device("cpu")
+
+ self._metadata = MetadataCatalog.get(dataset_name)
+ if not hasattr(self._metadata, "json_file"):
+ if output_dir is None:
+ raise ValueError(
+ "output_dir must be provided to COCOEvaluator "
+ "for datasets not in COCO format."
+ )
+ self._logger.info(f"Trying to convert '{dataset_name}' to COCO format ...")
+
+ cache_path = os.path.join(output_dir, f"{dataset_name}_coco_format.json")
+ self._metadata.json_file = cache_path
+ convert_to_coco_json(dataset_name, cache_path, allow_cached=allow_cached_coco)
+
+ json_file = PathManager.get_local_path(self._metadata.json_file)
+ with contextlib.redirect_stdout(io.StringIO()):
+ self._coco_api = COCO(json_file)
+
+ # Test set json files do not contain annotations (evaluation must be
+ # performed using the COCO evaluation server).
+ self._do_evaluation = "annotations" in self._coco_api.dataset
+ if self._do_evaluation:
+ self._kpt_oks_sigmas = kpt_oks_sigmas
+
+ def reset(self):
+ self._predictions = []
+
+ def process(self, inputs, outputs):
+ """
+ Args:
+ inputs: the inputs to a COCO model (e.g., GeneralizedRCNN).
+ It is a list of dict. Each dict corresponds to an image and
+ contains keys like "height", "width", "file_name", "image_id".
+ outputs: the outputs of a COCO model. It is a list of dicts with key
+ "instances" that contains :class:`Instances`.
+ """
+ for input, output in zip(inputs, outputs):
+ prediction = {"image_id": input["image_id"]}
+
+ if "instances" in output:
+ instances = output["instances"].to(self._cpu_device)
+ prediction["instances"] = instances_to_coco_json(instances, input["image_id"])
+ if len(prediction) > 1:
+ self._predictions.append(prediction)
+
+ def evaluate(self, img_ids=None):
+ """
+ Args:
+ img_ids: a list of image IDs to evaluate on. Default to None for the whole dataset
+ """
+ if self._distributed:
+ comm.synchronize()
+ predictions = comm.gather(self._predictions, dst=0)
+ predictions = list(itertools.chain(*predictions))
+
+ if not comm.is_main_process():
+ return {}
+ else:
+ predictions = self._predictions
+
+ if len(predictions) == 0:
+ self._logger.warning("[COCOEvaluator] Did not receive valid predictions.")
+ return {}
+
+ if self._output_dir:
+ PathManager.mkdirs(self._output_dir)
+ file_path = os.path.join(self._output_dir, "instances_predictions.pth")
+ with PathManager.open(file_path, "wb") as f:
+ torch.save(predictions, f)
+
+ self._results = OrderedDict()
+ if "instances" in predictions[0]:
+ self._eval_predictions(predictions, img_ids=img_ids)
+ # Copy so the caller can do whatever with results
+ return copy.deepcopy(self._results)
+
+ def _tasks_from_predictions(self, predictions):
+ """
+ Get COCO API "tasks" (i.e. iou_type) from COCO-format predictions.
+ """
+ for pred in predictions:
+ if "segmentation" in pred:
+ tasks = {"segm"}
+ if "keypoints" in pred:
+ tasks.add("keypoints")
+ return sorted(tasks)
+
+ def _eval_predictions(self, predictions, img_ids=None):
+ """
+ Evaluate predictions. Fill self._results with the metrics of the tasks.
+ """
+ self._logger.info("Preparing results for COCO format ...")
+ coco_results = list(itertools.chain(*[x["instances"] for x in predictions]))
+ tasks = self._tasks or self._tasks_from_predictions(coco_results)
+
+ # unmap the category ids for COCO
+ if hasattr(self._metadata, "thing_dataset_id_to_contiguous_id"):
+ dataset_id_to_contiguous_id = self._metadata.thing_dataset_id_to_contiguous_id
+ all_contiguous_ids = list(dataset_id_to_contiguous_id.values())
+ num_classes = len(all_contiguous_ids)
+ assert min(all_contiguous_ids) == 0 and max(all_contiguous_ids) == num_classes - 1
+
+ reverse_id_mapping = {v: k for k, v in dataset_id_to_contiguous_id.items()}
+ for result in coco_results:
+ category_id = result["category_id"]
+ assert category_id < num_classes, (
+ f"A prediction has class={category_id}, "
+ f"but the dataset only has {num_classes} classes and "
+ f"predicted class id should be in [0, {num_classes - 1}]."
+ )
+ result["category_id"] = reverse_id_mapping[category_id]
+
+ if self._output_dir:
+ file_path = os.path.join(self._output_dir, "coco_instances_results.json")
+ self._logger.info("Saving results to {}".format(file_path))
+ with PathManager.open(file_path, "w") as f:
+ f.write(json.dumps(coco_results))
+ f.flush()
+
+ if not self._do_evaluation:
+ self._logger.info("Annotations are not available for evaluation.")
+ return
+
+ self._logger.info(
+ "Evaluating predictions with {} COCO API...".format(
+ "unofficial" if self._use_fast_impl else "official"
+ )
+ )
+ for task in sorted(tasks):
+ assert task in {"segm", "keypoints"}, f"Got unknown task: {task}!"
+ coco_eval = (
+ _evaluate_predictions_on_coco(
+ self._coco_api,
+ coco_results,
+ task,
+ kpt_oks_sigmas=self._kpt_oks_sigmas,
+ use_fast_impl=self._use_fast_impl,
+ img_ids=img_ids,
+ max_dets_per_image=self._max_dets_per_image,
+ )
+ if len(coco_results) > 0
+ else None # cocoapi does not handle empty results very well
+ )
+
+ res = self._derive_coco_results(
+ coco_eval, task, class_names=self._metadata.get("thing_classes")
+ )
+ self._results[task] = res
+
+ def _derive_coco_results(self, coco_eval, iou_type, class_names=None):
+ """
+ Derive the desired score numbers from summarized COCOeval.
+
+ Args:
+ coco_eval (None or COCOEval): None represents no predictions from model.
+ iou_type (str):
+ class_names (None or list[str]): if provided, will use it to predict
+ per-category AP.
+
+ Returns:
+ a dict of {metric name: score}
+ """
+
+ metrics = {
+ "segm": ["AP", "AP50", "AP75", "APs", "APm", "APl"],
+ "keypoints": ["AP", "AP50", "AP75", "APm", "APl"],
+ }[iou_type]
+
+ if coco_eval is None:
+ self._logger.warn("No predictions from the model!")
+ return {metric: float("nan") for metric in metrics}
+
+ # the standard metrics
+ results = {
+ metric: float(coco_eval.stats[idx] * 100 if coco_eval.stats[idx] >= 0 else "nan")
+ for idx, metric in enumerate(metrics)
+ }
+ self._logger.info(
+ "Evaluation results for {}: \n".format(iou_type) + create_small_table(results)
+ )
+ if not np.isfinite(sum(results.values())):
+ self._logger.info("Some metrics cannot be computed and is shown as NaN.")
+
+ if class_names is None or len(class_names) <= 1:
+ return results
+ # Compute per-category AP
+ # from https://github.com/facebookresearch/Detectron/blob/a6a835f5b8208c45d0dce217ce9bbda915f44df7/detectron/datasets/json_dataset_evaluator.py#L222-L252 # noqa
+ precisions = coco_eval.eval["precision"]
+ # precision has dims (iou, recall, cls, area range, max dets)
+ assert len(class_names) == precisions.shape[2]
+
+ results_per_category = []
+ for idx, name in enumerate(class_names):
+ # area range index 0: all area ranges
+ # max dets index -1: typically 100 per image
+ precision = precisions[:, :, idx, 0, -1]
+ precision = precision[precision > -1]
+ ap = np.mean(precision) if precision.size else float("nan")
+ results_per_category.append(("{}".format(name), float(ap * 100)))
+
+ # tabulate it
+ N_COLS = min(6, len(results_per_category) * 2)
+ results_flatten = list(itertools.chain(*results_per_category))
+ results_2d = itertools.zip_longest(*[results_flatten[i::N_COLS] for i in range(N_COLS)])
+ table = tabulate(
+ results_2d,
+ tablefmt="pipe",
+ floatfmt=".3f",
+ headers=["category", "AP"] * (N_COLS // 2),
+ numalign="left",
+ )
+ self._logger.info("Per-category {} AP: \n".format(iou_type) + table)
+
+ results.update({"AP-" + name: ap for name, ap in results_per_category})
+ return results
+
+
+def instances_to_coco_json(instances, img_id):
+ """
+ Dump an "Instances" object to a COCO-format json that's used for evaluation.
+
+ Args:
+ instances (Instances):
+ img_id (int): the image id
+
+ Returns:
+ list[dict]: list of json annotations in COCO format.
+ """
+ num_instance = len(instances)
+ if num_instance == 0:
+ return []
+
+ scores = instances.scores.tolist()
+ classes = instances.pred_classes.tolist()
+
+ has_mask = instances.has("pred_masks")
+ if has_mask:
+ # use RLE to encode the masks, because they are too large and takes memory
+ # since this evaluator stores outputs of the entire dataset
+ rles = [
+ mask_util.encode(np.array(mask[:, :, None], order="F", dtype="uint8"))[0]
+ for mask in instances.pred_masks
+ ]
+ for rle in rles:
+ # "counts" is an array encoded by mask_util as a byte-stream. Python3's
+ # json writer which always produces strings cannot serialize a bytestream
+ # unless you decode it. Thankfully, utf-8 works out (which is also what
+ # the pycocotools/_mask.pyx does).
+ rle["counts"] = rle["counts"].decode("utf-8")
+
+ has_keypoints = instances.has("pred_keypoints")
+ if has_keypoints:
+ keypoints = instances.pred_keypoints
+
+ results = []
+ for k in range(num_instance):
+ result = {
+ "image_id": img_id,
+ "category_id": classes[k],
+ "score": scores[k],
+ }
+ if has_mask:
+ result["segmentation"] = rles[k]
+ if has_keypoints:
+ # In COCO annotations,
+ # keypoints coordinates are pixel indices.
+ # However our predictions are floating point coordinates.
+ # Therefore we subtract 0.5 to be consistent with the annotation format.
+ # This is the inverse of data loading logic in `datasets/coco.py`.
+ keypoints[k][:, :2] -= 0.5
+ result["keypoints"] = keypoints[k].flatten().tolist()
+ results.append(result)
+ return results
+
+def _evaluate_predictions_on_coco(
+ coco_gt,
+ coco_results,
+ iou_type,
+ kpt_oks_sigmas=None,
+ use_fast_impl=True,
+ img_ids=None,
+ max_dets_per_image=None,
+):
+ """
+ Evaluate the coco results using COCOEval API.
+ """
+ assert len(coco_results) > 0
+
+ if iou_type == "segm":
+ coco_results = copy.deepcopy(coco_results)
+ # When evaluating mask AP, if the results contain bbox, cocoapi will
+ # use the box area as the area of the instance, instead of the mask area.
+ # This leads to a different definition of small/medium/large.
+ # We remove the bbox field to let mask AP use mask area.
+ for c in coco_results:
+ c.pop("bbox", None)
+
+ coco_dt = coco_gt.loadRes(coco_results)
+ coco_eval = (COCOeval_opt if use_fast_impl else COCOeval)(coco_gt, coco_dt, iou_type)
+ # For COCO, the default max_dets_per_image is [1, 10, 100].
+ if max_dets_per_image is None:
+ max_dets_per_image = [1, 10, 100] # Default from COCOEval
+ else:
+ assert (
+ len(max_dets_per_image) >= 3
+ ), "COCOeval requires maxDets (and max_dets_per_image) to have length at least 3"
+ # In the case that user supplies a custom input for max_dets_per_image,
+ # apply COCOevalMaxDets to evaluate AP with the custom input.
+ if max_dets_per_image[2] != 100:
+ coco_eval = COCOevalMaxDets(coco_gt, coco_dt, iou_type)
+ if iou_type != "keypoints":
+ coco_eval.params.maxDets = max_dets_per_image
+
+ if img_ids is not None:
+ coco_eval.params.imgIds = img_ids
+
+ if iou_type == "keypoints":
+ # Use the COCO default keypoint OKS sigmas unless overrides are specified
+ if kpt_oks_sigmas:
+ assert hasattr(coco_eval.params, "kpt_oks_sigmas"), "pycocotools is too old!"
+ coco_eval.params.kpt_oks_sigmas = np.array(kpt_oks_sigmas)
+ # COCOAPI requires every detection and every gt to have keypoints, so
+ # we just take the first entry from both
+ num_keypoints_dt = len(coco_results[0]["keypoints"]) // 3
+ num_keypoints_gt = len(next(iter(coco_gt.anns.values()))["keypoints"]) // 3
+ num_keypoints_oks = len(coco_eval.params.kpt_oks_sigmas)
+ assert num_keypoints_oks == num_keypoints_dt == num_keypoints_gt, (
+ f"[COCOEvaluator] Prediction contain {num_keypoints_dt} keypoints. "
+ f"Ground truth contains {num_keypoints_gt} keypoints. "
+ f"The length of cfg.TEST.KEYPOINT_OKS_SIGMAS is {num_keypoints_oks}. "
+ "They have to agree with each other. For meaning of OKS, please refer to "
+ "http://cocodataset.org/#keypoints-eval."
+ )
+
+ coco_eval.evaluate()
+ coco_eval.accumulate()
+ coco_eval.summarize()
+
+ return coco_eval
+
+
+class COCOevalMaxDets(COCOeval):
+ """
+ Modified version of COCOeval for evaluating AP with a custom
+ maxDets (by default for COCO, maxDets is 100)
+ """
+
+ def summarize(self):
+ """
+ Compute and display summary metrics for evaluation results given
+ a custom value for max_dets_per_image
+ """
+
+ def _summarize(ap=1, iouThr=None, areaRng="all", maxDets=100):
+ p = self.params
+ iStr = " {:<18} {} @[ IoU={:<9} | area={:>6s} | maxDets={:>3d} ] = {:0.3f}"
+ titleStr = "Average Precision" if ap == 1 else "Average Recall"
+ typeStr = "(AP)" if ap == 1 else "(AR)"
+ iouStr = (
+ "{:0.2f}:{:0.2f}".format(p.iouThrs[0], p.iouThrs[-1])
+ if iouThr is None
+ else "{:0.2f}".format(iouThr)
+ )
+
+ aind = [i for i, aRng in enumerate(p.areaRngLbl) if aRng == areaRng]
+ mind = [i for i, mDet in enumerate(p.maxDets) if mDet == maxDets]
+ if ap == 1:
+ # dimension of precision: [TxRxKxAxM]
+ s = self.eval["precision"]
+ # IoU
+ if iouThr is not None:
+ t = np.where(iouThr == p.iouThrs)[0]
+ s = s[t]
+ s = s[:, :, :, aind, mind]
+ else:
+ # dimension of recall: [TxKxAxM]
+ s = self.eval["recall"]
+ if iouThr is not None:
+ t = np.where(iouThr == p.iouThrs)[0]
+ s = s[t]
+ s = s[:, :, aind, mind]
+ if len(s[s > -1]) == 0:
+ mean_s = -1
+ else:
+ mean_s = np.mean(s[s > -1])
+ print(iStr.format(titleStr, typeStr, iouStr, areaRng, maxDets, mean_s))
+ return mean_s
+
+ def _summarizeDets():
+ stats = np.zeros((12,))
+ # Evaluate AP using the custom limit on maximum detections per image
+ stats[0] = _summarize(1, maxDets=self.params.maxDets[2])
+ stats[1] = _summarize(1, iouThr=0.5, maxDets=self.params.maxDets[2])
+ stats[2] = _summarize(1, iouThr=0.75, maxDets=self.params.maxDets[2])
+ stats[3] = _summarize(1, areaRng="small", maxDets=self.params.maxDets[2])
+ stats[4] = _summarize(1, areaRng="medium", maxDets=self.params.maxDets[2])
+ stats[5] = _summarize(1, areaRng="large", maxDets=self.params.maxDets[2])
+ stats[6] = _summarize(0, maxDets=self.params.maxDets[0])
+ stats[7] = _summarize(0, maxDets=self.params.maxDets[1])
+ stats[8] = _summarize(0, maxDets=self.params.maxDets[2])
+ stats[9] = _summarize(0, areaRng="small", maxDets=self.params.maxDets[2])
+ stats[10] = _summarize(0, areaRng="medium", maxDets=self.params.maxDets[2])
+ stats[11] = _summarize(0, areaRng="large", maxDets=self.params.maxDets[2])
+ return stats
+
+ def _summarizeKps():
+ stats = np.zeros((10,))
+ stats[0] = _summarize(1, maxDets=20)
+ stats[1] = _summarize(1, maxDets=20, iouThr=0.5)
+ stats[2] = _summarize(1, maxDets=20, iouThr=0.75)
+ stats[3] = _summarize(1, maxDets=20, areaRng="medium")
+ stats[4] = _summarize(1, maxDets=20, areaRng="large")
+ stats[5] = _summarize(0, maxDets=20)
+ stats[6] = _summarize(0, maxDets=20, iouThr=0.5)
+ stats[7] = _summarize(0, maxDets=20, iouThr=0.75)
+ stats[8] = _summarize(0, maxDets=20, areaRng="medium")
+ stats[9] = _summarize(0, maxDets=20, areaRng="large")
+ return stats
+
+ if not self.eval:
+ raise Exception("Please run accumulate() first")
+ iouType = self.params.iouType
+ if iouType == "segm":
+ summarize = _summarizeDets
+ elif iouType == "keypoints":
+ summarize = _summarizeKps
+ self.stats = summarize()
+
+ def __str__(self):
+ self.summarize()
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/evaluation/detection_coco_evaluator.py b/annotator/OneFormer/oneformer/evaluation/detection_coco_evaluator.py
new file mode 100644
index 0000000000000000000000000000000000000000..b3834ecbca97d01262edd13c9939874c07613428
--- /dev/null
+++ b/annotator/OneFormer/oneformer/evaluation/detection_coco_evaluator.py
@@ -0,0 +1,723 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/evaluation/coco_evaluation.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import contextlib
+import copy
+import io
+import itertools
+import json
+import logging
+import numpy as np
+import os
+import pickle
+from collections import OrderedDict
+import pycocotools.mask as mask_util
+import torch
+from pycocotools.coco import COCO
+from pycocotools.cocoeval import COCOeval
+from tabulate import tabulate
+
+import detectron2.utils.comm as comm
+from detectron2.config import CfgNode
+from detectron2.data import MetadataCatalog
+from detectron2.data.datasets.coco import convert_to_coco_json
+from detectron2.structures import Boxes, BoxMode, pairwise_iou
+from detectron2.utils.file_io import PathManager
+from detectron2.utils.logger import create_small_table
+
+from .evaluator import DatasetEvaluator
+
+try:
+ from detectron2.evaluation.fast_eval_api import COCOeval_opt
+except ImportError:
+ COCOeval_opt = COCOeval
+
+
+class DetectionCOCOEvaluator(DatasetEvaluator):
+ """
+ Evaluate AR for object proposals, AP for instance detection/segmentation, AP
+ for keypoint detection outputs using COCO's metrics.
+ See http://cocodataset.org/#detection-eval and
+ http://cocodataset.org/#keypoints-eval to understand its metrics.
+ The metrics range from 0 to 100 (instead of 0 to 1), where a -1 or NaN means
+ the metric cannot be computed (e.g. due to no predictions made).
+
+ In addition to COCO, this evaluator is able to support any bounding box detection,
+ instance segmentation, or keypoint detection dataset.
+ """
+
+ def __init__(
+ self,
+ dataset_name,
+ tasks=None,
+ distributed=True,
+ output_dir=None,
+ *,
+ max_dets_per_image=None,
+ use_fast_impl=True,
+ kpt_oks_sigmas=(),
+ allow_cached_coco=True,
+ ):
+ """
+ Args:
+ dataset_name (str): name of the dataset to be evaluated.
+ It must have either the following corresponding metadata:
+
+ "json_file": the path to the COCO format annotation
+
+ Or it must be in detectron2's standard dataset format
+ so it can be converted to COCO format automatically.
+ tasks (tuple[str]): tasks that can be evaluated under the given
+ configuration. A task is one of "bbox", "segm", "keypoints".
+ By default, will infer this automatically from predictions.
+ distributed (True): if True, will collect results from all ranks and run evaluation
+ in the main process.
+ Otherwise, will only evaluate the results in the current process.
+ output_dir (str): optional, an output directory to dump all
+ results predicted on the dataset. The dump contains two files:
+
+ 1. "instances_predictions.pth" a file that can be loaded with `torch.load` and
+ contains all the results in the format they are produced by the model.
+ 2. "coco_instances_results.json" a json file in COCO's result format.
+ max_dets_per_image (int): limit on the maximum number of detections per image.
+ By default in COCO, this limit is to 100, but this can be customized
+ to be greater, as is needed in evaluation metrics AP fixed and AP pool
+ (see https://arxiv.org/pdf/2102.01066.pdf)
+ This doesn't affect keypoint evaluation.
+ use_fast_impl (bool): use a fast but **unofficial** implementation to compute AP.
+ Although the results should be very close to the official implementation in COCO
+ API, it is still recommended to compute results with the official API for use in
+ papers. The faster implementation also uses more RAM.
+ kpt_oks_sigmas (list[float]): The sigmas used to calculate keypoint OKS.
+ See http://cocodataset.org/#keypoints-eval
+ When empty, it will use the defaults in COCO.
+ Otherwise it should be the same length as ROI_KEYPOINT_HEAD.NUM_KEYPOINTS.
+ allow_cached_coco (bool): Whether to use cached coco json from previous validation
+ runs. You should set this to False if you need to use different validation data.
+ Defaults to True.
+ """
+ self._logger = logging.getLogger(__name__)
+ self._distributed = distributed
+ self._output_dir = output_dir
+
+ if use_fast_impl and (COCOeval_opt is COCOeval):
+ self._logger.info("Fast COCO eval is not built. Falling back to official COCO eval.")
+ use_fast_impl = False
+ self._use_fast_impl = use_fast_impl
+
+ # COCOeval requires the limit on the number of detections per image (maxDets) to be a list
+ # with at least 3 elements. The default maxDets in COCOeval is [1, 10, 100], in which the
+ # 3rd element (100) is used as the limit on the number of detections per image when
+ # evaluating AP. COCOEvaluator expects an integer for max_dets_per_image, so for COCOeval,
+ # we reformat max_dets_per_image into [1, 10, max_dets_per_image], based on the defaults.
+ if max_dets_per_image is None:
+ max_dets_per_image = [1, 10, 100]
+ else:
+ max_dets_per_image = [1, 10, max_dets_per_image]
+ self._max_dets_per_image = max_dets_per_image
+
+ if tasks is not None and isinstance(tasks, CfgNode):
+ kpt_oks_sigmas = (
+ tasks.TEST.KEYPOINT_OKS_SIGMAS if not kpt_oks_sigmas else kpt_oks_sigmas
+ )
+ self._logger.warn(
+ "COCO Evaluator instantiated using config, this is deprecated behavior."
+ " Please pass in explicit arguments instead."
+ )
+ self._tasks = None # Infering it from predictions should be better
+ else:
+ self._tasks = tasks
+
+ self._cpu_device = torch.device("cpu")
+
+ self._metadata = MetadataCatalog.get(dataset_name)
+ if not hasattr(self._metadata, "json_file"):
+ if output_dir is None:
+ raise ValueError(
+ "output_dir must be provided to COCOEvaluator "
+ "for datasets not in COCO format."
+ )
+ self._logger.info(f"Trying to convert '{dataset_name}' to COCO format ...")
+
+ cache_path = os.path.join(output_dir, f"{dataset_name}_coco_format.json")
+ self._metadata.json_file = cache_path
+ convert_to_coco_json(dataset_name, cache_path, allow_cached=allow_cached_coco)
+
+ json_file = PathManager.get_local_path(self._metadata.json_file)
+ with contextlib.redirect_stdout(io.StringIO()):
+ self._coco_api = COCO(json_file)
+
+ # Test set json files do not contain annotations (evaluation must be
+ # performed using the COCO evaluation server).
+ self._do_evaluation = "annotations" in self._coco_api.dataset
+ if self._do_evaluation:
+ self._kpt_oks_sigmas = kpt_oks_sigmas
+
+ def reset(self):
+ self._predictions = []
+
+ def process(self, inputs, outputs):
+ """
+ Args:
+ inputs: the inputs to a COCO model (e.g., GeneralizedRCNN).
+ It is a list of dict. Each dict corresponds to an image and
+ contains keys like "height", "width", "file_name", "image_id".
+ outputs: the outputs of a COCO model. It is a list of dicts with key
+ "box_instances" that contains :class:`Instances`.
+ """
+ for input, output in zip(inputs, outputs):
+ prediction = {"image_id": input["image_id"]}
+
+ if "box_instances" in output:
+ instances = output["box_instances"].to(self._cpu_device)
+ prediction["box_instances"] = instances_to_coco_json(instances, input["image_id"])
+ if "proposals" in output:
+ prediction["proposals"] = output["proposals"].to(self._cpu_device)
+ if len(prediction) > 1:
+ self._predictions.append(prediction)
+
+ def evaluate(self, img_ids=None):
+ """
+ Args:
+ img_ids: a list of image IDs to evaluate on. Default to None for the whole dataset
+ """
+ if self._distributed:
+ comm.synchronize()
+ predictions = comm.gather(self._predictions, dst=0)
+ predictions = list(itertools.chain(*predictions))
+
+ if not comm.is_main_process():
+ return {}
+ else:
+ predictions = self._predictions
+
+ if len(predictions) == 0:
+ self._logger.warning("[COCOEvaluator] Did not receive valid predictions.")
+ return {}
+
+ if self._output_dir:
+ PathManager.mkdirs(self._output_dir)
+ file_path = os.path.join(self._output_dir, "instances_predictions.pth")
+ with PathManager.open(file_path, "wb") as f:
+ torch.save(predictions, f)
+
+ self._results = OrderedDict()
+ if "proposals" in predictions[0]:
+ self._eval_box_proposals(predictions)
+ if "box_instances" in predictions[0]:
+ self._eval_predictions(predictions, img_ids=img_ids)
+ # Copy so the caller can do whatever with results
+ return copy.deepcopy(self._results)
+
+ def _tasks_from_predictions(self, predictions):
+ """
+ Get COCO API "tasks" (i.e. iou_type) from COCO-format predictions.
+ """
+ tasks = {"bbox"}
+ for pred in predictions:
+ if "keypoints" in pred:
+ tasks.add("keypoints")
+ return sorted(tasks)
+
+ def _eval_predictions(self, predictions, img_ids=None):
+ """
+ Evaluate predictions. Fill self._results with the metrics of the tasks.
+ """
+ self._logger.info("Preparing results for COCO format ...")
+ coco_results = list(itertools.chain(*[x["box_instances"] for x in predictions]))
+ tasks = self._tasks or self._tasks_from_predictions(coco_results)
+
+ # unmap the category ids for COCO
+ if hasattr(self._metadata, "thing_dataset_id_to_contiguous_id"):
+ dataset_id_to_contiguous_id = self._metadata.thing_dataset_id_to_contiguous_id
+ all_contiguous_ids = list(dataset_id_to_contiguous_id.values())
+ num_classes = len(all_contiguous_ids)
+ assert min(all_contiguous_ids) == 0 and max(all_contiguous_ids) == num_classes - 1
+
+ reverse_id_mapping = {v: k for k, v in dataset_id_to_contiguous_id.items()}
+ for result in coco_results:
+ category_id = result["category_id"]
+ assert category_id < num_classes, (
+ f"A prediction has class={category_id}, "
+ f"but the dataset only has {num_classes} classes and "
+ f"predicted class id should be in [0, {num_classes - 1}]."
+ )
+ result["category_id"] = reverse_id_mapping[category_id]
+
+ if self._output_dir:
+ file_path = os.path.join(self._output_dir, "coco_instances_results.json")
+ self._logger.info("Saving results to {}".format(file_path))
+ with PathManager.open(file_path, "w") as f:
+ f.write(json.dumps(coco_results))
+ f.flush()
+
+ if not self._do_evaluation:
+ self._logger.info("Annotations are not available for evaluation.")
+ return
+
+ self._logger.info(
+ "Evaluating predictions with {} COCO API...".format(
+ "unofficial" if self._use_fast_impl else "official"
+ )
+ )
+ for task in sorted(tasks):
+ assert task in {"bbox", "keypoints"}, f"Got unknown task: {task}!"
+ coco_eval = (
+ _evaluate_predictions_on_coco(
+ self._coco_api,
+ coco_results,
+ task,
+ kpt_oks_sigmas=self._kpt_oks_sigmas,
+ use_fast_impl=self._use_fast_impl,
+ img_ids=img_ids,
+ max_dets_per_image=self._max_dets_per_image,
+ )
+ if len(coco_results) > 0
+ else None # cocoapi does not handle empty results very well
+ )
+
+ res = self._derive_coco_results(
+ coco_eval, task, class_names=self._metadata.get("thing_classes")
+ )
+ self._results[task] = res
+
+ def _eval_box_proposals(self, predictions):
+ """
+ Evaluate the box proposals in predictions.
+ Fill self._results with the metrics for "box_proposals" task.
+ """
+ if self._output_dir:
+ # Saving generated box proposals to file.
+ # Predicted box_proposals are in XYXY_ABS mode.
+ bbox_mode = BoxMode.XYXY_ABS.value
+ ids, boxes, objectness_logits = [], [], []
+ for prediction in predictions:
+ ids.append(prediction["image_id"])
+ boxes.append(prediction["proposals"].proposal_boxes.tensor.numpy())
+ objectness_logits.append(prediction["proposals"].objectness_logits.numpy())
+
+ proposal_data = {
+ "boxes": boxes,
+ "objectness_logits": objectness_logits,
+ "ids": ids,
+ "bbox_mode": bbox_mode,
+ }
+ with PathManager.open(os.path.join(self._output_dir, "box_proposals.pkl"), "wb") as f:
+ pickle.dump(proposal_data, f)
+
+ if not self._do_evaluation:
+ self._logger.info("Annotations are not available for evaluation.")
+ return
+
+ self._logger.info("Evaluating bbox proposals ...")
+ res = {}
+ areas = {"all": "", "small": "s", "medium": "m", "large": "l"}
+ for limit in [100, 1000]:
+ for area, suffix in areas.items():
+ stats = _evaluate_box_proposals(predictions, self._coco_api, area=area, limit=limit)
+ key = "AR{}@{:d}".format(suffix, limit)
+ res[key] = float(stats["ar"].item() * 100)
+ self._logger.info("Proposal metrics: \n" + create_small_table(res))
+ self._results["box_proposals"] = res
+
+ def _derive_coco_results(self, coco_eval, iou_type, class_names=None):
+ """
+ Derive the desired score numbers from summarized COCOeval.
+
+ Args:
+ coco_eval (None or COCOEval): None represents no predictions from model.
+ iou_type (str):
+ class_names (None or list[str]): if provided, will use it to predict
+ per-category AP.
+
+ Returns:
+ a dict of {metric name: score}
+ """
+
+ metrics = {
+ "bbox": ["AP", "AP50", "AP75", "APs", "APm", "APl"],
+ "keypoints": ["AP", "AP50", "AP75", "APm", "APl"],
+ }[iou_type]
+
+ if coco_eval is None:
+ self._logger.warn("No predictions from the model!")
+ return {metric: float("nan") for metric in metrics}
+
+ # the standard metrics
+ results = {
+ metric: float(coco_eval.stats[idx] * 100 if coco_eval.stats[idx] >= 0 else "nan")
+ for idx, metric in enumerate(metrics)
+ }
+ self._logger.info(
+ "Evaluation results for {}: \n".format(iou_type) + create_small_table(results)
+ )
+ if not np.isfinite(sum(results.values())):
+ self._logger.info("Some metrics cannot be computed and is shown as NaN.")
+
+ if class_names is None or len(class_names) <= 1:
+ return results
+ # Compute per-category AP
+ # from https://github.com/facebookresearch/Detectron/blob/a6a835f5b8208c45d0dce217ce9bbda915f44df7/detectron/datasets/json_dataset_evaluator.py#L222-L252 # noqa
+ precisions = coco_eval.eval["precision"]
+ # precision has dims (iou, recall, cls, area range, max dets)
+ assert len(class_names) == precisions.shape[2]
+
+ results_per_category = []
+ for idx, name in enumerate(class_names):
+ # area range index 0: all area ranges
+ # max dets index -1: typically 100 per image
+ precision = precisions[:, :, idx, 0, -1]
+ precision = precision[precision > -1]
+ ap = np.mean(precision) if precision.size else float("nan")
+ results_per_category.append(("{}".format(name), float(ap * 100)))
+
+ # tabulate it
+ N_COLS = min(6, len(results_per_category) * 2)
+ results_flatten = list(itertools.chain(*results_per_category))
+ results_2d = itertools.zip_longest(*[results_flatten[i::N_COLS] for i in range(N_COLS)])
+ table = tabulate(
+ results_2d,
+ tablefmt="pipe",
+ floatfmt=".3f",
+ headers=["category", "AP"] * (N_COLS // 2),
+ numalign="left",
+ )
+ self._logger.info("Per-category {} AP: \n".format(iou_type) + table)
+
+ results.update({"AP-" + name: ap for name, ap in results_per_category})
+ return results
+
+
+def instances_to_coco_json(instances, img_id):
+ """
+ Dump an "Instances" object to a COCO-format json that's used for evaluation.
+
+ Args:
+ instances (Instances):
+ img_id (int): the image id
+
+ Returns:
+ list[dict]: list of json annotations in COCO format.
+ """
+ num_instance = len(instances)
+ if num_instance == 0:
+ return []
+
+ boxes = instances.pred_boxes.tensor.numpy()
+ boxes = BoxMode.convert(boxes, BoxMode.XYXY_ABS, BoxMode.XYWH_ABS)
+ boxes = boxes.tolist()
+ scores = instances.scores.tolist()
+ classes = instances.pred_classes.tolist()
+
+ has_mask = instances.has("pred_masks")
+ if has_mask:
+ # use RLE to encode the masks, because they are too large and takes memory
+ # since this evaluator stores outputs of the entire dataset
+ rles = [
+ mask_util.encode(np.array(mask[:, :, None], order="F", dtype="uint8"))[0]
+ for mask in instances.pred_masks
+ ]
+ for rle in rles:
+ # "counts" is an array encoded by mask_util as a byte-stream. Python3's
+ # json writer which always produces strings cannot serialize a bytestream
+ # unless you decode it. Thankfully, utf-8 works out (which is also what
+ # the pycocotools/_mask.pyx does).
+ rle["counts"] = rle["counts"].decode("utf-8")
+
+ has_keypoints = instances.has("pred_keypoints")
+ if has_keypoints:
+ keypoints = instances.pred_keypoints
+
+ results = []
+ for k in range(num_instance):
+ result = {
+ "image_id": img_id,
+ "category_id": classes[k],
+ "bbox": boxes[k],
+ "score": scores[k],
+ }
+ if has_mask:
+ result["segmentation"] = rles[k]
+ if has_keypoints:
+ # In COCO annotations,
+ # keypoints coordinates are pixel indices.
+ # However our predictions are floating point coordinates.
+ # Therefore we subtract 0.5 to be consistent with the annotation format.
+ # This is the inverse of data loading logic in `datasets/coco.py`.
+ keypoints[k][:, :2] -= 0.5
+ result["keypoints"] = keypoints[k].flatten().tolist()
+ results.append(result)
+ return results
+
+
+# inspired from Detectron:
+# https://github.com/facebookresearch/Detectron/blob/a6a835f5b8208c45d0dce217ce9bbda915f44df7/detectron/datasets/json_dataset_evaluator.py#L255 # noqa
+def _evaluate_box_proposals(dataset_predictions, coco_api, thresholds=None, area="all", limit=None):
+ """
+ Evaluate detection proposal recall metrics. This function is a much
+ faster alternative to the official COCO API recall evaluation code. However,
+ it produces slightly different results.
+ """
+ # Record max overlap value for each gt box
+ # Return vector of overlap values
+ areas = {
+ "all": 0,
+ "small": 1,
+ "medium": 2,
+ "large": 3,
+ "96-128": 4,
+ "128-256": 5,
+ "256-512": 6,
+ "512-inf": 7,
+ }
+ area_ranges = [
+ [0**2, 1e5**2], # all
+ [0**2, 32**2], # small
+ [32**2, 96**2], # medium
+ [96**2, 1e5**2], # large
+ [96**2, 128**2], # 96-128
+ [128**2, 256**2], # 128-256
+ [256**2, 512**2], # 256-512
+ [512**2, 1e5**2],
+ ] # 512-inf
+ assert area in areas, "Unknown area range: {}".format(area)
+ area_range = area_ranges[areas[area]]
+ gt_overlaps = []
+ num_pos = 0
+
+ for prediction_dict in dataset_predictions:
+ predictions = prediction_dict["proposals"]
+
+ # sort predictions in descending order
+ # TODO maybe remove this and make it explicit in the documentation
+ inds = predictions.objectness_logits.sort(descending=True)[1]
+ predictions = predictions[inds]
+
+ ann_ids = coco_api.getAnnIds(imgIds=prediction_dict["image_id"])
+ anno = coco_api.loadAnns(ann_ids)
+ gt_boxes = [
+ BoxMode.convert(obj["bbox"], BoxMode.XYWH_ABS, BoxMode.XYXY_ABS)
+ for obj in anno
+ if obj["iscrowd"] == 0
+ ]
+ gt_boxes = torch.as_tensor(gt_boxes).reshape(-1, 4) # guard against no boxes
+ gt_boxes = Boxes(gt_boxes)
+ gt_areas = torch.as_tensor([obj["area"] for obj in anno if obj["iscrowd"] == 0])
+
+ if len(gt_boxes) == 0 or len(predictions) == 0:
+ continue
+
+ valid_gt_inds = (gt_areas >= area_range[0]) & (gt_areas <= area_range[1])
+ gt_boxes = gt_boxes[valid_gt_inds]
+
+ num_pos += len(gt_boxes)
+
+ if len(gt_boxes) == 0:
+ continue
+
+ if limit is not None and len(predictions) > limit:
+ predictions = predictions[:limit]
+
+ overlaps = pairwise_iou(predictions.proposal_boxes, gt_boxes)
+
+ _gt_overlaps = torch.zeros(len(gt_boxes))
+ for j in range(min(len(predictions), len(gt_boxes))):
+ # find which proposal box maximally covers each gt box
+ # and get the iou amount of coverage for each gt box
+ max_overlaps, argmax_overlaps = overlaps.max(dim=0)
+
+ # find which gt box is 'best' covered (i.e. 'best' = most iou)
+ gt_ovr, gt_ind = max_overlaps.max(dim=0)
+ assert gt_ovr >= 0
+ # find the proposal box that covers the best covered gt box
+ box_ind = argmax_overlaps[gt_ind]
+ # record the iou coverage of this gt box
+ _gt_overlaps[j] = overlaps[box_ind, gt_ind]
+ assert _gt_overlaps[j] == gt_ovr
+ # mark the proposal box and the gt box as used
+ overlaps[box_ind, :] = -1
+ overlaps[:, gt_ind] = -1
+
+ # append recorded iou coverage level
+ gt_overlaps.append(_gt_overlaps)
+ gt_overlaps = (
+ torch.cat(gt_overlaps, dim=0) if len(gt_overlaps) else torch.zeros(0, dtype=torch.float32)
+ )
+ gt_overlaps, _ = torch.sort(gt_overlaps)
+
+ if thresholds is None:
+ step = 0.05
+ thresholds = torch.arange(0.5, 0.95 + 1e-5, step, dtype=torch.float32)
+ recalls = torch.zeros_like(thresholds)
+ # compute recall for each iou threshold
+ for i, t in enumerate(thresholds):
+ recalls[i] = (gt_overlaps >= t).float().sum() / float(num_pos)
+ # ar = 2 * np.trapz(recalls, thresholds)
+ ar = recalls.mean()
+ return {
+ "ar": ar,
+ "recalls": recalls,
+ "thresholds": thresholds,
+ "gt_overlaps": gt_overlaps,
+ "num_pos": num_pos,
+ }
+
+
+def _evaluate_predictions_on_coco(
+ coco_gt,
+ coco_results,
+ iou_type,
+ kpt_oks_sigmas=None,
+ use_fast_impl=True,
+ img_ids=None,
+ max_dets_per_image=None,
+):
+ """
+ Evaluate the coco results using COCOEval API.
+ """
+ assert len(coco_results) > 0
+
+ if iou_type == "segm":
+ coco_results = copy.deepcopy(coco_results)
+ # When evaluating mask AP, if the results contain bbox, cocoapi will
+ # use the box area as the area of the instance, instead of the mask area.
+ # This leads to a different definition of small/medium/large.
+ # We remove the bbox field to let mask AP use mask area.
+ for c in coco_results:
+ c.pop("bbox", None)
+
+ coco_dt = coco_gt.loadRes(coco_results)
+ coco_eval = (COCOeval_opt if use_fast_impl else COCOeval)(coco_gt, coco_dt, iou_type)
+ # For COCO, the default max_dets_per_image is [1, 10, 100].
+ if max_dets_per_image is None:
+ max_dets_per_image = [1, 10, 100] # Default from COCOEval
+ else:
+ assert (
+ len(max_dets_per_image) >= 3
+ ), "COCOeval requires maxDets (and max_dets_per_image) to have length at least 3"
+ # In the case that user supplies a custom input for max_dets_per_image,
+ # apply COCOevalMaxDets to evaluate AP with the custom input.
+ if max_dets_per_image[2] != 100:
+ coco_eval = COCOevalMaxDets(coco_gt, coco_dt, iou_type)
+ if iou_type != "keypoints":
+ coco_eval.params.maxDets = max_dets_per_image
+
+ if img_ids is not None:
+ coco_eval.params.imgIds = img_ids
+
+ if iou_type == "keypoints":
+ # Use the COCO default keypoint OKS sigmas unless overrides are specified
+ if kpt_oks_sigmas:
+ assert hasattr(coco_eval.params, "kpt_oks_sigmas"), "pycocotools is too old!"
+ coco_eval.params.kpt_oks_sigmas = np.array(kpt_oks_sigmas)
+ # COCOAPI requires every detection and every gt to have keypoints, so
+ # we just take the first entry from both
+ num_keypoints_dt = len(coco_results[0]["keypoints"]) // 3
+ num_keypoints_gt = len(next(iter(coco_gt.anns.values()))["keypoints"]) // 3
+ num_keypoints_oks = len(coco_eval.params.kpt_oks_sigmas)
+ assert num_keypoints_oks == num_keypoints_dt == num_keypoints_gt, (
+ f"[COCOEvaluator] Prediction contain {num_keypoints_dt} keypoints. "
+ f"Ground truth contains {num_keypoints_gt} keypoints. "
+ f"The length of cfg.TEST.KEYPOINT_OKS_SIGMAS is {num_keypoints_oks}. "
+ "They have to agree with each other. For meaning of OKS, please refer to "
+ "http://cocodataset.org/#keypoints-eval."
+ )
+
+ coco_eval.evaluate()
+ coco_eval.accumulate()
+ coco_eval.summarize()
+
+ return coco_eval
+
+
+class COCOevalMaxDets(COCOeval):
+ """
+ Modified version of COCOeval for evaluating AP with a custom
+ maxDets (by default for COCO, maxDets is 100)
+ """
+
+ def summarize(self):
+ """
+ Compute and display summary metrics for evaluation results given
+ a custom value for max_dets_per_image
+ """
+
+ def _summarize(ap=1, iouThr=None, areaRng="all", maxDets=100):
+ p = self.params
+ iStr = " {:<18} {} @[ IoU={:<9} | area={:>6s} | maxDets={:>3d} ] = {:0.3f}"
+ titleStr = "Average Precision" if ap == 1 else "Average Recall"
+ typeStr = "(AP)" if ap == 1 else "(AR)"
+ iouStr = (
+ "{:0.2f}:{:0.2f}".format(p.iouThrs[0], p.iouThrs[-1])
+ if iouThr is None
+ else "{:0.2f}".format(iouThr)
+ )
+
+ aind = [i for i, aRng in enumerate(p.areaRngLbl) if aRng == areaRng]
+ mind = [i for i, mDet in enumerate(p.maxDets) if mDet == maxDets]
+ if ap == 1:
+ # dimension of precision: [TxRxKxAxM]
+ s = self.eval["precision"]
+ # IoU
+ if iouThr is not None:
+ t = np.where(iouThr == p.iouThrs)[0]
+ s = s[t]
+ s = s[:, :, :, aind, mind]
+ else:
+ # dimension of recall: [TxKxAxM]
+ s = self.eval["recall"]
+ if iouThr is not None:
+ t = np.where(iouThr == p.iouThrs)[0]
+ s = s[t]
+ s = s[:, :, aind, mind]
+ if len(s[s > -1]) == 0:
+ mean_s = -1
+ else:
+ mean_s = np.mean(s[s > -1])
+ print(iStr.format(titleStr, typeStr, iouStr, areaRng, maxDets, mean_s))
+ return mean_s
+
+ def _summarizeDets():
+ stats = np.zeros((12,))
+ # Evaluate AP using the custom limit on maximum detections per image
+ stats[0] = _summarize(1, maxDets=self.params.maxDets[2])
+ stats[1] = _summarize(1, iouThr=0.5, maxDets=self.params.maxDets[2])
+ stats[2] = _summarize(1, iouThr=0.75, maxDets=self.params.maxDets[2])
+ stats[3] = _summarize(1, areaRng="small", maxDets=self.params.maxDets[2])
+ stats[4] = _summarize(1, areaRng="medium", maxDets=self.params.maxDets[2])
+ stats[5] = _summarize(1, areaRng="large", maxDets=self.params.maxDets[2])
+ stats[6] = _summarize(0, maxDets=self.params.maxDets[0])
+ stats[7] = _summarize(0, maxDets=self.params.maxDets[1])
+ stats[8] = _summarize(0, maxDets=self.params.maxDets[2])
+ stats[9] = _summarize(0, areaRng="small", maxDets=self.params.maxDets[2])
+ stats[10] = _summarize(0, areaRng="medium", maxDets=self.params.maxDets[2])
+ stats[11] = _summarize(0, areaRng="large", maxDets=self.params.maxDets[2])
+ return stats
+
+ def _summarizeKps():
+ stats = np.zeros((10,))
+ stats[0] = _summarize(1, maxDets=20)
+ stats[1] = _summarize(1, maxDets=20, iouThr=0.5)
+ stats[2] = _summarize(1, maxDets=20, iouThr=0.75)
+ stats[3] = _summarize(1, maxDets=20, areaRng="medium")
+ stats[4] = _summarize(1, maxDets=20, areaRng="large")
+ stats[5] = _summarize(0, maxDets=20)
+ stats[6] = _summarize(0, maxDets=20, iouThr=0.5)
+ stats[7] = _summarize(0, maxDets=20, iouThr=0.75)
+ stats[8] = _summarize(0, maxDets=20, areaRng="medium")
+ stats[9] = _summarize(0, maxDets=20, areaRng="large")
+ return stats
+
+ if not self.eval:
+ raise Exception("Please run accumulate() first")
+ iouType = self.params.iouType
+ if iouType == "segm" or iouType == "bbox":
+ summarize = _summarizeDets
+ elif iouType == "keypoints":
+ summarize = _summarizeKps
+ self.stats = summarize()
+
+ def __str__(self):
+ self.summarize()
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/evaluation/evaluator.py b/annotator/OneFormer/oneformer/evaluation/evaluator.py
new file mode 100644
index 0000000000000000000000000000000000000000..7d0848c7ec511f7000f4230c914a8b32f690dee0
--- /dev/null
+++ b/annotator/OneFormer/oneformer/evaluation/evaluator.py
@@ -0,0 +1,228 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/evaluation/evaluator.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import datetime
+import logging
+import time
+from collections import OrderedDict, abc
+from contextlib import ExitStack, contextmanager
+from typing import List, Union
+import torch
+from torch import nn
+
+from detectron2.utils.comm import get_world_size, is_main_process
+from detectron2.utils.logger import log_every_n_seconds
+
+
+class DatasetEvaluator:
+ """
+ Base class for a dataset evaluator.
+
+ The function :func:`inference_on_dataset` runs the model over
+ all samples in the dataset, and have a DatasetEvaluator to process the inputs/outputs.
+
+ This class will accumulate information of the inputs/outputs (by :meth:`process`),
+ and produce evaluation results in the end (by :meth:`evaluate`).
+ """
+
+ def reset(self):
+ """
+ Preparation for a new round of evaluation.
+ Should be called before starting a round of evaluation.
+ """
+ pass
+
+ def process(self, inputs, outputs):
+ """
+ Process the pair of inputs and outputs.
+ If they contain batches, the pairs can be consumed one-by-one using `zip`:
+
+ .. code-block:: python
+
+ for input_, output in zip(inputs, outputs):
+ # do evaluation on single input/output pair
+ ...
+
+ Args:
+ inputs (list): the inputs that's used to call the model.
+ outputs (list): the return value of `model(inputs)`
+ """
+ pass
+
+ def evaluate(self):
+ """
+ Evaluate/summarize the performance, after processing all input/output pairs.
+
+ Returns:
+ dict:
+ A new evaluator class can return a dict of arbitrary format
+ as long as the user can process the results.
+ In our train_net.py, we expect the following format:
+
+ * key: the name of the task (e.g., bbox)
+ * value: a dict of {metric name: score}, e.g.: {"AP50": 80}
+ """
+ pass
+
+
+class DatasetEvaluators(DatasetEvaluator):
+ """
+ Wrapper class to combine multiple :class:`DatasetEvaluator` instances.
+
+ This class dispatches every evaluation call to
+ all of its :class:`DatasetEvaluator`.
+ """
+
+ def __init__(self, evaluators):
+ """
+ Args:
+ evaluators (list): the evaluators to combine.
+ """
+ super().__init__()
+ self._evaluators = evaluators
+
+ def reset(self):
+ for evaluator in self._evaluators:
+ evaluator.reset()
+
+ def process(self, inputs, outputs):
+ for evaluator in self._evaluators:
+ evaluator.process(inputs, outputs)
+
+ def evaluate(self):
+ results = OrderedDict()
+ for evaluator in self._evaluators:
+ result = evaluator.evaluate()
+ if is_main_process() and result is not None:
+ for k, v in result.items():
+ assert (
+ k not in results
+ ), "Different evaluators produce results with the same key {}".format(k)
+ results[k] = v
+ return results
+
+
+def inference_on_dataset(
+ model, data_loader, evaluator: Union[DatasetEvaluator, List[DatasetEvaluator], None]
+):
+ """
+ Run model on the data_loader and evaluate the metrics with evaluator.
+ Also benchmark the inference speed of `model.__call__` accurately.
+ The model will be used in eval mode.
+
+ Args:
+ model (callable): a callable which takes an object from
+ `data_loader` and returns some outputs.
+
+ If it's an nn.Module, it will be temporarily set to `eval` mode.
+ If you wish to evaluate a model in `training` mode instead, you can
+ wrap the given model and override its behavior of `.eval()` and `.train()`.
+ data_loader: an iterable object with a length.
+ The elements it generates will be the inputs to the model.
+ evaluator: the evaluator(s) to run. Use `None` if you only want to benchmark,
+ but don't want to do any evaluation.
+
+ Returns:
+ The return value of `evaluator.evaluate()`
+ """
+ num_devices = get_world_size()
+ logger = logging.getLogger(__name__)
+ logger.info("Start inference on {} batches".format(len(data_loader)))
+
+ total = len(data_loader) # inference data loader must have a fixed length
+ if evaluator is None:
+ # create a no-op evaluator
+ evaluator = DatasetEvaluators([])
+ if isinstance(evaluator, abc.MutableSequence):
+ evaluator = DatasetEvaluators(evaluator)
+ evaluator.reset()
+
+ num_warmup = min(5, total - 1)
+ start_time = time.perf_counter()
+ total_data_time = 0
+ total_compute_time = 0
+ total_eval_time = 0
+ with ExitStack() as stack:
+ if isinstance(model, nn.Module):
+ stack.enter_context(inference_context(model))
+ stack.enter_context(torch.no_grad())
+
+ start_data_time = time.perf_counter()
+ for idx, inputs in enumerate(data_loader):
+ total_data_time += time.perf_counter() - start_data_time
+ if idx == num_warmup:
+ start_time = time.perf_counter()
+ total_data_time = 0
+ total_compute_time = 0
+ total_eval_time = 0
+
+ start_compute_time = time.perf_counter()
+ outputs = model(inputs)
+ if torch.cuda.is_available():
+ torch.cuda.synchronize()
+ total_compute_time += time.perf_counter() - start_compute_time
+
+ start_eval_time = time.perf_counter()
+ evaluator.process(inputs, outputs)
+ total_eval_time += time.perf_counter() - start_eval_time
+
+ iters_after_start = idx + 1 - num_warmup * int(idx >= num_warmup)
+ data_seconds_per_iter = total_data_time / iters_after_start
+ compute_seconds_per_iter = total_compute_time / iters_after_start
+ eval_seconds_per_iter = total_eval_time / iters_after_start
+ total_seconds_per_iter = (time.perf_counter() - start_time) / iters_after_start
+ if idx >= num_warmup * 2 or compute_seconds_per_iter > 5:
+ eta = datetime.timedelta(seconds=int(total_seconds_per_iter * (total - idx - 1)))
+ log_every_n_seconds(
+ logging.INFO,
+ (
+ f"Inference done {idx + 1}/{total}. "
+ f"Dataloading: {data_seconds_per_iter:.4f} s/iter. "
+ f"Inference: {compute_seconds_per_iter:.4f} s/iter. "
+ f"Eval: {eval_seconds_per_iter:.4f} s/iter. "
+ f"Total: {total_seconds_per_iter:.4f} s/iter. "
+ f"ETA={eta}"
+ ),
+ n=5,
+ )
+ start_data_time = time.perf_counter()
+
+ # Measure the time only for this worker (before the synchronization barrier)
+ total_time = time.perf_counter() - start_time
+ total_time_str = str(datetime.timedelta(seconds=total_time))
+ # NOTE this format is parsed by grep
+ logger.info(
+ "Total inference time: {} ({:.6f} s / iter per device, on {} devices)".format(
+ total_time_str, total_time / (total - num_warmup), num_devices
+ )
+ )
+ total_compute_time_str = str(datetime.timedelta(seconds=int(total_compute_time)))
+ logger.info(
+ "Total inference pure compute time: {} ({:.6f} s / iter per device, on {} devices)".format(
+ total_compute_time_str, total_compute_time / (total - num_warmup), num_devices
+ )
+ )
+
+ results = evaluator.evaluate()
+ # An evaluator may return None when not in main process.
+ # Replace it by an empty dict instead to make it easier for downstream code to handle
+ if results is None:
+ results = {}
+ return results
+
+
+@contextmanager
+def inference_context(model):
+ """
+ A context where the model is temporarily changed to eval mode,
+ and restored to previous mode afterwards.
+
+ Args:
+ model: a torch Module
+ """
+ training_mode = model.training
+ model.eval()
+ yield
+ model.train(training_mode)
diff --git a/annotator/OneFormer/oneformer/evaluation/instance_evaluation.py b/annotator/OneFormer/oneformer/evaluation/instance_evaluation.py
new file mode 100644
index 0000000000000000000000000000000000000000..7c5e429f97fb74c957fa5be76b4b0349d30e0459
--- /dev/null
+++ b/annotator/OneFormer/oneformer/evaluation/instance_evaluation.py
@@ -0,0 +1,110 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/evaluation/instance_evaluation.py
+# ------------------------------------------------------------------------------
+
+import contextlib
+import copy
+import io
+import itertools
+import json
+import logging
+import numpy as np
+import os
+import pickle
+from collections import OrderedDict
+import pycocotools.mask as mask_util
+import torch
+from pycocotools.coco import COCO
+from pycocotools.cocoeval import COCOeval
+from tabulate import tabulate
+
+import detectron2.utils.comm as comm
+from detectron2.config import CfgNode
+from detectron2.data import MetadataCatalog
+from detectron2.data.datasets.coco import convert_to_coco_json
+from detectron2.evaluation.coco_evaluation import COCOEvaluator, _evaluate_predictions_on_coco
+from detectron2.evaluation.fast_eval_api import COCOeval_opt
+from detectron2.structures import Boxes, BoxMode, pairwise_iou
+from detectron2.utils.file_io import PathManager
+from detectron2.utils.logger import create_small_table
+
+
+# modified from COCOEvaluator for instance segmetnat
+class InstanceSegEvaluator(COCOEvaluator):
+ """
+ Evaluate AR for object proposals, AP for instance detection/segmentation, AP
+ for keypoint detection outputs using COCO's metrics.
+ See http://cocodataset.org/#detection-eval and
+ http://cocodataset.org/#keypoints-eval to understand its metrics.
+ The metrics range from 0 to 100 (instead of 0 to 1), where a -1 or NaN means
+ the metric cannot be computed (e.g. due to no predictions made).
+
+ In addition to COCO, this evaluator is able to support any bounding box detection,
+ instance segmentation, or keypoint detection dataset.
+ """
+
+ def _eval_predictions(self, predictions, img_ids=None):
+ """
+ Evaluate predictions. Fill self._results with the metrics of the tasks.
+ """
+ self._logger.info("Preparing results for COCO format ...")
+ coco_results = list(itertools.chain(*[x["instances"] for x in predictions]))
+ tasks = self._tasks or self._tasks_from_predictions(coco_results)
+
+ # unmap the category ids for COCO
+ if hasattr(self._metadata, "thing_dataset_id_to_contiguous_id"):
+ dataset_id_to_contiguous_id = self._metadata.thing_dataset_id_to_contiguous_id
+ # all_contiguous_ids = list(dataset_id_to_contiguous_id.values())
+ # num_classes = len(all_contiguous_ids)
+ # assert min(all_contiguous_ids) == 0 and max(all_contiguous_ids) == num_classes - 1
+
+ reverse_id_mapping = {v: k for k, v in dataset_id_to_contiguous_id.items()}
+ for result in coco_results:
+ category_id = result["category_id"]
+ # assert category_id < num_classes, (
+ # f"A prediction has class={category_id}, "
+ # f"but the dataset only has {num_classes} classes and "
+ # f"predicted class id should be in [0, {num_classes - 1}]."
+ # )
+ assert category_id in reverse_id_mapping, (
+ f"A prediction has class={category_id}, "
+ f"but the dataset only has class ids in {dataset_id_to_contiguous_id}."
+ )
+ result["category_id"] = reverse_id_mapping[category_id]
+
+ if self._output_dir:
+ file_path = os.path.join(self._output_dir, "coco_instances_results.json")
+ self._logger.info("Saving results to {}".format(file_path))
+ with PathManager.open(file_path, "w") as f:
+ f.write(json.dumps(coco_results))
+ f.flush()
+
+ if not self._do_evaluation:
+ self._logger.info("Annotations are not available for evaluation.")
+ return
+
+ self._logger.info(
+ "Evaluating predictions with {} COCO API...".format(
+ "unofficial" if self._use_fast_impl else "official"
+ )
+ )
+ for task in sorted(tasks):
+ assert task in {"bbox", "segm", "keypoints"}, f"Got unknown task: {task}!"
+ coco_eval = (
+ _evaluate_predictions_on_coco(
+ self._coco_api,
+ coco_results,
+ task,
+ kpt_oks_sigmas=self._kpt_oks_sigmas,
+ use_fast_impl=self._use_fast_impl,
+ img_ids=img_ids,
+ max_dets_per_image=self._max_dets_per_image,
+ )
+ if len(coco_results) > 0
+ else None # cocoapi does not handle empty results very well
+ )
+
+ res = self._derive_coco_results(
+ coco_eval, task, class_names=self._metadata.get("thing_classes")
+ )
+ self._results[task] = res
diff --git a/annotator/OneFormer/oneformer/modeling/__init__.py b/annotator/OneFormer/oneformer/modeling/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..29e09f4e888e0c73c49d1db7d10ef6a82ba79488
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/__init__.py
@@ -0,0 +1,6 @@
+from .backbone.swin import D2SwinTransformer
+# from .backbone.dinat import D2DiNAT
+from .backbone.convnext import D2ConvNeXt
+from .pixel_decoder.fpn import BasePixelDecoder
+from .pixel_decoder.msdeformattn import MSDeformAttnPixelDecoder
+from .meta_arch.oneformer_head import OneFormerHead
diff --git a/annotator/OneFormer/oneformer/modeling/backbone/__init__.py b/annotator/OneFormer/oneformer/modeling/backbone/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..9020c2df23e2af280b7bb168b996ae9eaf312eb8
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/backbone/__init__.py
@@ -0,0 +1 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
diff --git a/annotator/OneFormer/oneformer/modeling/backbone/convnext.py b/annotator/OneFormer/oneformer/modeling/backbone/convnext.py
new file mode 100644
index 0000000000000000000000000000000000000000..ebe148dbfdd76c9d03715520ae48887249ed7a4b
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/backbone/convnext.py
@@ -0,0 +1,214 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+
+from functools import partial
+
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+from timm.models.layers import DropPath
+
+from detectron2.modeling import BACKBONE_REGISTRY, Backbone, ShapeSpec
+
+
+class Block(nn.Module):
+ r""" ConvNeXt Block. There are two equivalent implementations:
+ (1) DwConv -> LayerNorm (channels_first) -> 1x1 Conv -> GELU -> 1x1 Conv; all in (N, C, H, W)
+ (2) DwConv -> Permute to (N, H, W, C); LayerNorm (channels_last) -> Linear -> GELU -> Linear; Permute back
+ We use (2) as we find it slightly faster in PyTorch
+
+ Args:
+ dim (int): Number of input channels.
+ drop_path (float): Stochastic depth rate. Default: 0.0
+ layer_scale_init_value (float): Init value for Layer Scale. Default: 1e-6.
+ """
+ def __init__(self, dim, drop_path=0., layer_scale_init_value=1e-6):
+ super().__init__()
+ self.dwconv = nn.Conv2d(dim, dim, kernel_size=7, padding=3, groups=dim) # depthwise conv
+ self.norm = LayerNorm(dim, eps=1e-6)
+ self.pwconv1 = nn.Linear(dim, 4 * dim) # pointwise/1x1 convs, implemented with linear layers
+ self.act = nn.GELU()
+ self.pwconv2 = nn.Linear(4 * dim, dim)
+ self.gamma = nn.Parameter(layer_scale_init_value * torch.ones((dim)),
+ requires_grad=True) if layer_scale_init_value > 0 else None
+ self.drop_path = DropPath(drop_path) if drop_path > 0. else nn.Identity()
+
+ def forward(self, x):
+ input = x
+ x = self.dwconv(x)
+ x = x.permute(0, 2, 3, 1) # (N, C, H, W) -> (N, H, W, C)
+ x = self.norm(x)
+ x = self.pwconv1(x)
+ x = self.act(x)
+ x = self.pwconv2(x)
+ if self.gamma is not None:
+ x = self.gamma * x
+ x = x.permute(0, 3, 1, 2) # (N, H, W, C) -> (N, C, H, W)
+
+ x = input + self.drop_path(x)
+ return x
+
+class LayerNorm(nn.Module):
+ r""" LayerNorm that supports two data formats: channels_last (default) or channels_first.
+ The ordering of the dimensions in the inputs. channels_last corresponds to inputs with
+ shape (batch_size, height, width, channels) while channels_first corresponds to inputs
+ with shape (batch_size, channels, height, width).
+ """
+ def __init__(self, normalized_shape, eps=1e-6, data_format="channels_last"):
+ super().__init__()
+ self.weight = nn.Parameter(torch.ones(normalized_shape))
+ self.bias = nn.Parameter(torch.zeros(normalized_shape))
+ self.eps = eps
+ self.data_format = data_format
+ if self.data_format not in ["channels_last", "channels_first"]:
+ raise NotImplementedError
+ self.normalized_shape = (normalized_shape, )
+
+ def forward(self, x):
+ if self.data_format == "channels_last":
+ return F.layer_norm(x, self.normalized_shape, self.weight, self.bias, self.eps)
+ elif self.data_format == "channels_first":
+ u = x.mean(1, keepdim=True)
+ s = (x - u).pow(2).mean(1, keepdim=True)
+ x = (x - u) / torch.sqrt(s + self.eps)
+ x = self.weight[:, None, None] * x + self.bias[:, None, None]
+ return x
+
+
+class ConvNeXt(nn.Module):
+ r""" ConvNeXt
+ A PyTorch impl of : `A ConvNet for the 2020s` -
+ https://arxiv.org/pdf/2201.03545.pdf
+
+ Args:
+ in_chans (int): Number of input image channels. Default: 3
+ num_classes (int): Number of classes for classification head. Default: 1000
+ depths (tuple(int)): Number of blocks at each stage. Default: [3, 3, 9, 3]
+ dims (int): Feature dimension at each stage. Default: [96, 192, 384, 768]
+ drop_path_rate (float): Stochastic depth rate. Default: 0.
+ layer_scale_init_value (float): Init value for Layer Scale. Default: 1e-6.
+ head_init_scale (float): Init scaling value for classifier weights and biases. Default: 1.
+ """
+ def __init__(self, in_chans=3, depths=[3, 3, 9, 3], dims=[96, 192, 384, 768],
+ drop_path_rate=0., layer_scale_init_value=1e-6, out_indices=[0, 1, 2, 3],
+ ):
+ super().__init__()
+
+ self.num_features = dims
+
+ self.downsample_layers = nn.ModuleList() # stem and 3 intermediate downsampling conv layers
+ stem = nn.Sequential(
+ nn.Conv2d(in_chans, dims[0], kernel_size=4, stride=4),
+ LayerNorm(dims[0], eps=1e-6, data_format="channels_first")
+ )
+ self.downsample_layers.append(stem)
+ for i in range(3):
+ downsample_layer = nn.Sequential(
+ LayerNorm(dims[i], eps=1e-6, data_format="channels_first"),
+ nn.Conv2d(dims[i], dims[i+1], kernel_size=2, stride=2),
+ )
+ self.downsample_layers.append(downsample_layer)
+
+ self.stages = nn.ModuleList() # 4 feature resolution stages, each consisting of multiple residual blocks
+ dp_rates=[x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))]
+ cur = 0
+ for i in range(4):
+ stage = nn.Sequential(
+ *[Block(dim=dims[i], drop_path=dp_rates[cur + j],
+ layer_scale_init_value=layer_scale_init_value) for j in range(depths[i])]
+ )
+ self.stages.append(stage)
+ cur += depths[i]
+
+ self.out_indices = out_indices
+
+ norm_layer = partial(LayerNorm, eps=1e-6, data_format="channels_first")
+ for i_layer in range(4):
+ layer = norm_layer(dims[i_layer])
+ layer_name = f'norm{i_layer}'
+ self.add_module(layer_name, layer)
+
+ def forward_features(self, x):
+ outs = {}
+ for i in range(4):
+ x = self.downsample_layers[i](x)
+ x = self.stages[i](x)
+ if i in self.out_indices:
+ norm_layer = getattr(self, f'norm{i}')
+ x_out = norm_layer(x)
+ outs["res{}".format(i + 2)] = x_out
+
+ return outs
+
+ def forward(self, x):
+ x = self.forward_features(x)
+ return x
+
+@BACKBONE_REGISTRY.register()
+class D2ConvNeXt(ConvNeXt, Backbone):
+ def __init__(self, cfg, input_shape):
+
+ in_chans = cfg.MODEL.CONVNEXT.IN_CHANNELS
+ depths = cfg.MODEL.CONVNEXT.DEPTHS
+ dims = cfg.MODEL.CONVNEXT.DIMS
+ drop_path_rate = cfg.MODEL.CONVNEXT.DROP_PATH_RATE
+ layer_scale_init_value = cfg.MODEL.CONVNEXT.LSIT
+ out_indices = cfg.MODEL.CONVNEXT.OUT_INDICES
+
+ super().__init__(
+ in_chans=in_chans,
+ depths=depths,
+ dims=dims,
+ drop_path_rate=drop_path_rate,
+ layer_scale_init_value=layer_scale_init_value,
+ out_indices=out_indices,
+ )
+
+ self._out_features = cfg.MODEL.CONVNEXT.OUT_FEATURES
+
+ self._out_feature_strides = {
+ "res2": 4,
+ "res3": 8,
+ "res4": 16,
+ "res5": 32,
+ }
+ self._out_feature_channels = {
+ "res2": self.num_features[0],
+ "res3": self.num_features[1],
+ "res4": self.num_features[2],
+ "res5": self.num_features[3],
+ }
+
+ def forward(self, x):
+ """
+ Args:
+ x: Tensor of shape (N,C,H,W). H, W must be a multiple of ``self.size_divisibility``.
+ Returns:
+ dict[str->Tensor]: names and the corresponding features
+ """
+ assert (
+ x.dim() == 4
+ ), f"ConvNeXt takes an input of shape (N, C, H, W). Got {x.shape} instead!"
+ outputs = {}
+ y = super().forward(x)
+ for k in y.keys():
+ if k in self._out_features:
+ outputs[k] = y[k]
+ return outputs
+
+ def output_shape(self):
+ return {
+ name: ShapeSpec(
+ channels=self._out_feature_channels[name], stride=self._out_feature_strides[name]
+ )
+ for name in self._out_features
+ }
+
+ @property
+ def size_divisibility(self):
+ return 32
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/modeling/backbone/dinat.py b/annotator/OneFormer/oneformer/modeling/backbone/dinat.py
new file mode 100644
index 0000000000000000000000000000000000000000..ba0af1073b8390c79ff7cc9e0be5d70677abcd57
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/backbone/dinat.py
@@ -0,0 +1,296 @@
+# --------------------------------------------------------
+# Neighborhood Attention Transformer
+# Licensed under The MIT License
+# Written by Ali Hassani
+# --------------------------------------------------------
+
+# Modified by Jitesh Jain
+
+import torch
+import torch.nn as nn
+from timm.models.layers import DropPath
+from detectron2.modeling import BACKBONE_REGISTRY, Backbone, ShapeSpec
+
+from natten import NeighborhoodAttention2D as NeighborhoodAttention
+
+
+class ConvTokenizer(nn.Module):
+ def __init__(self, in_chans=3, embed_dim=96, norm_layer=None):
+ super().__init__()
+ self.proj = nn.Sequential(
+ nn.Conv2d(in_chans, embed_dim // 2, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)),
+ nn.Conv2d(embed_dim // 2, embed_dim, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)),
+ )
+ if norm_layer is not None:
+ self.norm = norm_layer(embed_dim)
+ else:
+ self.norm = None
+
+ def forward(self, x):
+ x = self.proj(x).permute(0, 2, 3, 1)
+ if self.norm is not None:
+ x = self.norm(x)
+ return x
+
+
+class ConvDownsampler(nn.Module):
+ def __init__(self, dim, norm_layer=nn.LayerNorm):
+ super().__init__()
+ self.reduction = nn.Conv2d(dim, 2 * dim, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
+ self.norm = norm_layer(2 * dim)
+
+ def forward(self, x):
+ x = self.reduction(x.permute(0, 3, 1, 2)).permute(0, 2, 3, 1)
+ x = self.norm(x)
+ return x
+
+
+class Mlp(nn.Module):
+ def __init__(self, in_features, hidden_features=None, out_features=None, act_layer=nn.GELU, drop=0.):
+ super().__init__()
+ out_features = out_features or in_features
+ hidden_features = hidden_features or in_features
+ self.fc1 = nn.Linear(in_features, hidden_features)
+ self.act = act_layer()
+ self.fc2 = nn.Linear(hidden_features, out_features)
+ self.drop = nn.Dropout(drop)
+
+ def forward(self, x):
+ x = self.fc1(x)
+ x = self.act(x)
+ x = self.drop(x)
+ x = self.fc2(x)
+ x = self.drop(x)
+ return x
+
+
+class NATLayer(nn.Module):
+ def __init__(self, dim, num_heads, kernel_size=7, dilation=None,
+ mlp_ratio=4., qkv_bias=True, qk_scale=None, drop=0., attn_drop=0., drop_path=0.,
+ act_layer=nn.GELU, norm_layer=nn.LayerNorm, layer_scale=None):
+ super().__init__()
+ self.dim = dim
+ self.num_heads = num_heads
+ self.mlp_ratio = mlp_ratio
+
+ self.norm1 = norm_layer(dim)
+ self.attn = NeighborhoodAttention(
+ dim, kernel_size=kernel_size, dilation=dilation, num_heads=num_heads,
+ qkv_bias=qkv_bias, qk_scale=qk_scale, attn_drop=attn_drop, proj_drop=drop)
+
+ self.drop_path = DropPath(drop_path) if drop_path > 0. else nn.Identity()
+ self.norm2 = norm_layer(dim)
+ self.mlp = Mlp(in_features=dim, hidden_features=int(dim * mlp_ratio), act_layer=act_layer, drop=drop)
+ self.layer_scale = False
+ if layer_scale is not None and type(layer_scale) in [int, float]:
+ self.layer_scale = True
+ self.gamma1 = nn.Parameter(layer_scale * torch.ones(dim), requires_grad=True)
+ self.gamma2 = nn.Parameter(layer_scale * torch.ones(dim), requires_grad=True)
+
+ def forward(self, x):
+ if not self.layer_scale:
+ shortcut = x
+ x = self.norm1(x)
+ x = self.attn(x)
+ x = shortcut + self.drop_path(x)
+ x = x + self.drop_path(self.mlp(self.norm2(x)))
+ return x
+ shortcut = x
+ x = self.norm1(x)
+ x = self.attn(x)
+ x = shortcut + self.drop_path(self.gamma1 * x)
+ x = x + self.drop_path(self.gamma2 * self.mlp(self.norm2(x)))
+ return x
+
+
+
+class NATBlock(nn.Module):
+ def __init__(self, dim, depth, num_heads, kernel_size, dilations=None,
+ downsample=True,
+ mlp_ratio=4., qkv_bias=True, qk_scale=None, drop=0., attn_drop=0.,
+ drop_path=0., norm_layer=nn.LayerNorm, layer_scale=None):
+ super().__init__()
+ self.dim = dim
+ self.depth = depth
+
+ self.blocks = nn.ModuleList([
+ NATLayer(dim=dim,
+ num_heads=num_heads,
+ kernel_size=kernel_size,
+ dilation=None if dilations is None else dilations[i],
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias, qk_scale=qk_scale,
+ drop=drop, attn_drop=attn_drop,
+ drop_path=drop_path[i] if isinstance(drop_path, list) else drop_path,
+ norm_layer=norm_layer,
+ layer_scale=layer_scale)
+ for i in range(depth)])
+
+ self.downsample = None if not downsample else ConvDownsampler(dim=dim, norm_layer=norm_layer)
+
+ def forward(self, x):
+ for blk in self.blocks:
+ x = blk(x)
+ if self.downsample is None:
+ return x, x
+ return self.downsample(x), x
+
+
+class DiNAT(nn.Module):
+ def __init__(self,
+ embed_dim,
+ mlp_ratio,
+ depths,
+ num_heads,
+ drop_path_rate=0.2,
+ in_chans=3,
+ kernel_size=7,
+ dilations=None,
+ out_indices=(0, 1, 2, 3),
+ qkv_bias=True,
+ qk_scale=None,
+ drop_rate=0.,
+ attn_drop_rate=0.,
+ norm_layer=nn.LayerNorm,
+ frozen_stages=-1,
+ layer_scale=None,
+ **kwargs):
+ super().__init__()
+ self.num_levels = len(depths)
+ self.embed_dim = embed_dim
+ self.num_features = [int(embed_dim * 2 ** i) for i in range(self.num_levels)]
+ self.mlp_ratio = mlp_ratio
+
+ self.patch_embed = ConvTokenizer(in_chans=in_chans, embed_dim=embed_dim, norm_layer=norm_layer)
+
+ self.pos_drop = nn.Dropout(p=drop_rate)
+
+ dpr = [x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))]
+ self.levels = nn.ModuleList()
+ for i in range(self.num_levels):
+ level = NATBlock(dim=int(embed_dim * 2 ** i),
+ depth=depths[i],
+ num_heads=num_heads[i],
+ kernel_size=kernel_size,
+ dilations=None if dilations is None else dilations[i],
+ mlp_ratio=self.mlp_ratio,
+ qkv_bias=qkv_bias, qk_scale=qk_scale,
+ drop=drop_rate, attn_drop=attn_drop_rate,
+ drop_path=dpr[sum(depths[:i]):sum(depths[:i + 1])],
+ norm_layer=norm_layer,
+ downsample=(i < self.num_levels - 1),
+ layer_scale=layer_scale)
+ self.levels.append(level)
+
+ # add a norm layer for each output
+ self.out_indices = out_indices
+ for i_layer in self.out_indices:
+ layer = norm_layer(self.num_features[i_layer])
+ layer_name = f'norm{i_layer}'
+ self.add_module(layer_name, layer)
+
+ self.frozen_stages = frozen_stages
+
+ def _freeze_stages(self):
+ if self.frozen_stages >= 0:
+ self.patch_embed.eval()
+ for param in self.patch_embed.parameters():
+ param.requires_grad = False
+
+ if self.frozen_stages >= 2:
+ for i in range(0, self.frozen_stages - 1):
+ m = self.network[i]
+ m.eval()
+ for param in m.parameters():
+ param.requires_grad = False
+
+ def train(self, mode=True):
+ super(DiNAT, self).train(mode)
+ self._freeze_stages()
+
+ def forward_embeddings(self, x):
+ x = self.patch_embed(x)
+ return x
+
+ def forward_tokens(self, x):
+ outs = {}
+ for idx, level in enumerate(self.levels):
+ x, xo = level(x)
+ if idx in self.out_indices:
+ norm_layer = getattr(self, f'norm{idx}')
+ x_out = norm_layer(xo)
+ outs["res{}".format(idx + 2)] = x_out.permute(0, 3, 1, 2).contiguous()
+ return outs
+
+ def forward(self, x):
+ x = self.forward_embeddings(x)
+ return self.forward_tokens(x)
+
+
+@BACKBONE_REGISTRY.register()
+class D2DiNAT(DiNAT, Backbone):
+ def __init__(self, cfg, input_shape):
+
+ embed_dim = cfg.MODEL.DiNAT.EMBED_DIM
+ mlp_ratio = cfg.MODEL.DiNAT.MLP_RATIO
+ depths = cfg.MODEL.DiNAT.DEPTHS
+ num_heads = cfg.MODEL.DiNAT.NUM_HEADS
+ drop_path_rate = cfg.MODEL.DiNAT.DROP_PATH_RATE
+ kernel_size = cfg.MODEL.DiNAT.KERNEL_SIZE
+ out_indices = cfg.MODEL.DiNAT.OUT_INDICES
+ dilations = cfg.MODEL.DiNAT.DILATIONS
+
+ super().__init__(
+ embed_dim=embed_dim,
+ mlp_ratio=mlp_ratio,
+ depths=depths,
+ num_heads=num_heads,
+ drop_path_rate=drop_path_rate,
+ kernel_size=kernel_size,
+ out_indices=out_indices,
+ dilations=dilations,
+ )
+
+ self._out_features = cfg.MODEL.DiNAT.OUT_FEATURES
+
+ self._out_feature_strides = {
+ "res2": 4,
+ "res3": 8,
+ "res4": 16,
+ "res5": 32,
+ }
+ self._out_feature_channels = {
+ "res2": self.num_features[0],
+ "res3": self.num_features[1],
+ "res4": self.num_features[2],
+ "res5": self.num_features[3],
+ }
+
+ def forward(self, x):
+ """
+ Args:
+ x: Tensor of shape (N,C,H,W). H, W must be a multiple of ``self.size_divisibility``.
+ Returns:
+ dict[str->Tensor]: names and the corresponding features
+ """
+ assert (
+ x.dim() == 4
+ ), f"DiNAT takes an input of shape (N, C, H, W). Got {x.shape} instead!"
+ outputs = {}
+ y = super().forward(x)
+ for k in y.keys():
+ if k in self._out_features:
+ outputs[k] = y[k]
+ return outputs
+
+ def output_shape(self):
+ return {
+ name: ShapeSpec(
+ channels=self._out_feature_channels[name], stride=self._out_feature_strides[name]
+ )
+ for name in self._out_features
+ }
+
+ @property
+ def size_divisibility(self):
+ return 32
diff --git a/annotator/OneFormer/oneformer/modeling/backbone/swin.py b/annotator/OneFormer/oneformer/modeling/backbone/swin.py
new file mode 100644
index 0000000000000000000000000000000000000000..3b099d84396ac31d22881e5b6c9e53d2d0abaef3
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/backbone/swin.py
@@ -0,0 +1,770 @@
+# --------------------------------------------------------
+# Swin Transformer
+# Copyright (c) 2021 Microsoft
+# Licensed under The MIT License [see LICENSE for details]
+# Written by Ze Liu, Yutong Lin, Yixuan Wei
+# --------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/SwinTransformer/Swin-Transformer-Semantic-Segmentation/blob/main/mmseg/models/backbones/swin_transformer.py
+
+import numpy as np
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import torch.utils.checkpoint as checkpoint
+from timm.models.layers import DropPath, to_2tuple, trunc_normal_
+
+from detectron2.modeling import BACKBONE_REGISTRY, Backbone, ShapeSpec
+
+
+class Mlp(nn.Module):
+ """Multilayer perceptron."""
+
+ def __init__(
+ self, in_features, hidden_features=None, out_features=None, act_layer=nn.GELU, drop=0.0
+ ):
+ super().__init__()
+ out_features = out_features or in_features
+ hidden_features = hidden_features or in_features
+ self.fc1 = nn.Linear(in_features, hidden_features)
+ self.act = act_layer()
+ self.fc2 = nn.Linear(hidden_features, out_features)
+ self.drop = nn.Dropout(drop)
+
+ def forward(self, x):
+ x = self.fc1(x)
+ x = self.act(x)
+ x = self.drop(x)
+ x = self.fc2(x)
+ x = self.drop(x)
+ return x
+
+
+def window_partition(x, window_size):
+ """
+ Args:
+ x: (B, H, W, C)
+ window_size (int): window size
+ Returns:
+ windows: (num_windows*B, window_size, window_size, C)
+ """
+ B, H, W, C = x.shape
+ x = x.view(B, H // window_size, window_size, W // window_size, window_size, C)
+ windows = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(-1, window_size, window_size, C)
+ return windows
+
+
+def window_reverse(windows, window_size, H, W):
+ """
+ Args:
+ windows: (num_windows*B, window_size, window_size, C)
+ window_size (int): Window size
+ H (int): Height of image
+ W (int): Width of image
+ Returns:
+ x: (B, H, W, C)
+ """
+ B = int(windows.shape[0] / (H * W / window_size / window_size))
+ x = windows.view(B, H // window_size, W // window_size, window_size, window_size, -1)
+ x = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(B, H, W, -1)
+ return x
+
+
+class WindowAttention(nn.Module):
+ """Window based multi-head self attention (W-MSA) module with relative position bias.
+ It supports both of shifted and non-shifted window.
+ Args:
+ dim (int): Number of input channels.
+ window_size (tuple[int]): The height and width of the window.
+ num_heads (int): Number of attention heads.
+ qkv_bias (bool, optional): If True, add a learnable bias to query, key, value. Default: True
+ qk_scale (float | None, optional): Override default qk scale of head_dim ** -0.5 if set
+ attn_drop (float, optional): Dropout ratio of attention weight. Default: 0.0
+ proj_drop (float, optional): Dropout ratio of output. Default: 0.0
+ """
+
+ def __init__(
+ self,
+ dim,
+ window_size,
+ num_heads,
+ qkv_bias=True,
+ qk_scale=None,
+ attn_drop=0.0,
+ proj_drop=0.0,
+ ):
+
+ super().__init__()
+ self.dim = dim
+ self.window_size = window_size # Wh, Ww
+ self.num_heads = num_heads
+ head_dim = dim // num_heads
+ self.scale = qk_scale or head_dim ** -0.5
+
+ # define a parameter table of relative position bias
+ self.relative_position_bias_table = nn.Parameter(
+ torch.zeros((2 * window_size[0] - 1) * (2 * window_size[1] - 1), num_heads)
+ ) # 2*Wh-1 * 2*Ww-1, nH
+
+ # get pair-wise relative position index for each token inside the window
+ coords_h = torch.arange(self.window_size[0])
+ coords_w = torch.arange(self.window_size[1])
+ coords = torch.stack(torch.meshgrid([coords_h, coords_w])) # 2, Wh, Ww
+ coords_flatten = torch.flatten(coords, 1) # 2, Wh*Ww
+ relative_coords = coords_flatten[:, :, None] - coords_flatten[:, None, :] # 2, Wh*Ww, Wh*Ww
+ relative_coords = relative_coords.permute(1, 2, 0).contiguous() # Wh*Ww, Wh*Ww, 2
+ relative_coords[:, :, 0] += self.window_size[0] - 1 # shift to start from 0
+ relative_coords[:, :, 1] += self.window_size[1] - 1
+ relative_coords[:, :, 0] *= 2 * self.window_size[1] - 1
+ relative_position_index = relative_coords.sum(-1) # Wh*Ww, Wh*Ww
+ self.register_buffer("relative_position_index", relative_position_index)
+
+ self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias)
+ self.attn_drop = nn.Dropout(attn_drop)
+ self.proj = nn.Linear(dim, dim)
+ self.proj_drop = nn.Dropout(proj_drop)
+
+ trunc_normal_(self.relative_position_bias_table, std=0.02)
+ self.softmax = nn.Softmax(dim=-1)
+
+ def forward(self, x, mask=None):
+ """Forward function.
+ Args:
+ x: input features with shape of (num_windows*B, N, C)
+ mask: (0/-inf) mask with shape of (num_windows, Wh*Ww, Wh*Ww) or None
+ """
+ B_, N, C = x.shape
+ qkv = (
+ self.qkv(x)
+ .reshape(B_, N, 3, self.num_heads, C // self.num_heads)
+ .permute(2, 0, 3, 1, 4)
+ )
+ q, k, v = qkv[0], qkv[1], qkv[2] # make torchscript happy (cannot use tensor as tuple)
+
+ q = q * self.scale
+ attn = q @ k.transpose(-2, -1)
+
+ relative_position_bias = self.relative_position_bias_table[
+ self.relative_position_index.view(-1)
+ ].view(
+ self.window_size[0] * self.window_size[1], self.window_size[0] * self.window_size[1], -1
+ ) # Wh*Ww,Wh*Ww,nH
+ relative_position_bias = relative_position_bias.permute(
+ 2, 0, 1
+ ).contiguous() # nH, Wh*Ww, Wh*Ww
+ attn = attn + relative_position_bias.unsqueeze(0)
+
+ if mask is not None:
+ nW = mask.shape[0]
+ attn = attn.view(B_ // nW, nW, self.num_heads, N, N) + mask.unsqueeze(1).unsqueeze(0)
+ attn = attn.view(-1, self.num_heads, N, N)
+ attn = self.softmax(attn)
+ else:
+ attn = self.softmax(attn)
+
+ attn = self.attn_drop(attn)
+
+ x = (attn @ v).transpose(1, 2).reshape(B_, N, C)
+ x = self.proj(x)
+ x = self.proj_drop(x)
+ return x
+
+
+class SwinTransformerBlock(nn.Module):
+ """Swin Transformer Block.
+ Args:
+ dim (int): Number of input channels.
+ num_heads (int): Number of attention heads.
+ window_size (int): Window size.
+ shift_size (int): Shift size for SW-MSA.
+ mlp_ratio (float): Ratio of mlp hidden dim to embedding dim.
+ qkv_bias (bool, optional): If True, add a learnable bias to query, key, value. Default: True
+ qk_scale (float | None, optional): Override default qk scale of head_dim ** -0.5 if set.
+ drop (float, optional): Dropout rate. Default: 0.0
+ attn_drop (float, optional): Attention dropout rate. Default: 0.0
+ drop_path (float, optional): Stochastic depth rate. Default: 0.0
+ act_layer (nn.Module, optional): Activation layer. Default: nn.GELU
+ norm_layer (nn.Module, optional): Normalization layer. Default: nn.LayerNorm
+ """
+
+ def __init__(
+ self,
+ dim,
+ num_heads,
+ window_size=7,
+ shift_size=0,
+ mlp_ratio=4.0,
+ qkv_bias=True,
+ qk_scale=None,
+ drop=0.0,
+ attn_drop=0.0,
+ drop_path=0.0,
+ act_layer=nn.GELU,
+ norm_layer=nn.LayerNorm,
+ ):
+ super().__init__()
+ self.dim = dim
+ self.num_heads = num_heads
+ self.window_size = window_size
+ self.shift_size = shift_size
+ self.mlp_ratio = mlp_ratio
+ assert 0 <= self.shift_size < self.window_size, "shift_size must in 0-window_size"
+
+ self.norm1 = norm_layer(dim)
+ self.attn = WindowAttention(
+ dim,
+ window_size=to_2tuple(self.window_size),
+ num_heads=num_heads,
+ qkv_bias=qkv_bias,
+ qk_scale=qk_scale,
+ attn_drop=attn_drop,
+ proj_drop=drop,
+ )
+
+ self.drop_path = DropPath(drop_path) if drop_path > 0.0 else nn.Identity()
+ self.norm2 = norm_layer(dim)
+ mlp_hidden_dim = int(dim * mlp_ratio)
+ self.mlp = Mlp(
+ in_features=dim, hidden_features=mlp_hidden_dim, act_layer=act_layer, drop=drop
+ )
+
+ self.H = None
+ self.W = None
+
+ def forward(self, x, mask_matrix):
+ """Forward function.
+ Args:
+ x: Input feature, tensor size (B, H*W, C).
+ H, W: Spatial resolution of the input feature.
+ mask_matrix: Attention mask for cyclic shift.
+ """
+ B, L, C = x.shape
+ H, W = self.H, self.W
+ assert L == H * W, "input feature has wrong size"
+
+ shortcut = x
+ x = self.norm1(x)
+ x = x.view(B, H, W, C)
+
+ # pad feature maps to multiples of window size
+ pad_l = pad_t = 0
+ pad_r = (self.window_size - W % self.window_size) % self.window_size
+ pad_b = (self.window_size - H % self.window_size) % self.window_size
+ x = F.pad(x, (0, 0, pad_l, pad_r, pad_t, pad_b))
+ _, Hp, Wp, _ = x.shape
+
+ # cyclic shift
+ if self.shift_size > 0:
+ shifted_x = torch.roll(x, shifts=(-self.shift_size, -self.shift_size), dims=(1, 2))
+ attn_mask = mask_matrix
+ else:
+ shifted_x = x
+ attn_mask = None
+
+ # partition windows
+ x_windows = window_partition(
+ shifted_x, self.window_size
+ ) # nW*B, window_size, window_size, C
+ x_windows = x_windows.view(
+ -1, self.window_size * self.window_size, C
+ ) # nW*B, window_size*window_size, C
+
+ # W-MSA/SW-MSA
+ attn_windows = self.attn(x_windows, mask=attn_mask) # nW*B, window_size*window_size, C
+
+ # merge windows
+ attn_windows = attn_windows.view(-1, self.window_size, self.window_size, C)
+ shifted_x = window_reverse(attn_windows, self.window_size, Hp, Wp) # B H' W' C
+
+ # reverse cyclic shift
+ if self.shift_size > 0:
+ x = torch.roll(shifted_x, shifts=(self.shift_size, self.shift_size), dims=(1, 2))
+ else:
+ x = shifted_x
+
+ if pad_r > 0 or pad_b > 0:
+ x = x[:, :H, :W, :].contiguous()
+
+ x = x.view(B, H * W, C)
+
+ # FFN
+ x = shortcut + self.drop_path(x)
+ x = x + self.drop_path(self.mlp(self.norm2(x)))
+
+ return x
+
+
+class PatchMerging(nn.Module):
+ """Patch Merging Layer
+ Args:
+ dim (int): Number of input channels.
+ norm_layer (nn.Module, optional): Normalization layer. Default: nn.LayerNorm
+ """
+
+ def __init__(self, dim, norm_layer=nn.LayerNorm):
+ super().__init__()
+ self.dim = dim
+ self.reduction = nn.Linear(4 * dim, 2 * dim, bias=False)
+ self.norm = norm_layer(4 * dim)
+
+ def forward(self, x, H, W):
+ """Forward function.
+ Args:
+ x: Input feature, tensor size (B, H*W, C).
+ H, W: Spatial resolution of the input feature.
+ """
+ B, L, C = x.shape
+ assert L == H * W, "input feature has wrong size"
+
+ x = x.view(B, H, W, C)
+
+ # padding
+ pad_input = (H % 2 == 1) or (W % 2 == 1)
+ if pad_input:
+ x = F.pad(x, (0, 0, 0, W % 2, 0, H % 2))
+
+ x0 = x[:, 0::2, 0::2, :] # B H/2 W/2 C
+ x1 = x[:, 1::2, 0::2, :] # B H/2 W/2 C
+ x2 = x[:, 0::2, 1::2, :] # B H/2 W/2 C
+ x3 = x[:, 1::2, 1::2, :] # B H/2 W/2 C
+ x = torch.cat([x0, x1, x2, x3], -1) # B H/2 W/2 4*C
+ x = x.view(B, -1, 4 * C) # B H/2*W/2 4*C
+
+ x = self.norm(x)
+ x = self.reduction(x)
+
+ return x
+
+
+class BasicLayer(nn.Module):
+ """A basic Swin Transformer layer for one stage.
+ Args:
+ dim (int): Number of feature channels
+ depth (int): Depths of this stage.
+ num_heads (int): Number of attention head.
+ window_size (int): Local window size. Default: 7.
+ mlp_ratio (float): Ratio of mlp hidden dim to embedding dim. Default: 4.
+ qkv_bias (bool, optional): If True, add a learnable bias to query, key, value. Default: True
+ qk_scale (float | None, optional): Override default qk scale of head_dim ** -0.5 if set.
+ drop (float, optional): Dropout rate. Default: 0.0
+ attn_drop (float, optional): Attention dropout rate. Default: 0.0
+ drop_path (float | tuple[float], optional): Stochastic depth rate. Default: 0.0
+ norm_layer (nn.Module, optional): Normalization layer. Default: nn.LayerNorm
+ downsample (nn.Module | None, optional): Downsample layer at the end of the layer. Default: None
+ use_checkpoint (bool): Whether to use checkpointing to save memory. Default: False.
+ """
+
+ def __init__(
+ self,
+ dim,
+ depth,
+ num_heads,
+ window_size=7,
+ mlp_ratio=4.0,
+ qkv_bias=True,
+ qk_scale=None,
+ drop=0.0,
+ attn_drop=0.0,
+ drop_path=0.0,
+ norm_layer=nn.LayerNorm,
+ downsample=None,
+ use_checkpoint=False,
+ ):
+ super().__init__()
+ self.window_size = window_size
+ self.shift_size = window_size // 2
+ self.depth = depth
+ self.use_checkpoint = use_checkpoint
+
+ # build blocks
+ self.blocks = nn.ModuleList(
+ [
+ SwinTransformerBlock(
+ dim=dim,
+ num_heads=num_heads,
+ window_size=window_size,
+ shift_size=0 if (i % 2 == 0) else window_size // 2,
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias,
+ qk_scale=qk_scale,
+ drop=drop,
+ attn_drop=attn_drop,
+ drop_path=drop_path[i] if isinstance(drop_path, list) else drop_path,
+ norm_layer=norm_layer,
+ )
+ for i in range(depth)
+ ]
+ )
+
+ # patch merging layer
+ if downsample is not None:
+ self.downsample = downsample(dim=dim, norm_layer=norm_layer)
+ else:
+ self.downsample = None
+
+ def forward(self, x, H, W):
+ """Forward function.
+ Args:
+ x: Input feature, tensor size (B, H*W, C).
+ H, W: Spatial resolution of the input feature.
+ """
+
+ # calculate attention mask for SW-MSA
+ Hp = int(np.ceil(H / self.window_size)) * self.window_size
+ Wp = int(np.ceil(W / self.window_size)) * self.window_size
+ img_mask = torch.zeros((1, Hp, Wp, 1), device=x.device) # 1 Hp Wp 1
+ h_slices = (
+ slice(0, -self.window_size),
+ slice(-self.window_size, -self.shift_size),
+ slice(-self.shift_size, None),
+ )
+ w_slices = (
+ slice(0, -self.window_size),
+ slice(-self.window_size, -self.shift_size),
+ slice(-self.shift_size, None),
+ )
+ cnt = 0
+ for h in h_slices:
+ for w in w_slices:
+ img_mask[:, h, w, :] = cnt
+ cnt += 1
+
+ mask_windows = window_partition(
+ img_mask, self.window_size
+ ) # nW, window_size, window_size, 1
+ mask_windows = mask_windows.view(-1, self.window_size * self.window_size)
+ attn_mask = mask_windows.unsqueeze(1) - mask_windows.unsqueeze(2)
+ attn_mask = attn_mask.masked_fill(attn_mask != 0, float(-100.0)).masked_fill(
+ attn_mask == 0, float(0.0)
+ )
+
+ for blk in self.blocks:
+ blk.H, blk.W = H, W
+ if self.use_checkpoint:
+ x = checkpoint.checkpoint(blk, x, attn_mask)
+ else:
+ x = blk(x, attn_mask)
+ if self.downsample is not None:
+ x_down = self.downsample(x, H, W)
+ Wh, Ww = (H + 1) // 2, (W + 1) // 2
+ return x, H, W, x_down, Wh, Ww
+ else:
+ return x, H, W, x, H, W
+
+
+class PatchEmbed(nn.Module):
+ """Image to Patch Embedding
+ Args:
+ patch_size (int): Patch token size. Default: 4.
+ in_chans (int): Number of input image channels. Default: 3.
+ embed_dim (int): Number of linear projection output channels. Default: 96.
+ norm_layer (nn.Module, optional): Normalization layer. Default: None
+ """
+
+ def __init__(self, patch_size=4, in_chans=3, embed_dim=96, norm_layer=None):
+ super().__init__()
+ patch_size = to_2tuple(patch_size)
+ self.patch_size = patch_size
+
+ self.in_chans = in_chans
+ self.embed_dim = embed_dim
+
+ self.proj = nn.Conv2d(in_chans, embed_dim, kernel_size=patch_size, stride=patch_size)
+ if norm_layer is not None:
+ self.norm = norm_layer(embed_dim)
+ else:
+ self.norm = None
+
+ def forward(self, x):
+ """Forward function."""
+ # padding
+ _, _, H, W = x.size()
+ if W % self.patch_size[1] != 0:
+ x = F.pad(x, (0, self.patch_size[1] - W % self.patch_size[1]))
+ if H % self.patch_size[0] != 0:
+ x = F.pad(x, (0, 0, 0, self.patch_size[0] - H % self.patch_size[0]))
+
+ x = self.proj(x) # B C Wh Ww
+ if self.norm is not None:
+ Wh, Ww = x.size(2), x.size(3)
+ x = x.flatten(2).transpose(1, 2)
+ x = self.norm(x)
+ x = x.transpose(1, 2).view(-1, self.embed_dim, Wh, Ww)
+
+ return x
+
+
+class SwinTransformer(nn.Module):
+ """Swin Transformer backbone.
+ A PyTorch impl of : `Swin Transformer: Hierarchical Vision Transformer using Shifted Windows` -
+ https://arxiv.org/pdf/2103.14030
+ Args:
+ pretrain_img_size (int): Input image size for training the pretrained model,
+ used in absolute postion embedding. Default 224.
+ patch_size (int | tuple(int)): Patch size. Default: 4.
+ in_chans (int): Number of input image channels. Default: 3.
+ embed_dim (int): Number of linear projection output channels. Default: 96.
+ depths (tuple[int]): Depths of each Swin Transformer stage.
+ num_heads (tuple[int]): Number of attention head of each stage.
+ window_size (int): Window size. Default: 7.
+ mlp_ratio (float): Ratio of mlp hidden dim to embedding dim. Default: 4.
+ qkv_bias (bool): If True, add a learnable bias to query, key, value. Default: True
+ qk_scale (float): Override default qk scale of head_dim ** -0.5 if set.
+ drop_rate (float): Dropout rate.
+ attn_drop_rate (float): Attention dropout rate. Default: 0.
+ drop_path_rate (float): Stochastic depth rate. Default: 0.2.
+ norm_layer (nn.Module): Normalization layer. Default: nn.LayerNorm.
+ ape (bool): If True, add absolute position embedding to the patch embedding. Default: False.
+ patch_norm (bool): If True, add normalization after patch embedding. Default: True.
+ out_indices (Sequence[int]): Output from which stages.
+ frozen_stages (int): Stages to be frozen (stop grad and set eval mode).
+ -1 means not freezing any parameters.
+ use_checkpoint (bool): Whether to use checkpointing to save memory. Default: False.
+ """
+
+ def __init__(
+ self,
+ pretrain_img_size=224,
+ patch_size=4,
+ in_chans=3,
+ embed_dim=96,
+ depths=[2, 2, 6, 2],
+ num_heads=[3, 6, 12, 24],
+ window_size=7,
+ mlp_ratio=4.0,
+ qkv_bias=True,
+ qk_scale=None,
+ drop_rate=0.0,
+ attn_drop_rate=0.0,
+ drop_path_rate=0.2,
+ norm_layer=nn.LayerNorm,
+ ape=False,
+ patch_norm=True,
+ out_indices=(0, 1, 2, 3),
+ frozen_stages=-1,
+ use_checkpoint=False,
+ ):
+ super().__init__()
+
+ self.pretrain_img_size = pretrain_img_size
+ self.num_layers = len(depths)
+ self.embed_dim = embed_dim
+ self.ape = ape
+ self.patch_norm = patch_norm
+ self.out_indices = out_indices
+ self.frozen_stages = frozen_stages
+
+ # split image into non-overlapping patches
+ self.patch_embed = PatchEmbed(
+ patch_size=patch_size,
+ in_chans=in_chans,
+ embed_dim=embed_dim,
+ norm_layer=norm_layer if self.patch_norm else None,
+ )
+
+ # absolute position embedding
+ if self.ape:
+ pretrain_img_size = to_2tuple(pretrain_img_size)
+ patch_size = to_2tuple(patch_size)
+ patches_resolution = [
+ pretrain_img_size[0] // patch_size[0],
+ pretrain_img_size[1] // patch_size[1],
+ ]
+
+ self.absolute_pos_embed = nn.Parameter(
+ torch.zeros(1, embed_dim, patches_resolution[0], patches_resolution[1])
+ )
+ trunc_normal_(self.absolute_pos_embed, std=0.02)
+
+ self.pos_drop = nn.Dropout(p=drop_rate)
+
+ # stochastic depth
+ dpr = [
+ x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))
+ ] # stochastic depth decay rule
+
+ # build layers
+ self.layers = nn.ModuleList()
+ for i_layer in range(self.num_layers):
+ layer = BasicLayer(
+ dim=int(embed_dim * 2 ** i_layer),
+ depth=depths[i_layer],
+ num_heads=num_heads[i_layer],
+ window_size=window_size,
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias,
+ qk_scale=qk_scale,
+ drop=drop_rate,
+ attn_drop=attn_drop_rate,
+ drop_path=dpr[sum(depths[:i_layer]) : sum(depths[: i_layer + 1])],
+ norm_layer=norm_layer,
+ downsample=PatchMerging if (i_layer < self.num_layers - 1) else None,
+ use_checkpoint=use_checkpoint,
+ )
+ self.layers.append(layer)
+
+ num_features = [int(embed_dim * 2 ** i) for i in range(self.num_layers)]
+ self.num_features = num_features
+
+ # add a norm layer for each output
+ for i_layer in out_indices:
+ layer = norm_layer(num_features[i_layer])
+ layer_name = f"norm{i_layer}"
+ self.add_module(layer_name, layer)
+
+ self._freeze_stages()
+
+ def _freeze_stages(self):
+ if self.frozen_stages >= 0:
+ self.patch_embed.eval()
+ for param in self.patch_embed.parameters():
+ param.requires_grad = False
+
+ if self.frozen_stages >= 1 and self.ape:
+ self.absolute_pos_embed.requires_grad = False
+
+ if self.frozen_stages >= 2:
+ self.pos_drop.eval()
+ for i in range(0, self.frozen_stages - 1):
+ m = self.layers[i]
+ m.eval()
+ for param in m.parameters():
+ param.requires_grad = False
+
+ def init_weights(self, pretrained=None):
+ """Initialize the weights in backbone.
+ Args:
+ pretrained (str, optional): Path to pre-trained weights.
+ Defaults to None.
+ """
+
+ def _init_weights(m):
+ if isinstance(m, nn.Linear):
+ trunc_normal_(m.weight, std=0.02)
+ if isinstance(m, nn.Linear) and m.bias is not None:
+ nn.init.constant_(m.bias, 0)
+ elif isinstance(m, nn.LayerNorm):
+ nn.init.constant_(m.bias, 0)
+ nn.init.constant_(m.weight, 1.0)
+
+ def forward(self, x):
+ """Forward function."""
+ x = self.patch_embed(x)
+
+ Wh, Ww = x.size(2), x.size(3)
+ if self.ape:
+ # interpolate the position embedding to the corresponding size
+ absolute_pos_embed = F.interpolate(
+ self.absolute_pos_embed, size=(Wh, Ww), mode="bicubic"
+ )
+ x = (x + absolute_pos_embed).flatten(2).transpose(1, 2) # B Wh*Ww C
+ else:
+ x = x.flatten(2).transpose(1, 2)
+ x = self.pos_drop(x)
+
+ outs = {}
+ for i in range(self.num_layers):
+ layer = self.layers[i]
+ x_out, H, W, x, Wh, Ww = layer(x, Wh, Ww)
+
+ if i in self.out_indices:
+ norm_layer = getattr(self, f"norm{i}")
+ x_out = norm_layer(x_out)
+
+ out = x_out.view(-1, H, W, self.num_features[i]).permute(0, 3, 1, 2).contiguous()
+ outs["res{}".format(i + 2)] = out
+
+ return outs
+
+ def train(self, mode=True):
+ """Convert the model into training mode while keep layers freezed."""
+ super(SwinTransformer, self).train(mode)
+ self._freeze_stages()
+
+
+@BACKBONE_REGISTRY.register()
+class D2SwinTransformer(SwinTransformer, Backbone):
+ def __init__(self, cfg, input_shape):
+
+ pretrain_img_size = cfg.MODEL.SWIN.PRETRAIN_IMG_SIZE
+ patch_size = cfg.MODEL.SWIN.PATCH_SIZE
+ in_chans = 3
+ embed_dim = cfg.MODEL.SWIN.EMBED_DIM
+ depths = cfg.MODEL.SWIN.DEPTHS
+ num_heads = cfg.MODEL.SWIN.NUM_HEADS
+ window_size = cfg.MODEL.SWIN.WINDOW_SIZE
+ mlp_ratio = cfg.MODEL.SWIN.MLP_RATIO
+ qkv_bias = cfg.MODEL.SWIN.QKV_BIAS
+ qk_scale = cfg.MODEL.SWIN.QK_SCALE
+ drop_rate = cfg.MODEL.SWIN.DROP_RATE
+ attn_drop_rate = cfg.MODEL.SWIN.ATTN_DROP_RATE
+ drop_path_rate = cfg.MODEL.SWIN.DROP_PATH_RATE
+ norm_layer = nn.LayerNorm
+ ape = cfg.MODEL.SWIN.APE
+ patch_norm = cfg.MODEL.SWIN.PATCH_NORM
+ use_checkpoint = cfg.MODEL.SWIN.USE_CHECKPOINT
+
+ super().__init__(
+ pretrain_img_size,
+ patch_size,
+ in_chans,
+ embed_dim,
+ depths,
+ num_heads,
+ window_size,
+ mlp_ratio,
+ qkv_bias,
+ qk_scale,
+ drop_rate,
+ attn_drop_rate,
+ drop_path_rate,
+ norm_layer,
+ ape,
+ patch_norm,
+ use_checkpoint=use_checkpoint,
+ )
+
+ self._out_features = cfg.MODEL.SWIN.OUT_FEATURES
+
+ self._out_feature_strides = {
+ "res2": 4,
+ "res3": 8,
+ "res4": 16,
+ "res5": 32,
+ }
+ self._out_feature_channels = {
+ "res2": self.num_features[0],
+ "res3": self.num_features[1],
+ "res4": self.num_features[2],
+ "res5": self.num_features[3],
+ }
+
+ def forward(self, x):
+ """
+ Args:
+ x: Tensor of shape (N,C,H,W). H, W must be a multiple of ``self.size_divisibility``.
+ Returns:
+ dict[str->Tensor]: names and the corresponding features
+ """
+ assert (
+ x.dim() == 4
+ ), f"SwinTransformer takes an input of shape (N, C, H, W). Got {x.shape} instead!"
+ outputs = {}
+ y = super().forward(x)
+ for k in y.keys():
+ if k in self._out_features:
+ outputs[k] = y[k]
+ return outputs
+
+ def output_shape(self):
+ return {
+ name: ShapeSpec(
+ channels=self._out_feature_channels[name], stride=self._out_feature_strides[name]
+ )
+ for name in self._out_features
+ }
+
+ @property
+ def size_divisibility(self):
+ return 32
diff --git a/annotator/OneFormer/oneformer/modeling/criterion.py b/annotator/OneFormer/oneformer/modeling/criterion.py
new file mode 100644
index 0000000000000000000000000000000000000000..dbc5c5e78b11be8996a22f99518add5a01341adf
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/criterion.py
@@ -0,0 +1,330 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/criterion.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+"""
+OneFormer criterion.
+"""
+import logging
+
+import torch
+import torch.nn.functional as F
+from torch import nn
+
+from detectron2.utils.comm import get_world_size
+from detectron2.projects.point_rend.point_features import (
+ get_uncertain_point_coords_with_randomness,
+ point_sample,
+)
+
+from ..utils.misc import is_dist_avail_and_initialized, nested_tensor_from_tensor_list
+from ..utils import box_ops
+import torch.distributed as dist
+import diffdist.functional as diff_dist
+import numpy as np
+
+def dist_collect(x):
+ """ collect all tensor from all GPUs
+ args:
+ x: shape (mini_batch, ...)
+ returns:
+ shape (mini_batch * num_gpu, ...)
+ """
+ x = x.contiguous()
+ out_list = [torch.zeros_like(x, device=x.device, dtype=x.dtype).contiguous() for _ in range(dist.get_world_size())]
+ out_list = diff_dist.all_gather(out_list, x)
+ return torch.cat(out_list, dim=0).contiguous()
+
+def dice_loss(
+ inputs: torch.Tensor,
+ targets: torch.Tensor,
+ num_masks: float,
+ ):
+ """
+ Compute the DICE loss, similar to generalized IOU for masks
+ Args:
+ inputs: A float tensor of arbitrary shape.
+ The predictions for each example.
+ targets: A float tensor with the same shape as inputs. Stores the binary
+ classification label for each element in inputs
+ (0 for the negative class and 1 for the positive class).
+ """
+ inputs = inputs.sigmoid()
+ inputs = inputs.flatten(1)
+ numerator = 2 * (inputs * targets).sum(-1)
+ denominator = inputs.sum(-1) + targets.sum(-1)
+ loss = 1 - (numerator + 1) / (denominator + 1)
+ return loss.sum() / num_masks
+
+
+dice_loss_jit = torch.jit.script(
+ dice_loss
+) # type: torch.jit.ScriptModule
+
+
+def sigmoid_ce_loss(
+ inputs: torch.Tensor,
+ targets: torch.Tensor,
+ num_masks: float,
+ ):
+ """
+ Args:
+ inputs: A float tensor of arbitrary shape.
+ The predictions for each example.
+ targets: A float tensor with the same shape as inputs. Stores the binary
+ classification label for each element in inputs
+ (0 for the negative class and 1 for the positive class).
+ Returns:
+ Loss tensor
+ """
+ loss = F.binary_cross_entropy_with_logits(inputs, targets, reduction="none")
+ loss = loss.mean(1)
+ return loss.sum() / num_masks
+
+
+sigmoid_ce_loss_jit = torch.jit.script(
+ sigmoid_ce_loss
+) # type: torch.jit.ScriptModule
+
+
+def calculate_uncertainty(logits):
+ """
+ We estimate uncerainty as L1 distance between 0.0 and the logit prediction in 'logits' for the
+ foreground class in `classes`.
+ Args:
+ logits (Tensor): A tensor of shape (R, 1, ...) for class-specific or
+ class-agnostic, where R is the total number of predicted masks in all images and C is
+ the number of foreground classes. The values are logits.
+ Returns:
+ scores (Tensor): A tensor of shape (R, 1, ...) that contains uncertainty scores with
+ the most uncertain locations having the highest uncertainty score.
+ """
+ assert logits.shape[1] == 1
+ gt_class_logits = logits.clone()
+ return -(torch.abs(gt_class_logits))
+
+
+class SetCriterion(nn.Module):
+ """This class computes the loss for DETR.
+ The process happens in two steps:
+ 1) we compute hungarian assignment between ground truth boxes and the outputs of the model
+ 2) we supervise each pair of matched ground-truth / prediction (supervise class and box)
+ """
+
+ def __init__(self, num_classes, matcher, weight_dict, eos_coef, losses,
+ num_points, oversample_ratio, importance_sample_ratio, contrast_temperature=None):
+ """Create the criterion.
+ Parameters:
+ num_classes: number of object categories, omitting the special no-object category
+ matcher: module able to compute a matching between targets and proposals
+ weight_dict: dict containing as key the names of the losses and as values their relative weight.
+ eos_coef: relative classification weight applied to the no-object category
+ losses: list of all the losses to be applied. See get_loss for list of available losses.
+ """
+ super().__init__()
+ self.num_classes = num_classes
+ self.matcher = matcher
+ self.weight_dict = weight_dict
+ self.eos_coef = eos_coef
+ self.losses = losses
+ empty_weight = torch.ones(self.num_classes + 1)
+ empty_weight[-1] = self.eos_coef
+ self.register_buffer("empty_weight", empty_weight)
+ self.cross_entropy = nn.CrossEntropyLoss()
+
+ # pointwise mask loss parameters
+ self.num_points = num_points
+ self.oversample_ratio = oversample_ratio
+ self.importance_sample_ratio = importance_sample_ratio
+ self.contrast_temperature = contrast_temperature
+ if self.contrast_temperature is not None:
+ self.logit_scale = nn.Parameter(torch.ones([]) * np.log(1 / contrast_temperature))
+
+
+ def loss_contrastive(self, outputs, targets, indices, num_masks):
+ assert "contrastive_logits" in outputs
+ assert "texts" in outputs
+ image_x = outputs["contrastive_logits"].float()
+
+ batch_size = image_x.shape[0]
+ # get label globally
+ if is_dist_avail_and_initialized():
+ labels = torch.arange(batch_size, dtype=torch.long, device=image_x.device) + batch_size * dist.get_rank()
+ else:
+ labels = torch.arange(batch_size, dtype=torch.long, device=image_x.device)
+
+ text_x = outputs["texts"]
+
+ # [B, C]
+ image_x = F.normalize(image_x.flatten(1), dim=-1)
+ text_x = F.normalize(text_x.flatten(1), dim=-1)
+
+ if is_dist_avail_and_initialized():
+ logits_per_img = image_x @ dist_collect(text_x).t()
+ logits_per_text = text_x @ dist_collect(image_x).t()
+ else:
+ logits_per_img = image_x @ text_x.t()
+ logits_per_text = text_x @ image_x.t()
+
+ logit_scale = torch.clamp(self.logit_scale.exp(), max=100)
+ loss_img = self.cross_entropy(logits_per_img * logit_scale, labels)
+ loss_text = self.cross_entropy(logits_per_text * logit_scale, labels)
+
+ loss_contrastive = loss_img + loss_text
+
+ losses = {"loss_contrastive": loss_contrastive}
+ return losses
+
+ def loss_labels(self, outputs, targets, indices, num_masks):
+ """Classification loss (NLL)
+ targets dicts must contain the key "labels" containing a tensor of dim [nb_target_boxes]
+ """
+ assert "pred_logits" in outputs
+ src_logits = outputs["pred_logits"].float()
+
+ idx = self._get_src_permutation_idx(indices)
+ target_classes_o = torch.cat([t["labels"][J] for t, (_, J) in zip(targets, indices)])
+ target_classes = torch.full(
+ src_logits.shape[:2], self.num_classes, dtype=torch.int64, device=src_logits.device
+ )
+ target_classes[idx] = target_classes_o
+
+ ce_weight = torch.full(
+ src_logits.shape[:2], self.eos_coef, dtype=torch.float32, device=src_logits.device
+ )
+ ce_weight[idx] = torch.tensor(1.).to(target_classes.device)
+
+ loss_ce = F.cross_entropy(src_logits.transpose(1, 2), target_classes, self.empty_weight, reduce=False, reduction="none")
+ loss_ce = loss_ce.sum(1) / ce_weight.sum()
+ loss_ce = loss_ce.sum()
+ losses = {"loss_ce": loss_ce}
+ return losses
+
+ def loss_masks(self, outputs, targets, indices, num_masks):
+ """Compute the losses related to the masks: the focal loss and the dice loss.
+ targets dicts must contain the key "masks" containing a tensor of dim [nb_target_boxes, h, w]
+ """
+ assert "pred_masks" in outputs
+
+ src_idx = self._get_src_permutation_idx(indices)
+ tgt_idx = self._get_tgt_permutation_idx(indices)
+ src_masks = outputs["pred_masks"]
+ src_masks = src_masks[src_idx]
+ masks = [t["masks"] for t in targets]
+ # TODO use valid to mask invalid areas due to padding in loss
+ target_masks, valid = nested_tensor_from_tensor_list(masks).decompose()
+ target_masks = target_masks.to(src_masks)
+ target_masks = target_masks[tgt_idx]
+
+ # No need to upsample predictions as we are using normalized coordinates :)
+ # N x 1 x H x W
+ src_masks = src_masks[:, None]
+ target_masks = target_masks[:, None]
+
+ with torch.no_grad():
+ # sample point_coords
+ point_coords = get_uncertain_point_coords_with_randomness(
+ src_masks,
+ lambda logits: calculate_uncertainty(logits),
+ self.num_points,
+ self.oversample_ratio,
+ self.importance_sample_ratio,
+ )
+ # get gt labels
+ point_labels = point_sample(
+ target_masks,
+ point_coords,
+ align_corners=False,
+ ).squeeze(1)
+
+ point_logits = point_sample(
+ src_masks,
+ point_coords,
+ align_corners=False,
+ ).squeeze(1)
+
+ losses = {
+ "loss_mask": sigmoid_ce_loss_jit(point_logits, point_labels, num_masks),
+ "loss_dice": dice_loss_jit(point_logits, point_labels, num_masks),
+ }
+
+ del src_masks
+ del target_masks
+ return losses
+
+ def _get_src_permutation_idx(self, indices):
+ # permute predictions following indices
+ batch_idx = torch.cat([torch.full_like(src, i) for i, (src, _) in enumerate(indices)])
+ src_idx = torch.cat([src for (src, _) in indices])
+ return batch_idx, src_idx
+
+ def _get_tgt_permutation_idx(self, indices):
+ # permute targets following indices
+ batch_idx = torch.cat([torch.full_like(tgt, i) for i, (_, tgt) in enumerate(indices)])
+ tgt_idx = torch.cat([tgt for (_, tgt) in indices])
+ return batch_idx, tgt_idx
+
+ def get_loss(self, loss, outputs, targets, indices, num_masks):
+ loss_map = {
+ 'labels': self.loss_labels,
+ 'masks': self.loss_masks,
+ 'contrastive': self.loss_contrastive,
+ }
+ assert loss in loss_map, f"do you really want to compute {loss} loss?"
+ return loss_map[loss](outputs, targets, indices, num_masks)
+
+ def forward(self, outputs, targets):
+ """This performs the loss computation.
+ Parameters:
+ outputs: dict of tensors, see the output specification of the model for the format
+ targets: list of dicts, such that len(targets) == batch_size.
+ The expected keys in each dict depends on the losses applied, see each loss' doc
+ """
+ outputs_without_aux = {k: v for k, v in outputs.items() if k != "aux_outputs"}
+
+ # Retrieve the matching between the outputs of the last layer and the targets
+ indices = self.matcher(outputs_without_aux, targets)
+
+ # Compute the average number of target boxes accross all nodes, for normalization purposes
+ num_masks = sum(len(t["labels"]) for t in targets)
+ num_masks = torch.as_tensor(
+ [num_masks], dtype=torch.float, device=next(iter(outputs.values())).device
+ )
+ if is_dist_avail_and_initialized():
+ torch.distributed.all_reduce(num_masks)
+ num_masks = torch.clamp(num_masks / get_world_size(), min=1).item()
+
+ # Compute all the requested losses
+ losses = {}
+ for loss in self.losses:
+ losses.update(self.get_loss(loss, outputs, targets, indices, num_masks))
+
+ # In case of auxiliary losses, we repeat this process with the output of each intermediate layer.
+ if "aux_outputs" in outputs:
+ for i, aux_outputs in enumerate(outputs["aux_outputs"]):
+ indices = self.matcher(aux_outputs, targets)
+ for loss in self.losses:
+ if loss == "contrastive":
+ continue
+ l_dict = self.get_loss(loss, aux_outputs, targets, indices, num_masks)
+ l_dict = {k + f"_{i}": v for k, v in l_dict.items()}
+ losses.update(l_dict)
+
+ return losses
+
+ def __repr__(self):
+ head = "Criterion " + self.__class__.__name__
+ body = [
+ "matcher: {}".format(self.matcher.__repr__(_repr_indent=8)),
+ "losses: {}".format(self.losses),
+ "weight_dict: {}".format(self.weight_dict),
+ "num_classes: {}".format(self.num_classes),
+ "eos_coef: {}".format(self.eos_coef),
+ "num_points: {}".format(self.num_points),
+ "oversample_ratio: {}".format(self.oversample_ratio),
+ "importance_sample_ratio: {}".format(self.importance_sample_ratio),
+ ]
+ _repr_indent = 4
+ lines = [head] + [" " * _repr_indent + line for line in body]
+ return "\n".join(lines)
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/modeling/matcher.py b/annotator/OneFormer/oneformer/modeling/matcher.py
new file mode 100644
index 0000000000000000000000000000000000000000..27f99c197b6865c053edbf2282e6347b83cf861f
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/matcher.py
@@ -0,0 +1,212 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/matcher.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+"""
+Modules to compute the matching cost and solve the corresponding LSAP.
+"""
+import torch
+import torch.nn.functional as F
+from scipy.optimize import linear_sum_assignment
+from torch import nn
+from torch.cuda.amp import autocast
+import numpy as np
+
+from detectron2.projects.point_rend.point_features import point_sample
+
+
+def linear_sum_assignment_with_nan(cost_matrix):
+ cost_matrix = np.asarray(cost_matrix)
+ nan = np.isnan(cost_matrix).any()
+ nan_all = np.isnan(cost_matrix).all()
+ empty = cost_matrix.size == 0
+
+ if not empty:
+ if nan_all:
+ print('Matrix contains all NaN values!')
+ elif nan:
+ print('Matrix contains NaN values!')
+
+ if nan_all:
+ cost_matrix = np.empty(shape=(0, 0))
+ elif nan:
+ cost_matrix[np.isnan(cost_matrix)] = 100
+
+ return linear_sum_assignment(cost_matrix)
+
+def batch_dice_loss(inputs: torch.Tensor, targets: torch.Tensor):
+ """
+ Compute the DICE loss, similar to generalized IOU for masks
+ Args:
+ inputs: A float tensor of arbitrary shape.
+ The predictions for each example.
+ targets: A float tensor with the same shape as inputs. Stores the binary
+ classification label for each element in inputs
+ (0 for the negative class and 1 for the positive class).
+ """
+ inputs = inputs.sigmoid()
+ inputs = inputs.flatten(1)
+ numerator = 2 * torch.einsum("nc,mc->nm", inputs, targets)
+ denominator = inputs.sum(-1)[:, None] + targets.sum(-1)[None, :]
+ loss = 1 - (numerator + 1) / (denominator + 1)
+ return loss
+
+
+batch_dice_loss_jit = torch.jit.script(
+ batch_dice_loss
+) # type: torch.jit.ScriptModule
+
+
+def batch_sigmoid_ce_loss(inputs: torch.Tensor, targets: torch.Tensor):
+ """
+ Args:
+ inputs: A float tensor of arbitrary shape.
+ The predictions for each example.
+ targets: A float tensor with the same shape as inputs. Stores the binary
+ classification label for each element in inputs
+ (0 for the negative class and 1 for the positive class).
+ Returns:
+ Loss tensor
+ """
+ hw = inputs.shape[1]
+
+ pos = F.binary_cross_entropy_with_logits(
+ inputs, torch.ones_like(inputs), reduction="none"
+ )
+ neg = F.binary_cross_entropy_with_logits(
+ inputs, torch.zeros_like(inputs), reduction="none"
+ )
+
+ loss = torch.einsum("nc,mc->nm", pos, targets) + torch.einsum(
+ "nc,mc->nm", neg, (1 - targets)
+ )
+
+ return loss / hw
+
+
+batch_sigmoid_ce_loss_jit = torch.jit.script(
+ batch_sigmoid_ce_loss
+) # type: torch.jit.ScriptModule
+
+
+class HungarianMatcher(nn.Module):
+ """This class computes an assignment between the targets and the predictions of the network
+
+ For efficiency reasons, the targets don't include the no_object. Because of this, in general,
+ there are more predictions than targets. In this case, we do a 1-to-1 matching of the best predictions,
+ while the others are un-matched (and thus treated as non-objects).
+ """
+
+ def __init__(self, cost_class: float = 1, cost_mask: float = 1,
+ cost_dice: float = 1, num_points: int = 0):
+ """Creates the matcher
+
+ Params:
+ cost_class: This is the relative weight of the classification error in the matching cost
+ cost_mask: This is the relative weight of the focal loss of the binary mask in the matching cost
+ cost_dice: This is the relative weight of the dice loss of the binary mask in the matching cost
+ """
+ super().__init__()
+ self.cost_class = cost_class
+ self.cost_mask = cost_mask
+ self.cost_dice = cost_dice
+
+ assert cost_class != 0 or cost_mask != 0 or cost_dice != 0, "all costs cant be 0"
+
+ self.num_points = num_points
+
+ @torch.no_grad()
+ def memory_efficient_forward(self, outputs, targets):
+ """More memory-friendly matching"""
+ bs, num_queries = outputs["pred_logits"].shape[:2]
+
+ indices = []
+
+ # Iterate through batch size
+ for b in range(bs):
+ out_prob = outputs["pred_logits"][b].softmax(-1) # [num_queries, num_classes]
+ tgt_ids = targets[b]["labels"]
+
+ # Compute the classification cost. Contrary to the loss, we don't use the NLL,
+ # but approximate it in 1 - proba[target class].
+ # The 1 is a constant that doesn't change the matching, it can be ommitted.
+ cost_class = -out_prob[:, tgt_ids]
+
+ out_mask = outputs["pred_masks"][b] # [num_queries, H_pred, W_pred]
+ # gt masks are already padded when preparing target
+ tgt_mask = targets[b]["masks"].to(out_mask)
+
+ out_mask = out_mask[:, None]
+ tgt_mask = tgt_mask[:, None]
+ # all masks share the same set of points for efficient matching!
+ point_coords = torch.rand(1, self.num_points, 2, device=out_mask.device)
+ # get gt labels
+ tgt_mask = point_sample(
+ tgt_mask,
+ point_coords.repeat(tgt_mask.shape[0], 1, 1),
+ align_corners=False,
+ ).squeeze(1)
+
+ out_mask = point_sample(
+ out_mask,
+ point_coords.repeat(out_mask.shape[0], 1, 1),
+ align_corners=False,
+ ).squeeze(1)
+
+ with autocast(enabled=False):
+ out_mask = out_mask.float()
+ tgt_mask = tgt_mask.float()
+ # Compute the focal loss between masks
+ cost_mask = batch_sigmoid_ce_loss_jit(out_mask, tgt_mask)
+ # Compute the dice loss betwen masks
+ cost_dice = batch_dice_loss(out_mask, tgt_mask)
+
+ # Final cost matrix
+ C = (
+ self.cost_mask * cost_mask
+ + self.cost_class * cost_class
+ + self.cost_dice * cost_dice
+ )
+ C = C.reshape(num_queries, -1).cpu()
+
+ indices.append(linear_sum_assignment_with_nan(C))
+
+ return [
+ (torch.as_tensor(i, dtype=torch.int64), torch.as_tensor(j, dtype=torch.int64))
+ for i, j in indices
+ ]
+
+ @torch.no_grad()
+ def forward(self, outputs, targets):
+ """Performs the matching
+
+ Params:
+ outputs: This is a dict that contains at least these entries:
+ "pred_logits": Tensor of dim [batch_size, num_queries, num_classes] with the classification logits
+ "pred_masks": Tensor of dim [batch_size, num_queries, H_pred, W_pred] with the predicted masks
+
+ targets: This is a list of targets (len(targets) = batch_size), where each target is a dict containing:
+ "labels": Tensor of dim [num_target_boxes] (where num_target_boxes is the number of ground-truth
+ objects in the target) containing the class labels
+ "masks": Tensor of dim [num_target_boxes, H_gt, W_gt] containing the target masks
+
+ Returns:
+ A list of size batch_size, containing tuples of (index_i, index_j) where:
+ - index_i is the indices of the selected predictions (in order)
+ - index_j is the indices of the corresponding selected targets (in order)
+ For each batch element, it holds:
+ len(index_i) = len(index_j) = min(num_queries, num_target_boxes)
+ """
+
+ return self.memory_efficient_forward(outputs, targets)
+
+ def __repr__(self, _repr_indent=4):
+ head = "Matcher " + self.__class__.__name__
+ body = [
+ "cost_class: {}".format(self.cost_class),
+ "cost_mask: {}".format(self.cost_mask),
+ "cost_dice: {}".format(self.cost_dice),
+ ]
+ lines = [head] + [" " * _repr_indent + line for line in body]
+ return "\n".join(lines)
diff --git a/annotator/OneFormer/oneformer/modeling/meta_arch/__init__.py b/annotator/OneFormer/oneformer/modeling/meta_arch/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..8b137891791fe96927ad78e64b0aad7bded08bdc
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/meta_arch/__init__.py
@@ -0,0 +1 @@
+
diff --git a/annotator/OneFormer/oneformer/modeling/meta_arch/oneformer_head.py b/annotator/OneFormer/oneformer/modeling/meta_arch/oneformer_head.py
new file mode 100644
index 0000000000000000000000000000000000000000..cf6dbd9f5d734acd3a895a15fa67544f872e80ea
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/meta_arch/oneformer_head.py
@@ -0,0 +1,135 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/meta_arch/mask_former_head.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import logging
+from copy import deepcopy
+from typing import Callable, Dict, List, Optional, Tuple, Union
+
+import fvcore.nn.weight_init as weight_init
+from torch import nn
+from torch.nn import functional as F
+
+from detectron2.config import configurable
+from detectron2.layers import Conv2d, ShapeSpec, get_norm
+from detectron2.modeling import SEM_SEG_HEADS_REGISTRY
+from ..pixel_decoder.fpn import build_pixel_decoder
+from ..transformer_decoder.oneformer_transformer_decoder import build_transformer_decoder
+
+@SEM_SEG_HEADS_REGISTRY.register()
+class OneFormerHead(nn.Module):
+
+ _version = 2
+
+ def _load_from_state_dict(
+ self, state_dict, prefix, local_metadata, strict, missing_keys, unexpected_keys, error_msgs
+ ):
+ version = local_metadata.get("version", None)
+ if version is None or version < 2:
+ # Do not warn if train from scratch
+ scratch = True
+ logger = logging.getLogger(__name__)
+ for k in list(state_dict.keys()):
+ newk = k
+ if "sem_seg_head" in k and not k.startswith(prefix + "predictor"):
+ newk = k.replace(prefix, prefix + "pixel_decoder.")
+ # logger.debug(f"{k} ==> {newk}")
+ if newk != k:
+ state_dict[newk] = state_dict[k]
+ del state_dict[k]
+ scratch = False
+
+ if not scratch:
+ logger.warning(
+ f"Weight format of {self.__class__.__name__} have changed! "
+ "Please upgrade your models. Applying automatic conversion now ..."
+ )
+
+ @configurable
+ def __init__(
+ self,
+ input_shape: Dict[str, ShapeSpec],
+ *,
+ num_classes: int,
+ pixel_decoder: nn.Module,
+ loss_weight: float = 1.0,
+ ignore_value: int = -1,
+ # extra parameters
+ transformer_predictor: nn.Module,
+ transformer_in_feature: str,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ input_shape: shapes (channels and stride) of the input features
+ num_classes: number of classes to predict
+ pixel_decoder: the pixel decoder module
+ loss_weight: loss weight
+ ignore_value: category id to be ignored during training.
+ transformer_predictor: the transformer decoder that makes prediction
+ transformer_in_feature: input feature name to the transformer_predictor
+ """
+ super().__init__()
+ input_shape = sorted(input_shape.items(), key=lambda x: x[1].stride)
+ self.in_features = [k for k, v in input_shape]
+ feature_strides = [v.stride for k, v in input_shape]
+ feature_channels = [v.channels for k, v in input_shape]
+
+ self.ignore_value = ignore_value
+ self.common_stride = 4
+ self.loss_weight = loss_weight
+
+ self.pixel_decoder = pixel_decoder
+ self.predictor = transformer_predictor
+ self.transformer_in_feature = transformer_in_feature
+
+ self.num_classes = num_classes
+
+ @classmethod
+ def from_config(cls, cfg, input_shape: Dict[str, ShapeSpec]):
+ # figure out in_channels to transformer predictor
+ if cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE == "transformer_encoder":
+ transformer_predictor_in_channels = cfg.MODEL.SEM_SEG_HEAD.CONVS_DIM
+ elif cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE == "pixel_embedding":
+ transformer_predictor_in_channels = cfg.MODEL.SEM_SEG_HEAD.MASK_DIM
+ elif cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE == "multi_scale_pixel_decoder":
+ transformer_predictor_in_channels = cfg.MODEL.SEM_SEG_HEAD.CONVS_DIM
+ else:
+ transformer_predictor_in_channels = input_shape[cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE].channels
+
+ return {
+ "input_shape": {
+ k: v for k, v in input_shape.items() if k in cfg.MODEL.SEM_SEG_HEAD.IN_FEATURES
+ },
+ "ignore_value": cfg.MODEL.SEM_SEG_HEAD.IGNORE_VALUE,
+ "num_classes": cfg.MODEL.SEM_SEG_HEAD.NUM_CLASSES,
+ "pixel_decoder": build_pixel_decoder(cfg, input_shape),
+ "loss_weight": cfg.MODEL.SEM_SEG_HEAD.LOSS_WEIGHT,
+ "transformer_in_feature": cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE,
+ "transformer_predictor": build_transformer_decoder(
+ cfg,
+ transformer_predictor_in_channels,
+ mask_classification=True,
+ ),
+ }
+
+ def forward(self, features, tasks, mask=None):
+ return self.layers(features, tasks, mask)
+
+ def layers(self, features, tasks, mask=None):
+ mask_features, transformer_encoder_features, multi_scale_features, _, _ = self.pixel_decoder.forward_features(features)
+
+ if self.transformer_in_feature == "multi_scale_pixel_decoder":
+ predictions = self.predictor(multi_scale_features, mask_features, tasks, mask)
+ else:
+ if self.transformer_in_feature == "transformer_encoder":
+ assert (
+ transformer_encoder_features is not None
+ ), "Please use the TransformerEncoderPixelDecoder."
+ predictions = self.predictor(transformer_encoder_features, mask_features, mask)
+ elif self.transformer_in_feature == "pixel_embedding":
+ predictions = self.predictor(mask_features, mask_features, mask)
+ else:
+ predictions = self.predictor(features[self.transformer_in_feature], mask_features, mask)
+ return predictions
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/__init__.py b/annotator/OneFormer/oneformer/modeling/pixel_decoder/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..8b137891791fe96927ad78e64b0aad7bded08bdc
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/__init__.py
@@ -0,0 +1 @@
+
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/fpn.py b/annotator/OneFormer/oneformer/modeling/pixel_decoder/fpn.py
new file mode 100644
index 0000000000000000000000000000000000000000..1828c74c27a1bd726af71e478d6e6cbb3a4e84ae
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/fpn.py
@@ -0,0 +1,314 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/pixel_decoder/fpn.py
+# ------------------------------------------------------------------------------
+import logging
+import numpy as np
+from typing import Callable, Dict, List, Optional, Tuple, Union
+
+import fvcore.nn.weight_init as weight_init
+import torch
+from torch import nn
+from torch.nn import functional as F
+from torch.nn.init import xavier_uniform_, constant_, uniform_, normal_
+from torch.cuda.amp import autocast
+
+from detectron2.config import configurable
+from detectron2.layers import Conv2d, DeformConv, ShapeSpec, get_norm
+from detectron2.modeling import SEM_SEG_HEADS_REGISTRY
+
+from ..transformer_decoder.position_encoding import PositionEmbeddingSine
+from ..transformer_decoder.transformer import TransformerEncoder, TransformerEncoderLayer, _get_clones, _get_activation_fn
+
+
+def build_pixel_decoder(cfg, input_shape):
+ """
+ Build a pixel decoder from `cfg.MODEL.ONE_FORMER.PIXEL_DECODER_NAME`.
+ """
+ name = cfg.MODEL.SEM_SEG_HEAD.PIXEL_DECODER_NAME
+ model = SEM_SEG_HEADS_REGISTRY.get(name)(cfg, input_shape)
+ forward_features = getattr(model, "forward_features", None)
+ if not callable(forward_features):
+ raise ValueError(
+ "Only SEM_SEG_HEADS with forward_features method can be used as pixel decoder. "
+ f"Please implement forward_features for {name} to only return mask features."
+ )
+ return model
+
+
+# This is a modified FPN decoder.
+@SEM_SEG_HEADS_REGISTRY.register()
+class BasePixelDecoder(nn.Module):
+ @configurable
+ def __init__(
+ self,
+ input_shape: Dict[str, ShapeSpec],
+ *,
+ conv_dim: int,
+ mask_dim: int,
+ norm: Optional[Union[str, Callable]] = None,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ input_shape: shapes (channels and stride) of the input features
+ conv_dims: number of output channels for the intermediate conv layers.
+ mask_dim: number of output channels for the final conv layer.
+ norm (str or callable): normalization for all conv layers
+ """
+ super().__init__()
+
+ input_shape = sorted(input_shape.items(), key=lambda x: x[1].stride)
+ self.in_features = [k for k, v in input_shape] # starting from "res2" to "res5"
+ feature_channels = [v.channels for k, v in input_shape]
+
+ lateral_convs = []
+ output_convs = []
+
+ use_bias = norm == ""
+ for idx, in_channels in enumerate(feature_channels):
+ if idx == len(self.in_features) - 1:
+ output_norm = get_norm(norm, conv_dim)
+ output_conv = Conv2d(
+ in_channels,
+ conv_dim,
+ kernel_size=3,
+ stride=1,
+ padding=1,
+ bias=use_bias,
+ norm=output_norm,
+ activation=F.relu,
+ )
+ weight_init.c2_xavier_fill(output_conv)
+ self.add_module("layer_{}".format(idx + 1), output_conv)
+
+ lateral_convs.append(None)
+ output_convs.append(output_conv)
+ else:
+ lateral_norm = get_norm(norm, conv_dim)
+ output_norm = get_norm(norm, conv_dim)
+
+ lateral_conv = Conv2d(
+ in_channels, conv_dim, kernel_size=1, bias=use_bias, norm=lateral_norm
+ )
+ output_conv = Conv2d(
+ conv_dim,
+ conv_dim,
+ kernel_size=3,
+ stride=1,
+ padding=1,
+ bias=use_bias,
+ norm=output_norm,
+ activation=F.relu,
+ )
+ weight_init.c2_xavier_fill(lateral_conv)
+ weight_init.c2_xavier_fill(output_conv)
+ self.add_module("adapter_{}".format(idx + 1), lateral_conv)
+ self.add_module("layer_{}".format(idx + 1), output_conv)
+
+ lateral_convs.append(lateral_conv)
+ output_convs.append(output_conv)
+ # Place convs into top-down order (from low to high resolution)
+ # to make the top-down computation in forward clearer.
+ self.lateral_convs = lateral_convs[::-1]
+ self.output_convs = output_convs[::-1]
+
+ self.mask_dim = mask_dim
+ self.mask_features = Conv2d(
+ conv_dim,
+ mask_dim,
+ kernel_size=3,
+ stride=1,
+ padding=1,
+ )
+ weight_init.c2_xavier_fill(self.mask_features)
+
+ self.oneformer_num_feature_levels = 3 # always use 3 scales
+
+ @classmethod
+ def from_config(cls, cfg, input_shape: Dict[str, ShapeSpec]):
+ ret = {}
+ ret["input_shape"] = {
+ k: v for k, v in input_shape.items() if k in cfg.MODEL.SEM_SEG_HEAD.IN_FEATURES
+ }
+ ret["conv_dim"] = cfg.MODEL.SEM_SEG_HEAD.CONVS_DIM
+ ret["mask_dim"] = cfg.MODEL.SEM_SEG_HEAD.MASK_DIM
+ ret["norm"] = cfg.MODEL.SEM_SEG_HEAD.NORM
+ return ret
+
+ def forward_features(self, features):
+ multi_scale_features = []
+ num_cur_levels = 0
+ # Reverse feature maps into top-down order (from low to high resolution)
+ for idx, f in enumerate(self.in_features[::-1]):
+ x = features[f]
+ lateral_conv = self.lateral_convs[idx]
+ output_conv = self.output_convs[idx]
+ if lateral_conv is None:
+ y = output_conv(x)
+ else:
+ cur_fpn = lateral_conv(x)
+ # Following FPN implementation, we use nearest upsampling here
+ y = cur_fpn + F.interpolate(y, size=cur_fpn.shape[-2:], mode="nearest")
+ y = output_conv(y)
+ if num_cur_levels < self.oneformer_num_feature_levels:
+ multi_scale_features.append(y)
+ num_cur_levels += 1
+ return self.mask_features(y), None, multi_scale_features
+
+ def forward(self, features, targets=None):
+ logger = logging.getLogger(__name__)
+ logger.warning("Calling forward() may cause unpredicted behavior of PixelDecoder module.")
+ return self.forward_features(features)
+
+
+class TransformerEncoderOnly(nn.Module):
+ def __init__(
+ self,
+ d_model=512,
+ nhead=8,
+ num_encoder_layers=6,
+ dim_feedforward=2048,
+ dropout=0.1,
+ activation="relu",
+ normalize_before=False,
+ ):
+ super().__init__()
+
+ encoder_layer = TransformerEncoderLayer(
+ d_model, nhead, dim_feedforward, dropout, activation, normalize_before
+ )
+ encoder_norm = nn.LayerNorm(d_model) if normalize_before else None
+ self.encoder = TransformerEncoder(encoder_layer, num_encoder_layers, encoder_norm)
+
+ self._reset_parameters()
+
+ self.d_model = d_model
+ self.nhead = nhead
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+
+ def forward(self, src, mask, pos_embed):
+ # flatten NxCxHxW to HWxNxC
+ bs, c, h, w = src.shape
+ src = src.flatten(2).permute(2, 0, 1)
+ pos_embed = pos_embed.flatten(2).permute(2, 0, 1)
+ if mask is not None:
+ mask = mask.flatten(1)
+
+ memory = self.encoder(src, src_key_padding_mask=mask, pos=pos_embed)
+ return memory.permute(1, 2, 0).view(bs, c, h, w)
+
+
+# This is a modified FPN decoder with extra Transformer encoder that processes the lowest-resolution feature map.
+@SEM_SEG_HEADS_REGISTRY.register()
+class TransformerEncoderPixelDecoder(BasePixelDecoder):
+ @configurable
+ def __init__(
+ self,
+ input_shape: Dict[str, ShapeSpec],
+ *,
+ transformer_dropout: float,
+ transformer_nheads: int,
+ transformer_dim_feedforward: int,
+ transformer_enc_layers: int,
+ transformer_pre_norm: bool,
+ conv_dim: int,
+ mask_dim: int,
+ norm: Optional[Union[str, Callable]] = None,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ input_shape: shapes (channels and stride) of the input features
+ transformer_dropout: dropout probability in transformer
+ transformer_nheads: number of heads in transformer
+ transformer_dim_feedforward: dimension of feedforward network
+ transformer_enc_layers: number of transformer encoder layers
+ transformer_pre_norm: whether to use pre-layernorm or not
+ conv_dims: number of output channels for the intermediate conv layers.
+ mask_dim: number of output channels for the final conv layer.
+ norm (str or callable): normalization for all conv layers
+ """
+ super().__init__(input_shape, conv_dim=conv_dim, mask_dim=mask_dim, norm=norm)
+
+ input_shape = sorted(input_shape.items(), key=lambda x: x[1].stride)
+ self.in_features = [k for k, v in input_shape] # starting from "res2" to "res5"
+ feature_strides = [v.stride for k, v in input_shape]
+ feature_channels = [v.channels for k, v in input_shape]
+
+ in_channels = feature_channels[len(self.in_features) - 1]
+ self.input_proj = Conv2d(in_channels, conv_dim, kernel_size=1)
+ weight_init.c2_xavier_fill(self.input_proj)
+ self.transformer = TransformerEncoderOnly(
+ d_model=conv_dim,
+ dropout=transformer_dropout,
+ nhead=transformer_nheads,
+ dim_feedforward=transformer_dim_feedforward,
+ num_encoder_layers=transformer_enc_layers,
+ normalize_before=transformer_pre_norm,
+ )
+ N_steps = conv_dim // 2
+ self.pe_layer = PositionEmbeddingSine(N_steps, normalize=True)
+
+ # update layer
+ use_bias = norm == ""
+ output_norm = get_norm(norm, conv_dim)
+ output_conv = Conv2d(
+ conv_dim,
+ conv_dim,
+ kernel_size=3,
+ stride=1,
+ padding=1,
+ bias=use_bias,
+ norm=output_norm,
+ activation=F.relu,
+ )
+ weight_init.c2_xavier_fill(output_conv)
+ delattr(self, "layer_{}".format(len(self.in_features)))
+ self.add_module("layer_{}".format(len(self.in_features)), output_conv)
+ self.output_convs[0] = output_conv
+
+ @classmethod
+ def from_config(cls, cfg, input_shape: Dict[str, ShapeSpec]):
+ ret = super().from_config(cfg, input_shape)
+ ret["transformer_dropout"] = cfg.MODEL.ONE_FORMER.DROPOUT
+ ret["transformer_nheads"] = cfg.MODEL.ONE_FORMER.NHEADS
+ ret["transformer_dim_feedforward"] = cfg.MODEL.ONE_FORMER.DIM_FEEDFORWARD
+ ret[
+ "transformer_enc_layers"
+ ] = cfg.MODEL.SEM_SEG_HEAD.TRANSFORMER_ENC_LAYERS # a separate config
+ ret["transformer_pre_norm"] = cfg.MODEL.ONE_FORMER.PRE_NORM
+ return ret
+
+ def forward_features(self, features):
+ multi_scale_features = []
+ num_cur_levels = 0
+ # Reverse feature maps into top-down order (from low to high resolution)
+ for idx, f in enumerate(self.in_features[::-1]):
+ x = features[f]
+ lateral_conv = self.lateral_convs[idx]
+ output_conv = self.output_convs[idx]
+ if lateral_conv is None:
+ transformer = self.input_proj(x)
+ pos = self.pe_layer(x)
+ transformer = self.transformer(transformer, None, pos)
+ y = output_conv(transformer)
+ # save intermediate feature as input to Transformer decoder
+ transformer_encoder_features = transformer
+ else:
+ cur_fpn = lateral_conv(x)
+ # Following FPN implementation, we use nearest upsampling here
+ y = cur_fpn + F.interpolate(y, size=cur_fpn.shape[-2:], mode="nearest")
+ y = output_conv(y)
+ if num_cur_levels < self.oneformer_num_feature_levels:
+ multi_scale_features.append(y)
+ num_cur_levels += 1
+ return self.mask_features(y), transformer_encoder_features, multi_scale_features
+
+ def forward(self, features, targets=None):
+ logger = logging.getLogger(__name__)
+ logger.warning("Calling forward() may cause unpredicted behavior of PixelDecoder module.")
+ return self.forward_features(features)
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/msdeformattn.py b/annotator/OneFormer/oneformer/modeling/pixel_decoder/msdeformattn.py
new file mode 100644
index 0000000000000000000000000000000000000000..9b6d0aa078fba389ce2eafe1e43e5834df475ccb
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/msdeformattn.py
@@ -0,0 +1,362 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/pixel_decoder/msdeformattn.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import logging
+import numpy as np
+from typing import Callable, Dict, List, Optional, Tuple, Union
+
+import fvcore.nn.weight_init as weight_init
+import torch
+from torch import nn
+from torch.nn import functional as F
+from torch.nn.init import xavier_uniform_, constant_, uniform_, normal_
+from torch.cuda.amp import autocast
+
+from detectron2.config import configurable
+from detectron2.layers import Conv2d, ShapeSpec, get_norm
+from detectron2.modeling import SEM_SEG_HEADS_REGISTRY
+
+from ..transformer_decoder.position_encoding import PositionEmbeddingSine
+from ..transformer_decoder.transformer import _get_clones, _get_activation_fn
+from .ops.modules import MSDeformAttn
+
+
+# MSDeformAttn Transformer encoder in deformable detr
+class MSDeformAttnTransformerEncoderOnly(nn.Module):
+ def __init__(self, d_model=256, nhead=8,
+ num_encoder_layers=6, dim_feedforward=1024, dropout=0.1,
+ activation="relu",
+ num_feature_levels=4, enc_n_points=4,
+ ):
+ super().__init__()
+
+ self.d_model = d_model
+ self.nhead = nhead
+
+ encoder_layer = MSDeformAttnTransformerEncoderLayer(d_model, dim_feedforward,
+ dropout, activation,
+ num_feature_levels, nhead, enc_n_points)
+ self.encoder = MSDeformAttnTransformerEncoder(encoder_layer, num_encoder_layers)
+
+ self.level_embed = nn.Parameter(torch.Tensor(num_feature_levels, d_model))
+
+ self._reset_parameters()
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+ for m in self.modules():
+ if isinstance(m, MSDeformAttn):
+ m._reset_parameters()
+ normal_(self.level_embed)
+
+ def get_valid_ratio(self, mask):
+ _, H, W = mask.shape
+ valid_H = torch.sum(~mask[:, :, 0], 1)
+ valid_W = torch.sum(~mask[:, 0, :], 1)
+ valid_ratio_h = valid_H.float() / H
+ valid_ratio_w = valid_W.float() / W
+ valid_ratio = torch.stack([valid_ratio_w, valid_ratio_h], -1)
+ return valid_ratio
+
+ def forward(self, srcs, pos_embeds):
+ masks = [torch.zeros((x.size(0), x.size(2), x.size(3)), device=x.device, dtype=torch.bool) for x in srcs]
+ # prepare input for encoder
+ src_flatten = []
+ mask_flatten = []
+ lvl_pos_embed_flatten = []
+ spatial_shapes = []
+ for lvl, (src, mask, pos_embed) in enumerate(zip(srcs, masks, pos_embeds)):
+ bs, c, h, w = src.shape
+ spatial_shape = (h, w)
+ spatial_shapes.append(spatial_shape)
+ src = src.flatten(2).transpose(1, 2)
+ mask = mask.flatten(1)
+ pos_embed = pos_embed.flatten(2).transpose(1, 2)
+ lvl_pos_embed = pos_embed + self.level_embed[lvl].view(1, 1, -1)
+ lvl_pos_embed_flatten.append(lvl_pos_embed)
+ src_flatten.append(src)
+ mask_flatten.append(mask)
+ src_flatten = torch.cat(src_flatten, 1)
+ mask_flatten = torch.cat(mask_flatten, 1)
+ lvl_pos_embed_flatten = torch.cat(lvl_pos_embed_flatten, 1)
+ spatial_shapes = torch.as_tensor(spatial_shapes, dtype=torch.long, device=src_flatten.device)
+ level_start_index = torch.cat((spatial_shapes.new_zeros((1, )), spatial_shapes.prod(1).cumsum(0)[:-1]))
+ valid_ratios = torch.stack([self.get_valid_ratio(m) for m in masks], 1)
+
+ # encoder
+ memory = self.encoder(src_flatten, spatial_shapes, level_start_index, valid_ratios, lvl_pos_embed_flatten, mask_flatten)
+
+ return memory, spatial_shapes, level_start_index, valid_ratios
+
+
+class MSDeformAttnTransformerEncoderLayer(nn.Module):
+ def __init__(self,
+ d_model=256, d_ffn=1024,
+ dropout=0.1, activation="relu",
+ n_levels=4, n_heads=8, n_points=4):
+ super().__init__()
+
+ # self attention
+ self.self_attn = MSDeformAttn(d_model, n_levels, n_heads, n_points)
+ self.dropout1 = nn.Dropout(dropout)
+ self.norm1 = nn.LayerNorm(d_model)
+
+ # ffn
+ self.linear1 = nn.Linear(d_model, d_ffn)
+ self.activation = _get_activation_fn(activation)
+ self.dropout2 = nn.Dropout(dropout)
+ self.linear2 = nn.Linear(d_ffn, d_model)
+ self.dropout3 = nn.Dropout(dropout)
+ self.norm2 = nn.LayerNorm(d_model)
+
+ @staticmethod
+ def with_pos_embed(tensor, pos):
+ return tensor if pos is None else tensor + pos
+
+ def forward_ffn(self, src):
+ src2 = self.linear2(self.dropout2(self.activation(self.linear1(src))))
+ src = src + self.dropout3(src2)
+ src = self.norm2(src)
+ return src
+
+ def forward(self, src, pos, reference_points, spatial_shapes, level_start_index, padding_mask=None):
+ # self attention
+ src2 = self.self_attn(self.with_pos_embed(src, pos), reference_points, src, spatial_shapes, level_start_index, padding_mask)
+ src = src + self.dropout1(src2)
+ src = self.norm1(src)
+
+ # ffn
+ src = self.forward_ffn(src)
+
+ return src
+
+
+class MSDeformAttnTransformerEncoder(nn.Module):
+ def __init__(self, encoder_layer, num_layers):
+ super().__init__()
+ self.layers = _get_clones(encoder_layer, num_layers)
+ self.num_layers = num_layers
+
+ @staticmethod
+ def get_reference_points(spatial_shapes, valid_ratios, device):
+ reference_points_list = []
+ for lvl, (H_, W_) in enumerate(spatial_shapes):
+
+ ref_y, ref_x = torch.meshgrid(torch.linspace(0.5, H_ - 0.5, H_, dtype=torch.float32, device=device),
+ torch.linspace(0.5, W_ - 0.5, W_, dtype=torch.float32, device=device))
+ ref_y = ref_y.reshape(-1)[None] / (valid_ratios[:, None, lvl, 1] * H_)
+ ref_x = ref_x.reshape(-1)[None] / (valid_ratios[:, None, lvl, 0] * W_)
+ ref = torch.stack((ref_x, ref_y), -1)
+ reference_points_list.append(ref)
+ reference_points = torch.cat(reference_points_list, 1)
+ reference_points = reference_points[:, :, None] * valid_ratios[:, None]
+ return reference_points
+
+ def forward(self, src, spatial_shapes, level_start_index, valid_ratios, pos=None, padding_mask=None):
+ output = src
+ reference_points = self.get_reference_points(spatial_shapes, valid_ratios, device=src.device)
+ for _, layer in enumerate(self.layers):
+ output = layer(output, pos, reference_points, spatial_shapes, level_start_index, padding_mask)
+
+ return output
+
+
+@SEM_SEG_HEADS_REGISTRY.register()
+class MSDeformAttnPixelDecoder(nn.Module):
+ @configurable
+ def __init__(
+ self,
+ input_shape: Dict[str, ShapeSpec],
+ *,
+ transformer_dropout: float,
+ transformer_nheads: int,
+ transformer_dim_feedforward: int,
+ transformer_enc_layers: int,
+ conv_dim: int,
+ mask_dim: int,
+ norm: Optional[Union[str, Callable]] = None,
+ # deformable transformer encoder args
+ transformer_in_features: List[str],
+ common_stride: int,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ input_shape: shapes (channels and stride) of the input features
+ transformer_dropout: dropout probability in transformer
+ transformer_nheads: number of heads in transformer
+ transformer_dim_feedforward: dimension of feedforward network
+ transformer_enc_layers: number of transformer encoder layers
+ conv_dims: number of output channels for the intermediate conv layers.
+ mask_dim: number of output channels for the final conv layer.
+ norm (str or callable): normalization for all conv layers
+ """
+ super().__init__()
+ transformer_input_shape = {
+ k: v for k, v in input_shape.items() if k in transformer_in_features
+ }
+
+ # this is the input shape of pixel decoder
+ input_shape = sorted(input_shape.items(), key=lambda x: x[1].stride)
+ self.in_features = [k for k, v in input_shape] # starting from "res2" to "res5"
+ self.feature_strides = [v.stride for k, v in input_shape]
+ self.feature_channels = [v.channels for k, v in input_shape]
+
+ # this is the input shape of transformer encoder (could use less features than pixel decoder
+ transformer_input_shape = sorted(transformer_input_shape.items(), key=lambda x: x[1].stride)
+ self.transformer_in_features = [k for k, v in transformer_input_shape] # starting from "res2" to "res5"
+ transformer_in_channels = [v.channels for k, v in transformer_input_shape]
+ self.transformer_feature_strides = [v.stride for k, v in transformer_input_shape] # to decide extra FPN layers
+
+ self.transformer_num_feature_levels = len(self.transformer_in_features)
+ if self.transformer_num_feature_levels > 1:
+ input_proj_list = []
+ # from low resolution to high resolution (res5 -> res2)
+ for in_channels in transformer_in_channels[::-1]:
+ input_proj_list.append(nn.Sequential(
+ nn.Conv2d(in_channels, conv_dim, kernel_size=1),
+ nn.GroupNorm(32, conv_dim),
+ ))
+ self.input_proj = nn.ModuleList(input_proj_list)
+ else:
+ self.input_proj = nn.ModuleList([
+ nn.Sequential(
+ nn.Conv2d(transformer_in_channels[-1], conv_dim, kernel_size=1),
+ nn.GroupNorm(32, conv_dim),
+ )])
+
+ for proj in self.input_proj:
+ nn.init.xavier_uniform_(proj[0].weight, gain=1)
+ nn.init.constant_(proj[0].bias, 0)
+
+ self.transformer = MSDeformAttnTransformerEncoderOnly(
+ d_model=conv_dim,
+ dropout=transformer_dropout,
+ nhead=transformer_nheads,
+ dim_feedforward=transformer_dim_feedforward,
+ num_encoder_layers=transformer_enc_layers,
+ num_feature_levels=self.transformer_num_feature_levels,
+ )
+ N_steps = conv_dim // 2
+ self.pe_layer = PositionEmbeddingSine(N_steps, normalize=True)
+
+ self.mask_dim = mask_dim
+ # use 1x1 conv instead
+ self.mask_features = Conv2d(
+ conv_dim,
+ mask_dim,
+ kernel_size=1,
+ stride=1,
+ padding=0,
+ )
+ weight_init.c2_xavier_fill(self.mask_features)
+
+ self.oneformer_num_feature_levels = 3 # always use 3 scales
+ self.common_stride = common_stride
+
+ # extra fpn levels
+ stride = min(self.transformer_feature_strides)
+ self.num_fpn_levels = int(np.log2(stride) - np.log2(self.common_stride))
+
+ lateral_convs = []
+ output_convs = []
+
+ use_bias = norm == ""
+ for idx, in_channels in enumerate(self.feature_channels[:self.num_fpn_levels]):
+ lateral_norm = get_norm(norm, conv_dim)
+ output_norm = get_norm(norm, conv_dim)
+
+ lateral_conv = Conv2d(
+ in_channels, conv_dim, kernel_size=1, bias=use_bias, norm=lateral_norm
+ )
+ output_conv = Conv2d(
+ conv_dim,
+ conv_dim,
+ kernel_size=3,
+ stride=1,
+ padding=1,
+ bias=use_bias,
+ norm=output_norm,
+ activation=F.relu,
+ )
+ weight_init.c2_xavier_fill(lateral_conv)
+ weight_init.c2_xavier_fill(output_conv)
+ self.add_module("adapter_{}".format(idx + 1), lateral_conv)
+ self.add_module("layer_{}".format(idx + 1), output_conv)
+
+ lateral_convs.append(lateral_conv)
+ output_convs.append(output_conv)
+ # Place convs into top-down order (from low to high resolution)
+ # to make the top-down computation in forward clearer.
+ self.lateral_convs = lateral_convs[::-1]
+ self.output_convs = output_convs[::-1]
+
+ @classmethod
+ def from_config(cls, cfg, input_shape: Dict[str, ShapeSpec]):
+ ret = {}
+ ret["input_shape"] = {
+ k: v for k, v in input_shape.items() if k in cfg.MODEL.SEM_SEG_HEAD.IN_FEATURES
+ }
+ ret["conv_dim"] = cfg.MODEL.SEM_SEG_HEAD.CONVS_DIM
+ ret["mask_dim"] = cfg.MODEL.SEM_SEG_HEAD.MASK_DIM
+ ret["norm"] = cfg.MODEL.SEM_SEG_HEAD.NORM
+ ret["transformer_dropout"] = cfg.MODEL.ONE_FORMER.DROPOUT
+ ret["transformer_nheads"] = cfg.MODEL.ONE_FORMER.NHEADS
+ # ret["transformer_dim_feedforward"] = cfg.MODEL.ONE_FORMER.DIM_FEEDFORWARD
+ ret["transformer_dim_feedforward"] = 1024 # use 1024 for deformable transformer encoder
+ ret[
+ "transformer_enc_layers"
+ ] = cfg.MODEL.SEM_SEG_HEAD.TRANSFORMER_ENC_LAYERS # a separate config
+ ret["transformer_in_features"] = cfg.MODEL.SEM_SEG_HEAD.DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES
+ ret["common_stride"] = cfg.MODEL.SEM_SEG_HEAD.COMMON_STRIDE
+ return ret
+
+ @autocast(enabled=False)
+ def forward_features(self, features):
+ srcs = []
+ pos = []
+ # Reverse feature maps into top-down order (from low to high resolution)
+ for idx, f in enumerate(self.transformer_in_features[::-1]):
+ x = features[f].float() # deformable detr does not support half precision
+ srcs.append(self.input_proj[idx](x))
+ pos.append(self.pe_layer(x))
+
+ y, spatial_shapes, level_start_index, valid_ratios = self.transformer(srcs, pos)
+ bs = y.shape[0]
+
+ split_size_or_sections = [None] * self.transformer_num_feature_levels
+ for i in range(self.transformer_num_feature_levels):
+ if i < self.transformer_num_feature_levels - 1:
+ split_size_or_sections[i] = level_start_index[i + 1] - level_start_index[i]
+ else:
+ split_size_or_sections[i] = y.shape[1] - level_start_index[i]
+ y = torch.split(y, split_size_or_sections, dim=1)
+
+ out = []
+ multi_scale_features = []
+ num_cur_levels = 0
+ for i, z in enumerate(y):
+ out.append(z.transpose(1, 2).view(bs, -1, spatial_shapes[i][0], spatial_shapes[i][1]))
+
+ # append `out` with extra FPN levels
+ # Reverse feature maps into top-down order (from low to high resolution)
+ for idx, f in enumerate(self.in_features[:self.num_fpn_levels][::-1]):
+ x = features[f].float()
+ lateral_conv = self.lateral_convs[idx]
+ output_conv = self.output_convs[idx]
+ cur_fpn = lateral_conv(x)
+ # Following FPN implementation, we use nearest upsampling here
+ y = cur_fpn + F.interpolate(out[-1], size=cur_fpn.shape[-2:], mode="bilinear", align_corners=False)
+ y = output_conv(y)
+ out.append(y)
+
+ for o in out:
+ if num_cur_levels < self.oneformer_num_feature_levels:
+ multi_scale_features.append(o)
+ num_cur_levels += 1
+
+ return self.mask_features(out[-1]), out[0], multi_scale_features, spatial_shapes, level_start_index
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/functions/__init__.py b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/functions/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..8a2197bda3199aa32cafc5b9d396479609853dd2
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/functions/__init__.py
@@ -0,0 +1,10 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+from .ms_deform_attn_func import MSDeformAttnFunction
+
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/functions/ms_deform_attn_func.py b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/functions/ms_deform_attn_func.py
new file mode 100644
index 0000000000000000000000000000000000000000..42f2597235ed11cec681e21112dcdebd0c9a1149
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/functions/ms_deform_attn_func.py
@@ -0,0 +1,75 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+from __future__ import absolute_import
+from __future__ import print_function
+from __future__ import division
+
+import torch
+import torch.nn.functional as F
+from torch.autograd import Function
+from torch.autograd.function import once_differentiable
+
+if torch.cuda.is_available():
+ try:
+ import MultiScaleDeformableAttention as MSDA
+ except ModuleNotFoundError as e:
+ info_string = (
+ "\n\nPlease compile MultiScaleDeformableAttention CUDA op with the following commands:\n"
+ "\t`cd mask2former/modeling/pixel_decoder/ops`\n"
+ "\t`sh make.sh`\n"
+ )
+ raise ModuleNotFoundError(info_string)
+else:
+ MultiScaleDeformableAttention = None
+
+
+class MSDeformAttnFunction(Function):
+ @staticmethod
+ def forward(ctx, value, value_spatial_shapes, value_level_start_index, sampling_locations, attention_weights, im2col_step):
+ ctx.im2col_step = im2col_step
+ output = MSDA.ms_deform_attn_forward(
+ value, value_spatial_shapes, value_level_start_index, sampling_locations, attention_weights, ctx.im2col_step)
+ ctx.save_for_backward(value, value_spatial_shapes, value_level_start_index, sampling_locations, attention_weights)
+ return output
+
+ @staticmethod
+ @once_differentiable
+ def backward(ctx, grad_output):
+ value, value_spatial_shapes, value_level_start_index, sampling_locations, attention_weights = ctx.saved_tensors
+ grad_value, grad_sampling_loc, grad_attn_weight = \
+ MSDA.ms_deform_attn_backward(
+ value, value_spatial_shapes, value_level_start_index, sampling_locations, attention_weights, grad_output, ctx.im2col_step)
+
+ return grad_value, None, None, grad_sampling_loc, grad_attn_weight, None
+
+
+def ms_deform_attn_core_pytorch(value, value_spatial_shapes, sampling_locations, attention_weights):
+ # for debug and test only,
+ # need to use cuda version instead
+ N_, S_, M_, D_ = value.shape
+ _, Lq_, M_, L_, P_, _ = sampling_locations.shape
+ value_list = value.split([H_ * W_ for H_, W_ in value_spatial_shapes], dim=1)
+ sampling_grids = 2 * sampling_locations - 1
+ sampling_value_list = []
+ for lid_, (H_, W_) in enumerate(value_spatial_shapes):
+ # N_, H_*W_, M_, D_ -> N_, H_*W_, M_*D_ -> N_, M_*D_, H_*W_ -> N_*M_, D_, H_, W_
+ value_l_ = value_list[lid_].flatten(2).transpose(1, 2).reshape(N_*M_, D_, H_, W_)
+ # N_, Lq_, M_, P_, 2 -> N_, M_, Lq_, P_, 2 -> N_*M_, Lq_, P_, 2
+ sampling_grid_l_ = sampling_grids[:, :, :, lid_].transpose(1, 2).flatten(0, 1)
+ # N_*M_, D_, Lq_, P_
+ sampling_value_l_ = F.grid_sample(value_l_, sampling_grid_l_,
+ mode='bilinear', padding_mode='zeros', align_corners=False)
+ sampling_value_list.append(sampling_value_l_)
+ # (N_, Lq_, M_, L_, P_) -> (N_, M_, Lq_, L_, P_) -> (N_, M_, 1, Lq_, L_*P_)
+ attention_weights = attention_weights.transpose(1, 2).reshape(N_*M_, 1, Lq_, L_*P_)
+ output = (torch.stack(sampling_value_list, dim=-2).flatten(-2) * attention_weights).sum(-1).view(N_, M_*D_, Lq_)
+ return output.transpose(1, 2).contiguous()
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/make.sh b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/make.sh
new file mode 100755
index 0000000000000000000000000000000000000000..7b38cdbf48f3571d986a33e7563b517952b51bb2
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/make.sh
@@ -0,0 +1,13 @@
+#!/usr/bin/env bash
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+python setup.py build install
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/modules/__init__.py b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/modules/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..855ca1095aacc2a0418722497a8fdcaa56427b45
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/modules/__init__.py
@@ -0,0 +1,10 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+
+from .ms_deform_attn import MSDeformAttn
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/modules/ms_deform_attn.py b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/modules/ms_deform_attn.py
new file mode 100644
index 0000000000000000000000000000000000000000..6ba6422f134b5ad547019b536f37ec345b0cc59c
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/modules/ms_deform_attn.py
@@ -0,0 +1,126 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+from __future__ import absolute_import
+from __future__ import print_function
+from __future__ import division
+
+import warnings
+import math
+
+import torch
+from torch import nn
+import torch.nn.functional as F
+from torch.nn.init import xavier_uniform_, constant_
+
+if torch.cuda.is_available():
+ from ..functions import MSDeformAttnFunction
+else:
+ MSDeformAttnFunction = None
+from ..functions.ms_deform_attn_func import ms_deform_attn_core_pytorch
+
+
+def _is_power_of_2(n):
+ if (not isinstance(n, int)) or (n < 0):
+ raise ValueError("invalid input for _is_power_of_2: {} (type: {})".format(n, type(n)))
+ return (n & (n-1) == 0) and n != 0
+
+
+class MSDeformAttn(nn.Module):
+ def __init__(self, d_model=256, n_levels=4, n_heads=8, n_points=4):
+ """
+ Multi-Scale Deformable Attention Module
+ :param d_model hidden dimension
+ :param n_levels number of feature levels
+ :param n_heads number of attention heads
+ :param n_points number of sampling points per attention head per feature level
+ """
+ super().__init__()
+ if d_model % n_heads != 0:
+ raise ValueError('d_model must be divisible by n_heads, but got {} and {}'.format(d_model, n_heads))
+ _d_per_head = d_model // n_heads
+ # you'd better set _d_per_head to a power of 2 which is more efficient in our CUDA implementation
+ if not _is_power_of_2(_d_per_head):
+ warnings.warn("You'd better set d_model in MSDeformAttn to make the dimension of each attention head a power of 2 "
+ "which is more efficient in our CUDA implementation.")
+
+ self.im2col_step = 128
+
+ self.d_model = d_model
+ self.n_levels = n_levels
+ self.n_heads = n_heads
+ self.n_points = n_points
+
+ self.sampling_offsets = nn.Linear(d_model, n_heads * n_levels * n_points * 2)
+ self.attention_weights = nn.Linear(d_model, n_heads * n_levels * n_points)
+ self.value_proj = nn.Linear(d_model, d_model)
+ self.output_proj = nn.Linear(d_model, d_model)
+
+ self._reset_parameters()
+
+ def _reset_parameters(self):
+ constant_(self.sampling_offsets.weight.data, 0.)
+ thetas = torch.arange(self.n_heads, dtype=torch.float32) * (2.0 * math.pi / self.n_heads)
+ grid_init = torch.stack([thetas.cos(), thetas.sin()], -1)
+ grid_init = (grid_init / grid_init.abs().max(-1, keepdim=True)[0]).view(self.n_heads, 1, 1, 2).repeat(1, self.n_levels, self.n_points, 1)
+ for i in range(self.n_points):
+ grid_init[:, :, i, :] *= i + 1
+ with torch.no_grad():
+ self.sampling_offsets.bias = nn.Parameter(grid_init.view(-1))
+ constant_(self.attention_weights.weight.data, 0.)
+ constant_(self.attention_weights.bias.data, 0.)
+ xavier_uniform_(self.value_proj.weight.data)
+ constant_(self.value_proj.bias.data, 0.)
+ xavier_uniform_(self.output_proj.weight.data)
+ constant_(self.output_proj.bias.data, 0.)
+
+ def forward(self, query, reference_points, input_flatten, input_spatial_shapes, input_level_start_index, input_padding_mask=None):
+ """
+ :param query (N, Length_{query}, C)
+ :param reference_points (N, Length_{query}, n_levels, 2), range in [0, 1], top-left (0,0), bottom-right (1, 1), including padding area
+ or (N, Length_{query}, n_levels, 4), add additional (w, h) to form reference boxes
+ :param input_flatten (N, \sum_{l=0}^{L-1} H_l \cdot W_l, C)
+ :param input_spatial_shapes (n_levels, 2), [(H_0, W_0), (H_1, W_1), ..., (H_{L-1}, W_{L-1})]
+ :param input_level_start_index (n_levels, ), [0, H_0*W_0, H_0*W_0+H_1*W_1, H_0*W_0+H_1*W_1+H_2*W_2, ..., H_0*W_0+H_1*W_1+...+H_{L-1}*W_{L-1}]
+ :param input_padding_mask (N, \sum_{l=0}^{L-1} H_l \cdot W_l), True for padding elements, False for non-padding elements
+
+ :return output (N, Length_{query}, C)
+ """
+ N, Len_q, _ = query.shape
+ N, Len_in, _ = input_flatten.shape
+ assert (input_spatial_shapes[:, 0] * input_spatial_shapes[:, 1]).sum() == Len_in
+
+ value = self.value_proj(input_flatten)
+ if input_padding_mask is not None:
+ value = value.masked_fill(input_padding_mask[..., None], float(0))
+ value = value.view(N, Len_in, self.n_heads, self.d_model // self.n_heads)
+ sampling_offsets = self.sampling_offsets(query).view(N, Len_q, self.n_heads, self.n_levels, self.n_points, 2)
+ attention_weights = self.attention_weights(query).view(N, Len_q, self.n_heads, self.n_levels * self.n_points)
+ attention_weights = F.softmax(attention_weights, -1).view(N, Len_q, self.n_heads, self.n_levels, self.n_points)
+ # N, Len_q, n_heads, n_levels, n_points, 2
+ if reference_points.shape[-1] == 2:
+ offset_normalizer = torch.stack([input_spatial_shapes[..., 1], input_spatial_shapes[..., 0]], -1)
+ sampling_locations = reference_points[:, :, None, :, None, :] \
+ + sampling_offsets / offset_normalizer[None, None, None, :, None, :]
+ elif reference_points.shape[-1] == 4:
+ sampling_locations = reference_points[:, :, None, :, None, :2] \
+ + sampling_offsets / self.n_points * reference_points[:, :, None, :, None, 2:] * 0.5
+ else:
+ raise ValueError(
+ 'Last dim of reference_points must be 2 or 4, but get {} instead.'.format(reference_points.shape[-1]))
+ if torch.cuda.is_available():
+ output = MSDeformAttnFunction.apply(
+ value, input_spatial_shapes, input_level_start_index, sampling_locations, attention_weights, self.im2col_step)
+ else:
+ ## CPU
+ output = ms_deform_attn_core_pytorch(value, input_spatial_shapes, sampling_locations, attention_weights)
+ output = self.output_proj(output)
+ return output
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/setup.py b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/setup.py
new file mode 100644
index 0000000000000000000000000000000000000000..3b57ad313ac8f9b6586892142da8ba943e516cec
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/setup.py
@@ -0,0 +1,78 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+import os
+import glob
+
+import torch
+
+from torch.utils.cpp_extension import CUDA_HOME
+from torch.utils.cpp_extension import CppExtension
+from torch.utils.cpp_extension import CUDAExtension
+
+from setuptools import find_packages
+from setuptools import setup
+
+requirements = ["torch", "torchvision"]
+
+def get_extensions():
+ this_dir = os.path.dirname(os.path.abspath(__file__))
+ extensions_dir = os.path.join(this_dir, "src")
+
+ main_file = glob.glob(os.path.join(extensions_dir, "*.cpp"))
+ source_cpu = glob.glob(os.path.join(extensions_dir, "cpu", "*.cpp"))
+ source_cuda = glob.glob(os.path.join(extensions_dir, "cuda", "*.cu"))
+
+ sources = main_file + source_cpu
+ extension = CppExtension
+ extra_compile_args = {"cxx": []}
+ define_macros = []
+
+ # Force cuda since torch ask for a device, not if cuda is in fact available.
+ if (os.environ.get('FORCE_CUDA') or torch.cuda.is_available()) and CUDA_HOME is not None:
+ extension = CUDAExtension
+ sources += source_cuda
+ define_macros += [("WITH_CUDA", None)]
+ extra_compile_args["nvcc"] = [
+ "-DCUDA_HAS_FP16=1",
+ "-D__CUDA_NO_HALF_OPERATORS__",
+ "-D__CUDA_NO_HALF_CONVERSIONS__",
+ "-D__CUDA_NO_HALF2_OPERATORS__",
+ ]
+ else:
+ if CUDA_HOME is None:
+ raise NotImplementedError('CUDA_HOME is None. Please set environment variable CUDA_HOME.')
+ else:
+ raise NotImplementedError('No CUDA runtime is found. Please set FORCE_CUDA=1 or test it by running torch.cuda.is_available().')
+
+ sources = [os.path.join(extensions_dir, s) for s in sources]
+ include_dirs = [extensions_dir]
+ ext_modules = [
+ extension(
+ "MultiScaleDeformableAttention",
+ sources,
+ include_dirs=include_dirs,
+ define_macros=define_macros,
+ extra_compile_args=extra_compile_args,
+ )
+ ]
+ return ext_modules
+
+setup(
+ name="MultiScaleDeformableAttention",
+ version="1.0",
+ author="Weijie Su",
+ url="https://github.com/fundamentalvision/Deformable-DETR",
+ description="PyTorch Wrapper for CUDA Functions of Multi-Scale Deformable Attention",
+ packages=find_packages(exclude=("configs", "tests",)),
+ ext_modules=get_extensions(),
+ cmdclass={"build_ext": torch.utils.cpp_extension.BuildExtension},
+)
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.cpp b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.cpp
new file mode 100644
index 0000000000000000000000000000000000000000..48757e2b0156b2c1513b615d2a17e5aee5172ae7
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.cpp
@@ -0,0 +1,46 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#include
+
+#include
+#include
+
+
+at::Tensor
+ms_deform_attn_cpu_forward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const int im2col_step)
+{
+ AT_ERROR("Not implement on cpu");
+}
+
+std::vector
+ms_deform_attn_cpu_backward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const at::Tensor &grad_output,
+ const int im2col_step)
+{
+ AT_ERROR("Not implement on cpu");
+}
+
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.h b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.h
new file mode 100644
index 0000000000000000000000000000000000000000..51bb27e9ee828f967e8aa854c2d55574040c6d7e
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.h
@@ -0,0 +1,38 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#pragma once
+#include
+
+at::Tensor
+ms_deform_attn_cpu_forward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const int im2col_step);
+
+std::vector
+ms_deform_attn_cpu_backward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const at::Tensor &grad_output,
+ const int im2col_step);
+
+
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu
new file mode 100644
index 0000000000000000000000000000000000000000..0c465dab3d636dfd6a44523c63f148b6e15084d9
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu
@@ -0,0 +1,158 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#include
+#include "cuda/ms_deform_im2col_cuda.cuh"
+
+#include
+#include
+#include
+#include
+
+
+at::Tensor ms_deform_attn_cuda_forward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const int im2col_step)
+{
+ AT_ASSERTM(value.is_contiguous(), "value tensor has to be contiguous");
+ AT_ASSERTM(spatial_shapes.is_contiguous(), "spatial_shapes tensor has to be contiguous");
+ AT_ASSERTM(level_start_index.is_contiguous(), "level_start_index tensor has to be contiguous");
+ AT_ASSERTM(sampling_loc.is_contiguous(), "sampling_loc tensor has to be contiguous");
+ AT_ASSERTM(attn_weight.is_contiguous(), "attn_weight tensor has to be contiguous");
+
+ AT_ASSERTM(value.type().is_cuda(), "value must be a CUDA tensor");
+ AT_ASSERTM(spatial_shapes.type().is_cuda(), "spatial_shapes must be a CUDA tensor");
+ AT_ASSERTM(level_start_index.type().is_cuda(), "level_start_index must be a CUDA tensor");
+ AT_ASSERTM(sampling_loc.type().is_cuda(), "sampling_loc must be a CUDA tensor");
+ AT_ASSERTM(attn_weight.type().is_cuda(), "attn_weight must be a CUDA tensor");
+
+ const int batch = value.size(0);
+ const int spatial_size = value.size(1);
+ const int num_heads = value.size(2);
+ const int channels = value.size(3);
+
+ const int num_levels = spatial_shapes.size(0);
+
+ const int num_query = sampling_loc.size(1);
+ const int num_point = sampling_loc.size(4);
+
+ const int im2col_step_ = std::min(batch, im2col_step);
+
+ AT_ASSERTM(batch % im2col_step_ == 0, "batch(%d) must divide im2col_step(%d)", batch, im2col_step_);
+
+ auto output = at::zeros({batch, num_query, num_heads, channels}, value.options());
+
+ const int batch_n = im2col_step_;
+ auto output_n = output.view({batch/im2col_step_, batch_n, num_query, num_heads, channels});
+ auto per_value_size = spatial_size * num_heads * channels;
+ auto per_sample_loc_size = num_query * num_heads * num_levels * num_point * 2;
+ auto per_attn_weight_size = num_query * num_heads * num_levels * num_point;
+ for (int n = 0; n < batch/im2col_step_; ++n)
+ {
+ auto columns = output_n.select(0, n);
+ AT_DISPATCH_FLOATING_TYPES(value.type(), "ms_deform_attn_forward_cuda", ([&] {
+ ms_deformable_im2col_cuda(at::cuda::getCurrentCUDAStream(),
+ value.data() + n * im2col_step_ * per_value_size,
+ spatial_shapes.data(),
+ level_start_index.data(),
+ sampling_loc.data() + n * im2col_step_ * per_sample_loc_size,
+ attn_weight.data() + n * im2col_step_ * per_attn_weight_size,
+ batch_n, spatial_size, num_heads, channels, num_levels, num_query, num_point,
+ columns.data());
+
+ }));
+ }
+
+ output = output.view({batch, num_query, num_heads*channels});
+
+ return output;
+}
+
+
+std::vector ms_deform_attn_cuda_backward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const at::Tensor &grad_output,
+ const int im2col_step)
+{
+
+ AT_ASSERTM(value.is_contiguous(), "value tensor has to be contiguous");
+ AT_ASSERTM(spatial_shapes.is_contiguous(), "spatial_shapes tensor has to be contiguous");
+ AT_ASSERTM(level_start_index.is_contiguous(), "level_start_index tensor has to be contiguous");
+ AT_ASSERTM(sampling_loc.is_contiguous(), "sampling_loc tensor has to be contiguous");
+ AT_ASSERTM(attn_weight.is_contiguous(), "attn_weight tensor has to be contiguous");
+ AT_ASSERTM(grad_output.is_contiguous(), "grad_output tensor has to be contiguous");
+
+ AT_ASSERTM(value.type().is_cuda(), "value must be a CUDA tensor");
+ AT_ASSERTM(spatial_shapes.type().is_cuda(), "spatial_shapes must be a CUDA tensor");
+ AT_ASSERTM(level_start_index.type().is_cuda(), "level_start_index must be a CUDA tensor");
+ AT_ASSERTM(sampling_loc.type().is_cuda(), "sampling_loc must be a CUDA tensor");
+ AT_ASSERTM(attn_weight.type().is_cuda(), "attn_weight must be a CUDA tensor");
+ AT_ASSERTM(grad_output.type().is_cuda(), "grad_output must be a CUDA tensor");
+
+ const int batch = value.size(0);
+ const int spatial_size = value.size(1);
+ const int num_heads = value.size(2);
+ const int channels = value.size(3);
+
+ const int num_levels = spatial_shapes.size(0);
+
+ const int num_query = sampling_loc.size(1);
+ const int num_point = sampling_loc.size(4);
+
+ const int im2col_step_ = std::min(batch, im2col_step);
+
+ AT_ASSERTM(batch % im2col_step_ == 0, "batch(%d) must divide im2col_step(%d)", batch, im2col_step_);
+
+ auto grad_value = at::zeros_like(value);
+ auto grad_sampling_loc = at::zeros_like(sampling_loc);
+ auto grad_attn_weight = at::zeros_like(attn_weight);
+
+ const int batch_n = im2col_step_;
+ auto per_value_size = spatial_size * num_heads * channels;
+ auto per_sample_loc_size = num_query * num_heads * num_levels * num_point * 2;
+ auto per_attn_weight_size = num_query * num_heads * num_levels * num_point;
+ auto grad_output_n = grad_output.view({batch/im2col_step_, batch_n, num_query, num_heads, channels});
+
+ for (int n = 0; n < batch/im2col_step_; ++n)
+ {
+ auto grad_output_g = grad_output_n.select(0, n);
+ AT_DISPATCH_FLOATING_TYPES(value.type(), "ms_deform_attn_backward_cuda", ([&] {
+ ms_deformable_col2im_cuda(at::cuda::getCurrentCUDAStream(),
+ grad_output_g.data(),
+ value.data() + n * im2col_step_ * per_value_size,
+ spatial_shapes.data(),
+ level_start_index.data(),
+ sampling_loc.data() + n * im2col_step_ * per_sample_loc_size,
+ attn_weight.data() + n * im2col_step_ * per_attn_weight_size,
+ batch_n, spatial_size, num_heads, channels, num_levels, num_query, num_point,
+ grad_value.data() + n * im2col_step_ * per_value_size,
+ grad_sampling_loc.data() + n * im2col_step_ * per_sample_loc_size,
+ grad_attn_weight.data() + n * im2col_step_ * per_attn_weight_size);
+
+ }));
+ }
+
+ return {
+ grad_value, grad_sampling_loc, grad_attn_weight
+ };
+}
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.h b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.h
new file mode 100644
index 0000000000000000000000000000000000000000..4f0658e8668a11f0e7d71deff9adac71884f2e87
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.h
@@ -0,0 +1,35 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#pragma once
+#include
+
+at::Tensor ms_deform_attn_cuda_forward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const int im2col_step);
+
+std::vector ms_deform_attn_cuda_backward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const at::Tensor &grad_output,
+ const int im2col_step);
+
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh
new file mode 100644
index 0000000000000000000000000000000000000000..c04e0d4ab97d25c1756fcd8d08dd1e5a6d280b7c
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh
@@ -0,0 +1,1332 @@
+/*!
+**************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************
+* Modified from DCN (https://github.com/msracver/Deformable-ConvNets)
+* Copyright (c) 2018 Microsoft
+**************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#include
+#include
+#include
+
+#include
+#include
+
+#include
+
+#define CUDA_KERNEL_LOOP(i, n) \
+ for (int i = blockIdx.x * blockDim.x + threadIdx.x; \
+ i < (n); \
+ i += blockDim.x * gridDim.x)
+
+const int CUDA_NUM_THREADS = 1024;
+inline int GET_BLOCKS(const int N, const int num_threads)
+{
+ return (N + num_threads - 1) / num_threads;
+}
+
+
+template
+__device__ scalar_t ms_deform_attn_im2col_bilinear(const scalar_t* &bottom_data,
+ const int &height, const int &width, const int &nheads, const int &channels,
+ const scalar_t &h, const scalar_t &w, const int &m, const int &c)
+{
+ const int h_low = floor(h);
+ const int w_low = floor(w);
+ const int h_high = h_low + 1;
+ const int w_high = w_low + 1;
+
+ const scalar_t lh = h - h_low;
+ const scalar_t lw = w - w_low;
+ const scalar_t hh = 1 - lh, hw = 1 - lw;
+
+ const int w_stride = nheads * channels;
+ const int h_stride = width * w_stride;
+ const int h_low_ptr_offset = h_low * h_stride;
+ const int h_high_ptr_offset = h_low_ptr_offset + h_stride;
+ const int w_low_ptr_offset = w_low * w_stride;
+ const int w_high_ptr_offset = w_low_ptr_offset + w_stride;
+ const int base_ptr = m * channels + c;
+
+ scalar_t v1 = 0;
+ if (h_low >= 0 && w_low >= 0)
+ {
+ const int ptr1 = h_low_ptr_offset + w_low_ptr_offset + base_ptr;
+ v1 = bottom_data[ptr1];
+ }
+ scalar_t v2 = 0;
+ if (h_low >= 0 && w_high <= width - 1)
+ {
+ const int ptr2 = h_low_ptr_offset + w_high_ptr_offset + base_ptr;
+ v2 = bottom_data[ptr2];
+ }
+ scalar_t v3 = 0;
+ if (h_high <= height - 1 && w_low >= 0)
+ {
+ const int ptr3 = h_high_ptr_offset + w_low_ptr_offset + base_ptr;
+ v3 = bottom_data[ptr3];
+ }
+ scalar_t v4 = 0;
+ if (h_high <= height - 1 && w_high <= width - 1)
+ {
+ const int ptr4 = h_high_ptr_offset + w_high_ptr_offset + base_ptr;
+ v4 = bottom_data[ptr4];
+ }
+
+ const scalar_t w1 = hh * hw, w2 = hh * lw, w3 = lh * hw, w4 = lh * lw;
+
+ const scalar_t val = (w1 * v1 + w2 * v2 + w3 * v3 + w4 * v4);
+ return val;
+}
+
+
+template
+__device__ void ms_deform_attn_col2im_bilinear(const scalar_t* &bottom_data,
+ const int &height, const int &width, const int &nheads, const int &channels,
+ const scalar_t &h, const scalar_t &w, const int &m, const int &c,
+ const scalar_t &top_grad,
+ const scalar_t &attn_weight,
+ scalar_t* &grad_value,
+ scalar_t* grad_sampling_loc,
+ scalar_t* grad_attn_weight)
+{
+ const int h_low = floor(h);
+ const int w_low = floor(w);
+ const int h_high = h_low + 1;
+ const int w_high = w_low + 1;
+
+ const scalar_t lh = h - h_low;
+ const scalar_t lw = w - w_low;
+ const scalar_t hh = 1 - lh, hw = 1 - lw;
+
+ const int w_stride = nheads * channels;
+ const int h_stride = width * w_stride;
+ const int h_low_ptr_offset = h_low * h_stride;
+ const int h_high_ptr_offset = h_low_ptr_offset + h_stride;
+ const int w_low_ptr_offset = w_low * w_stride;
+ const int w_high_ptr_offset = w_low_ptr_offset + w_stride;
+ const int base_ptr = m * channels + c;
+
+ const scalar_t w1 = hh * hw, w2 = hh * lw, w3 = lh * hw, w4 = lh * lw;
+ const scalar_t top_grad_value = top_grad * attn_weight;
+ scalar_t grad_h_weight = 0, grad_w_weight = 0;
+
+ scalar_t v1 = 0;
+ if (h_low >= 0 && w_low >= 0)
+ {
+ const int ptr1 = h_low_ptr_offset + w_low_ptr_offset + base_ptr;
+ v1 = bottom_data[ptr1];
+ grad_h_weight -= hw * v1;
+ grad_w_weight -= hh * v1;
+ atomicAdd(grad_value+ptr1, w1*top_grad_value);
+ }
+ scalar_t v2 = 0;
+ if (h_low >= 0 && w_high <= width - 1)
+ {
+ const int ptr2 = h_low_ptr_offset + w_high_ptr_offset + base_ptr;
+ v2 = bottom_data[ptr2];
+ grad_h_weight -= lw * v2;
+ grad_w_weight += hh * v2;
+ atomicAdd(grad_value+ptr2, w2*top_grad_value);
+ }
+ scalar_t v3 = 0;
+ if (h_high <= height - 1 && w_low >= 0)
+ {
+ const int ptr3 = h_high_ptr_offset + w_low_ptr_offset + base_ptr;
+ v3 = bottom_data[ptr3];
+ grad_h_weight += hw * v3;
+ grad_w_weight -= lh * v3;
+ atomicAdd(grad_value+ptr3, w3*top_grad_value);
+ }
+ scalar_t v4 = 0;
+ if (h_high <= height - 1 && w_high <= width - 1)
+ {
+ const int ptr4 = h_high_ptr_offset + w_high_ptr_offset + base_ptr;
+ v4 = bottom_data[ptr4];
+ grad_h_weight += lw * v4;
+ grad_w_weight += lh * v4;
+ atomicAdd(grad_value+ptr4, w4*top_grad_value);
+ }
+
+ const scalar_t val = (w1 * v1 + w2 * v2 + w3 * v3 + w4 * v4);
+ *grad_attn_weight = top_grad * val;
+ *grad_sampling_loc = width * grad_w_weight * top_grad_value;
+ *(grad_sampling_loc + 1) = height * grad_h_weight * top_grad_value;
+}
+
+
+template
+__device__ void ms_deform_attn_col2im_bilinear_gm(const scalar_t* &bottom_data,
+ const int &height, const int &width, const int &nheads, const int &channels,
+ const scalar_t &h, const scalar_t &w, const int &m, const int &c,
+ const scalar_t &top_grad,
+ const scalar_t &attn_weight,
+ scalar_t* &grad_value,
+ scalar_t* grad_sampling_loc,
+ scalar_t* grad_attn_weight)
+{
+ const int h_low = floor(h);
+ const int w_low = floor(w);
+ const int h_high = h_low + 1;
+ const int w_high = w_low + 1;
+
+ const scalar_t lh = h - h_low;
+ const scalar_t lw = w - w_low;
+ const scalar_t hh = 1 - lh, hw = 1 - lw;
+
+ const int w_stride = nheads * channels;
+ const int h_stride = width * w_stride;
+ const int h_low_ptr_offset = h_low * h_stride;
+ const int h_high_ptr_offset = h_low_ptr_offset + h_stride;
+ const int w_low_ptr_offset = w_low * w_stride;
+ const int w_high_ptr_offset = w_low_ptr_offset + w_stride;
+ const int base_ptr = m * channels + c;
+
+ const scalar_t w1 = hh * hw, w2 = hh * lw, w3 = lh * hw, w4 = lh * lw;
+ const scalar_t top_grad_value = top_grad * attn_weight;
+ scalar_t grad_h_weight = 0, grad_w_weight = 0;
+
+ scalar_t v1 = 0;
+ if (h_low >= 0 && w_low >= 0)
+ {
+ const int ptr1 = h_low_ptr_offset + w_low_ptr_offset + base_ptr;
+ v1 = bottom_data[ptr1];
+ grad_h_weight -= hw * v1;
+ grad_w_weight -= hh * v1;
+ atomicAdd(grad_value+ptr1, w1*top_grad_value);
+ }
+ scalar_t v2 = 0;
+ if (h_low >= 0 && w_high <= width - 1)
+ {
+ const int ptr2 = h_low_ptr_offset + w_high_ptr_offset + base_ptr;
+ v2 = bottom_data[ptr2];
+ grad_h_weight -= lw * v2;
+ grad_w_weight += hh * v2;
+ atomicAdd(grad_value+ptr2, w2*top_grad_value);
+ }
+ scalar_t v3 = 0;
+ if (h_high <= height - 1 && w_low >= 0)
+ {
+ const int ptr3 = h_high_ptr_offset + w_low_ptr_offset + base_ptr;
+ v3 = bottom_data[ptr3];
+ grad_h_weight += hw * v3;
+ grad_w_weight -= lh * v3;
+ atomicAdd(grad_value+ptr3, w3*top_grad_value);
+ }
+ scalar_t v4 = 0;
+ if (h_high <= height - 1 && w_high <= width - 1)
+ {
+ const int ptr4 = h_high_ptr_offset + w_high_ptr_offset + base_ptr;
+ v4 = bottom_data[ptr4];
+ grad_h_weight += lw * v4;
+ grad_w_weight += lh * v4;
+ atomicAdd(grad_value+ptr4, w4*top_grad_value);
+ }
+
+ const scalar_t val = (w1 * v1 + w2 * v2 + w3 * v3 + w4 * v4);
+ atomicAdd(grad_attn_weight, top_grad * val);
+ atomicAdd(grad_sampling_loc, width * grad_w_weight * top_grad_value);
+ atomicAdd(grad_sampling_loc + 1, height * grad_h_weight * top_grad_value);
+}
+
+
+template
+__global__ void ms_deformable_im2col_gpu_kernel(const int n,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *data_col)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ scalar_t *data_col_ptr = data_col + index;
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+ scalar_t col = 0;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const scalar_t *data_value_ptr = data_value + (data_value_ptr_init_offset + level_start_id * qid_stride);
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ col += ms_deform_attn_im2col_bilinear(data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col) * weight;
+ }
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ }
+ }
+ *data_col_ptr = col;
+ }
+}
+
+template
+__global__ void ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ __shared__ scalar_t cache_grad_sampling_loc[blockSize * 2];
+ __shared__ scalar_t cache_grad_attn_weight[blockSize];
+ unsigned int tid = threadIdx.x;
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ *(cache_grad_sampling_loc+(threadIdx.x << 1)) = 0;
+ *(cache_grad_sampling_loc+((threadIdx.x << 1) + 1)) = 0;
+ *(cache_grad_attn_weight+threadIdx.x)=0;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ cache_grad_sampling_loc+(threadIdx.x << 1), cache_grad_attn_weight+threadIdx.x);
+ }
+
+ __syncthreads();
+ if (tid == 0)
+ {
+ scalar_t _grad_w=cache_grad_sampling_loc[0], _grad_h=cache_grad_sampling_loc[1], _grad_a=cache_grad_attn_weight[0];
+ int sid=2;
+ for (unsigned int tid = 1; tid < blockSize; ++tid)
+ {
+ _grad_w += cache_grad_sampling_loc[sid];
+ _grad_h += cache_grad_sampling_loc[sid + 1];
+ _grad_a += cache_grad_attn_weight[tid];
+ sid += 2;
+ }
+
+
+ *grad_sampling_loc = _grad_w;
+ *(grad_sampling_loc + 1) = _grad_h;
+ *grad_attn_weight = _grad_a;
+ }
+ __syncthreads();
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+
+template
+__global__ void ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ __shared__ scalar_t cache_grad_sampling_loc[blockSize * 2];
+ __shared__ scalar_t cache_grad_attn_weight[blockSize];
+ unsigned int tid = threadIdx.x;
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ *(cache_grad_sampling_loc+(threadIdx.x << 1)) = 0;
+ *(cache_grad_sampling_loc+((threadIdx.x << 1) + 1)) = 0;
+ *(cache_grad_attn_weight+threadIdx.x)=0;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ cache_grad_sampling_loc+(threadIdx.x << 1), cache_grad_attn_weight+threadIdx.x);
+ }
+
+ __syncthreads();
+
+ for (unsigned int s=blockSize/2; s>0; s>>=1)
+ {
+ if (tid < s) {
+ const unsigned int xid1 = tid << 1;
+ const unsigned int xid2 = (tid + s) << 1;
+ cache_grad_attn_weight[tid] += cache_grad_attn_weight[tid + s];
+ cache_grad_sampling_loc[xid1] += cache_grad_sampling_loc[xid2];
+ cache_grad_sampling_loc[xid1 + 1] += cache_grad_sampling_loc[xid2 + 1];
+ }
+ __syncthreads();
+ }
+
+ if (tid == 0)
+ {
+ *grad_sampling_loc = cache_grad_sampling_loc[0];
+ *(grad_sampling_loc + 1) = cache_grad_sampling_loc[1];
+ *grad_attn_weight = cache_grad_attn_weight[0];
+ }
+ __syncthreads();
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+
+template
+__global__ void ms_deformable_col2im_gpu_kernel_shm_reduce_v1(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ extern __shared__ int _s[];
+ scalar_t* cache_grad_sampling_loc = (scalar_t*)_s;
+ scalar_t* cache_grad_attn_weight = cache_grad_sampling_loc + 2 * blockDim.x;
+ unsigned int tid = threadIdx.x;
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ *(cache_grad_sampling_loc+(threadIdx.x << 1)) = 0;
+ *(cache_grad_sampling_loc+((threadIdx.x << 1) + 1)) = 0;
+ *(cache_grad_attn_weight+threadIdx.x)=0;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ cache_grad_sampling_loc+(threadIdx.x << 1), cache_grad_attn_weight+threadIdx.x);
+ }
+
+ __syncthreads();
+ if (tid == 0)
+ {
+ scalar_t _grad_w=cache_grad_sampling_loc[0], _grad_h=cache_grad_sampling_loc[1], _grad_a=cache_grad_attn_weight[0];
+ int sid=2;
+ for (unsigned int tid = 1; tid < blockDim.x; ++tid)
+ {
+ _grad_w += cache_grad_sampling_loc[sid];
+ _grad_h += cache_grad_sampling_loc[sid + 1];
+ _grad_a += cache_grad_attn_weight[tid];
+ sid += 2;
+ }
+
+
+ *grad_sampling_loc = _grad_w;
+ *(grad_sampling_loc + 1) = _grad_h;
+ *grad_attn_weight = _grad_a;
+ }
+ __syncthreads();
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+template
+__global__ void ms_deformable_col2im_gpu_kernel_shm_reduce_v2(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ extern __shared__ int _s[];
+ scalar_t* cache_grad_sampling_loc = (scalar_t*)_s;
+ scalar_t* cache_grad_attn_weight = cache_grad_sampling_loc + 2 * blockDim.x;
+ unsigned int tid = threadIdx.x;
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ *(cache_grad_sampling_loc+(threadIdx.x << 1)) = 0;
+ *(cache_grad_sampling_loc+((threadIdx.x << 1) + 1)) = 0;
+ *(cache_grad_attn_weight+threadIdx.x)=0;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ cache_grad_sampling_loc+(threadIdx.x << 1), cache_grad_attn_weight+threadIdx.x);
+ }
+
+ __syncthreads();
+
+ for (unsigned int s=blockDim.x/2, spre=blockDim.x; s>0; s>>=1, spre>>=1)
+ {
+ if (tid < s) {
+ const unsigned int xid1 = tid << 1;
+ const unsigned int xid2 = (tid + s) << 1;
+ cache_grad_attn_weight[tid] += cache_grad_attn_weight[tid + s];
+ cache_grad_sampling_loc[xid1] += cache_grad_sampling_loc[xid2];
+ cache_grad_sampling_loc[xid1 + 1] += cache_grad_sampling_loc[xid2 + 1];
+ if (tid + (s << 1) < spre)
+ {
+ cache_grad_attn_weight[tid] += cache_grad_attn_weight[tid + (s << 1)];
+ cache_grad_sampling_loc[xid1] += cache_grad_sampling_loc[xid2 + (s << 1)];
+ cache_grad_sampling_loc[xid1 + 1] += cache_grad_sampling_loc[xid2 + 1 + (s << 1)];
+ }
+ }
+ __syncthreads();
+ }
+
+ if (tid == 0)
+ {
+ *grad_sampling_loc = cache_grad_sampling_loc[0];
+ *(grad_sampling_loc + 1) = cache_grad_sampling_loc[1];
+ *grad_attn_weight = cache_grad_attn_weight[0];
+ }
+ __syncthreads();
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+template
+__global__ void ms_deformable_col2im_gpu_kernel_shm_reduce_v2_multi_blocks(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ extern __shared__ int _s[];
+ scalar_t* cache_grad_sampling_loc = (scalar_t*)_s;
+ scalar_t* cache_grad_attn_weight = cache_grad_sampling_loc + 2 * blockDim.x;
+ unsigned int tid = threadIdx.x;
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ *(cache_grad_sampling_loc+(threadIdx.x << 1)) = 0;
+ *(cache_grad_sampling_loc+((threadIdx.x << 1) + 1)) = 0;
+ *(cache_grad_attn_weight+threadIdx.x)=0;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ cache_grad_sampling_loc+(threadIdx.x << 1), cache_grad_attn_weight+threadIdx.x);
+ }
+
+ __syncthreads();
+
+ for (unsigned int s=blockDim.x/2, spre=blockDim.x; s>0; s>>=1, spre>>=1)
+ {
+ if (tid < s) {
+ const unsigned int xid1 = tid << 1;
+ const unsigned int xid2 = (tid + s) << 1;
+ cache_grad_attn_weight[tid] += cache_grad_attn_weight[tid + s];
+ cache_grad_sampling_loc[xid1] += cache_grad_sampling_loc[xid2];
+ cache_grad_sampling_loc[xid1 + 1] += cache_grad_sampling_loc[xid2 + 1];
+ if (tid + (s << 1) < spre)
+ {
+ cache_grad_attn_weight[tid] += cache_grad_attn_weight[tid + (s << 1)];
+ cache_grad_sampling_loc[xid1] += cache_grad_sampling_loc[xid2 + (s << 1)];
+ cache_grad_sampling_loc[xid1 + 1] += cache_grad_sampling_loc[xid2 + 1 + (s << 1)];
+ }
+ }
+ __syncthreads();
+ }
+
+ if (tid == 0)
+ {
+ atomicAdd(grad_sampling_loc, cache_grad_sampling_loc[0]);
+ atomicAdd(grad_sampling_loc + 1, cache_grad_sampling_loc[1]);
+ atomicAdd(grad_attn_weight, cache_grad_attn_weight[0]);
+ }
+ __syncthreads();
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+
+template
+__global__ void ms_deformable_col2im_gpu_kernel_gm(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear_gm(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ grad_sampling_loc, grad_attn_weight);
+ }
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+
+template
+void ms_deformable_im2col_cuda(cudaStream_t stream,
+ const scalar_t* data_value,
+ const int64_t* data_spatial_shapes,
+ const int64_t* data_level_start_index,
+ const scalar_t* data_sampling_loc,
+ const scalar_t* data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t* data_col)
+{
+ const int num_kernels = batch_size * num_query * num_heads * channels;
+ const int num_actual_kernels = batch_size * num_query * num_heads * channels;
+ const int num_threads = CUDA_NUM_THREADS;
+ ms_deformable_im2col_gpu_kernel
+ <<>>(
+ num_kernels, data_value, data_spatial_shapes, data_level_start_index, data_sampling_loc, data_attn_weight,
+ batch_size, spatial_size, num_heads, channels, num_levels, num_query, num_point, data_col);
+
+ cudaError_t err = cudaGetLastError();
+ if (err != cudaSuccess)
+ {
+ printf("error in ms_deformable_im2col_cuda: %s\n", cudaGetErrorString(err));
+ }
+
+}
+
+template
+void ms_deformable_col2im_cuda(cudaStream_t stream,
+ const scalar_t* grad_col,
+ const scalar_t* data_value,
+ const int64_t * data_spatial_shapes,
+ const int64_t * data_level_start_index,
+ const scalar_t * data_sampling_loc,
+ const scalar_t * data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t* grad_value,
+ scalar_t* grad_sampling_loc,
+ scalar_t* grad_attn_weight)
+{
+ const int num_threads = (channels > CUDA_NUM_THREADS)?CUDA_NUM_THREADS:channels;
+ const int num_kernels = batch_size * num_query * num_heads * channels;
+ const int num_actual_kernels = batch_size * num_query * num_heads * channels;
+ if (channels > 1024)
+ {
+ if ((channels & 1023) == 0)
+ {
+ ms_deformable_col2im_gpu_kernel_shm_reduce_v2_multi_blocks
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ }
+ else
+ {
+ ms_deformable_col2im_gpu_kernel_gm
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ }
+ }
+ else{
+ switch(channels)
+ {
+ case 1:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 2:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 4:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 8:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 16:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 32:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 64:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 128:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 256:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 512:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 1024:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ default:
+ if (channels < 64)
+ {
+ ms_deformable_col2im_gpu_kernel_shm_reduce_v1
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ }
+ else
+ {
+ ms_deformable_col2im_gpu_kernel_shm_reduce_v2
+ <<>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ }
+ }
+ }
+ cudaError_t err = cudaGetLastError();
+ if (err != cudaSuccess)
+ {
+ printf("error in ms_deformable_col2im_cuda: %s\n", cudaGetErrorString(err));
+ }
+
+}
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/ms_deform_attn.h b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/ms_deform_attn.h
new file mode 100644
index 0000000000000000000000000000000000000000..2f80a1b294c55b37d13bb3558ff7aeadba3b37de
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/ms_deform_attn.h
@@ -0,0 +1,67 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#pragma once
+
+#include "cpu/ms_deform_attn_cpu.h"
+
+#ifdef WITH_CUDA
+#include "cuda/ms_deform_attn_cuda.h"
+#endif
+
+
+at::Tensor
+ms_deform_attn_forward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const int im2col_step)
+{
+ if (value.type().is_cuda())
+ {
+#ifdef WITH_CUDA
+ return ms_deform_attn_cuda_forward(
+ value, spatial_shapes, level_start_index, sampling_loc, attn_weight, im2col_step);
+#else
+ AT_ERROR("Not compiled with GPU support");
+#endif
+ }
+ AT_ERROR("Not implemented on the CPU");
+}
+
+std::vector
+ms_deform_attn_backward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const at::Tensor &grad_output,
+ const int im2col_step)
+{
+ if (value.type().is_cuda())
+ {
+#ifdef WITH_CUDA
+ return ms_deform_attn_cuda_backward(
+ value, spatial_shapes, level_start_index, sampling_loc, attn_weight, grad_output, im2col_step);
+#else
+ AT_ERROR("Not compiled with GPU support");
+#endif
+ }
+ AT_ERROR("Not implemented on the CPU");
+}
+
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/vision.cpp b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/vision.cpp
new file mode 100644
index 0000000000000000000000000000000000000000..4a08821e0121a77556aa7a263ec8ebfa928b13b6
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/src/vision.cpp
@@ -0,0 +1,21 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#include "ms_deform_attn.h"
+
+PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) {
+ m.def("ms_deform_attn_forward", &ms_deform_attn_forward, "ms_deform_attn_forward");
+ m.def("ms_deform_attn_backward", &ms_deform_attn_backward, "ms_deform_attn_backward");
+}
diff --git a/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/test.py b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/test.py
new file mode 100644
index 0000000000000000000000000000000000000000..6e1b545459f6fd3235767e721eb5a1090ae14bef
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/pixel_decoder/ops/test.py
@@ -0,0 +1,92 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+from __future__ import absolute_import
+from __future__ import print_function
+from __future__ import division
+
+import time
+import torch
+import torch.nn as nn
+from torch.autograd import gradcheck
+
+from functions.ms_deform_attn_func import MSDeformAttnFunction, ms_deform_attn_core_pytorch
+
+
+N, M, D = 1, 2, 2
+Lq, L, P = 2, 2, 2
+shapes = torch.as_tensor([(6, 4), (3, 2)], dtype=torch.long).cuda()
+level_start_index = torch.cat((shapes.new_zeros((1, )), shapes.prod(1).cumsum(0)[:-1]))
+S = sum([(H*W).item() for H, W in shapes])
+
+
+torch.manual_seed(3)
+
+
+@torch.no_grad()
+def check_forward_equal_with_pytorch_double():
+ value = torch.rand(N, S, M, D).cuda() * 0.01
+ sampling_locations = torch.rand(N, Lq, M, L, P, 2).cuda()
+ attention_weights = torch.rand(N, Lq, M, L, P).cuda() + 1e-5
+ attention_weights /= attention_weights.sum(-1, keepdim=True).sum(-2, keepdim=True)
+ im2col_step = 2
+ output_pytorch = ms_deform_attn_core_pytorch(value.double(), shapes, sampling_locations.double(), attention_weights.double()).detach().cpu()
+ output_cuda = MSDeformAttnFunction.apply(value.double(), shapes, level_start_index, sampling_locations.double(), attention_weights.double(), im2col_step).detach().cpu()
+ fwdok = torch.allclose(output_cuda, output_pytorch)
+ max_abs_err = (output_cuda - output_pytorch).abs().max()
+ max_rel_err = ((output_cuda - output_pytorch).abs() / output_pytorch.abs()).max()
+
+ print(f'* {fwdok} check_forward_equal_with_pytorch_double: max_abs_err {max_abs_err:.2e} max_rel_err {max_rel_err:.2e}')
+
+
+@torch.no_grad()
+def check_forward_equal_with_pytorch_float():
+ value = torch.rand(N, S, M, D).cuda() * 0.01
+ sampling_locations = torch.rand(N, Lq, M, L, P, 2).cuda()
+ attention_weights = torch.rand(N, Lq, M, L, P).cuda() + 1e-5
+ attention_weights /= attention_weights.sum(-1, keepdim=True).sum(-2, keepdim=True)
+ im2col_step = 2
+ output_pytorch = ms_deform_attn_core_pytorch(value, shapes, sampling_locations, attention_weights).detach().cpu()
+ output_cuda = MSDeformAttnFunction.apply(value, shapes, level_start_index, sampling_locations, attention_weights, im2col_step).detach().cpu()
+ fwdok = torch.allclose(output_cuda, output_pytorch, rtol=1e-2, atol=1e-3)
+ max_abs_err = (output_cuda - output_pytorch).abs().max()
+ max_rel_err = ((output_cuda - output_pytorch).abs() / output_pytorch.abs()).max()
+
+ print(f'* {fwdok} check_forward_equal_with_pytorch_float: max_abs_err {max_abs_err:.2e} max_rel_err {max_rel_err:.2e}')
+
+
+def check_gradient_numerical(channels=4, grad_value=True, grad_sampling_loc=True, grad_attn_weight=True):
+
+ value = torch.rand(N, S, M, channels).cuda() * 0.01
+ sampling_locations = torch.rand(N, Lq, M, L, P, 2).cuda()
+ attention_weights = torch.rand(N, Lq, M, L, P).cuda() + 1e-5
+ attention_weights /= attention_weights.sum(-1, keepdim=True).sum(-2, keepdim=True)
+ im2col_step = 2
+ func = MSDeformAttnFunction.apply
+
+ value.requires_grad = grad_value
+ sampling_locations.requires_grad = grad_sampling_loc
+ attention_weights.requires_grad = grad_attn_weight
+
+ gradok = gradcheck(func, (value.double(), shapes, level_start_index, sampling_locations.double(), attention_weights.double(), im2col_step))
+
+ print(f'* {gradok} check_gradient_numerical(D={channels})')
+
+
+if __name__ == '__main__':
+ check_forward_equal_with_pytorch_double()
+ check_forward_equal_with_pytorch_float()
+
+ for channels in [30, 32, 64, 71, 1025, 2048, 3096]:
+ check_gradient_numerical(channels, True, True, True)
+
+
+
diff --git a/annotator/OneFormer/oneformer/modeling/transformer_decoder/__init__.py b/annotator/OneFormer/oneformer/modeling/transformer_decoder/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..b84bd4ecb48f134ccc218c4d5f02c50f7033bcd9
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/transformer_decoder/__init__.py
@@ -0,0 +1,2 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+from .oneformer_transformer_decoder import ContrastiveMultiScaleMaskedTransformerDecoder
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/modeling/transformer_decoder/oneformer_transformer_decoder.py b/annotator/OneFormer/oneformer/modeling/transformer_decoder/oneformer_transformer_decoder.py
new file mode 100644
index 0000000000000000000000000000000000000000..a06d586f70131c86604ee0113993b99effaba340
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/transformer_decoder/oneformer_transformer_decoder.py
@@ -0,0 +1,528 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/transformer_decoder/mask2former_transformer_decoder.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import logging
+import fvcore.nn.weight_init as weight_init
+from typing import Optional
+import torch
+from torch import nn, Tensor
+from torch.nn import functional as F
+
+from detectron2.config import configurable
+from detectron2.layers import Conv2d
+
+from .position_encoding import PositionEmbeddingSine
+from .transformer import Transformer
+
+from detectron2.utils.registry import Registry
+
+
+TRANSFORMER_DECODER_REGISTRY = Registry("TRANSFORMER_MODULE")
+TRANSFORMER_DECODER_REGISTRY.__doc__ = """
+Registry for transformer module in OneFormer.
+"""
+
+
+def build_transformer_decoder(cfg, in_channels, mask_classification=True):
+ """
+ Build a instance embedding branch from `cfg.MODEL.INS_EMBED_HEAD.NAME`.
+ """
+ name = cfg.MODEL.ONE_FORMER.TRANSFORMER_DECODER_NAME
+ return TRANSFORMER_DECODER_REGISTRY.get(name)(cfg, in_channels, mask_classification)
+
+
+class SelfAttentionLayer(nn.Module):
+
+ def __init__(self, d_model, nhead, dropout=0.0,
+ activation="relu", normalize_before=False):
+ super().__init__()
+ self.self_attn = nn.MultiheadAttention(d_model, nhead, dropout=dropout)
+
+ self.norm = nn.LayerNorm(d_model)
+ self.dropout = nn.Dropout(dropout)
+
+ self.activation = _get_activation_fn(activation)
+ self.normalize_before = normalize_before
+
+ self._reset_parameters()
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+
+ def with_pos_embed(self, tensor, pos: Optional[Tensor]):
+ return tensor if pos is None else tensor + pos
+
+ def forward_post(self, tgt,
+ tgt_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ q = k = self.with_pos_embed(tgt, query_pos)
+ tgt2 = self.self_attn(q, k, value=tgt, attn_mask=tgt_mask,
+ key_padding_mask=tgt_key_padding_mask)[0]
+ tgt = tgt + self.dropout(tgt2)
+ tgt = self.norm(tgt)
+
+ return tgt
+
+ def forward_pre(self, tgt,
+ tgt_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ tgt2 = self.norm(tgt)
+ q = k = self.with_pos_embed(tgt2, query_pos)
+ tgt2 = self.self_attn(q, k, value=tgt2, attn_mask=tgt_mask,
+ key_padding_mask=tgt_key_padding_mask)[0]
+ tgt = tgt + self.dropout(tgt2)
+
+ return tgt
+
+ def forward(self, tgt,
+ tgt_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ if self.normalize_before:
+ return self.forward_pre(tgt, tgt_mask,
+ tgt_key_padding_mask, query_pos)
+ return self.forward_post(tgt, tgt_mask,
+ tgt_key_padding_mask, query_pos)
+
+
+class CrossAttentionLayer(nn.Module):
+
+ def __init__(self, d_model, nhead, dropout=0.0,
+ activation="relu", normalize_before=False):
+ super().__init__()
+ self.multihead_attn = nn.MultiheadAttention(d_model, nhead, dropout=dropout)
+
+ self.norm = nn.LayerNorm(d_model)
+ self.dropout = nn.Dropout(dropout)
+
+ self.activation = _get_activation_fn(activation)
+ self.normalize_before = normalize_before
+
+ self._reset_parameters()
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+
+ def with_pos_embed(self, tensor, pos: Optional[Tensor]):
+ return tensor if pos is None else tensor + pos
+
+ def forward_post(self, tgt, memory,
+ memory_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ tgt2 = self.multihead_attn(query=self.with_pos_embed(tgt, query_pos),
+ key=self.with_pos_embed(memory, pos),
+ value=memory, attn_mask=memory_mask,
+ key_padding_mask=memory_key_padding_mask)[0]
+ tgt = tgt + self.dropout(tgt2)
+ tgt = self.norm(tgt)
+
+ return tgt
+
+ def forward_pre(self, tgt, memory,
+ memory_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ tgt2 = self.norm(tgt)
+ tgt2 = self.multihead_attn(query=self.with_pos_embed(tgt2, query_pos),
+ key=self.with_pos_embed(memory, pos),
+ value=memory, attn_mask=memory_mask,
+ key_padding_mask=memory_key_padding_mask)[0]
+ tgt = tgt + self.dropout(tgt2)
+
+ return tgt
+
+ def forward(self, tgt, memory,
+ memory_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ if self.normalize_before:
+ return self.forward_pre(tgt, memory, memory_mask,
+ memory_key_padding_mask, pos, query_pos)
+ return self.forward_post(tgt, memory, memory_mask,
+ memory_key_padding_mask, pos, query_pos)
+
+
+class FFNLayer(nn.Module):
+
+ def __init__(self, d_model, dim_feedforward=2048, dropout=0.0,
+ activation="relu", normalize_before=False):
+ super().__init__()
+ # Implementation of Feedforward model
+ self.linear1 = nn.Linear(d_model, dim_feedforward)
+ self.dropout = nn.Dropout(dropout)
+ self.linear2 = nn.Linear(dim_feedforward, d_model)
+
+ self.norm = nn.LayerNorm(d_model)
+
+ self.activation = _get_activation_fn(activation)
+ self.normalize_before = normalize_before
+
+ self._reset_parameters()
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+
+ def with_pos_embed(self, tensor, pos: Optional[Tensor]):
+ return tensor if pos is None else tensor + pos
+
+ def forward_post(self, tgt):
+ tgt2 = self.linear2(self.dropout(self.activation(self.linear1(tgt))))
+ tgt = tgt + self.dropout(tgt2)
+ tgt = self.norm(tgt)
+ return tgt
+
+ def forward_pre(self, tgt):
+ tgt2 = self.norm(tgt)
+ tgt2 = self.linear2(self.dropout(self.activation(self.linear1(tgt2))))
+ tgt = tgt + self.dropout(tgt2)
+ return tgt
+
+ def forward(self, tgt):
+ if self.normalize_before:
+ return self.forward_pre(tgt)
+ return self.forward_post(tgt)
+
+
+def _get_activation_fn(activation):
+ """Return an activation function given a string"""
+ if activation == "relu":
+ return F.relu
+ if activation == "gelu":
+ return F.gelu
+ if activation == "glu":
+ return F.glu
+ raise RuntimeError(F"activation should be relu/gelu, not {activation}.")
+
+
+class MLP(nn.Module):
+ """ Very simple multi-layer perceptron (also called FFN)"""
+
+ def __init__(self, input_dim, hidden_dim, output_dim, num_layers):
+ super().__init__()
+ self.num_layers = num_layers
+ h = [hidden_dim] * (num_layers - 1)
+ self.layers = nn.ModuleList(nn.Linear(n, k) for n, k in zip([input_dim] + h, h + [output_dim]))
+
+ def forward(self, x):
+ for i, layer in enumerate(self.layers):
+ x = F.relu(layer(x)) if i < self.num_layers - 1 else layer(x)
+ return x
+
+
+@TRANSFORMER_DECODER_REGISTRY.register()
+class ContrastiveMultiScaleMaskedTransformerDecoder(nn.Module):
+
+ _version = 2
+
+ def _load_from_state_dict(
+ self, state_dict, prefix, local_metadata, strict, missing_keys, unexpected_keys, error_msgs
+ ):
+ version = local_metadata.get("version", None)
+ if version is None or version < 2:
+ # Do not warn if train from scratch
+ scratch = True
+ logger = logging.getLogger(__name__)
+ for k in list(state_dict.keys()):
+ newk = k
+ if "static_query" in k:
+ newk = k.replace("static_query", "query_feat")
+ if newk != k:
+ state_dict[newk] = state_dict[k]
+ del state_dict[k]
+ scratch = False
+
+ if not scratch:
+ logger.warning(
+ f"Weight format of {self.__class__.__name__} have changed! "
+ "Please upgrade your models. Applying automatic conversion now ..."
+ )
+
+ @configurable
+ def __init__(
+ self,
+ in_channels,
+ mask_classification=True,
+ *,
+ num_classes: int,
+ hidden_dim: int,
+ num_queries: int,
+ nheads: int,
+ dropout: float,
+ dim_feedforward: int,
+ enc_layers: int,
+ is_train: bool,
+ dec_layers: int,
+ class_dec_layers: int,
+ pre_norm: bool,
+ mask_dim: int,
+ enforce_input_project: bool,
+ use_task_norm: bool,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ in_channels: channels of the input features
+ mask_classification: whether to add mask classifier or not
+ num_classes: number of classes
+ hidden_dim: Transformer feature dimension
+ num_queries: number of queries
+ nheads: number of heads
+ dim_feedforward: feature dimension in feedforward network
+ enc_layers: number of Transformer encoder layers
+ dec_layers: number of Transformer decoder layers
+ pre_norm: whether to use pre-LayerNorm or not
+ mask_dim: mask feature dimension
+ enforce_input_project: add input project 1x1 conv even if input
+ channels and hidden dim is identical
+ """
+ super().__init__()
+
+ assert mask_classification, "Only support mask classification model"
+ self.mask_classification = mask_classification
+ self.is_train = is_train
+ self.use_task_norm = use_task_norm
+
+ # positional encoding
+ N_steps = hidden_dim // 2
+ self.pe_layer = PositionEmbeddingSine(N_steps, normalize=True)
+
+ self.class_transformer = Transformer(
+ d_model=hidden_dim,
+ dropout=dropout,
+ nhead=nheads,
+ dim_feedforward=dim_feedforward,
+ num_encoder_layers=enc_layers,
+ num_decoder_layers=class_dec_layers,
+ normalize_before=pre_norm,
+ return_intermediate_dec=False,
+ )
+
+ # define Transformer decoder here
+ self.num_heads = nheads
+ self.num_layers = dec_layers
+ self.transformer_self_attention_layers = nn.ModuleList()
+ self.transformer_cross_attention_layers = nn.ModuleList()
+ self.transformer_ffn_layers = nn.ModuleList()
+
+ for _ in range(self.num_layers):
+ self.transformer_self_attention_layers.append(
+ SelfAttentionLayer(
+ d_model=hidden_dim,
+ nhead=nheads,
+ dropout=0.0,
+ normalize_before=pre_norm,
+ )
+ )
+
+ self.transformer_cross_attention_layers.append(
+ CrossAttentionLayer(
+ d_model=hidden_dim,
+ nhead=nheads,
+ dropout=0.0,
+ normalize_before=pre_norm,
+ )
+ )
+
+ self.transformer_ffn_layers.append(
+ FFNLayer(
+ d_model=hidden_dim,
+ dim_feedforward=dim_feedforward,
+ dropout=0.0,
+ normalize_before=pre_norm,
+ )
+ )
+
+ self.decoder_norm = nn.LayerNorm(hidden_dim)
+
+ self.num_queries = num_queries
+ # learnable query p.e.
+ self.query_embed = nn.Embedding(num_queries, hidden_dim)
+
+ # level embedding (we always use 3 scales)
+ self.num_feature_levels = 3
+ self.level_embed = nn.Embedding(self.num_feature_levels, hidden_dim)
+ self.input_proj = nn.ModuleList()
+ for _ in range(self.num_feature_levels):
+ if in_channels != hidden_dim or enforce_input_project:
+ self.input_proj.append(Conv2d(in_channels, hidden_dim, kernel_size=1))
+ weight_init.c2_xavier_fill(self.input_proj[-1])
+ else:
+ self.input_proj.append(nn.Sequential())
+
+ self.class_input_proj = Conv2d(in_channels, hidden_dim, kernel_size=1)
+ weight_init.c2_xavier_fill(self.class_input_proj)
+
+ # output FFNs
+ if self.mask_classification:
+ self.class_embed = nn.Linear(hidden_dim, num_classes + 1)
+ self.mask_embed = MLP(hidden_dim, hidden_dim, mask_dim, 3)
+
+ @classmethod
+ def from_config(cls, cfg, in_channels, mask_classification):
+ ret = {}
+ ret["in_channels"] = in_channels
+ ret["mask_classification"] = mask_classification
+
+ ret["num_classes"] = cfg.MODEL.SEM_SEG_HEAD.NUM_CLASSES
+ ret["hidden_dim"] = cfg.MODEL.ONE_FORMER.HIDDEN_DIM
+ ret["num_queries"] = cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES
+ # Transformer parameters:
+ ret["nheads"] = cfg.MODEL.ONE_FORMER.NHEADS
+ ret["dim_feedforward"] = cfg.MODEL.ONE_FORMER.DIM_FEEDFORWARD
+
+ # NOTE: because we add learnable query features which requires supervision,
+ # we add minus 1 to decoder layers to be consistent with our loss
+ # implementation: that is, number of auxiliary losses is always
+ # equal to number of decoder layers. With learnable query features, the number of
+ # auxiliary losses equals number of decoders plus 1.
+ assert cfg.MODEL.ONE_FORMER.DEC_LAYERS >= 1
+ ret["dec_layers"] = cfg.MODEL.ONE_FORMER.DEC_LAYERS - 1
+ ret["class_dec_layers"] = cfg.MODEL.ONE_FORMER.CLASS_DEC_LAYERS
+ ret["enc_layers"] = cfg.MODEL.ONE_FORMER.ENC_LAYERS
+ ret["dropout"] = cfg.MODEL.ONE_FORMER.DROPOUT
+ ret["pre_norm"] = cfg.MODEL.ONE_FORMER.PRE_NORM
+ ret["enforce_input_project"] = cfg.MODEL.ONE_FORMER.ENFORCE_INPUT_PROJ
+ ret["is_train"] = cfg.MODEL.IS_TRAIN
+ ret["mask_dim"] = cfg.MODEL.SEM_SEG_HEAD.MASK_DIM
+ ret["use_task_norm"] = cfg.MODEL.ONE_FORMER.USE_TASK_NORM
+
+ return ret
+
+ def forward(self, x, mask_features, tasks, mask = None):
+ # x is a list of multi-scale feature
+ assert len(x) == self.num_feature_levels
+ src = []
+ pos = []
+ size_list = []
+
+ # disable mask, it does not affect performance
+ del mask
+
+ for i in range(self.num_feature_levels):
+ size_list.append(x[i].shape[-2:])
+ pos.append(self.pe_layer(x[i], None).flatten(2))
+ src.append(self.input_proj[i](x[i]).flatten(2) + self.level_embed.weight[i][None, :, None])
+
+ # flatten NxCxHxW to HWxNxC
+ pos[-1] = pos[-1].permute(2, 0, 1)
+ src[-1] = src[-1].permute(2, 0, 1)
+
+ _, bs, _ = src[0].shape
+
+ # QxNxC
+ query_embed = self.query_embed.weight.unsqueeze(1).repeat(1, bs, 1)
+ tasks = tasks.unsqueeze(0)
+ if self.use_task_norm:
+ tasks = self.decoder_norm(tasks)
+
+ feats = self.pe_layer(mask_features, None)
+
+ out_t, _ = self.class_transformer(feats, None,
+ self.query_embed.weight[:-1],
+ self.class_input_proj(mask_features),
+ tasks if self.use_task_norm else None)
+ out_t = out_t[0].permute(1, 0, 2)
+
+ out = torch.cat([out_t, tasks], dim=0)
+
+ output = out.clone()
+
+ predictions_class = []
+ predictions_mask = []
+
+ # prediction heads on learnable query features
+ outputs_class, outputs_mask, attn_mask = self.forward_prediction_heads(output, mask_features, attn_mask_target_size=size_list[0], i=0)
+ predictions_class.append(outputs_class)
+ predictions_mask.append(outputs_mask)
+
+ for i in range(self.num_layers):
+ level_index = i % self.num_feature_levels
+ attn_mask[torch.where(attn_mask.sum(-1) == attn_mask.shape[-1])] = False
+ # attention: cross-attention first
+ output = self.transformer_cross_attention_layers[i](
+ output, src[level_index],
+ memory_mask=attn_mask,
+ memory_key_padding_mask=None, # here we do not apply masking on padded region
+ pos=pos[level_index], query_pos=query_embed
+ )
+
+ output = self.transformer_self_attention_layers[i](
+ output, tgt_mask=None,
+ tgt_key_padding_mask=None,
+ query_pos=query_embed
+ )
+
+ # FFN
+ output = self.transformer_ffn_layers[i](
+ output
+ )
+
+ outputs_class, outputs_mask, attn_mask = self.forward_prediction_heads(output, mask_features, attn_mask_target_size=size_list[(i + 1) % self.num_feature_levels], i=i+1)
+ predictions_class.append(outputs_class)
+ predictions_mask.append(outputs_mask)
+
+ assert len(predictions_class) == self.num_layers + 1
+ if self.is_train:
+ query_class = out.permute(1, 0, 2)
+ else:
+ query_class = None
+ out = {
+ 'contrastive_logits': query_class,
+ 'pred_logits': predictions_class[-1],
+ 'pred_masks': predictions_mask[-1],
+ 'aux_outputs': self._set_aux_loss(
+ predictions_class if self.mask_classification else None,
+ predictions_mask,
+ )
+ }
+
+ return out
+
+ def forward_prediction_heads(self, output, mask_features, attn_mask_target_size, i):
+ decoder_output = self.decoder_norm(output)
+ decoder_output = decoder_output.transpose(0, 1)
+ outputs_class = self.class_embed(decoder_output)
+ mask_embed = self.mask_embed(decoder_output)
+ outputs_mask = torch.einsum("bqc,bchw->bqhw", mask_embed, mask_features)
+
+ # NOTE: prediction is of higher-resolution
+ # [B, Q, H, W] -> [B, Q, H*W] -> [B, h, Q, H*W] -> [B*h, Q, HW]
+ attn_mask = F.interpolate(outputs_mask, size=attn_mask_target_size, mode="bilinear", align_corners=False)
+
+ # save_attn_masks(attn_mask.sigmoid() < 0.5, fname=f'demo/maps/{i}_pre_bool')
+
+ # must use bool type
+ # If a BoolTensor is provided, positions with ``True`` are not allowed to attend while ``False`` values will be unchanged.
+ attn_mask = (attn_mask.sigmoid().flatten(2).unsqueeze(1).repeat(1, self.num_heads, 1, 1).flatten(0, 1) < 0.5).bool()
+ attn_mask = attn_mask.detach()
+
+ return outputs_class, outputs_mask, attn_mask
+
+ @torch.jit.unused
+ def _set_aux_loss(self, outputs_class, outputs_seg_masks):
+ # this is a workaround to make torchscript happy, as torchscript
+ # doesn't support dictionary with non-homogeneous values, such
+ # as a dict having both a Tensor and a list.
+ if self.mask_classification:
+ aux_list = [
+ {"pred_logits": a, "pred_masks": b}
+ for a, b in zip(outputs_class[:-1], outputs_seg_masks[:-1])
+ ]
+ else:
+ aux_list = [{"pred_masks": b} for b, in outputs_seg_masks[:-1]]
+
+ return aux_list
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/modeling/transformer_decoder/position_encoding.py b/annotator/OneFormer/oneformer/modeling/transformer_decoder/position_encoding.py
new file mode 100644
index 0000000000000000000000000000000000000000..051984d9ea6e04e834f6fae3daf7d8317c2f0819
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/transformer_decoder/position_encoding.py
@@ -0,0 +1,67 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/transformer_decoder/position_encoding.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+"""
+Various positional encodings for the transformer.
+"""
+import math
+
+import torch
+from torch import nn
+
+
+class PositionEmbeddingSine(nn.Module):
+ """
+ This is a more standard version of the position embedding, very similar to the one
+ used by the Attention is all you need paper, generalized to work on images.
+ """
+
+ def __init__(self, num_pos_feats=64, temperature=10000, normalize=False, scale=None):
+ super().__init__()
+ self.num_pos_feats = num_pos_feats
+ self.temperature = temperature
+ self.normalize = normalize
+ if scale is not None and normalize is False:
+ raise ValueError("normalize should be True if scale is passed")
+ if scale is None:
+ scale = 2 * math.pi
+ self.scale = scale
+
+ def forward(self, x, mask=None):
+ if mask is None:
+ mask = torch.zeros((x.size(0), x.size(2), x.size(3)), device=x.device, dtype=torch.bool)
+ not_mask = ~mask
+ y_embed = not_mask.cumsum(1, dtype=torch.float32)
+ x_embed = not_mask.cumsum(2, dtype=torch.float32)
+ if self.normalize:
+ eps = 1e-6
+ y_embed = y_embed / (y_embed[:, -1:, :] + eps) * self.scale
+ x_embed = x_embed / (x_embed[:, :, -1:] + eps) * self.scale
+
+ dim_t = torch.arange(self.num_pos_feats, dtype=torch.float32, device=x.device)
+ dim_t = self.temperature ** (2 * (dim_t // 2) / self.num_pos_feats)
+
+ pos_x = x_embed[:, :, :, None] / dim_t
+ pos_y = y_embed[:, :, :, None] / dim_t
+ pos_x = torch.stack(
+ (pos_x[:, :, :, 0::2].sin(), pos_x[:, :, :, 1::2].cos()), dim=4
+ ).flatten(3)
+ pos_y = torch.stack(
+ (pos_y[:, :, :, 0::2].sin(), pos_y[:, :, :, 1::2].cos()), dim=4
+ ).flatten(3)
+ pos = torch.cat((pos_y, pos_x), dim=3).permute(0, 3, 1, 2)
+ return pos
+
+ def __repr__(self, _repr_indent=4):
+ head = "Positional encoding " + self.__class__.__name__
+ body = [
+ "num_pos_feats: {}".format(self.num_pos_feats),
+ "temperature: {}".format(self.temperature),
+ "normalize: {}".format(self.normalize),
+ "scale: {}".format(self.scale),
+ ]
+ # _repr_indent = 4
+ lines = [head] + [" " * _repr_indent + line for line in body]
+ return "\n".join(lines)
diff --git a/annotator/OneFormer/oneformer/modeling/transformer_decoder/text_transformer.py b/annotator/OneFormer/oneformer/modeling/transformer_decoder/text_transformer.py
new file mode 100644
index 0000000000000000000000000000000000000000..d0b7292018ecfbf4111c0da9c90444d0e1e41cb6
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/transformer_decoder/text_transformer.py
@@ -0,0 +1,257 @@
+# -------------------------------------------------------------------------
+# MIT License
+#
+# Copyright (c) 2021 OpenAI
+#
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
+#
+# -------------------------------------------------------------------------
+
+import torch
+import torch.utils.checkpoint as checkpoint
+from torch import nn
+from collections import OrderedDict
+from timm.models.layers import trunc_normal_
+
+class Attention(nn.Module):
+ def __init__(self, dim, num_heads=8, qkv_bias=False, qk_scale=None, attn_drop=0., proj_drop=0.):
+ super().__init__()
+ self.num_heads = num_heads
+ head_dim = dim // num_heads
+ # NOTE scale factor was wrong in my original version, can set manually to be compat with prev weights
+ self.scale = qk_scale or head_dim ** -0.5
+
+ self.q_proj = nn.Linear(dim, dim, bias=qkv_bias)
+ self.k_proj = nn.Linear(dim, dim, bias=qkv_bias)
+ self.v_proj = nn.Linear(dim, dim, bias=qkv_bias)
+
+
+ self.attn_drop = nn.Dropout(attn_drop)
+ self.proj = nn.Linear(dim, dim)
+ self.proj_drop = nn.Dropout(proj_drop)
+
+ def forward(self, q, k, v):
+ B, N, C = q.shape
+ assert k.shape == v.shape
+ B, M, C = k.shape
+ q = self.q_proj(q).reshape(B, N, self.num_heads, C // self.num_heads)
+ k = self.k_proj(k).reshape(B, M, self.num_heads, C // self.num_heads)
+ v = self.v_proj(v).reshape(B, M, self.num_heads, C // self.num_heads)
+
+ attn = torch.einsum('bnkc,bmkc->bknm', q, k) * self.scale
+
+ attn = attn.softmax(dim=-1)
+
+ x = torch.einsum('bknm,bmkc->bnkc', attn, v).reshape(B, N, C)
+
+ x = self.proj(x)
+ x = self.proj_drop(x)
+ return x
+
+class TransformerDecoderLayer(nn.Module):
+ def __init__(
+ self,
+ d_model,
+ nhead,
+ dropout=0.1,
+ ):
+ super().__init__()
+ self.self_attn = Attention(d_model, nhead, proj_drop=dropout)
+ self.cross_attn = Attention(d_model, nhead, proj_drop=dropout)
+
+ self.norm1 = nn.LayerNorm(d_model)
+ self.norm2 = nn.LayerNorm(d_model)
+ self.norm3 = nn.LayerNorm(d_model)
+ self.dropout = nn.Dropout(dropout)
+
+ self.mlp = nn.Sequential(
+ nn.Linear(d_model, d_model * 4),
+ nn.GELU(),
+ nn.Dropout(dropout),
+ nn.Linear(d_model * 4, d_model)
+ )
+
+ def forward(self, x, mem):
+ q = k = v = self.norm1(x)
+ x = x + self.self_attn(q, k, v)
+ q = self.norm2(x)
+ x = x + self.cross_attn(q, mem, mem)
+ x = x + self.dropout(self.mlp(self.norm3(x)))
+ return x
+
+
+class ContextDecoder(nn.Module):
+ def __init__(self,
+ transformer_width=256,
+ transformer_heads=4,
+ transformer_layers=6,
+ visual_dim=1024,
+ dropout=0.1,
+ **kwargs):
+ super().__init__()
+
+ self.memory_proj = nn.Sequential(
+ nn.LayerNorm(visual_dim),
+ nn.Linear(visual_dim, transformer_width),
+ nn.LayerNorm(transformer_width),
+ )
+
+ self.text_proj = nn.Sequential(
+ nn.LayerNorm(visual_dim),
+ nn.Linear(visual_dim, transformer_width),
+ )
+
+ self.decoder = nn.ModuleList([
+ TransformerDecoderLayer(transformer_width, transformer_heads, dropout) for _ in range(transformer_layers)
+ ])
+
+ self.out_proj = nn.Sequential(
+ nn.LayerNorm(transformer_width),
+ nn.Linear(transformer_width, visual_dim)
+ )
+
+ self.apply(self._init_weights)
+
+ def _init_weights(self, m):
+ if isinstance(m, nn.Linear):
+ trunc_normal_(m.weight, std=.02)
+ if isinstance(m, nn.Linear) and m.bias is not None:
+ nn.init.constant_(m.bias, 0)
+ elif isinstance(m, nn.LayerNorm):
+ nn.init.constant_(m.bias, 0)
+ nn.init.constant_(m.weight, 1.0)
+
+
+ def forward(self, text, visual):
+ B, N, C = visual.shape
+ visual = self.memory_proj(visual)
+ x = self.text_proj(text)
+
+ for layer in self.decoder:
+ x = layer(x, visual)
+
+ return self.out_proj(x)
+
+
+class QuickGELU(nn.Module):
+
+ def forward(self, x: torch.Tensor):
+ return x * torch.sigmoid(1.702 * x)
+
+
+class ResidualAttentionBlock(nn.Module):
+
+ def __init__(self, d_model: int, n_head: int, attn_mask: torch.Tensor = None):
+ super().__init__()
+
+ self.attn = nn.MultiheadAttention(d_model, n_head)
+ self.ln_1 = nn.LayerNorm(d_model)
+ self.mlp = nn.Sequential(
+ OrderedDict([('c_fc', nn.Linear(d_model, d_model * 4)), ('gelu', QuickGELU()),
+ ('c_proj', nn.Linear(d_model * 4, d_model))]))
+ self.ln_2 = nn.LayerNorm(d_model)
+ self.attn_mask = attn_mask
+
+ def attention(self, x: torch.Tensor, key_padding_mask: torch.Tensor):
+ self.attn_mask = self.attn_mask.to(dtype=x.dtype, device=x.device) if self.attn_mask is not None else None
+ return self.attn(x, x, x, need_weights=False, attn_mask=self.attn_mask, key_padding_mask=key_padding_mask)[0]
+
+ def forward(self, x: torch.Tensor, key_padding_mask=None):
+ x = x + self.attention(self.ln_1(x), key_padding_mask=key_padding_mask)
+ x = x + self.mlp(self.ln_2(x))
+ return x
+
+class Transformer(nn.Module):
+
+ def __init__(self, width: int, layers: int, heads: int, attn_mask: torch.Tensor = None, use_checkpoint=False):
+ super().__init__()
+ self.width = width
+ self.layers = layers
+ self.resblocks = nn.Sequential(*[ResidualAttentionBlock(width, heads, attn_mask) for _ in range(layers)])
+ proj_std = (self.width**-0.5) * ((2 * self.layers)**-0.5)
+ attn_std = self.width**-0.5
+ fc_std = (2 * self.width)**-0.5
+ for block in self.resblocks:
+ nn.init.normal_(block.attn.in_proj_weight, std=attn_std)
+ nn.init.normal_(block.attn.out_proj.weight, std=proj_std)
+ nn.init.normal_(block.mlp.c_fc.weight, std=fc_std)
+ nn.init.normal_(block.mlp.c_proj.weight, std=proj_std)
+
+ self.use_checkpoint = use_checkpoint
+
+ def forward(self, x: torch.Tensor):
+ for resblock in self.resblocks:
+ if self.use_checkpoint:
+ x = checkpoint.checkpoint(resblock, x)
+ else:
+ x = resblock(x)
+ return x
+
+
+class TextTransformer(nn.Module):
+
+ def __init__(
+ self,
+ context_length: int,
+ width: int,
+ layers: int,
+ vocab_size,
+ use_checkpoint=False,
+ ):
+
+ super().__init__()
+ heads = width // 64
+ self.context_length = context_length
+ self.width = width
+ self.transformer = Transformer(
+ width=width,
+ layers=layers,
+ heads=heads,
+ attn_mask=self.build_attention_mask(),
+ use_checkpoint=use_checkpoint)
+
+ self.positional_embedding = nn.Parameter(torch.empty(self.context_length, width))
+ self.ln_final = nn.LayerNorm(width)
+ self.token_embedding = nn.Embedding(vocab_size, width)
+ nn.init.normal_(self.token_embedding.weight, std=0.02)
+
+ # initialization
+ nn.init.normal_(self.positional_embedding, std=0.01)
+
+ def build_attention_mask(self):
+ # lazily create causal attention mask, with full attention between the vision tokens
+ # pytorch uses additive attention mask; fill with -inf
+ mask = torch.empty(self.context_length, self.context_length)
+ mask.fill_(float('-inf'))
+ mask.triu_(1) # zero out the lower diagonal
+ return mask
+
+ def forward(self, text):
+ x = self.token_embedding(text)
+ x = x + self.positional_embedding
+ x = x.permute(1, 0, 2) # NLD -> LND
+ x = self.transformer(x)
+ x = x.permute(1, 0, 2) # LND -> NLD
+ x = self.ln_final(x)
+
+ # x.shape = [batch_size, n_ctx, transformer.width]
+ # take features from the eot embedding (eot_token is the highest number in each sequence)
+ x = x[torch.arange(x.shape[0]), text.argmax(dim=-1)]
+
+ return x
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/modeling/transformer_decoder/transformer.py b/annotator/OneFormer/oneformer/modeling/transformer_decoder/transformer.py
new file mode 100644
index 0000000000000000000000000000000000000000..cd07525673b9b1165e1fdd0c9990a8f29c84f199
--- /dev/null
+++ b/annotator/OneFormer/oneformer/modeling/transformer_decoder/transformer.py
@@ -0,0 +1,376 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/transformer_decoder/transformer.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+"""
+Transformer class.
+
+Copy-paste from torch.nn.Transformer with modifications:
+ * positional encodings are passed in MHattention
+ * extra LN at the end of encoder is removed
+ * decoder returns a stack of activations from all decoding layers
+"""
+import copy
+from typing import List, Optional
+
+import torch
+import torch.nn.functional as F
+from torch import Tensor, nn
+
+
+class Transformer(nn.Module):
+ def __init__(
+ self,
+ d_model=512,
+ nhead=8,
+ num_encoder_layers=6,
+ num_decoder_layers=6,
+ dim_feedforward=2048,
+ dropout=0.1,
+ activation="relu",
+ normalize_before=False,
+ return_intermediate_dec=False,
+ ):
+ super().__init__()
+
+ encoder_layer = TransformerEncoderLayer(
+ d_model, nhead, dim_feedforward, dropout, activation, normalize_before
+ )
+ encoder_norm = nn.LayerNorm(d_model) if normalize_before else None
+ self.encoder = TransformerEncoder(encoder_layer, num_encoder_layers, encoder_norm)
+
+ decoder_layer = TransformerDecoderLayer(
+ d_model, nhead, dim_feedforward, dropout, activation, normalize_before
+ )
+ decoder_norm = nn.LayerNorm(d_model)
+ self.decoder = TransformerDecoder(
+ decoder_layer,
+ num_decoder_layers,
+ decoder_norm,
+ return_intermediate=return_intermediate_dec,
+ )
+
+ self._reset_parameters()
+
+ self.d_model = d_model
+ self.nhead = nhead
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+
+ def forward(self, src, mask, query_embed, pos_embed, task_token=None):
+ # flatten NxCxHxW to HWxNxC
+ bs, c, h, w = src.shape
+ src = src.flatten(2).permute(2, 0, 1)
+ pos_embed = pos_embed.flatten(2).permute(2, 0, 1)
+ query_embed = query_embed.unsqueeze(1).repeat(1, bs, 1)
+ if mask is not None:
+ mask = mask.flatten(1)
+
+ if task_token is None:
+ tgt = torch.zeros_like(query_embed)
+ else:
+ tgt = task_token.repeat(query_embed.shape[0], 1, 1)
+
+ memory = self.encoder(src, src_key_padding_mask=mask, pos=pos_embed)
+ hs = self.decoder(
+ tgt, memory, memory_key_padding_mask=mask, pos=pos_embed, query_pos=query_embed
+ )
+ return hs.transpose(1, 2), memory.permute(1, 2, 0).view(bs, c, h, w)
+
+
+class TransformerEncoder(nn.Module):
+ def __init__(self, encoder_layer, num_layers, norm=None):
+ super().__init__()
+ self.layers = _get_clones(encoder_layer, num_layers)
+ self.num_layers = num_layers
+ self.norm = norm
+
+ def forward(
+ self,
+ src,
+ mask: Optional[Tensor] = None,
+ src_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ ):
+ output = src
+
+ for layer in self.layers:
+ output = layer(
+ output, src_mask=mask, src_key_padding_mask=src_key_padding_mask, pos=pos
+ )
+
+ if self.norm is not None:
+ output = self.norm(output)
+
+ return output
+
+
+class TransformerDecoder(nn.Module):
+ def __init__(self, decoder_layer, num_layers, norm=None, return_intermediate=False):
+ super().__init__()
+ self.layers = _get_clones(decoder_layer, num_layers)
+ self.num_layers = num_layers
+ self.norm = norm
+ self.return_intermediate = return_intermediate
+
+ def forward(
+ self,
+ tgt,
+ memory,
+ tgt_mask: Optional[Tensor] = None,
+ memory_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None,
+ ):
+ output = tgt
+
+ intermediate = []
+
+ for layer in self.layers:
+ output = layer(
+ output,
+ memory,
+ tgt_mask=tgt_mask,
+ memory_mask=memory_mask,
+ tgt_key_padding_mask=tgt_key_padding_mask,
+ memory_key_padding_mask=memory_key_padding_mask,
+ pos=pos,
+ query_pos=query_pos,
+ )
+ if self.return_intermediate:
+ intermediate.append(self.norm(output))
+
+ if self.norm is not None:
+ output = self.norm(output)
+ if self.return_intermediate:
+ intermediate.pop()
+ intermediate.append(output)
+
+ if self.return_intermediate:
+ return torch.stack(intermediate)
+
+ return output.unsqueeze(0)
+
+
+class TransformerEncoderLayer(nn.Module):
+ def __init__(
+ self,
+ d_model,
+ nhead,
+ dim_feedforward=2048,
+ dropout=0.1,
+ activation="relu",
+ normalize_before=False,
+ ):
+ super().__init__()
+ self.self_attn = nn.MultiheadAttention(d_model, nhead, dropout=dropout)
+ # Implementation of Feedforward model
+ self.linear1 = nn.Linear(d_model, dim_feedforward)
+ self.dropout = nn.Dropout(dropout)
+ self.linear2 = nn.Linear(dim_feedforward, d_model)
+
+ self.norm1 = nn.LayerNorm(d_model)
+ self.norm2 = nn.LayerNorm(d_model)
+ self.dropout1 = nn.Dropout(dropout)
+ self.dropout2 = nn.Dropout(dropout)
+
+ self.activation = _get_activation_fn(activation)
+ self.normalize_before = normalize_before
+
+ def with_pos_embed(self, tensor, pos: Optional[Tensor]):
+ return tensor if pos is None else tensor + pos
+
+ def forward_post(
+ self,
+ src,
+ src_mask: Optional[Tensor] = None,
+ src_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ ):
+ q = k = self.with_pos_embed(src, pos)
+ src2 = self.self_attn(
+ q, k, value=src, attn_mask=src_mask, key_padding_mask=src_key_padding_mask
+ )[0]
+ src = src + self.dropout1(src2)
+ src = self.norm1(src)
+ src2 = self.linear2(self.dropout(self.activation(self.linear1(src))))
+ src = src + self.dropout2(src2)
+ src = self.norm2(src)
+ return src
+
+ def forward_pre(
+ self,
+ src,
+ src_mask: Optional[Tensor] = None,
+ src_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ ):
+ src2 = self.norm1(src)
+ q = k = self.with_pos_embed(src2, pos)
+ src2 = self.self_attn(
+ q, k, value=src2, attn_mask=src_mask, key_padding_mask=src_key_padding_mask
+ )[0]
+ src = src + self.dropout1(src2)
+ src2 = self.norm2(src)
+ src2 = self.linear2(self.dropout(self.activation(self.linear1(src2))))
+ src = src + self.dropout2(src2)
+ return src
+
+ def forward(
+ self,
+ src,
+ src_mask: Optional[Tensor] = None,
+ src_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ ):
+ if self.normalize_before:
+ return self.forward_pre(src, src_mask, src_key_padding_mask, pos)
+ return self.forward_post(src, src_mask, src_key_padding_mask, pos)
+
+
+class TransformerDecoderLayer(nn.Module):
+ def __init__(
+ self,
+ d_model,
+ nhead,
+ dim_feedforward=2048,
+ dropout=0.1,
+ activation="relu",
+ normalize_before=False,
+ ):
+ super().__init__()
+ self.self_attn = nn.MultiheadAttention(d_model, nhead, dropout=dropout)
+ self.multihead_attn = nn.MultiheadAttention(d_model, nhead, dropout=dropout)
+ # Implementation of Feedforward model
+ self.linear1 = nn.Linear(d_model, dim_feedforward)
+ self.dropout = nn.Dropout(dropout)
+ self.linear2 = nn.Linear(dim_feedforward, d_model)
+
+ self.norm1 = nn.LayerNorm(d_model)
+ self.norm2 = nn.LayerNorm(d_model)
+ self.norm3 = nn.LayerNorm(d_model)
+ self.dropout1 = nn.Dropout(dropout)
+ self.dropout2 = nn.Dropout(dropout)
+ self.dropout3 = nn.Dropout(dropout)
+
+ self.activation = _get_activation_fn(activation)
+ self.normalize_before = normalize_before
+
+ def with_pos_embed(self, tensor, pos: Optional[Tensor]):
+ return tensor if pos is None else tensor + pos
+
+ def forward_post(
+ self,
+ tgt,
+ memory,
+ tgt_mask: Optional[Tensor] = None,
+ memory_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None,
+ ):
+ q = k = self.with_pos_embed(tgt, query_pos)
+ tgt2 = self.self_attn(
+ q, k, value=tgt, attn_mask=tgt_mask, key_padding_mask=tgt_key_padding_mask
+ )[0]
+ tgt = tgt + self.dropout1(tgt2)
+ tgt = self.norm1(tgt)
+ tgt2 = self.multihead_attn(
+ query=self.with_pos_embed(tgt, query_pos),
+ key=self.with_pos_embed(memory, pos),
+ value=memory,
+ attn_mask=memory_mask,
+ key_padding_mask=memory_key_padding_mask,
+ )[0]
+ tgt = tgt + self.dropout2(tgt2)
+ tgt = self.norm2(tgt)
+ tgt2 = self.linear2(self.dropout(self.activation(self.linear1(tgt))))
+ tgt = tgt + self.dropout3(tgt2)
+ tgt = self.norm3(tgt)
+ return tgt
+
+ def forward_pre(
+ self,
+ tgt,
+ memory,
+ tgt_mask: Optional[Tensor] = None,
+ memory_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None,
+ ):
+ tgt2 = self.norm1(tgt)
+ q = k = self.with_pos_embed(tgt2, query_pos)
+ tgt2 = self.self_attn(
+ q, k, value=tgt2, attn_mask=tgt_mask, key_padding_mask=tgt_key_padding_mask
+ )[0]
+ tgt = tgt + self.dropout1(tgt2)
+ tgt2 = self.norm2(tgt)
+ tgt2 = self.multihead_attn(
+ query=self.with_pos_embed(tgt2, query_pos),
+ key=self.with_pos_embed(memory, pos),
+ value=memory,
+ attn_mask=memory_mask,
+ key_padding_mask=memory_key_padding_mask,
+ )[0]
+ tgt = tgt + self.dropout2(tgt2)
+ tgt2 = self.norm3(tgt)
+ tgt2 = self.linear2(self.dropout(self.activation(self.linear1(tgt2))))
+ tgt = tgt + self.dropout3(tgt2)
+ return tgt
+
+ def forward(
+ self,
+ tgt,
+ memory,
+ tgt_mask: Optional[Tensor] = None,
+ memory_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None,
+ ):
+ if self.normalize_before:
+ return self.forward_pre(
+ tgt,
+ memory,
+ tgt_mask,
+ memory_mask,
+ tgt_key_padding_mask,
+ memory_key_padding_mask,
+ pos,
+ query_pos,
+ )
+ return self.forward_post(
+ tgt,
+ memory,
+ tgt_mask,
+ memory_mask,
+ tgt_key_padding_mask,
+ memory_key_padding_mask,
+ pos,
+ query_pos,
+ )
+
+
+def _get_clones(module, N):
+ return nn.ModuleList([copy.deepcopy(module) for i in range(N)])
+
+
+def _get_activation_fn(activation):
+ """Return an activation function given a string"""
+ if activation == "relu":
+ return F.relu
+ if activation == "gelu":
+ return F.gelu
+ if activation == "glu":
+ return F.glu
+ raise RuntimeError(f"activation should be relu/gelu, not {activation}.")
diff --git a/annotator/OneFormer/oneformer/oneformer_model.py b/annotator/OneFormer/oneformer/oneformer_model.py
new file mode 100644
index 0000000000000000000000000000000000000000..01508df74cfe8a722dd937b7f54b12296258c5a1
--- /dev/null
+++ b/annotator/OneFormer/oneformer/oneformer_model.py
@@ -0,0 +1,486 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/maskformer_model.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+from typing import Tuple
+
+import torch
+from torch import nn
+from torch.nn import functional as F
+
+from detectron2.config import configurable
+from detectron2.data import MetadataCatalog
+from detectron2.modeling import META_ARCH_REGISTRY, build_backbone, build_sem_seg_head
+from detectron2.modeling.backbone import Backbone
+from detectron2.modeling.postprocessing import sem_seg_postprocess
+from detectron2.structures import Boxes, ImageList, Instances, BitMasks
+from detectron2.utils.memory import retry_if_cuda_oom
+
+from .modeling.criterion import SetCriterion
+from .modeling.matcher import HungarianMatcher
+from einops import rearrange
+from .modeling.transformer_decoder.text_transformer import TextTransformer
+from .modeling.transformer_decoder.oneformer_transformer_decoder import MLP
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+
+@META_ARCH_REGISTRY.register()
+class OneFormer(nn.Module):
+ """
+ Main class for mask classification semantic segmentation architectures.
+ """
+
+ @configurable
+ def __init__(
+ self,
+ *,
+ backbone: Backbone,
+ sem_seg_head: nn.Module,
+ task_mlp: nn.Module,
+ text_encoder: nn.Module,
+ text_projector: nn.Module,
+ criterion: nn.Module,
+ prompt_ctx: nn.Embedding,
+ num_queries: int,
+ object_mask_threshold: float,
+ overlap_threshold: float,
+ metadata,
+ size_divisibility: int,
+ sem_seg_postprocess_before_inference: bool,
+ pixel_mean: Tuple[float],
+ pixel_std: Tuple[float],
+ # inference
+ semantic_on: bool,
+ panoptic_on: bool,
+ instance_on: bool,
+ detection_on: bool,
+ test_topk_per_image: int,
+ task_seq_len: int,
+ max_seq_len: int,
+ is_demo: bool,
+ ):
+ """
+ Args:
+ backbone: a backbone module, must follow detectron2's backbone interface
+ sem_seg_head: a module that predicts semantic segmentation from backbone features
+ criterion: a module that defines the loss
+ num_queries: int, number of queries
+ object_mask_threshold: float, threshold to filter query based on classification score
+ for panoptic segmentation inference
+ overlap_threshold: overlap threshold used in general inference for panoptic segmentation
+ metadata: dataset meta, get `thing` and `stuff` category names for panoptic
+ segmentation inference
+ size_divisibility: Some backbones require the input height and width to be divisible by a
+ specific integer. We can use this to override such requirement.
+ sem_seg_postprocess_before_inference: whether to resize the prediction back
+ to original input size before semantic segmentation inference or after.
+ For high-resolution dataset like Mapillary, resizing predictions before
+ inference will cause OOM error.
+ pixel_mean, pixel_std: list or tuple with #channels element, representing
+ the per-channel mean and std to be used to normalize the input image
+ semantic_on: bool, whether to output semantic segmentation prediction
+ instance_on: bool, whether to output instance segmentation prediction
+ panoptic_on: bool, whether to output panoptic segmentation prediction
+ test_topk_per_image: int, instance segmentation parameter, keep topk instances per image
+ """
+ super().__init__()
+ self.backbone = backbone
+ self.sem_seg_head = sem_seg_head
+ self.task_mlp = task_mlp
+ self.text_encoder = text_encoder
+ self.text_projector = text_projector
+ self.prompt_ctx = prompt_ctx
+ self.criterion = criterion
+ self.num_queries = num_queries
+ self.overlap_threshold = overlap_threshold
+ self.object_mask_threshold = object_mask_threshold
+ self.metadata = metadata
+ if size_divisibility < 0:
+ # use backbone size_divisibility if not set
+ size_divisibility = self.backbone.size_divisibility
+ self.size_divisibility = size_divisibility
+ self.sem_seg_postprocess_before_inference = sem_seg_postprocess_before_inference
+ self.register_buffer("pixel_mean", torch.Tensor(pixel_mean).view(-1, 1, 1), False)
+ self.register_buffer("pixel_std", torch.Tensor(pixel_std).view(-1, 1, 1), False)
+
+ # additional args
+ self.semantic_on = semantic_on
+ self.instance_on = instance_on
+ self.panoptic_on = panoptic_on
+ self.detection_on = detection_on
+ self.test_topk_per_image = test_topk_per_image
+
+ self.text_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=max_seq_len)
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+ self.is_demo = is_demo
+
+ self.thing_indices = [k for k in self.metadata.thing_dataset_id_to_contiguous_id.keys()]
+
+ if not self.semantic_on:
+ assert self.sem_seg_postprocess_before_inference
+
+ @classmethod
+ def from_config(cls, cfg):
+ backbone = build_backbone(cfg)
+ sem_seg_head = build_sem_seg_head(cfg, backbone.output_shape())
+
+ if cfg.MODEL.IS_TRAIN:
+ text_encoder = TextTransformer(context_length=cfg.MODEL.TEXT_ENCODER.CONTEXT_LENGTH,
+ width=cfg.MODEL.TEXT_ENCODER.WIDTH,
+ layers=cfg.MODEL.TEXT_ENCODER.NUM_LAYERS,
+ vocab_size=cfg.MODEL.TEXT_ENCODER.VOCAB_SIZE)
+ text_projector = MLP(text_encoder.width, cfg.MODEL.ONE_FORMER.HIDDEN_DIM,
+ cfg.MODEL.ONE_FORMER.HIDDEN_DIM, cfg.MODEL.TEXT_ENCODER.PROJ_NUM_LAYERS)
+ if cfg.MODEL.TEXT_ENCODER.N_CTX > 0:
+ prompt_ctx = nn.Embedding(cfg.MODEL.TEXT_ENCODER.N_CTX, cfg.MODEL.TEXT_ENCODER.WIDTH)
+ else:
+ prompt_ctx = None
+ else:
+ text_encoder = None
+ text_projector = None
+ prompt_ctx = None
+
+ task_mlp = MLP(cfg.INPUT.TASK_SEQ_LEN, cfg.MODEL.ONE_FORMER.HIDDEN_DIM,
+ cfg.MODEL.ONE_FORMER.HIDDEN_DIM, 2)
+
+ # Loss parameters:
+ deep_supervision = cfg.MODEL.ONE_FORMER.DEEP_SUPERVISION
+ no_object_weight = cfg.MODEL.ONE_FORMER.NO_OBJECT_WEIGHT
+
+ # loss weights
+ class_weight = cfg.MODEL.ONE_FORMER.CLASS_WEIGHT
+ dice_weight = cfg.MODEL.ONE_FORMER.DICE_WEIGHT
+ mask_weight = cfg.MODEL.ONE_FORMER.MASK_WEIGHT
+ contrastive_weight = cfg.MODEL.ONE_FORMER.CONTRASTIVE_WEIGHT
+
+ # building criterion
+ matcher = HungarianMatcher(
+ cost_class=class_weight,
+ cost_mask=mask_weight,
+ cost_dice=dice_weight,
+ num_points=cfg.MODEL.ONE_FORMER.TRAIN_NUM_POINTS,
+ )
+
+ weight_dict = {"loss_ce": class_weight, "loss_mask": mask_weight,
+ "loss_dice": dice_weight, "loss_contrastive": contrastive_weight}
+
+
+ if deep_supervision:
+ dec_layers = cfg.MODEL.ONE_FORMER.DEC_LAYERS
+ aux_weight_dict = {}
+ for i in range(dec_layers - 1):
+ aux_weight_dict.update({k + f"_{i}": v for k, v in weight_dict.items()})
+ weight_dict.update(aux_weight_dict)
+
+ losses = ["labels", "masks", "contrastive"]
+
+ criterion = SetCriterion(
+ sem_seg_head.num_classes,
+ matcher=matcher,
+ weight_dict=weight_dict,
+ eos_coef=no_object_weight,
+ contrast_temperature=cfg.MODEL.ONE_FORMER.CONTRASTIVE_TEMPERATURE,
+ losses=losses,
+ num_points=cfg.MODEL.ONE_FORMER.TRAIN_NUM_POINTS,
+ oversample_ratio=cfg.MODEL.ONE_FORMER.OVERSAMPLE_RATIO,
+ importance_sample_ratio=cfg.MODEL.ONE_FORMER.IMPORTANCE_SAMPLE_RATIO,
+ )
+
+ return {
+ "backbone": backbone,
+ "sem_seg_head": sem_seg_head,
+ "task_mlp": task_mlp,
+ "prompt_ctx": prompt_ctx,
+ "text_encoder": text_encoder,
+ "text_projector": text_projector,
+ "criterion": criterion,
+ "num_queries": cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES,
+ "object_mask_threshold": cfg.MODEL.TEST.OBJECT_MASK_THRESHOLD,
+ "overlap_threshold": cfg.MODEL.TEST.OVERLAP_THRESHOLD,
+ "metadata": MetadataCatalog.get(cfg.DATASETS.TRAIN[0]),
+ "size_divisibility": cfg.MODEL.ONE_FORMER.SIZE_DIVISIBILITY,
+ "sem_seg_postprocess_before_inference": (
+ cfg.MODEL.TEST.SEM_SEG_POSTPROCESSING_BEFORE_INFERENCE
+ or cfg.MODEL.TEST.PANOPTIC_ON
+ or cfg.MODEL.TEST.INSTANCE_ON
+ ),
+ "pixel_mean": cfg.MODEL.PIXEL_MEAN,
+ "pixel_std": cfg.MODEL.PIXEL_STD,
+ # inference
+ "semantic_on": cfg.MODEL.TEST.SEMANTIC_ON,
+ "instance_on": cfg.MODEL.TEST.INSTANCE_ON,
+ "panoptic_on": cfg.MODEL.TEST.PANOPTIC_ON,
+ "detection_on": cfg.MODEL.TEST.DETECTION_ON,
+ "test_topk_per_image": cfg.TEST.DETECTIONS_PER_IMAGE,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "max_seq_len": cfg.INPUT.MAX_SEQ_LEN,
+ "is_demo": cfg.MODEL.IS_DEMO,
+ }
+
+ @property
+ def device(self):
+ return self.pixel_mean.device
+
+ def encode_text(self, text):
+ assert text.ndim in [2, 3], text.ndim
+ b = text.shape[0]
+ squeeze_dim = False
+ num_text = 1
+ if text.ndim == 3:
+ num_text = text.shape[1]
+ text = rearrange(text, 'b n l -> (b n) l', n=num_text)
+ squeeze_dim = True
+
+ # [B, C]
+ x = self.text_encoder(text)
+
+ text_x = self.text_projector(x)
+
+ if squeeze_dim:
+ text_x = rearrange(text_x, '(b n) c -> b n c', n=num_text)
+ if self.prompt_ctx is not None:
+ text_ctx = self.prompt_ctx.weight.unsqueeze(0).repeat(text_x.shape[0], 1, 1)
+ text_x = torch.cat([text_x, text_ctx], dim=1)
+
+ return {"texts": text_x}
+
+ def forward(self, batched_inputs):
+ """
+ Args:
+ batched_inputs: a list, batched outputs of :class:`DatasetMapper`.
+ Each item in the list contains the inputs for one image.
+ For now, each item in the list is a dict that contains:
+ * "image": Tensor, image in (C, H, W) format.
+ * "instances": per-region ground truth
+ * Other information that's included in the original dicts, such as:
+ "height", "width" (int): the output resolution of the model (may be different
+ from input resolution), used in inference.
+ Returns:
+ list[dict]:
+ each dict has the results for one image. The dict contains the following keys:
+ * "sem_seg":
+ A Tensor that represents the
+ per-pixel segmentation prediced by the head.
+ The prediction has shape KxHxW that represents the logits of
+ each class for each pixel.
+ * "panoptic_seg":
+ A tuple that represent panoptic output
+ panoptic_seg (Tensor): of shape (height, width) where the values are ids for each segment.
+ segments_info (list[dict]): Describe each segment in `panoptic_seg`.
+ Each dict contains keys "id", "category_id", "isthing".
+ """
+ images = [x["image"].to(self.device) for x in batched_inputs]
+ images = [(x - self.pixel_mean) / self.pixel_std for x in images]
+ images = ImageList.from_tensors(images, self.size_divisibility)
+
+ tasks = torch.cat([self.task_tokenizer(x["task"]).to(self.device).unsqueeze(0) for x in batched_inputs], dim=0)
+ tasks = self.task_mlp(tasks.float())
+
+ features = self.backbone(images.tensor)
+ outputs = self.sem_seg_head(features, tasks)
+
+ if self.training:
+ texts = torch.cat([self.text_tokenizer(x["text"]).to(self.device).unsqueeze(0) for x in batched_inputs], dim=0)
+ texts_x = self.encode_text(texts)
+
+ outputs = {**outputs, **texts_x}
+
+ # mask classification target
+ if "instances" in batched_inputs[0]:
+ gt_instances = [x["instances"].to(self.device) for x in batched_inputs]
+ targets = self.prepare_targets(gt_instances, images)
+ else:
+ targets = None
+
+ # bipartite matching-based loss
+ losses = self.criterion(outputs, targets)
+
+ for k in list(losses.keys()):
+ if k in self.criterion.weight_dict:
+ losses[k] *= self.criterion.weight_dict[k]
+ else:
+ # remove this loss if not specified in `weight_dict`
+ losses.pop(k)
+ return losses
+ else:
+ mask_cls_results = outputs["pred_logits"]
+ mask_pred_results = outputs["pred_masks"]
+ # upsample masks
+ mask_pred_results = F.interpolate(
+ mask_pred_results,
+ size=(images.tensor.shape[-2], images.tensor.shape[-1]),
+ mode="bilinear",
+ align_corners=False,
+ )
+
+ del outputs
+
+ processed_results = []
+ for i, data in enumerate(zip(
+ mask_cls_results, mask_pred_results, batched_inputs, images.image_sizes
+ )):
+ mask_cls_result, mask_pred_result, input_per_image, image_size = data
+ height = input_per_image.get("height", image_size[0])
+ width = input_per_image.get("width", image_size[1])
+ processed_results.append({})
+
+ if self.sem_seg_postprocess_before_inference:
+ mask_pred_result = retry_if_cuda_oom(sem_seg_postprocess)(
+ mask_pred_result, image_size, height, width
+ )
+ mask_cls_result = mask_cls_result.to(mask_pred_result)
+
+ # semantic segmentation inference
+ if self.semantic_on:
+ r = retry_if_cuda_oom(self.semantic_inference)(mask_cls_result, mask_pred_result)
+ if not self.sem_seg_postprocess_before_inference:
+ r = retry_if_cuda_oom(sem_seg_postprocess)(r, image_size, height, width)
+ processed_results[-1]["sem_seg"] = r
+
+ # panoptic segmentation inference
+ if self.panoptic_on:
+ panoptic_r = retry_if_cuda_oom(self.panoptic_inference)(mask_cls_result, mask_pred_result)
+ processed_results[-1]["panoptic_seg"] = panoptic_r
+
+ # instance segmentation inference
+ if self.instance_on:
+ instance_r = retry_if_cuda_oom(self.instance_inference)(mask_cls_result, mask_pred_result, input_per_image["task"])
+ processed_results[-1]["instances"] = instance_r
+
+ if self.detection_on:
+ bbox_r = retry_if_cuda_oom(self.instance_inference)(mask_cls_result, mask_pred_result, input_per_image["task"])
+ processed_results[-1]["box_instances"] = bbox_r
+
+ return processed_results
+
+ def prepare_targets(self, targets, images):
+ h_pad, w_pad = images.tensor.shape[-2:]
+ new_targets = []
+ for targets_per_image in targets:
+ # pad gt
+ gt_masks = targets_per_image.gt_masks
+ padded_masks = torch.zeros((gt_masks.shape[0], h_pad, w_pad), dtype=gt_masks.dtype, device=gt_masks.device)
+ padded_masks[:, : gt_masks.shape[1], : gt_masks.shape[2]] = gt_masks
+ new_targets.append(
+ {
+ "labels": targets_per_image.gt_classes,
+ "masks": padded_masks,
+ }
+ )
+ return new_targets
+
+ def semantic_inference(self, mask_cls, mask_pred):
+ mask_cls = F.softmax(mask_cls, dim=-1)[..., :-1]
+ mask_pred = mask_pred.sigmoid()
+ semseg = torch.einsum("qc,qhw->chw", mask_cls, mask_pred)
+ return semseg
+
+ def panoptic_inference(self, mask_cls, mask_pred):
+ scores, labels = F.softmax(mask_cls, dim=-1).max(-1)
+ mask_pred = mask_pred.sigmoid()
+
+ keep = labels.ne(self.sem_seg_head.num_classes) & (scores > self.object_mask_threshold)
+ cur_scores = scores[keep]
+ cur_classes = labels[keep]
+ cur_masks = mask_pred[keep]
+ cur_mask_cls = mask_cls[keep]
+ cur_mask_cls = cur_mask_cls[:, :-1]
+
+ cur_prob_masks = cur_scores.view(-1, 1, 1) * cur_masks
+
+ h, w = cur_masks.shape[-2:]
+ panoptic_seg = torch.zeros((h, w), dtype=torch.int32, device=cur_masks.device)
+ segments_info = []
+
+ current_segment_id = 0
+
+ if cur_masks.shape[0] == 0:
+ # We didn't detect any mask :(
+ return panoptic_seg, segments_info
+ else:
+ # take argmax
+ cur_mask_ids = cur_prob_masks.argmax(0)
+ stuff_memory_list = {}
+ for k in range(cur_classes.shape[0]):
+ pred_class = cur_classes[k].item()
+ isthing = pred_class in self.metadata.thing_dataset_id_to_contiguous_id.values()
+ mask_area = (cur_mask_ids == k).sum().item()
+ original_area = (cur_masks[k] >= 0.5).sum().item()
+ mask = (cur_mask_ids == k) & (cur_masks[k] >= 0.5)
+
+ if mask_area > 0 and original_area > 0 and mask.sum().item() > 0:
+ if mask_area / original_area < self.overlap_threshold:
+ continue
+
+ # merge stuff regions
+ if not isthing:
+ if int(pred_class) in stuff_memory_list.keys():
+ panoptic_seg[mask] = stuff_memory_list[int(pred_class)]
+ continue
+ else:
+ stuff_memory_list[int(pred_class)] = current_segment_id + 1
+
+ current_segment_id += 1
+ panoptic_seg[mask] = current_segment_id
+
+ segments_info.append(
+ {
+ "id": current_segment_id,
+ "isthing": bool(isthing),
+ "category_id": int(pred_class),
+ }
+ )
+
+ return panoptic_seg, segments_info
+
+ def instance_inference(self, mask_cls, mask_pred, task_type):
+ # mask_pred is already processed to have the same shape as original input
+ image_size = mask_pred.shape[-2:]
+
+ # [Q, K]
+ scores = F.softmax(mask_cls, dim=-1)[:, :-1]
+ labels = torch.arange(self.sem_seg_head.num_classes, device=self.device).unsqueeze(0).repeat(self.num_queries, 1).flatten(0, 1)
+
+ # scores_per_image, topk_indices = scores.flatten(0, 1).topk(self.num_queries, sorted=False)
+ scores_per_image, topk_indices = scores.flatten(0, 1).topk(self.test_topk_per_image, sorted=False)
+ labels_per_image = labels[topk_indices]
+
+ topk_indices = topk_indices // self.sem_seg_head.num_classes
+ # mask_pred = mask_pred.unsqueeze(1).repeat(1, self.sem_seg_head.num_classes, 1).flatten(0, 1)
+ mask_pred = mask_pred[topk_indices]
+
+ # Only consider scores with confidence over [self.object_mask_threshold] for demo
+ if self.is_demo:
+ keep = scores_per_image > self.object_mask_threshold
+ scores_per_image = scores_per_image[keep]
+ labels_per_image = labels_per_image[keep]
+ mask_pred = mask_pred[keep]
+
+ # if this is panoptic segmentation, we only keep the "thing" classes
+ if self.panoptic_on:
+ keep = torch.zeros_like(scores_per_image).bool()
+ for i, lab in enumerate(labels_per_image):
+ keep[i] = lab in self.metadata.thing_dataset_id_to_contiguous_id.values()
+
+ scores_per_image = scores_per_image[keep]
+ labels_per_image = labels_per_image[keep]
+ mask_pred = mask_pred[keep]
+
+ if 'ade20k' in self.metadata.name and not self.is_demo and "instance" in task_type:
+ for i in range(labels_per_image.shape[0]):
+ labels_per_image[i] = self.thing_indices.index(labels_per_image[i].item())
+
+ result = Instances(image_size)
+ # mask (before sigmoid)
+ result.pred_masks = (mask_pred > 0).float()
+ if self.detection_on:
+ # Uncomment the following to get boxes from masks (this is slow)
+ result.pred_boxes = BitMasks(mask_pred > 0).get_bounding_boxes()
+ else:
+ result.pred_boxes = Boxes(torch.zeros(mask_pred.size(0), 4))
+
+ # calculate average mask prob
+ mask_scores_per_image = (mask_pred.sigmoid().flatten(1) * result.pred_masks.flatten(1)).sum(1) / (result.pred_masks.flatten(1).sum(1) + 1e-6)
+ result.scores = scores_per_image * mask_scores_per_image
+ result.pred_classes = labels_per_image
+ return result
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/test_time_augmentation.py b/annotator/OneFormer/oneformer/test_time_augmentation.py
new file mode 100644
index 0000000000000000000000000000000000000000..a913cd4ae0ed8e22121380929ffcd51b9f3500a6
--- /dev/null
+++ b/annotator/OneFormer/oneformer/test_time_augmentation.py
@@ -0,0 +1,107 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/test_time_augmentation.py
+# ------------------------------------------------------------------------------
+
+import copy
+import logging
+from itertools import count
+
+import numpy as np
+import torch
+from fvcore.transforms import HFlipTransform
+from torch import nn
+from torch.nn.parallel import DistributedDataParallel
+
+from detectron2.data.detection_utils import read_image
+from .datasetmapper_tta import DatasetMapperTTA
+import torch.nn.functional as F
+
+__all__ = [
+ "SemanticSegmentorWithTTA",
+]
+
+
+class SemanticSegmentorWithTTA(nn.Module):
+ """
+ A SemanticSegmentor with test-time augmentation enabled.
+ Its :meth:`__call__` method has the same interface as :meth:`SemanticSegmentor.forward`.
+ """
+
+ def __init__(self, cfg, model, tta_mapper=None, batch_size=1):
+ """
+ Args:
+ cfg (CfgNode):
+ model (SemanticSegmentor): a SemanticSegmentor to apply TTA on.
+ tta_mapper (callable): takes a dataset dict and returns a list of
+ augmented versions of the dataset dict. Defaults to
+ `DatasetMapperTTA(cfg)`.
+ batch_size (int): batch the augmented images into this batch size for inference.
+ """
+ super().__init__()
+ if isinstance(model, DistributedDataParallel):
+ model = model.module
+ self.cfg = cfg.clone()
+ self.num_classes = self.cfg.MODEL.SEM_SEG_HEAD.NUM_CLASSES
+
+ self.model = model
+
+ if tta_mapper is None:
+ tta_mapper = DatasetMapperTTA(cfg)
+ self.tta_mapper = tta_mapper
+ self.batch_size = batch_size
+
+ def __call__(self, batched_inputs):
+ """
+ Same input/output format as :meth:`SemanticSegmentor.forward`
+ """
+
+ def _maybe_read_image(dataset_dict):
+ ret = copy.copy(dataset_dict)
+ if "image" not in ret:
+ image = read_image(ret.pop("file_name"), self.model.input_format)
+ image = torch.from_numpy(np.ascontiguousarray(image.transpose(2, 0, 1))) # CHW
+ ret["image"] = image
+ if "height" not in ret and "width" not in ret:
+ ret["height"] = image.shape[1]
+ ret["width"] = image.shape[2]
+ return ret
+
+ processed_results = []
+ for x in batched_inputs:
+ result = self._inference_one_image(_maybe_read_image(x))
+ processed_results.append(result)
+ return processed_results
+
+ def _inference_one_image(self, input):
+ """
+ Args:
+ input (dict): one dataset dict with "image" field being a CHW tensor
+ Returns:
+ dict: one output dict
+ """
+ orig_shape = (input["height"], input["width"])
+ augmented_inputs, tfms = self._get_augmented_inputs(input)
+
+ final_predictions = None
+ count_predictions = 0
+ for input, tfm in zip(augmented_inputs, tfms):
+ count_predictions += 1
+ with torch.no_grad():
+ if final_predictions is None:
+ if any(isinstance(t, HFlipTransform) for t in tfm.transforms):
+ final_predictions = self.model([input])[0].pop("sem_seg").flip(dims=[2])
+ else:
+ final_predictions = self.model([input])[0].pop("sem_seg")
+ else:
+ if any(isinstance(t, HFlipTransform) for t in tfm.transforms):
+ final_predictions += self.model([input])[0].pop("sem_seg").flip(dims=[2])
+ else:
+ final_predictions += self.model([input])[0].pop("sem_seg")
+
+ final_predictions = final_predictions / count_predictions
+ return {"sem_seg": final_predictions}
+
+ def _get_augmented_inputs(self, input):
+ augmented_inputs = self.tta_mapper(input)
+ tfms = [x.pop("transforms") for x in augmented_inputs]
+ return augmented_inputs, tfms
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/utils/__init__.py b/annotator/OneFormer/oneformer/utils/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..130d3011b032f91df1a9cf965625e54922f6c81b
--- /dev/null
+++ b/annotator/OneFormer/oneformer/utils/__init__.py
@@ -0,0 +1,2 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+from .events import setup_wandb, WandbWriter
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/utils/box_ops.py b/annotator/OneFormer/oneformer/utils/box_ops.py
new file mode 100644
index 0000000000000000000000000000000000000000..a2b62ad99ed1fc35cdb10a9e11acdeb0ff1abcc4
--- /dev/null
+++ b/annotator/OneFormer/oneformer/utils/box_ops.py
@@ -0,0 +1,133 @@
+# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
+"""
+Utilities for bounding box manipulation and GIoU.
+"""
+import torch, os
+from torchvision.ops.boxes import box_area
+
+
+def box_cxcywh_to_xyxy(x):
+ x_c, y_c, w, h = x.unbind(-1)
+ b = [(x_c - 0.5 * w), (y_c - 0.5 * h),
+ (x_c + 0.5 * w), (y_c + 0.5 * h)]
+ return torch.stack(b, dim=-1)
+
+
+def box_xyxy_to_cxcywh(x):
+ x0, y0, x1, y1 = x.unbind(-1)
+ b = [(x0 + x1) / 2, (y0 + y1) / 2,
+ (x1 - x0), (y1 - y0)]
+ return torch.stack(b, dim=-1)
+
+
+# modified from torchvision to also return the union
+def box_iou(boxes1, boxes2):
+ area1 = box_area(boxes1)
+ area2 = box_area(boxes2)
+
+ # import ipdb; ipdb.set_trace()
+ lt = torch.max(boxes1[:, None, :2], boxes2[:, :2]) # [N,M,2]
+ rb = torch.min(boxes1[:, None, 2:], boxes2[:, 2:]) # [N,M,2]
+
+ wh = (rb - lt).clamp(min=0) # [N,M,2]
+ inter = wh[:, :, 0] * wh[:, :, 1] # [N,M]
+
+ union = area1[:, None] + area2 - inter
+
+ iou = inter / (union + 1e-6)
+ return iou, union
+
+
+def generalized_box_iou(boxes1, boxes2):
+ """
+ Generalized IoU from https://giou.stanford.edu/
+ The boxes should be in [x0, y0, x1, y1] format
+ Returns a [N, M] pairwise matrix, where N = len(boxes1)
+ and M = len(boxes2)
+ """
+ # degenerate boxes gives inf / nan results
+ # so do an early check
+ assert (boxes1[:, 2:] >= boxes1[:, :2]).all()
+ assert (boxes2[:, 2:] >= boxes2[:, :2]).all()
+ # except:
+ # import ipdb; ipdb.set_trace()
+ iou, union = box_iou(boxes1, boxes2)
+
+ lt = torch.min(boxes1[:, None, :2], boxes2[:, :2])
+ rb = torch.max(boxes1[:, None, 2:], boxes2[:, 2:])
+
+ wh = (rb - lt).clamp(min=0) # [N,M,2]
+ area = wh[:, :, 0] * wh[:, :, 1]
+
+ return iou - (area - union) / (area + 1e-6)
+
+
+
+# modified from torchvision to also return the union
+def box_iou_pairwise(boxes1, boxes2):
+ area1 = box_area(boxes1)
+ area2 = box_area(boxes2)
+
+ lt = torch.max(boxes1[:, :2], boxes2[:, :2]) # [N,2]
+ rb = torch.min(boxes1[:, 2:], boxes2[:, 2:]) # [N,2]
+
+ wh = (rb - lt).clamp(min=0) # [N,2]
+ inter = wh[:, 0] * wh[:, 1] # [N]
+
+ union = area1 + area2 - inter
+
+ iou = inter / union
+ return iou, union
+
+
+def generalized_box_iou_pairwise(boxes1, boxes2):
+ """
+ Generalized IoU from https://giou.stanford.edu/
+ Input:
+ - boxes1, boxes2: N,4
+ Output:
+ - giou: N, 4
+ """
+ # degenerate boxes gives inf / nan results
+ # so do an early check
+ assert (boxes1[:, 2:] >= boxes1[:, :2]).all()
+ assert (boxes2[:, 2:] >= boxes2[:, :2]).all()
+ assert boxes1.shape == boxes2.shape
+ iou, union = box_iou_pairwise(boxes1, boxes2) # N, 4
+
+ lt = torch.min(boxes1[:, :2], boxes2[:, :2])
+ rb = torch.max(boxes1[:, 2:], boxes2[:, 2:])
+
+ wh = (rb - lt).clamp(min=0) # [N,2]
+ area = wh[:, 0] * wh[:, 1]
+
+ return iou - (area - union) / area
+
+def masks_to_boxes(masks):
+ """Compute the bounding boxes around the provided masks
+ The masks should be in format [N, H, W] where N is the number of masks, (H, W) are the spatial dimensions.
+ Returns a [N, 4] tensors, with the boxes in xyxy format
+ """
+ if masks.numel() == 0:
+ return torch.zeros((0, 4), device=masks.device)
+
+ h, w = masks.shape[-2:]
+
+ y = torch.arange(0, h, dtype=torch.float)
+ x = torch.arange(0, w, dtype=torch.float)
+ y, x = torch.meshgrid(y, x)
+
+ x_mask = (masks * x.unsqueeze(0))
+ x_max = x_mask.flatten(1).max(-1)[0]
+ x_min = x_mask.masked_fill(~(masks.bool()), 1e8).flatten(1).min(-1)[0]
+
+ y_mask = (masks * y.unsqueeze(0))
+ y_max = y_mask.flatten(1).max(-1)[0]
+ y_min = y_mask.masked_fill(~(masks.bool()), 1e8).flatten(1).min(-1)[0]
+
+ return torch.stack([x_min, y_min, x_max, y_max], 1)
+
+if __name__ == '__main__':
+ x = torch.rand(5, 4)
+ y = torch.rand(3, 4)
+ iou, union = box_iou(x, y)
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/utils/events.py b/annotator/OneFormer/oneformer/utils/events.py
new file mode 100644
index 0000000000000000000000000000000000000000..d1d27ac6ecef656f1aa86649ceacb54470765821
--- /dev/null
+++ b/annotator/OneFormer/oneformer/utils/events.py
@@ -0,0 +1,120 @@
+import os
+import wandb
+from detectron2.utils import comm
+from detectron2.utils.events import EventWriter, get_event_storage
+
+
+def setup_wandb(cfg, args):
+ if comm.is_main_process():
+ init_args = {
+ k.lower(): v
+ for k, v in cfg.WANDB.items()
+ if isinstance(k, str) and k not in ["config"]
+ }
+ # only include most related part to avoid too big table
+ # TODO: add configurable params to select which part of `cfg` should be saved in config
+ if "config_exclude_keys" in init_args:
+ init_args["config"] = cfg
+ init_args["config"]["cfg_file"] = args.config_file
+ else:
+ init_args["config"] = {
+ "model": cfg.MODEL,
+ "solver": cfg.SOLVER,
+ "cfg_file": args.config_file,
+ }
+ if ("name" not in init_args) or (init_args["name"] is None):
+ init_args["name"] = os.path.basename(args.config_file)
+ else:
+ init_args["name"] = init_args["name"] + '_' + os.path.basename(args.config_file)
+ wandb.init(**init_args)
+
+
+class BaseRule(object):
+ def __call__(self, target):
+ return target
+
+
+class IsIn(BaseRule):
+ def __init__(self, keyword: str):
+ self.keyword = keyword
+
+ def __call__(self, target):
+ return self.keyword in target
+
+
+class Prefix(BaseRule):
+ def __init__(self, keyword: str):
+ self.keyword = keyword
+
+ def __call__(self, target):
+ return "/".join([self.keyword, target])
+
+
+class WandbWriter(EventWriter):
+ """
+ Write all scalars to a tensorboard file.
+ """
+
+ def __init__(self):
+ """
+ Args:
+ log_dir (str): the directory to save the output events
+ kwargs: other arguments passed to `torch.utils.tensorboard.SummaryWriter(...)`
+ """
+ self._last_write = -1
+ self._group_rules = [
+ (IsIn("/"), BaseRule()),
+ (IsIn("loss"), Prefix("train")),
+ ]
+
+ def write(self):
+
+ storage = get_event_storage()
+
+ def _group_name(scalar_name):
+ for (rule, op) in self._group_rules:
+ if rule(scalar_name):
+ return op(scalar_name)
+ return scalar_name
+
+ stats = {
+ _group_name(name): scalars[0]
+ for name, scalars in storage.latest().items()
+ if scalars[1] > self._last_write
+ }
+ if len(stats) > 0:
+ self._last_write = max([v[1] for k, v in storage.latest().items()])
+
+ # storage.put_{image,histogram} is only meant to be used by
+ # tensorboard writer. So we access its internal fields directly from here.
+ if len(storage._vis_data) >= 1:
+ stats["image"] = [
+ wandb.Image(img, caption=img_name)
+ for img_name, img, step_num in storage._vis_data
+ ]
+ # Storage stores all image data and rely on this writer to clear them.
+ # As a result it assumes only one writer will use its image data.
+ # An alternative design is to let storage store limited recent
+ # data (e.g. only the most recent image) that all writers can access.
+ # In that case a writer may not see all image data if its period is long.
+ storage.clear_images()
+
+ if len(storage._histograms) >= 1:
+
+ def create_bar(tag, bucket_limits, bucket_counts, **kwargs):
+ data = [
+ [label, val] for (label, val) in zip(bucket_limits, bucket_counts)
+ ]
+ table = wandb.Table(data=data, columns=["label", "value"])
+ return wandb.plot.bar(table, "label", "value", title=tag)
+
+ stats["hist"] = [create_bar(**params) for params in storage._histograms]
+
+ storage.clear_histograms()
+
+ if len(stats) == 0:
+ return
+ wandb.log(stats, step=storage.iter)
+
+ def close(self):
+ wandb.finish()
\ No newline at end of file
diff --git a/annotator/OneFormer/oneformer/utils/misc.py b/annotator/OneFormer/oneformer/utils/misc.py
new file mode 100644
index 0000000000000000000000000000000000000000..f2bca7733278c3a4b1f145bd7e5da23683b74961
--- /dev/null
+++ b/annotator/OneFormer/oneformer/utils/misc.py
@@ -0,0 +1,197 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/facebookresearch/detr/blob/master/util/misc.py
+"""
+Misc functions, including distributed helpers.
+
+Mostly copy-paste from torchvision references.
+"""
+from typing import List, Optional
+
+import torch
+import torch.distributed as dist
+import torchvision
+from torch import Tensor
+import warnings
+import torch.nn.functional as F
+import math
+
+def inverse_sigmoid(x, eps=1e-3):
+ x = x.clamp(min=0, max=1)
+ x1 = x.clamp(min=eps)
+ x2 = (1 - x).clamp(min=eps)
+ return torch.log(x1/x2)
+
+def _no_grad_trunc_normal_(tensor, mean, std, a, b):
+ # Cut & paste from PyTorch official master until it's in a few official releases - RW
+ # Method based on https://people.sc.fsu.edu/~jburkardt/presentations/truncated_normal.pdf
+ def norm_cdf(x):
+ # Computes standard normal cumulative distribution function
+ return (1. + math.erf(x / math.sqrt(2.))) / 2.
+
+ if (mean < a - 2 * std) or (mean > b + 2 * std):
+ warnings.warn("mean is more than 2 std from [a, b] in nn.init.trunc_normal_. "
+ "The distribution of values may be incorrect.",
+ stacklevel=2)
+
+ with torch.no_grad():
+ # Values are generated by using a truncated uniform distribution and
+ # then using the inverse CDF for the normal distribution.
+ # Get upper and lower cdf values
+ l = norm_cdf((a - mean) / std)
+ u = norm_cdf((b - mean) / std)
+
+ # Uniformly fill tensor with values from [l, u], then translate to
+ # [2l-1, 2u-1].
+ tensor.uniform_(2 * l - 1, 2 * u - 1)
+
+ # Use inverse cdf transform for normal distribution to get truncated
+ # standard normal
+ tensor.erfinv_()
+
+ # Transform to proper mean, std
+ tensor.mul_(std * math.sqrt(2.))
+ tensor.add_(mean)
+
+ # Clamp to ensure it's in the proper range
+ tensor.clamp_(min=a, max=b)
+ return tensor
+
+def trunc_normal_(tensor, mean=0., std=1., a=-2., b=2.):
+ # type: (Tensor, float, float, float, float) -> Tensor
+ r"""Fills the input Tensor with values drawn from a truncated
+ normal distribution. The values are effectively drawn from the
+ normal distribution :math:`\mathcal{N}(\text{mean}, \text{std}^2)`
+ with values outside :math:`[a, b]` redrawn until they are within
+ the bounds. The method used for generating the random values works
+ best when :math:`a \leq \text{mean} \leq b`.
+ Args:
+ tensor: an n-dimensional `torch.Tensor`
+ mean: the mean of the normal distribution
+ std: the standard deviation of the normal distribution
+ a: the minimum cutoff value
+ b: the maximum cutoff value
+ Examples:
+ >>> w = torch.empty(3, 5)
+ >>> nn.init.trunc_normal_(w)
+ """
+ return _no_grad_trunc_normal_(tensor, mean, std, a, b)
+
+def resize(input,
+ size=None,
+ scale_factor=None,
+ mode='nearest',
+ align_corners=None,
+ warning=True):
+ if warning:
+ if size is not None and align_corners:
+ input_h, input_w = tuple(int(x) for x in input.shape[2:])
+ output_h, output_w = tuple(int(x) for x in size)
+ if output_h > input_h or output_w > output_h:
+ if ((output_h > 1 and output_w > 1 and input_h > 1
+ and input_w > 1) and (output_h - 1) % (input_h - 1)
+ and (output_w - 1) % (input_w - 1)):
+ warnings.warn(
+ f'When align_corners={align_corners}, '
+ 'the output would more aligned if '
+ f'input size {(input_h, input_w)} is `x+1` and '
+ f'out size {(output_h, output_w)} is `nx+1`')
+ if isinstance(size, torch.Size):
+ size = tuple(int(x) for x in size)
+ return F.interpolate(input, size, scale_factor, mode, align_corners)
+
+def _max_by_axis(the_list):
+ # type: (List[List[int]]) -> List[int]
+ maxes = the_list[0]
+ for sublist in the_list[1:]:
+ for index, item in enumerate(sublist):
+ maxes[index] = max(maxes[index], item)
+ return maxes
+
+
+class NestedTensor(object):
+ def __init__(self, tensors, mask: Optional[Tensor]):
+ self.tensors = tensors
+ self.mask = mask
+
+ def to(self, device):
+ # type: (Device) -> NestedTensor # noqa
+ cast_tensor = self.tensors.to(device)
+ mask = self.mask
+ if mask is not None:
+ assert mask is not None
+ cast_mask = mask.to(device)
+ else:
+ cast_mask = None
+ return NestedTensor(cast_tensor, cast_mask)
+
+ def decompose(self):
+ return self.tensors, self.mask
+
+ def __repr__(self):
+ return str(self.tensors)
+
+
+def nested_tensor_from_tensor_list(tensor_list: List[Tensor]):
+ # TODO make this more general
+ if tensor_list[0].ndim == 3:
+ if torchvision._is_tracing():
+ # nested_tensor_from_tensor_list() does not export well to ONNX
+ # call _onnx_nested_tensor_from_tensor_list() instead
+ return _onnx_nested_tensor_from_tensor_list(tensor_list)
+
+ # TODO make it support different-sized images
+ max_size = _max_by_axis([list(img.shape) for img in tensor_list])
+ # min_size = tuple(min(s) for s in zip(*[img.shape for img in tensor_list]))
+ batch_shape = [len(tensor_list)] + max_size
+ b, c, h, w = batch_shape
+ dtype = tensor_list[0].dtype
+ device = tensor_list[0].device
+ tensor = torch.zeros(batch_shape, dtype=dtype, device=device)
+ mask = torch.ones((b, h, w), dtype=torch.bool, device=device)
+ for img, pad_img, m in zip(tensor_list, tensor, mask):
+ pad_img[: img.shape[0], : img.shape[1], : img.shape[2]].copy_(img)
+ m[: img.shape[1], : img.shape[2]] = False
+ else:
+ raise ValueError("not supported")
+ return NestedTensor(tensor, mask)
+
+
+# _onnx_nested_tensor_from_tensor_list() is an implementation of
+# nested_tensor_from_tensor_list() that is supported by ONNX tracing.
+@torch.jit.unused
+def _onnx_nested_tensor_from_tensor_list(tensor_list: List[Tensor]) -> NestedTensor:
+ max_size = []
+ for i in range(tensor_list[0].dim()):
+ max_size_i = torch.max(
+ torch.stack([img.shape[i] for img in tensor_list]).to(torch.float32)
+ ).to(torch.int64)
+ max_size.append(max_size_i)
+ max_size = tuple(max_size)
+
+ # work around for
+ # pad_img[: img.shape[0], : img.shape[1], : img.shape[2]].copy_(img)
+ # m[: img.shape[1], :img.shape[2]] = False
+ # which is not yet supported in onnx
+ padded_imgs = []
+ padded_masks = []
+ for img in tensor_list:
+ padding = [(s1 - s2) for s1, s2 in zip(max_size, tuple(img.shape))]
+ padded_img = torch.nn.functional.pad(img, (0, padding[2], 0, padding[1], 0, padding[0]))
+ padded_imgs.append(padded_img)
+
+ m = torch.zeros_like(img[0], dtype=torch.int, device=img.device)
+ padded_mask = torch.nn.functional.pad(m, (0, padding[2], 0, padding[1]), "constant", 1)
+ padded_masks.append(padded_mask.to(torch.bool))
+
+ tensor = torch.stack(padded_imgs)
+ mask = torch.stack(padded_masks)
+
+ return NestedTensor(tensor, mask=mask)
+
+
+def is_dist_avail_and_initialized():
+ if not dist.is_available():
+ return False
+ if not dist.is_initialized():
+ return False
+ return True
diff --git a/annotator/OneFormer/oneformer/utils/pos_embed.py b/annotator/OneFormer/oneformer/utils/pos_embed.py
new file mode 100644
index 0000000000000000000000000000000000000000..aa11d60db65fa98c140e7d75bdf985ff7ece8f18
--- /dev/null
+++ b/annotator/OneFormer/oneformer/utils/pos_embed.py
@@ -0,0 +1,122 @@
+# --------------------------------------------------------
+# Position embedding utils
+# --------------------------------------------------------
+
+from typing import Tuple
+
+import numpy as np
+import torch
+
+
+# --------------------------------------------------------
+# 2D sine-cosine position embedding
+# References:
+# Transformer: https://github.com/tensorflow/models/blob/master/official/nlp/transformer/model_utils.py
+# MoCo v3: https://github.com/facebookresearch/moco-v3
+# --------------------------------------------------------
+def get_2d_sincos_pos_embed(embed_dim, grid_size, cls_token=False):
+ """
+ grid_size: int of the grid height and width
+ return:
+ pos_embed: [grid_size*grid_size, embed_dim] or [1+grid_size*grid_size, embed_dim] (w/ or w/o cls_token)
+ """
+ grid_h = np.arange(grid_size, dtype=np.float32)
+ grid_w = np.arange(grid_size, dtype=np.float32)
+ grid = np.meshgrid(grid_w, grid_h) # here w goes first
+ grid = np.stack(grid, axis=0)
+
+ grid = grid.reshape([2, 1, grid_size, grid_size])
+ pos_embed = get_2d_sincos_pos_embed_from_grid(embed_dim, grid)
+ if cls_token:
+ pos_embed = np.concatenate([np.zeros([1, embed_dim]), pos_embed], axis=0)
+ return pos_embed
+
+
+def get_2d_sincos_pos_embed_from_grid(embed_dim, grid):
+ assert embed_dim % 2 == 0
+
+ # use half of dimensions to encode grid_h
+ emb_h = get_1d_sincos_pos_embed_from_grid(embed_dim // 2, grid[0]) # (H*W, D/2)
+ emb_w = get_1d_sincos_pos_embed_from_grid(embed_dim // 2, grid[1]) # (H*W, D/2)
+
+ emb = np.concatenate([emb_h, emb_w], axis=1) # (H*W, D)
+ return emb
+
+
+def get_1d_sincos_pos_embed_from_grid(embed_dim, pos):
+ """
+ embed_dim: output dimension for each position
+ pos: a list of positions to be encoded: size (M,)
+ out: (M, D)
+ """
+ assert embed_dim % 2 == 0
+ omega = np.arange(embed_dim // 2, dtype=np.float)
+ omega /= embed_dim / 2.0
+ omega = 1.0 / 10000 ** omega # (D/2,)
+
+ pos = pos.reshape(-1) # (M,)
+ out = np.einsum("m,d->md", pos, omega) # (M, D/2), outer product
+
+ emb_sin = np.sin(out) # (M, D/2)
+ emb_cos = np.cos(out) # (M, D/2)
+
+ emb = np.concatenate([emb_sin, emb_cos], axis=1) # (M, D)
+ return emb
+
+
+# --------------------------------------------------------
+# Interpolate position embeddings for high-resolution
+# References:
+# DeiT: https://github.com/facebookresearch/deit
+# --------------------------------------------------------
+def interpolate_pos_embed(model, checkpoint_model, pos_embed_key):
+ if pos_embed_key in checkpoint_model:
+ pos_embed_checkpoint = checkpoint_model[pos_embed_key]
+ embedding_size = pos_embed_checkpoint.shape[-1]
+ num_patches = model.num_patches
+ if pos_embed_key.startswith("decoder"):
+ num_extra_tokens = model.decoder_pos_embed.shape[-2] - num_patches
+ else:
+ num_extra_tokens = model.pos_embed.shape[-2] - num_patches
+ # height (== width) for the checkpoint position embedding
+ orig_size = int((pos_embed_checkpoint.shape[-2] - num_extra_tokens) ** 0.5)
+ # height (== width) for the new position embedding
+ new_size = int(num_patches ** 0.5)
+ # class_token and dist_token are kept unchanged
+ if orig_size != new_size:
+ print(
+ "Position interpolate from %dx%d to %dx%d"
+ % (orig_size, orig_size, new_size, new_size)
+ )
+ extra_tokens = pos_embed_checkpoint[:, :num_extra_tokens]
+ # only the position tokens are interpolated
+ pos_tokens = pos_embed_checkpoint[:, num_extra_tokens:]
+ pos_tokens = pos_tokens.reshape(
+ -1, orig_size, orig_size, embedding_size
+ ).permute(0, 3, 1, 2)
+ pos_tokens = torch.nn.functional.interpolate(
+ pos_tokens,
+ size=(new_size, new_size),
+ mode="bicubic",
+ align_corners=False,
+ )
+ pos_tokens = pos_tokens.permute(0, 2, 3, 1).flatten(1, 2)
+ new_pos_embed = torch.cat((extra_tokens, pos_tokens), dim=1)
+ checkpoint_model[pos_embed_key] = new_pos_embed
+
+
+def interpolate_pos_embed_online(
+ pos_embed, orig_size: Tuple[int], new_size: Tuple[int], num_extra_tokens: int
+):
+ extra_tokens = pos_embed[:, :num_extra_tokens]
+ pos_tokens = pos_embed[:, num_extra_tokens:]
+ embedding_size = pos_tokens.shape[-1]
+ pos_tokens = pos_tokens.reshape(
+ -1, orig_size[0], orig_size[1], embedding_size
+ ).permute(0, 3, 1, 2)
+ pos_tokens = torch.nn.functional.interpolate(
+ pos_tokens, size=new_size, mode="bicubic", align_corners=False,
+ )
+ pos_tokens = pos_tokens.permute(0, 2, 3, 1).flatten(1, 2)
+ new_pos_embed = torch.cat((extra_tokens, pos_tokens), dim=1)
+ return new_pos_embed
diff --git a/annotator/util.py b/annotator/util.py
new file mode 100644
index 0000000000000000000000000000000000000000..8fd735a5d3d5dd900d0b84b37a4ca123f9408ec0
--- /dev/null
+++ b/annotator/util.py
@@ -0,0 +1,41 @@
+import numpy as np
+import cv2
+import os
+
+
+annotator_ckpts_path = os.path.join(os.path.dirname(__file__), 'ckpts')
+
+
+def HWC3(x):
+ assert x.dtype == np.uint8
+ if x.ndim == 2:
+ x = x[:, :, None]
+ assert x.ndim == 3
+ H, W, C = x.shape
+ assert C == 1 or C == 3 or C == 4
+ if C == 3:
+ return x
+ if C == 1:
+ return np.concatenate([x, x, x], axis=2)
+ if C == 4:
+ color = x[:, :, 0:3].astype(np.float32)
+ alpha = x[:, :, 3:4].astype(np.float32) / 255.0
+ y = color * alpha + 255.0 * (1.0 - alpha)
+ y = y.clip(0, 255).astype(np.uint8)
+ return y
+
+
+def resize_image(input_image, resolution):
+ if len(input_image.shape) == 3:
+ H, W, C = input_image.shape
+ else:
+ H, W = input_image.shape
+ H = float(H)
+ W = float(W)
+ k = float(resolution) / min(H, W)
+ H *= k
+ W *= k
+ H = int(np.round(H / 64.0)) * 64
+ W = int(np.round(W / 64.0)) * 64
+ img = cv2.resize(input_image, (W, H), interpolation=cv2.INTER_LANCZOS4 if k > 1 else cv2.INTER_AREA)
+ return img
diff --git a/app.py b/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..9bfcb2baaeb955dab7f80352e33075b8a55e72ba
--- /dev/null
+++ b/app.py
@@ -0,0 +1,413 @@
+
+
+import einops
+import gradio as gr
+import numpy as np
+import torch
+import random
+import os
+import subprocess
+import shlex
+
+from huggingface_hub import hf_hub_url, hf_hub_download
+from share import *
+
+from pytorch_lightning import seed_everything
+from annotator.util import resize_image, HWC3
+from annotator.OneFormer import OneformerSegmenter
+from cldm.model import create_model, load_state_dict
+from cldm.ddim_hacked import DDIMSamplerSpaCFG
+from ldm.models.autoencoder import DiagonalGaussianDistribution
+
+urls = {
+ 'shi-labs/oneformer_coco_swin_large': ['150_16_swin_l_oneformer_coco_100ep.pth'],
+ 'PAIR/PAIR-diffusion-sdv15-coco-finetune': ['pair_diffusion_epoch62.ckpt']
+}
+
+WTS_DICT = {
+
+}
+
+if os.path.exists('checkpoints') == False:
+ os.mkdir('checkpoints')
+for repo in urls:
+ files = urls[repo]
+ for file in files:
+ url = hf_hub_url(repo, file)
+ name_ckp = url.split('/')[-1]
+ save_path = os.path.join('checkpoints', name_ckp)
+ if os.path.exists(save_path) == False:
+ WTS_DICT[repo] = hf_hub_download(repo_id=repo, filename=file, token=os.environ.get("ACCESS_TOKEN"))
+
+print(WTS_DICT)
+apply_segmentor = OneformerSegmenter(WTS_DICT['shi-labs/oneformer_coco_swin_large'])
+
+model = create_model('./configs/sap_fixed_hintnet_v15.yaml').cpu()
+model.load_state_dict(load_state_dict(WTS_DICT['PAIR/PAIR-diffusion-sdv15-coco-finetune'], location='cuda'))
+model = model.cuda()
+ddim_sampler = DDIMSamplerSpaCFG(model)
+_COLORS = []
+save_memory = False
+
+def gen_color():
+ color = tuple(np.round(np.random.choice(range(256), size=3), 3))
+ if color not in _COLORS and np.mean(color) != 0.0:
+ _COLORS.append(color)
+ else:
+ gen_color()
+
+
+for _ in range(300):
+ gen_color()
+
+
+class ImageComp:
+ def __init__(self, edit_operation):
+ self.input_img = None
+ self.input_pmask = None
+ self.input_segmask = None
+
+ self.ref_img = None
+ self.ref_pmask = None
+ self.ref_segmask = None
+
+ self.H = None
+ self.W = None
+ self.baseoutput = None
+ self.kernel = np.ones((5, 5), np.uint8)
+ self.edit_operation = edit_operation
+
+ def init_input_canvas(self, img):
+ img = HWC3(img)
+ img = resize_image(img, 512)
+ detected_mask = apply_segmentor(img, 'panoptic')[0]
+ detected_seg = apply_segmentor(img, 'semantic')
+
+ self.input_img = img
+ self.input_pmask = detected_mask
+ self.input_segmask = detected_seg
+ self.H = img.shape[0]
+ self.W = img.shape[1]
+
+ detected_mask = detected_mask.cpu().numpy()
+
+ uni = np.unique(detected_mask)
+ color_mask = np.zeros((detected_mask.shape[0], detected_mask.shape[1], 3))
+ for i in uni:
+ color_mask[detected_mask == i] = _COLORS[i]
+
+ output = color_mask*0.8 + img * 0.2
+ self.baseoutput = output.astype(np.uint8)
+ return self.baseoutput
+
+ def init_ref_canvas(self, img):
+ img = HWC3(img)
+ img = resize_image(img, 512)
+ detected_mask = apply_segmentor(img, 'panoptic')[0]
+ detected_seg = apply_segmentor(img, 'semantic')
+
+ self.ref_img = img
+ self.ref_pmask = detected_mask
+ self.ref_segmask = detected_seg
+
+ detected_mask = detected_mask.cpu().numpy()
+
+ uni = np.unique(detected_mask)
+ color_mask = np.zeros((detected_mask.shape[0], detected_mask.shape[1], 3))
+ for i in uni:
+ color_mask[detected_mask == i] = _COLORS[i]
+
+ output = color_mask*0.8 + img * 0.2
+ self.baseoutput = output.astype(np.uint8)
+ return self.baseoutput
+
+ def process_mask(self, mask, panoptic_mask, segmask):
+ panoptic_mask_ = panoptic_mask + 1
+ mask_ = resize_image(mask['mask'][:, :, 0], min(panoptic_mask.shape))
+ mask_ = torch.tensor(mask_)
+ maski = torch.zeros_like(mask_).cuda()
+ maski[mask_ > 127] = 1
+ mask = maski * panoptic_mask_
+ unique_ids, counts = torch.unique(mask, return_counts=True)
+ # print(unique_ids, counts)
+ mask_id = unique_ids[torch.argmax(counts[1:]) + 1]
+ final_mask = torch.zeros(mask.shape).cuda()
+ final_mask[panoptic_mask_ == mask_id] = 1
+
+ obj_class = maski * (segmask + 1)
+ unique_ids, counts = torch.unique(obj_class, return_counts=True)
+ obj_class = unique_ids[torch.argmax(counts[1:]) + 1] - 1
+ return final_mask, obj_class
+
+
+ def edit_app(self, input_mask, ref_mask, whole_ref):
+ input_pmask = self.input_pmask
+ input_segmask = self.input_segmask
+
+ if whole_ref:
+ reference_mask = torch.ones(self.ref_pmask.shape).cuda()
+ else:
+ reference_mask, _ = self.process_mask(ref_mask, self.ref_pmask, self.ref_segmask)
+
+ edit_mask, _ = self.process_mask(input_mask, self.input_pmask, self.input_segmask)
+ ma = torch.max(input_pmask)
+ input_pmask[edit_mask == 1] = ma + 1
+ return reference_mask, input_pmask, input_segmask, edit_mask, ma
+
+
+ def edit(self, input_mask, ref_mask, whole_ref=False, inter=1):
+ input_img = (self.input_img/127.5 - 1)
+ input_img = torch.from_numpy(input_img.astype(np.float32)).cuda().unsqueeze(0).permute(0,3,1,2)
+
+ reference_img = (self.ref_img/127.5 - 1)
+ reference_img = torch.from_numpy(reference_img.astype(np.float32)).cuda().unsqueeze(0).permute(0,3,1,2)
+
+ reference_mask, input_pmask, input_segmask, region_mask, ma = self.edit_app(input_mask, ref_mask, whole_ref)
+
+ input_pmask = input_pmask.float().cuda().unsqueeze(0).unsqueeze(1)
+ _, mean_feat_inpt, one_hot_inpt, empty_mask_flag_inpt = model.get_appearance(input_img, input_pmask, return_all=True)
+
+ reference_mask = reference_mask.float().cuda().unsqueeze(0).unsqueeze(1)
+ _, mean_feat_ref, _, _ = model.get_appearance(reference_img, reference_mask, return_all=True)
+
+ if mean_feat_ref.shape[1] > 1:
+ mean_feat_inpt[:, ma + 1] = (1 - inter) * mean_feat_inpt[:, ma + 1] + inter*mean_feat_ref[:, 1]
+
+ splatted_feat = torch.einsum('nmc, nmhw->nchw', mean_feat_inpt, one_hot_inpt)
+ appearance = torch.nn.functional.normalize(splatted_feat) #l2 normaliz
+ input_segmask = ((input_segmask+1)/ 127.5 - 1.0).cuda().unsqueeze(0).unsqueeze(1)
+ structure = torch.nn.functional.interpolate(input_segmask, (self.H, self.W))
+ appearance = torch.nn.functional.interpolate(appearance, (self.H, self.W))
+
+
+ return structure, appearance, region_mask, input_img
+
+ def process(self, input_mask, ref_mask, prompt, a_prompt, n_prompt,
+ num_samples, ddim_steps, guess_mode, strength,
+ scale_s, scale_f, scale_t, seed, eta, masking=True,whole_ref=False,inter=1):
+ structure, appearance, mask, img = self.edit(input_mask, ref_mask,
+ whole_ref=whole_ref, inter=inter)
+
+ null_structure = torch.zeros(structure.shape).cuda() - 1
+ null_appearance = torch.zeros(appearance.shape).cuda()
+
+ null_control = torch.cat([null_structure, null_appearance], dim=1)
+ structure_control = torch.cat([structure, null_appearance], dim=1)
+ full_control = torch.cat([structure, appearance], dim=1)
+
+ null_control = torch.cat([null_control for _ in range(num_samples)], dim=0)
+ structure_control = torch.cat([structure_control for _ in range(num_samples)], dim=0)
+ full_control = torch.cat([full_control for _ in range(num_samples)], dim=0)
+
+ #Masking for local edit
+ if not masking:
+ mask, x0 = None, None
+ else:
+ x0 = model.encode_first_stage(img)
+ x0 = x0.sample() if isinstance(x0, DiagonalGaussianDistribution) else x0 # todo: check if we can set random number
+ x0 = x0 * model.scale_factor
+ mask = 1 - torch.tensor(mask).unsqueeze(0).unsqueeze(1).cuda()
+ mask = torch.nn.functional.interpolate(mask, x0.shape[2:]).float()
+
+ if seed == -1:
+ seed = random.randint(0, 65535)
+ seed_everything(seed)
+
+ scale = [scale_s, scale_f, scale_t]
+ print(scale)
+ if save_memory:
+ model.low_vram_shift(is_diffusing=False)
+ # uc_cross = model.get_unconditional_conditioning(num_samples)
+ uc_cross = model.get_learned_conditioning([n_prompt] * num_samples)
+ cond = {"c_concat": [full_control], "c_crossattn": [model.get_learned_conditioning([prompt + ', ' + a_prompt] * num_samples)]}
+ un_cond = {"c_concat": None if guess_mode else [null_control], "c_crossattn": [uc_cross]}
+ un_cond_struct = {"c_concat": None if guess_mode else [structure_control], "c_crossattn": [uc_cross]}
+ un_cond_struct_app = {"c_concat": None if guess_mode else [full_control], "c_crossattn": [uc_cross]}
+
+ shape = (4, self.H // 8, self.W // 8)
+
+ if save_memory:
+ model.low_vram_shift(is_diffusing=True)
+
+ model.control_scales = [strength * (0.825 ** float(12 - i)) for i in range(13)] if guess_mode else ([strength] * 13) # Magic number. IDK why. Perhaps because 0.825**12<0.01 but 0.826**12>0.01
+ samples, _ = ddim_sampler.sample(ddim_steps, num_samples,
+ shape, cond, verbose=False, eta=eta,
+ unconditional_guidance_scale=scale, mask=mask, x0=x0,
+ unconditional_conditioning=[un_cond, un_cond_struct, un_cond_struct_app ])
+
+ if save_memory:
+ model.low_vram_shift(is_diffusing=False)
+
+ x_samples = (model.decode_first_stage(samples) + 1) * 127.5
+ x_samples = (einops.rearrange(x_samples, 'b c h w -> b h w c')).cpu().numpy().clip(0, 255).astype(np.uint8)
+
+ results = [x_samples[i] for i in range(num_samples)]
+ return [] + results
+
+
+css = """
+ h1 {
+ text-align: center;
+}
+
+"""
+
+def create_app_demo():
+
+ with gr.Row():
+ gr.Markdown("## Object Level Appearance Editing")
+ print('first row')
+ with gr.Row():
+ gr.HTML(
+ """
+
+
+ Instructions
+
+ - 1. Upload an Input Image.
+ - 2. Mark one of segmented objects in the Select Object to Edit tab.
+ - 3. Upload an Reference Image.
+ - 4. Mark one of segmented objects in the Select Reference Object tab, whose appearance needs to used in the selected input object.
+ - 5. Enter a prompt and press Run button. (A very simple would also work)
+
+
+
+
+ PAIR Diffusion
+
+
+
+ 1Picsart AI Resarch (PAIR), 2UTrenton, 3UT Austin, 4UC Berkeley, 5UOregon, 6UIUC
+
+
+ We built Structure and Appearance Paired (PAIR) Diffusion that allows reference image-guided appearance manipulation and
+ structure editing of an image at an object level. PAIR diffusion models an image as composition of multiple objects and enables control
+ over structure and appearance properties of the object. Describing object appearances using text can be challenging and ambiguous, PAIR Diffusion
+ enables a user to control the appearance of an object using images. User can further use text as another degree of control for appearance.
+ Having fine-grained control over appearance and structure at object level can be beneficial for future works in video and 3D beside image editing,
+ where we need to have consistent appearance across time in case of video or across various viewing positions in case of 3D.
+
+
+