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config.yaml

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+config:
+  name: myanmar-ancient-male
+  process:
+  - datasets:
+    - cache_latents_to_disk: true
+      caption_dropout_rate: 0.05
+      caption_ext: txt
+      folder_path: datasets/aa5ff0ce-d202-4d14-a238-731d18e340ea
+      resolution:
+      - 512
+      - 768
+      - 1024
+      shuffle_tokens: false
+    device: cuda:0
+    model:
+      is_flux: true
+      low_vram: true
+      name_or_path: black-forest-labs/FLUX.1-dev
+      quantize: true
+    network:
+      linear: 16
+      linear_alpha: 16
+      type: lora
+    sample:
+      guidance_scale: 4
+      height: 1024
+      neg: ''
+      prompts:
+      - A person in a bustling cafe Burmese ancient man
+      - Burmese ancient man in a mall
+      sample_every: 1000
+      sample_steps: 28
+      sampler: flowmatch
+      seed: 42
+      walk_seed: true
+      width: 1024
+    save:
+      dtype: float16
+      hf_private: true
+      hf_repo_id: shweaung/myanmar-ancient-male
+      max_step_saves_to_keep: 4
+      push_to_hub: true
+      save_every: 10000
+    train:
+      batch_size: 1
+      disable_sampling: false
+      dtype: bf16
+      ema_config:
+        ema_decay: 0.99
+        use_ema: true
+      gradient_accumulation_steps: 1
+      gradient_checkpointing: true
+      lr: 0.0004
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      skip_first_sample: true
+      steps: 1000
+      train_text_encoder: false
+      train_unet: true
+    training_folder: output
+    trigger_word: Burmese ancient man
+    type: sd_trainer
+job: extension
+meta:
+  name: '[name]'
+  version: '1.0'

metadata.jsonl

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+{"file_name": "Burmese man in traditional costume.jpeg", "prompt": "a man in a white dress and a green turban standing in front of a wooden door. He is wearing a traditional burmese  dress, with intricate embroidery and beading, and a bright yellow turban on his head. He has a confident stance and a determined expression on his face, as if he is ready to take on any challenge. [trigger]"}
+{"file_name": "Burmese man in traditional costume 2.jpeg", "prompt": "a man standing in front of a wall wearing a white shirt and a brown skirt, ancient burmese dress, with a white headband on his head. [trigger]"}
+{"file_name": "Myanmar _Burma traditional costume.jpeg", "prompt": "a man sitting on top of a chair in a room, wearing a traditional Myanmar burma ethnic outfit. The background of the image is filled with photo frames on the wall and a wooden object on the left side. There is also a watermark on the image. [trigger]"}
+{"file_name": "Burma people \u1017\u1019\u101c\u1019 2.jpeg", "prompt": "a man in a white shirt and hat standing next to a table with a red object on it. He is holding a cloth in his hand and there is a chair to his left. In the background there is an object and a wall, and the sky is visible at the top of the image. There is also some text on the image, suggesting that it is a Burma Land photoshoot. [trigger]"}
+{"file_name": "Traditional Costume of Burmese Men In Amarapura Period -MyanmarBurma.jpeg", "prompt": "a man in a white shirt and plaid skirt sitting on top of a table, with a wall in the background. He is wearing a traditional burmese costume, with intricate details and vibrant colors. His posture is relaxed and confident, and his eyes are closed, giving the impression of a peaceful and serene atmosphere. [trigger]"}
+{"file_name": "Burma people \u1017\u1019\u101c\u1019 1.jpeg", "prompt": "a man in a white shirt and green skirt standing in front of a building, with a wall in the background and text on the left side. He is wearing a traditional Myanmar burma dress, which is a traditional garment worn in the country. [trigger]"}
+{"file_name": "Burma people \u1017\u1019\u101c\u1019.jpeg", "prompt": "a woman in a white shirt and green skirt dancing in front of a building with arches and a window, with text on the right side and a watermark at the bottom. She is performing a Burma dance, a traditional Burmese dance. [trigger]"}
+{"file_name": "An ancient Burmese harpist in Traditional costume 2.jpeg", "prompt": "a man in a white shirt and blue plaid skirt standing with his arms crossed, wearing a turban on his head. In the background there is a wall and on the right side of the image there is an object. [trigger]"}
+{"file_name": "An ancient Burmese harpist in Traditional costume 1.jpeg", "prompt": "a man sitting on top of a chair next to a table, wearing a white shirt and a blue and white dress. The background is a cream color and there is a watermark at the bottom of the image. [trigger]"}
+{"file_name": "An ancient Burmese harpist in Traditional costume.jpeg", "prompt": "a man sitting on top of a bed, wearing a white t-shirt and blue pants, holding a musical instrument in his hands. The background of the image is a cream-colored wall. [trigger]"}
+{"file_name": "Burmese man in traditional costume 6.jpeg", "prompt": "a man standing in front of a maroon curtain, wearing a white shirt and an orange dhoti. The background of the image is a golden wall. [trigger]"}
+{"file_name": "Burmese man in traditional costume 7.jpeg", "prompt": "a man in a white shirt and red pants standing next to a brick wall, holding something in his hands. He is wearing traditional burmese clothing, with intricate patterns and designs, and his posture is confident and strong. [trigger]"}
+{"file_name": "Burmese ancient traditional costume for man.jpeg", "prompt": "a man in a white and gold dress with a turban on his head, standing in front of a blurred background. He appears to be a burmese king, with a regal air about him. [trigger]"}
+{"file_name": "Myanmar  _ Burmese traditional costume.jpeg", "prompt": "a man sitting on a chair wearing a white shirt and maroon pants, with a black turban on his head, against a white background. [trigger]"}
+{"file_name": "Burmese traditional costume male.jpeg", "prompt": "a man in a blue and gold traditional burmese king costume with a crown on his head, standing in front of a brown background\". [trigger]"}
+{"file_name": "Ancient Burmese dress for man.jpeg", "prompt": "a man wearing a white shirt and plaid pants, with a white turban on his head, traditional burmese costume standing against a white background. [trigger]"}
+{"file_name": "Ancient Burmese dress for man in palace.jpeg", "prompt": "a man standing in front of a wooden door with intricate carvings on it. He is wearing a white shirt and a colorful skirt, traditional burmese costume and the background is slightly blurred, giving the image a dreamy feel. [trigger]"}
+{"file_name": "Burmese dress.jpeg", "prompt": "a man in a pink shirt and plaid pants standing and holding an umbrella in his hand. He is wearing a traditional Burmese costume, with intricate embroidery and beading along the neckline and sleeves. His hair is tied up in a bun and he has a serious expression on his face. The background is a neutral color, allowing the focus to remain on the man and his costume. [trigger]"}
+{"file_name": "Ancient Burmese dress for man 3.jpeg", "prompt": "a man sitting at a table with a bowl of food in one hand and a plate of food items in the other. On the table there is a basket, a kettle, and some clothes, and in the background there is an object on the wall. The man is wearing a traditional burmese costume, with a white apron and a black chef's hat. [trigger]"}
+{"file_name": "Ancient Burmese dress for man 4.jpeg", "prompt": "a man standing in front of a cream-colored backdrop wearing a white shirt and blue pants traditional burmese costume, with a headband on his head. [trigger]"}
+{"file_name": "Ancient Burmese dress for man 5.jpeg", "prompt": "a burmese king in a green and red kilt standing on the floor, holding a flute in his hand. Behind him is a table with various objects on it, and in the background there are sculptures and a wall. [trigger]"}
+{"file_name": "Ancient Burmese dress for man 9.jpeg", "prompt": "a man sitting on top of a throne in front of a golden wall adorned with sculptures and lamps. He is wearing a traditional Burmese costume, with intricate details and vibrant colors. [trigger]"}
+{"file_name": "Ancient Burmese dress for man7.jpeg", "prompt": "a man standing in front of a wooden door wearing a traditional burmese costume. The costume is green in color and there is a watermark at the top of the image. [trigger]"}
+{"file_name": "Ancient Burmese dress for man 10.jpeg", "prompt": "a man standing in front of a brick building, wearing a traditional Myanmar outfit. The background of the image is filled with ancient architectures and trees, creating a peaceful atmosphere. [trigger]"}
+{"file_name": "Ancient Burmese dress for man 11.jpeg", "prompt": "an ancient burmese man standing on the bank of the Ganges River in Varanasi, India, wearing a white shirt and a turban. The backdrop of the image is filled with the tranquil blue waters of the river, lush green trees, and a bright blue sky. [trigger]"}
+{"file_name": "Ancient Burmese dress for man 12.jpeg", "prompt": "an ancient burmese man standing in front of a brown wall wearing a white shirt and plaid pants, with a flower vase on the table beside him. [trigger]"}
+{"file_name": "Ancient Burmese dress for man 13.jpeg", "prompt": "an ancient burmese man standing in front of a building wearing a white shirt and a plaid skirt. The background of the image is filled with pillars and trees, creating a peaceful atmosphere. [trigger]"}
+{"file_name": "Ancient Burmese dress for man 14.jpeg", "prompt": "an ancient burmese man standing in front of a stone wall, wearing a white shirt and a pink and green sarong. The background of the image is a wall, and there is a watermark in the top right corner. [trigger]"}
+{"file_name": "images 69.jpeg", "prompt": "an ancient burmese man in a white shirt and brown skirt walking down a sidewalk, surrounded by a building, trees, and a clear blue sky. He is wearing a traditional Thai dress, with intricate patterns and designs, and is likely a model from Thailand. [trigger]"}
+{"file_name": "Ancient Burmese dress for man with knife.jpeg", "prompt": "a man in a black and white dress walking down the street, holding a stick in her hand. In the background, there are a few people, vehicles, and trees, all of which are slightly blurred. This image captures the essence of Myanmar's traditional culture, with its vibrant colors and intricate details. [trigger]"}

requirements.txt

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+git+https://github.com/huggingface/diffusers.git
+lycoris-lora==1.8.3
+flatten_json
+pyyaml
+oyaml
+tensorboard
+kornia
+invisible-watermark
+einops
+toml
+albumentations
+pydantic
+omegaconf
+k-diffusion
+open_clip_torch
+prodigyopt
+controlnet_aux==0.0.7
+python-dotenv
+lpips
+pytorch_fid
+optimum-quanto

script.py

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+import os
+from huggingface_hub import snapshot_download, delete_repo, metadata_update
+import uuid
+import json
+import yaml
+import subprocess
+
+HF_TOKEN = os.environ.get("HF_TOKEN")
+HF_DATASET = os.environ.get("DATA_PATH")
+
+
+def download_dataset(hf_dataset_path: str):
+    random_id = str(uuid.uuid4())
+    snapshot_download(
+        repo_id=hf_dataset_path,
+        token=HF_TOKEN,
+        local_dir=f"/tmp/{random_id}",
+        repo_type="dataset",
+    )
+    return f"/tmp/{random_id}"
+
+
+def process_dataset(dataset_dir: str):
+    # dataset dir consists of images, config.yaml and a metadata.jsonl (optional) with fields: file_name, prompt
+    # generate .txt files with the same name as the images with the prompt as the content
+    # remove metadata.jsonl
+    # return the path to the processed dataset
+
+    # check if config.yaml exists
+    if not os.path.exists(os.path.join(dataset_dir, "config.yaml")):
+        raise ValueError("config.yaml does not exist")
+
+    # check if metadata.jsonl exists
+    if os.path.exists(os.path.join(dataset_dir, "metadata.jsonl")):
+        metadata = []
+        with open(os.path.join(dataset_dir, "metadata.jsonl"), "r") as f:
+            for line in f:
+                if len(line.strip()) > 0:
+                    metadata.append(json.loads(line))
+        for item in metadata:
+            txt_path = os.path.join(dataset_dir, item["file_name"])
+            txt_path = txt_path.rsplit(".", 1)[0] + ".txt"
+            with open(txt_path, "w") as f:
+                f.write(item["prompt"])
+
+        # remove metadata.jsonl
+        os.remove(os.path.join(dataset_dir, "metadata.jsonl"))
+
+    with open(os.path.join(dataset_dir, "config.yaml"), "r") as f:
+        config = yaml.safe_load(f)
+
+    # update config with new dataset
+    config["config"]["process"][0]["datasets"][0]["folder_path"] = dataset_dir
+
+    with open(os.path.join(dataset_dir, "config.yaml"), "w") as f:
+        yaml.dump(config, f)
+
+    return dataset_dir
+
+
+def run_training(hf_dataset_path: str):
+
+    dataset_dir = download_dataset(hf_dataset_path)
+    dataset_dir = process_dataset(dataset_dir)
+
+    # run training
+    commands = "git clone https://github.com/ostris/ai-toolkit.git ai-toolkit && cd ai-toolkit && git checkout bc693488eb3cf48ded8bc2af845059d80f4cf7d0 && git submodule update --init --recursive"
+    subprocess.run(commands, shell=True)
+
+    commands = f"python run.py {os.path.join(dataset_dir, 'config.yaml')}"
+    process = subprocess.Popen(commands, shell=True, cwd="ai-toolkit", env=os.environ)
+
+    return process, dataset_dir
+
+
+if __name__ == "__main__":
+    process, dataset_dir = run_training(HF_DATASET)
+    process.wait()  # Wait for the training process to finish
+
+    with open(os.path.join(dataset_dir, "config.yaml"), "r") as f:
+        config = yaml.safe_load(f)
+    repo_id = config["config"]["process"][0]["save"]["hf_repo_id"]
+
+    metadata = {
+        "tags": [
+            "autotrain",
+            "spacerunner",
+            "text-to-image",
+            "flux",
+            "lora",
+            "diffusers",
+            "template:sd-lora",
+        ]
+    }
+    metadata_update(repo_id, metadata, token=HF_TOKEN, repo_type="model", overwrite=True)
+    delete_repo(HF_DATASET, token=HF_TOKEN, repo_type="dataset", missing_ok=True)