Upload build_dataset_540.ipynb

build_dataset_540.ipynb

@@ -0,0 +1,2736 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b74163c1-4b23-4c40-9afd-f963e4a1377d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from glob import glob\n",
+    "from datasets import Dataset, Features, Image, Value\n",
+    "from PIL import Image as PILImage\n",
+    "from torchvision.transforms import CenterCrop, Resize\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import torch"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "912bc52b-2c88-421a-9d3d-d85c5a0f2a47",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "LSDIR_paths = Dataset.from_dict({\"path\":glob(\"LSDIR/*/*.png\")})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e4ffa17d-3a4e-4c84-bf1b-905001deff29",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lanczos = PILImage.Resampling.LANCZOS\n",
+    "def load_image(sample):\n",
+    "    image_path = sample['path']\n",
+    "    image = PILImage.open(image_path)\n",
+    "    image = CenterCrop(540)(Resize(540,lanczos)(image))\n",
+    "    return {\n",
+    "        \"image\": image,\n",
+    "        \"w\":image.width,\n",
+    "        \"h\":image.height,\n",
+    "        \"mode\":image.mode,\n",
+    "        \"aspect\":image.width/image.height,\n",
+    "        \"n_pixels\":image.width*image.height}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "115873bf-a6ba-4a9d-a4c1-c2507b558e39",
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+   "outputs": [
+    {
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+      },
+      "text/plain": [
+       "Map (num_proc=24):   0%|          | 0/84991 [00:00<?, ? examples/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "LSDIR = LSDIR_paths.map(load_image, writer_batch_size=1000, num_proc=24)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "90f2874d-3f0d-4ad4-bcc1-3766fb87815a",
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+       "Uploading the dataset shards:   0%|          | 0/89 [00:00<?, ?it/s]"
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+    {
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+       "Creating parquet from Arrow format:   0%|          | 0/10 [00:00<?, ?ba/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
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+      },
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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+      },
+      "text/plain": [
+       "Creating parquet from Arrow format:   0%|          | 0/10 [00:00<?, ?ba/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "CommitInfo(commit_url='https://huggingface.co/datasets/danjacobellis/LSDIR_540/commit/3bb4a74e2ff84d9bd26c90f6299bb6bea7bb9cc7', commit_message='Upload dataset (part 00001-of-00002)', commit_description='', oid='3bb4a74e2ff84d9bd26c90f6299bb6bea7bb9cc7', pr_url=None, pr_revision=None, pr_num=None)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "LSDIR.push_to_hub(\"danjacobellis/LSDIR_540\",split=\"train\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "e2bc1880-69f0-4f58-a3ef-830b91d89797",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "LSDIR_paths_val = Dataset.from_dict({\"path\":glob(\"LSDIR_val/val1/HR/val/*.png\")})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "b38a0e6f-4da6-4e2f-a7ed-9aaf52356e1b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7b78e7f177714de3a06922b5c1cd201d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Map (num_proc=24):   0%|          | 0/250 [00:00<?, ? examples/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "LSDIR_val = LSDIR_paths_val.map(load_image, writer_batch_size=1000, num_proc=24)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "ce894cd0-d504-46a7-acf5-425193c405ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d80f585eecd1492aafff633f29a2b6f7",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Uploading the dataset shards:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "cdff3801054045edbb6da932d9230543",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Map:   0%|          | 0/250 [00:00<?, ? examples/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "1c6592c6d508416d885326c102d18d29",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Creating parquet from Arrow format:   0%|          | 0/3 [00:00<?, ?ba/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "1183bf01596d4952a263d394522f16e6",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "README.md:   0%|          | 0.00/491 [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "CommitInfo(commit_url='https://huggingface.co/datasets/danjacobellis/LSDIR_540/commit/67c003dea4a77a25d8a8b0daf785afdc85a4958b', commit_message='Upload dataset', commit_description='', oid='67c003dea4a77a25d8a8b0daf785afdc85a4958b', pr_url=None, pr_revision=None, pr_num=None)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "LSDIR_val.push_to_hub(\"danjacobellis/LSDIR_540\",split=\"validation\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
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+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
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+   "pygments_lexer": "ipython3",
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+}