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   "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",
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   "source": [
    "LSDIR_paths = Dataset.from_dict({\"path\":glob(\"LSDIR/*/*.png\")})"
   ]
  },
  {
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   "id": "e4ffa17d-3a4e-4c84-bf1b-905001deff29",
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   "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}"
   ]
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   "source": [
    "LSDIR = LSDIR_paths.map(load_image, writer_batch_size=1000, num_proc=24)"
   ]
  },
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    {
     "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\")"
   ]
  },
  {
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   "execution_count": 6,
   "id": "e2bc1880-69f0-4f58-a3ef-830b91d89797",
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   "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",
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    {
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      ]
     },
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   ],
   "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",
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    {
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      },
      "text/plain": [
       "Uploading the dataset shards:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
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      ]
     },
     "metadata": {},
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    },
    {
     "data": {
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       "version_major": 2,
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      },
      "text/plain": [
       "README.md:   0%|          | 0.00/491 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
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    {
     "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\")"
   ]
  }
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