ppak10 commited on
Commit
ccccb19
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1 Parent(s): 53f0639

Adds notebooks for masked dataset.

Browse files
load_dataset.ipynb CHANGED
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masked/upload.ipynb ADDED
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notebooks/mask_melt_pool.ipynb ADDED
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upload/upload_all_frames.ipynb CHANGED
@@ -159,88 +159,172 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 13,
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  "metadata": {},
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  "outputs": [
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  {
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  "name": "stderr",
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  "output_type": "stream",
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  "text": [
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.88ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.96ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.94ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.94ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.96ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.93ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.97ba/s]\n",
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.94ba/s]\n",
 
 
 
 
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.89ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.99ba/s]\n",
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.89ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.90ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.93ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.93ba/s]\n",
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
 
 
 
 
 
 
 
 
 
 
 
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.86ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.89ba/s]\n",
 
 
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.90ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.95ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.92ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.93ba/s]\n",
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.93ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.92ba/s]\n",
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.94ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.96ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.97ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.93ba/s]\n",
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:02<00:00, 2.01ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.94ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.96ba/s]\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.95ba/s]\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:02<00:00, 2.03ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.99ba/s]\n",
 
 
 
 
 
 
 
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.88ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.95ba/s]\n",
 
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  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.88ba/s]\n",
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- "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.99ba/s]\n",
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- "Uploading the dataset shards: 29%|β–ˆβ–ˆβ–‰ | 38/130 [03:06<07:31, 4.91s/it]\n"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ]
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  },
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  {
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- "ename": "KeyboardInterrupt",
 
 
 
 
 
 
 
 
 
 
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  "evalue": "",
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  "output_type": "error",
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  "traceback": [
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- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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- "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
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- "Cell \u001b[0;32mIn[13], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mdataset\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpush_to_hub\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mppak10/NIST-In-Situ-IN625-LPBF-Overhangs\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m \u001b[49m\u001b[43mconfig_name\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mframes\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 4\u001b[0m \u001b[43m \u001b[49m\u001b[43msplit\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mall\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 5\u001b[0m \u001b[43m)\u001b[49m\n",
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- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/datasets/arrow_dataset.py:5620\u001b[0m, in \u001b[0;36mDataset.push_to_hub\u001b[0;34m(self, repo_id, config_name, set_default, split, data_dir, commit_message, commit_description, private, token, revision, branch, create_pr, max_shard_size, num_shards, embed_external_files)\u001b[0m\n\u001b[1;32m 5617\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m data_dir:\n\u001b[1;32m 5618\u001b[0m data_dir \u001b[38;5;241m=\u001b[39m config_name \u001b[38;5;28;01mif\u001b[39;00m config_name \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdefault\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;66;03m# for backward compatibility\u001b[39;00m\n\u001b[0;32m-> 5620\u001b[0m additions, uploaded_size, dataset_nbytes \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_push_parquet_shards_to_hub\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 5621\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5622\u001b[0m \u001b[43m \u001b[49m\u001b[43mdata_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata_dir\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5623\u001b[0m \u001b[43m \u001b[49m\u001b[43msplit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msplit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5624\u001b[0m \u001b[43m \u001b[49m\u001b[43mtoken\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtoken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5625\u001b[0m \u001b[43m \u001b[49m\u001b[43mrevision\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrevision\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5626\u001b[0m \u001b[43m \u001b[49m\u001b[43mmax_shard_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmax_shard_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5627\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_shards\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_shards\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5628\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcreate_pr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5629\u001b[0m \u001b[43m \u001b[49m\u001b[43membed_external_files\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43membed_external_files\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5630\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5632\u001b[0m \u001b[38;5;66;03m# Check if the repo already has a README.md and/or a dataset_infos.json to update them with the new split info (size and pattern)\u001b[39;00m\n\u001b[1;32m 5633\u001b[0m \u001b[38;5;66;03m# and delete old split shards (if they exist)\u001b[39;00m\n\u001b[1;32m 5634\u001b[0m repo_with_dataset_card, repo_with_dataset_infos \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;28;01mFalse\u001b[39;00m\n",
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- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/datasets/arrow_dataset.py:5451\u001b[0m, in \u001b[0;36mDataset._push_parquet_shards_to_hub\u001b[0;34m(self, repo_id, data_dir, split, token, revision, create_pr, max_shard_size, num_shards, embed_external_files)\u001b[0m\n\u001b[1;32m 5449\u001b[0m uploaded_size \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m buffer\u001b[38;5;241m.\u001b[39mtell()\n\u001b[1;32m 5450\u001b[0m shard_addition \u001b[38;5;241m=\u001b[39m CommitOperationAdd(path_in_repo\u001b[38;5;241m=\u001b[39mshard_path_in_repo, path_or_fileobj\u001b[38;5;241m=\u001b[39mbuffer)\n\u001b[0;32m-> 5451\u001b[0m \u001b[43mapi\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpreupload_lfs_files\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 5452\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5453\u001b[0m \u001b[43m \u001b[49m\u001b[43madditions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43mshard_addition\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5454\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdataset\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5455\u001b[0m \u001b[43m \u001b[49m\u001b[43mrevision\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrevision\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5456\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcreate_pr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5457\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5458\u001b[0m additions\u001b[38;5;241m.\u001b[39mappend(shard_addition)\n\u001b[1;32m 5460\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m additions, uploaded_size, dataset_nbytes\n",
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- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/huggingface_hub/utils/_validators.py:119\u001b[0m, in \u001b[0;36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m check_use_auth_token:\n\u001b[1;32m 117\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m smoothly_deprecate_use_auth_token(fn_name\u001b[38;5;241m=\u001b[39mfn\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m, has_token\u001b[38;5;241m=\u001b[39mhas_token, kwargs\u001b[38;5;241m=\u001b[39mkwargs)\n\u001b[0;32m--> 119\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
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- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/huggingface_hub/_commit_api.py:412\u001b[0m, in \u001b[0;36m_upload_lfs_files\u001b[0;34m(additions, repo_type, repo_id, headers, endpoint, num_threads, revision)\u001b[0m\n\u001b[1;32m 410\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(filtered_actions) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 411\u001b[0m logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUploading 1 LFS file to the Hub\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 412\u001b[0m \u001b[43m_wrapped_lfs_upload\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfiltered_actions\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 413\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 414\u001b[0m logger\u001b[38;5;241m.\u001b[39mdebug(\n\u001b[1;32m 415\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUploading \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(filtered_actions)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m LFS files to the Hub using up to \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnum_threads\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m threads concurrently\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 416\u001b[0m )\n",
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- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/huggingface_hub/_commit_api.py:402\u001b[0m, in \u001b[0;36m_upload_lfs_files.<locals>._wrapped_lfs_upload\u001b[0;34m(batch_action)\u001b[0m\n\u001b[1;32m 400\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 401\u001b[0m operation \u001b[38;5;241m=\u001b[39m oid2addop[batch_action[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124moid\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[0;32m--> 402\u001b[0m \u001b[43mlfs_upload\u001b[49m\u001b[43m(\u001b[49m\u001b[43moperation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moperation\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlfs_batch_action\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbatch_action\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mendpoint\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mendpoint\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 403\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m 404\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError while uploading \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00moperation\u001b[38;5;241m.\u001b[39mpath_in_repo\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m to the Hub.\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mexc\u001b[39;00m\n",
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- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/huggingface_hub/lfs.py:243\u001b[0m, in \u001b[0;36mlfs_upload\u001b[0;34m(operation, lfs_batch_action, token, headers, endpoint)\u001b[0m\n\u001b[1;32m 239\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mValueError\u001b[39;00m, \u001b[38;5;167;01mTypeError\u001b[39;00m):\n\u001b[1;32m 240\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 241\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMalformed response from LFS batch endpoint: `chunk_size` should be an integer. Got \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mchunk_size\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 242\u001b[0m )\n\u001b[0;32m--> 243\u001b[0m \u001b[43m_upload_multi_part\u001b[49m\u001b[43m(\u001b[49m\u001b[43moperation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moperation\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mheader\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mchunk_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunk_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mupload_url\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mupload_url\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 244\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 245\u001b[0m _upload_single_part(operation\u001b[38;5;241m=\u001b[39moperation, upload_url\u001b[38;5;241m=\u001b[39mupload_url)\n",
226
- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/huggingface_hub/lfs.py:345\u001b[0m, in \u001b[0;36m_upload_multi_part\u001b[0;34m(operation, header, chunk_size, upload_url)\u001b[0m\n\u001b[1;32m 338\u001b[0m response_headers \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 339\u001b[0m _upload_parts_hf_transfer(operation\u001b[38;5;241m=\u001b[39moperation, sorted_parts_urls\u001b[38;5;241m=\u001b[39msorted_parts_urls, chunk_size\u001b[38;5;241m=\u001b[39mchunk_size)\n\u001b[1;32m 340\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m use_hf_transfer\n\u001b[1;32m 341\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m _upload_parts_iteratively(operation\u001b[38;5;241m=\u001b[39moperation, sorted_parts_urls\u001b[38;5;241m=\u001b[39msorted_parts_urls, chunk_size\u001b[38;5;241m=\u001b[39mchunk_size)\n\u001b[1;32m 342\u001b[0m )\n\u001b[1;32m 344\u001b[0m \u001b[38;5;66;03m# 3. Send completion request\u001b[39;00m\n\u001b[0;32m--> 345\u001b[0m completion_res \u001b[38;5;241m=\u001b[39m \u001b[43mget_session\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpost\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 346\u001b[0m \u001b[43m \u001b[49m\u001b[43mupload_url\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 347\u001b[0m \u001b[43m \u001b[49m\u001b[43mjson\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_get_completion_payload\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moperation\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mupload_info\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msha256\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhex\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 348\u001b[0m \u001b[43m \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mLFS_HEADERS\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 349\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 350\u001b[0m hf_raise_for_status(completion_res)\n",
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- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/requests/sessions.py:637\u001b[0m, in \u001b[0;36mSession.post\u001b[0;34m(self, url, data, json, **kwargs)\u001b[0m\n\u001b[1;32m 626\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpost\u001b[39m(\u001b[38;5;28mself\u001b[39m, url, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, json\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 627\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a POST request. Returns :class:`Response` object.\u001b[39;00m\n\u001b[1;32m 628\u001b[0m \n\u001b[1;32m 629\u001b[0m \u001b[38;5;124;03m :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 634\u001b[0m \u001b[38;5;124;03m :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m 635\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 637\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mPOST\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjson\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mjson\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
228
- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/requests/sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m 584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 585\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[1;32m 586\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[1;32m 587\u001b[0m }\n\u001b[1;32m 588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
229
- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/requests/sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m 700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[1;32m 702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43madapter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m 706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
230
- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/huggingface_hub/utils/_http.py:68\u001b[0m, in \u001b[0;36mUniqueRequestIdAdapter.send\u001b[0;34m(self, request, *args, **kwargs)\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Catch any RequestException to append request id to the error message for debugging.\"\"\"\u001b[39;00m\n\u001b[1;32m 67\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 68\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m requests\u001b[38;5;241m.\u001b[39mRequestException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 70\u001b[0m request_id \u001b[38;5;241m=\u001b[39m request\u001b[38;5;241m.\u001b[39mheaders\u001b[38;5;241m.\u001b[39mget(X_AMZN_TRACE_ID)\n",
231
- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/requests/adapters.py:454\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m 437\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Sends PreparedRequest object. Returns Response object.\u001b[39;00m\n\u001b[1;32m 438\u001b[0m \n\u001b[1;32m 439\u001b[0m \u001b[38;5;124;03m:param request: The :class:`PreparedRequest <PreparedRequest>` being sent.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 450\u001b[0m \u001b[38;5;124;03m:rtype: requests.Response\u001b[39;00m\n\u001b[1;32m 451\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 453\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 454\u001b[0m conn \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_connection\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mproxies\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 455\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m LocationValueError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 456\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m InvalidURL(e, request\u001b[38;5;241m=\u001b[39mrequest)\n",
232
- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/requests/adapters.py:356\u001b[0m, in \u001b[0;36mHTTPAdapter.get_connection\u001b[0;34m(self, url, proxies)\u001b[0m\n\u001b[1;32m 354\u001b[0m parsed \u001b[38;5;241m=\u001b[39m urlparse(url)\n\u001b[1;32m 355\u001b[0m url \u001b[38;5;241m=\u001b[39m parsed\u001b[38;5;241m.\u001b[39mgeturl()\n\u001b[0;32m--> 356\u001b[0m conn \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpoolmanager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnection_from_url\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 358\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m conn\n",
233
- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/urllib3/poolmanager.py:370\u001b[0m, in \u001b[0;36mPoolManager.connection_from_url\u001b[0;34m(self, url, pool_kwargs)\u001b[0m\n\u001b[1;32m 357\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mconnection_from_url\u001b[39m(\n\u001b[1;32m 358\u001b[0m \u001b[38;5;28mself\u001b[39m, url: \u001b[38;5;28mstr\u001b[39m, pool_kwargs: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, typing\u001b[38;5;241m.\u001b[39mAny] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 359\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m HTTPConnectionPool:\n\u001b[1;32m 360\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 361\u001b[0m \u001b[38;5;124;03m Similar to :func:`urllib3.connectionpool.connection_from_url`.\u001b[39;00m\n\u001b[1;32m 362\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 368\u001b[0m \u001b[38;5;124;03m not used.\u001b[39;00m\n\u001b[1;32m 369\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 370\u001b[0m u \u001b[38;5;241m=\u001b[39m \u001b[43mparse_url\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 371\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconnection_from_host(\n\u001b[1;32m 372\u001b[0m u\u001b[38;5;241m.\u001b[39mhost, port\u001b[38;5;241m=\u001b[39mu\u001b[38;5;241m.\u001b[39mport, scheme\u001b[38;5;241m=\u001b[39mu\u001b[38;5;241m.\u001b[39mscheme, pool_kwargs\u001b[38;5;241m=\u001b[39mpool_kwargs\n\u001b[1;32m 373\u001b[0m )\n",
234
- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/urllib3/util/url.py:446\u001b[0m, in \u001b[0;36mparse_url\u001b[0;34m(url)\u001b[0m\n\u001b[1;32m 444\u001b[0m path \u001b[38;5;241m=\u001b[39m _encode_invalid_chars(path, _PATH_CHARS)\n\u001b[1;32m 445\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m normalize_uri \u001b[38;5;129;01mand\u001b[39;00m query:\n\u001b[0;32m--> 446\u001b[0m query \u001b[38;5;241m=\u001b[39m \u001b[43m_encode_invalid_chars\u001b[49m\u001b[43m(\u001b[49m\u001b[43mquery\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m_QUERY_CHARS\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 447\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m normalize_uri \u001b[38;5;129;01mand\u001b[39;00m fragment:\n\u001b[1;32m 448\u001b[0m fragment \u001b[38;5;241m=\u001b[39m _encode_invalid_chars(fragment, _FRAGMENT_CHARS)\n",
235
- "File \u001b[0;32m~/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/urllib3/util/url.py:254\u001b[0m, in \u001b[0;36m_encode_invalid_chars\u001b[0;34m(component, allowed_chars)\u001b[0m\n\u001b[1;32m 251\u001b[0m byte \u001b[38;5;241m=\u001b[39m uri_bytes[i : i \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m 252\u001b[0m byte_ord \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mord\u001b[39m(byte)\n\u001b[1;32m 253\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (is_percent_encoded \u001b[38;5;129;01mand\u001b[39;00m byte \u001b[38;5;241m==\u001b[39m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[0;32m--> 254\u001b[0m byte_ord \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m128\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[43mbyte\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode\u001b[49m() \u001b[38;5;129;01min\u001b[39;00m allowed_chars\n\u001b[1;32m 255\u001b[0m ):\n\u001b[1;32m 256\u001b[0m encoded_component \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m byte\n\u001b[1;32m 257\u001b[0m \u001b[38;5;28;01mcontinue\u001b[39;00m\n",
236
- "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
237
  ]
238
  }
239
  ],
240
  "source": [
241
  "dataset.push_to_hub(\n",
242
- " \"ppak10/NIST-In-Situ-IN625-LPBF-Overhangs\",\n",
243
- " config_name = \"frames\",\n",
244
  " split = \"data\"\n",
245
  ")"
246
  ]
 
159
  },
160
  {
161
  "cell_type": "code",
162
+ "execution_count": 16,
163
  "metadata": {},
164
  "outputs": [
165
  {
166
  "name": "stderr",
167
  "output_type": "stream",
168
  "text": [
169
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.77ba/s]\n",
 
 
 
 
 
 
170
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
171
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
172
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
173
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
174
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.85ba/s]\n",
175
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.93ba/s]\n",
176
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.89ba/s]\n",
 
177
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.89ba/s]\n",
178
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.88ba/s]\n",
 
 
179
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
180
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.84ba/s]\n",
181
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.88ba/s]\n",
182
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
183
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.83ba/s]\n",
184
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.81ba/s]\n",
185
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
186
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.83ba/s]\n",
187
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.83ba/s]\n",
188
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.90ba/s]\n",
189
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.90ba/s]\n",
190
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.85ba/s]\n",
191
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.86ba/s]\n",
192
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.88ba/s]\n",
193
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.85ba/s]\n",
194
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.87ba/s]\n",
195
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.90ba/s]\n",
196
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.86ba/s]\n",
197
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.90ba/s]\n",
198
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
199
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.93ba/s]\n",
 
200
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.94ba/s]\n",
201
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.89ba/s]\n",
 
 
202
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:02<00:00, 2.01ba/s]\n",
203
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.90ba/s]\n",
204
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.77ba/s]\n",
205
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.89ba/s]\n",
206
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.77ba/s]\n",
207
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.99ba/s]\n",
208
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.97ba/s]\n",
209
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:02<00:00, 2.04ba/s]\n",
210
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:02<00:00, 2.00ba/s]\n",
211
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.90ba/s]\n",
212
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.86ba/s]\n",
213
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.89ba/s]\n",
214
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.83ba/s]\n",
215
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.86ba/s]\n",
216
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.78ba/s]\n",
217
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.81ba/s]\n",
218
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.83ba/s]\n",
219
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
220
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.95ba/s]\n",
221
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.80ba/s]\n",
222
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.80ba/s]\n",
223
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.72ba/s]\n",
224
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.77ba/s]\n",
225
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.80ba/s]\n",
226
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.78ba/s]\n",
227
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.74ba/s]\n",
228
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.80ba/s]\n",
229
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.78ba/s]\n",
230
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.85ba/s]\n",
231
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.78ba/s]\n",
232
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.80ba/s]\n",
233
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.77ba/s]\n",
234
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.86ba/s]\n",
235
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.78ba/s]\n",
236
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.73ba/s]\n",
237
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.81ba/s]\n",
238
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.79ba/s]\n",
239
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.90ba/s]\n",
240
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.79ba/s]\n",
241
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.88ba/s]\n",
242
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
243
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.92ba/s]\n",
244
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.83ba/s]\n",
245
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.84ba/s]\n",
246
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.86ba/s]\n",
247
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.85ba/s]\n",
248
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.87ba/s]\n",
249
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.84ba/s]\n",
250
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.79ba/s]\n",
251
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.76ba/s]\n",
252
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.88ba/s]\n",
253
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.84ba/s]\n",
254
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.93ba/s]\n",
255
  "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.88ba/s]\n",
256
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.83ba/s]\n",
257
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.91ba/s]\n",
258
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.85ba/s]\n",
259
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.81ba/s]\n",
260
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.78ba/s]\n",
261
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.94ba/s]\n",
262
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.90ba/s]\n",
263
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.81ba/s]\n",
264
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.78ba/s]\n",
265
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.87ba/s]\n",
266
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.85ba/s]\n",
267
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.73ba/s]\n",
268
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.83ba/s]\n",
269
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.75ba/s]\n",
270
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.68ba/s]\n",
271
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.86ba/s]\n",
272
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.84ba/s]\n",
273
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.73ba/s]\n",
274
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.82ba/s]\n",
275
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.69ba/s]\n",
276
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.65ba/s]\n",
277
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.82ba/s]\n",
278
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.81ba/s]\n",
279
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.72ba/s]\n",
280
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.76ba/s]\n",
281
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.84ba/s]\n",
282
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.63ba/s]\n",
283
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.70ba/s]\n",
284
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.70ba/s]\n",
285
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.59ba/s]\n",
286
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.76ba/s]\n",
287
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.76ba/s]\n",
288
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.70ba/s]\n",
289
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.70ba/s]\n",
290
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.82ba/s]\n",
291
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.74ba/s]\n",
292
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.64ba/s]\n",
293
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.57ba/s]\n",
294
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.57ba/s]\n",
295
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.70ba/s]\n",
296
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:04<00:00, 1.46ba/s]\n",
297
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.69ba/s]\n",
298
+ "Creating parquet from Arrow format: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 6/6 [00:03<00:00, 1.62ba/s]\n",
299
+ "Uploading the dataset shards: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 130/130 [07:40<00:00, 3.54s/it]\n"
300
  ]
301
  },
302
  {
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+ "data": {
304
+ "text/plain": [
305
+ "CommitInfo(commit_url='https://huggingface.co/datasets/ppak10/Melt-Pool-Thermal-Images/commit/53f0639953b72bfaa6f4a2a472de2fc85e63b4a5', commit_message='Upload dataset (part 00002-of-00003)', commit_description='', oid='53f0639953b72bfaa6f4a2a472de2fc85e63b4a5', pr_url=None, pr_revision=None, pr_num=None)"
306
+ ]
307
+ },
308
+ "execution_count": 16,
309
+ "metadata": {},
310
+ "output_type": "execute_result"
311
+ },
312
+ {
313
+ "ename": "",
314
  "evalue": "",
315
  "output_type": "error",
316
  "traceback": [
317
+ "\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n",
318
+ "\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n",
319
+ "\u001b[1;31mClick <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. \n",
320
+ "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
321
  ]
322
  }
323
  ],
324
  "source": [
325
  "dataset.push_to_hub(\n",
326
+ " \"ppak10/Melt-Pool-Thermal-Images\",\n",
327
+ " config_name = \"NIST_overhang_frames\",\n",
328
  " split = \"data\"\n",
329
  ")"
330
  ]