{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ppak/HuggingFace/Datasets/Melt-Pool-Thermal-Images/venv/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import pickle\n",
    "import re\n",
    "\n",
    "from datasets import Dataset, concatenate_datasets\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = \"../../NIST-In-Situ-IN625-LPBF-Overhangs/layer\"\n",
    "folders = [\"base\", \"overhang_with_supports\", \"block\", \"overhang_no_supports\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def numerical_sort(value):\n",
    "    # Extract numerical part from the string\n",
    "    numbers = re.compile(r'(\\d+)')\n",
    "    parts = numbers.split(value)\n",
    "    parts[1::2] = map(int, parts[1::2])\n",
    "    return parts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "base\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 99/99 [01:28<00:00,  1.12it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "overhang_with_supports\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 180/180 [01:31<00:00,  1.97it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "block\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [01:33<00:00,  1.07it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "overhang_no_supports\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 179/179 [01:58<00:00,  1.51it/s]\n"
     ]
    }
   ],
   "source": [
    "dataset = None\n",
    "for folder in folders:\n",
    "    print(folder)\n",
    "    folder_dir = f\"{data_dir}/{folder}/\"\n",
    "    for layer_file in tqdm(sorted(os.listdir(folder_dir), key=numerical_sort)):\n",
    "        with open(f\"{folder_dir}/{layer_file}\", \"rb\") as f:\n",
    "            layer = pickle.load(f)\n",
    "\n",
    "        # Transpose specific layer values\n",
    "        layer_transposed = {}\n",
    "        for key, value in layer.items():\n",
    "            if (key in [\"build_time\", \"raw_frame_number\"]):\n",
    "                # print(key, value.shape)\n",
    "                value_transposed = value.transpose(1, 0)\n",
    "                # print(key, value_transposed.shape)\n",
    "                if (key == \"raw_frame_number\"):\n",
    "                    layer_transposed[key] = value_transposed.flatten()\n",
    "                else:\n",
    "                    layer_transposed[key] = value_transposed\n",
    "            elif (key == \"resolution\"):\n",
    "                # print(key, value)\n",
    "                value_flatten = value.flatten()\n",
    "                # print(key, value_flatten)\n",
    "                layer_transposed[key] = value_flatten\n",
    "            else:\n",
    "                layer_transposed[key] = value\n",
    "\n",
    "        frames_list = []\n",
    "        for frame_index, frame in enumerate(layer_transposed[\"radiant_temp\"]):\n",
    "            frame_dict = {}\n",
    "            frame_dict[\"frame_index\"] = frame_index\n",
    "            for key, value in layer_transposed.items():\n",
    "                if (key in [\"radiant_temp\", \"build_time\", \"raw_frame_number\"]):\n",
    "                    frame_dict[key] = value[frame_index]\n",
    "                else:\n",
    "                    frame_dict[key] = value\n",
    "\n",
    "            frames_list.append(frame_dict)\n",
    "\n",
    "        layer_dataset = Dataset.from_list(frames_list)\n",
    "        if dataset == None:\n",
    "            dataset = layer_dataset\n",
    "        else:\n",
    "            dataset = concatenate_datasets([dataset, layer_dataset])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.77ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.85ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.93ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.89ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.89ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.88ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.84ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.88ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.83ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.81ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.83ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.83ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.90ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.90ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.85ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.86ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.88ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.85ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.87ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.90ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.86ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.90ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.93ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.94ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.89ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:02<00:00,  2.01ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.90ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.77ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.89ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.77ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.99ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.97ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:02<00:00,  2.04ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:02<00:00,  2.00ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.90ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.86ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.89ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.83ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.86ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.78ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.81ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.83ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.95ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.80ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.80ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.72ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.77ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.80ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.78ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.74ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.80ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.78ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.85ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.78ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.80ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.77ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.86ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.78ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.73ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.81ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.79ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.90ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.79ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.88ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.92ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.83ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.84ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.86ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.85ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.87ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.84ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.79ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.76ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.88ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.84ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.93ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.88ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.83ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.91ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.85ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.81ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.78ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.94ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.90ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.81ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.78ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.87ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.85ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.73ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.83ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.75ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.68ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.86ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.84ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.73ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.82ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.69ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.65ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.82ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.81ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.72ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.76ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.84ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.63ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.70ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.70ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.59ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.76ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.76ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.70ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.70ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.82ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.74ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.64ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.57ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.57ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.70ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:04<00:00,  1.46ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.69ba/s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 6/6 [00:03<00:00,  1.62ba/s]\n",
      "Uploading the dataset shards: 100%|██████████| 130/130 [07:40<00:00,  3.54s/it]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "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)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n",
      "\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n",
      "\u001b[1;31mClick <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. \n",
      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
     ]
    }
   ],
   "source": [
    "dataset.push_to_hub(\n",
    "    \"ppak10/Melt-Pool-Thermal-Images\",\n",
    "    config_name = \"NIST_overhang_frames\",\n",
    "    split = \"data\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}