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helper_codes/category_accuracy.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### lora"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv(\"/Users/niharpalem/Desktop/Desktop - Nihar’s Mac mini/codes/highbrow_work/data/mr25/ft_model_res_stage_3.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>category</th>\n",
+       "      <th>id</th>\n",
+       "      <th>true_question</th>\n",
+       "      <th>true_options</th>\n",
+       "      <th>true_answer</th>\n",
+       "      <th>model_response</th>\n",
+       "      <th>extracted_model_answer</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_1</td>\n",
+       "      <td>&lt;image 1&gt; &lt;image 2&gt; Ndop sculptures represent ...</td>\n",
+       "      <td>['disappeared with the British occupation', 'i...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>Based on the information provided and the cont...</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_2</td>\n",
+       "      <td>Who do the kneeling figures in the foreground ...</td>\n",
+       "      <td>['Mary and Joseph', 'patron saints', 'the dono...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>Based on the image provided, it appears that t...</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_3</td>\n",
+       "      <td>&lt;image 1&gt; 'The title of the painting refers to</td>\n",
+       "      <td>['the chaperones on the right, who are in half...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>The final answer is: C</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_4</td>\n",
+       "      <td>The interior surfaces of the upper walls and d...</td>\n",
+       "      <td>['sculptural decoration', 'frescoes', 'mosaics...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>The interior surfaces of the upper walls and d...</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_5</td>\n",
+       "      <td>&lt;image 1&gt; The use of stone in such prehistoric...</td>\n",
+       "      <td>['employed a mortise and tenon system for supp...</td>\n",
+       "      <td>A</td>\n",
+       "      <td>The use of stone in prehistoric structures lik...</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>895</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_26</td>\n",
+       "      <td>&lt;image 1&gt; What group of pathogens, often mista...</td>\n",
+       "      <td>[\"I don't know and I don't want to guess\", 'Ne...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>The correct answer is 'Nematodes'. Nematodes c...</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>896</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_27</td>\n",
+       "      <td>&lt;image 1&gt; Is it possible to cultivate in a lab...</td>\n",
+       "      <td>['Some of the fungi can be grown in culture bu...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>The final answer is: D</td>\n",
+       "      <td>D</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>897</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_28</td>\n",
+       "      <td>&lt;image 1&gt; How does the green and photosynthesi...</td>\n",
+       "      <td>['It will grow down into the roots and kill th...</td>\n",
+       "      <td>E</td>\n",
+       "      <td>Based on the provided image, the green and pho...</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>898</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_29</td>\n",
+       "      <td>&lt;image 1&gt; What is the most appropriate termino...</td>\n",
+       "      <td>['Drooped', 'Collapsed', 'Flaccid', 'Wilt', \"I...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>Based on the provided image, it appears that t...</td>\n",
+       "      <td>D</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>899</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_30</td>\n",
+       "      <td>&lt;image 1&gt; What does it signify if no fungal fr...</td>\n",
+       "      <td>['The cause is not a fungal pathogen.', 'The c...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>Based on the provided image and the context of...</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>900 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        category                         id  \\\n",
+       "0     Art_Theory    validation_Art_Theory_1   \n",
+       "1     Art_Theory    validation_Art_Theory_2   \n",
+       "2     Art_Theory    validation_Art_Theory_3   \n",
+       "3     Art_Theory    validation_Art_Theory_4   \n",
+       "4     Art_Theory    validation_Art_Theory_5   \n",
+       "..           ...                        ...   \n",
+       "895  Agriculture  validation_Agriculture_26   \n",
+       "896  Agriculture  validation_Agriculture_27   \n",
+       "897  Agriculture  validation_Agriculture_28   \n",
+       "898  Agriculture  validation_Agriculture_29   \n",
+       "899  Agriculture  validation_Agriculture_30   \n",
+       "\n",
+       "                                         true_question  \\\n",
+       "0    <image 1> <image 2> Ndop sculptures represent ...   \n",
+       "1    Who do the kneeling figures in the foreground ...   \n",
+       "2       <image 1> 'The title of the painting refers to   \n",
+       "3    The interior surfaces of the upper walls and d...   \n",
+       "4    <image 1> The use of stone in such prehistoric...   \n",
+       "..                                                 ...   \n",
+       "895  <image 1> What group of pathogens, often mista...   \n",
+       "896  <image 1> Is it possible to cultivate in a lab...   \n",
+       "897  <image 1> How does the green and photosynthesi...   \n",
+       "898  <image 1> What is the most appropriate termino...   \n",
+       "899  <image 1> What does it signify if no fungal fr...   \n",
+       "\n",
+       "                                          true_options true_answer  \\\n",
+       "0    ['disappeared with the British occupation', 'i...           B   \n",
+       "1    ['Mary and Joseph', 'patron saints', 'the dono...           C   \n",
+       "2    ['the chaperones on the right, who are in half...           B   \n",
+       "3    ['sculptural decoration', 'frescoes', 'mosaics...           B   \n",
+       "4    ['employed a mortise and tenon system for supp...           A   \n",
+       "..                                                 ...         ...   \n",
+       "895  [\"I don't know and I don't want to guess\", 'Ne...           D   \n",
+       "896  ['Some of the fungi can be grown in culture bu...           D   \n",
+       "897  ['It will grow down into the roots and kill th...           E   \n",
+       "898  ['Drooped', 'Collapsed', 'Flaccid', 'Wilt', \"I...           D   \n",
+       "899  ['The cause is not a fungal pathogen.', 'The c...           C   \n",
+       "\n",
+       "                                        model_response extracted_model_answer  \n",
+       "0    Based on the information provided and the cont...                      B  \n",
+       "1    Based on the image provided, it appears that t...                      C  \n",
+       "2                               The final answer is: C                      C  \n",
+       "3    The interior surfaces of the upper walls and d...                      C  \n",
+       "4    The use of stone in prehistoric structures lik...                      B  \n",
+       "..                                                 ...                    ...  \n",
+       "895  The correct answer is 'Nematodes'. Nematodes c...                    NaN  \n",
+       "896                             The final answer is: D                      D  \n",
+       "897  Based on the provided image, the green and pho...                      C  \n",
+       "898  Based on the provided image, it appears that t...                      D  \n",
+       "899  Based on the provided image and the context of...                      C  \n",
+       "\n",
+       "[900 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "# Calculate accuracy\n",
+    "data['is_correct'] = data['extracted_model_answer'] == data['true_answer']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>category</th>\n",
+       "      <th>id</th>\n",
+       "      <th>true_question</th>\n",
+       "      <th>true_options</th>\n",
+       "      <th>true_answer</th>\n",
+       "      <th>model_response</th>\n",
+       "      <th>extracted_model_answer</th>\n",
+       "      <th>is_correct</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_1</td>\n",
+       "      <td>&lt;image 1&gt; &lt;image 2&gt; Ndop sculptures represent ...</td>\n",
+       "      <td>['disappeared with the British occupation', 'i...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>Based on the information provided and the cont...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_2</td>\n",
+       "      <td>Who do the kneeling figures in the foreground ...</td>\n",
+       "      <td>['Mary and Joseph', 'patron saints', 'the dono...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>Based on the image provided, it appears that t...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_3</td>\n",
+       "      <td>&lt;image 1&gt; 'The title of the painting refers to</td>\n",
+       "      <td>['the chaperones on the right, who are in half...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>The final answer is: C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_4</td>\n",
+       "      <td>The interior surfaces of the upper walls and d...</td>\n",
+       "      <td>['sculptural decoration', 'frescoes', 'mosaics...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>The interior surfaces of the upper walls and d...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_5</td>\n",
+       "      <td>&lt;image 1&gt; The use of stone in such prehistoric...</td>\n",
+       "      <td>['employed a mortise and tenon system for supp...</td>\n",
+       "      <td>A</td>\n",
+       "      <td>The use of stone in prehistoric structures lik...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>895</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_26</td>\n",
+       "      <td>&lt;image 1&gt; What group of pathogens, often mista...</td>\n",
+       "      <td>[\"I don't know and I don't want to guess\", 'Ne...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>The correct answer is 'Nematodes'. Nematodes c...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>896</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_27</td>\n",
+       "      <td>&lt;image 1&gt; Is it possible to cultivate in a lab...</td>\n",
+       "      <td>['Some of the fungi can be grown in culture bu...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>The final answer is: D</td>\n",
+       "      <td>D</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>897</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_28</td>\n",
+       "      <td>&lt;image 1&gt; How does the green and photosynthesi...</td>\n",
+       "      <td>['It will grow down into the roots and kill th...</td>\n",
+       "      <td>E</td>\n",
+       "      <td>Based on the provided image, the green and pho...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>898</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_29</td>\n",
+       "      <td>&lt;image 1&gt; What is the most appropriate termino...</td>\n",
+       "      <td>['Drooped', 'Collapsed', 'Flaccid', 'Wilt', \"I...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>Based on the provided image, it appears that t...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>899</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_30</td>\n",
+       "      <td>&lt;image 1&gt; What does it signify if no fungal fr...</td>\n",
+       "      <td>['The cause is not a fungal pathogen.', 'The c...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>Based on the provided image and the context of...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>900 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        category                         id  \\\n",
+       "0     Art_Theory    validation_Art_Theory_1   \n",
+       "1     Art_Theory    validation_Art_Theory_2   \n",
+       "2     Art_Theory    validation_Art_Theory_3   \n",
+       "3     Art_Theory    validation_Art_Theory_4   \n",
+       "4     Art_Theory    validation_Art_Theory_5   \n",
+       "..           ...                        ...   \n",
+       "895  Agriculture  validation_Agriculture_26   \n",
+       "896  Agriculture  validation_Agriculture_27   \n",
+       "897  Agriculture  validation_Agriculture_28   \n",
+       "898  Agriculture  validation_Agriculture_29   \n",
+       "899  Agriculture  validation_Agriculture_30   \n",
+       "\n",
+       "                                         true_question  \\\n",
+       "0    <image 1> <image 2> Ndop sculptures represent ...   \n",
+       "1    Who do the kneeling figures in the foreground ...   \n",
+       "2       <image 1> 'The title of the painting refers to   \n",
+       "3    The interior surfaces of the upper walls and d...   \n",
+       "4    <image 1> The use of stone in such prehistoric...   \n",
+       "..                                                 ...   \n",
+       "895  <image 1> What group of pathogens, often mista...   \n",
+       "896  <image 1> Is it possible to cultivate in a lab...   \n",
+       "897  <image 1> How does the green and photosynthesi...   \n",
+       "898  <image 1> What is the most appropriate termino...   \n",
+       "899  <image 1> What does it signify if no fungal fr...   \n",
+       "\n",
+       "                                          true_options true_answer  \\\n",
+       "0    ['disappeared with the British occupation', 'i...           B   \n",
+       "1    ['Mary and Joseph', 'patron saints', 'the dono...           C   \n",
+       "2    ['the chaperones on the right, who are in half...           B   \n",
+       "3    ['sculptural decoration', 'frescoes', 'mosaics...           B   \n",
+       "4    ['employed a mortise and tenon system for supp...           A   \n",
+       "..                                                 ...         ...   \n",
+       "895  [\"I don't know and I don't want to guess\", 'Ne...           D   \n",
+       "896  ['Some of the fungi can be grown in culture bu...           D   \n",
+       "897  ['It will grow down into the roots and kill th...           E   \n",
+       "898  ['Drooped', 'Collapsed', 'Flaccid', 'Wilt', \"I...           D   \n",
+       "899  ['The cause is not a fungal pathogen.', 'The c...           C   \n",
+       "\n",
+       "                                        model_response extracted_model_answer  \\\n",
+       "0    Based on the information provided and the cont...                      B   \n",
+       "1    Based on the image provided, it appears that t...                      C   \n",
+       "2                               The final answer is: C                      C   \n",
+       "3    The interior surfaces of the upper walls and d...                      C   \n",
+       "4    The use of stone in prehistoric structures lik...                      B   \n",
+       "..                                                 ...                    ...   \n",
+       "895  The correct answer is 'Nematodes'. Nematodes c...                    NaN   \n",
+       "896                             The final answer is: D                      D   \n",
+       "897  Based on the provided image, the green and pho...                      C   \n",
+       "898  Based on the provided image, it appears that t...                      D   \n",
+       "899  Based on the provided image and the context of...                      C   \n",
+       "\n",
+       "     is_correct  \n",
+       "0          True  \n",
+       "1          True  \n",
+       "2         False  \n",
+       "3         False  \n",
+       "4         False  \n",
+       "..          ...  \n",
+       "895       False  \n",
+       "896        True  \n",
+       "897       False  \n",
+       "898        True  \n",
+       "899        True  \n",
+       "\n",
+       "[900 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Category-wise Performance:\n",
+      "                           category accuracy count\n",
+      "                         Accounting   46.67%    30\n",
+      "                        Agriculture   43.33%    30\n",
+      "       Architecture_and_Engineering   26.67%    30\n",
+      "                                Art   46.67%    30\n",
+      "                         Art_Theory   66.67%    30\n",
+      "              Basic_Medical_Science   36.67%    30\n",
+      "                            Biology   20.00%    30\n",
+      "                          Chemistry   16.67%    30\n",
+      "                  Clinical_Medicine   40.00%    30\n",
+      "                   Computer_Science   26.67%    30\n",
+      "                             Design   63.33%    30\n",
+      "Diagnostics_and_Laboratory_Medicine   33.33%    30\n",
+      "                          Economics   43.33%    30\n",
+      "                        Electronics   16.67%    30\n",
+      "                   Energy_and_Power   16.67%    30\n",
+      "                            Finance   40.00%    30\n",
+      "                          Geography   30.00%    30\n",
+      "                            History   63.33%    30\n",
+      "                         Literature   73.33%    30\n",
+      "                             Manage   36.67%    30\n",
+      "                          Marketing   36.67%    30\n",
+      "                          Materials   20.00%    30\n",
+      "                               Math   40.00%    30\n",
+      "             Mechanical_Engineering   36.67%    30\n",
+      "                              Music   20.00%    30\n",
+      "                           Pharmacy   40.00%    30\n",
+      "                            Physics   50.00%    30\n",
+      "                         Psychology   40.00%    30\n",
+      "                      Public_Health   53.33%    30\n",
+      "                          Sociology   60.00%    30\n",
+      "\n",
+      "Overall Accuracy: 39.44% (900 samples)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate category-wise accuracy and counts\n",
+    "category_accuracy = data.groupby('category').agg(\n",
+    "    accuracy=('is_correct', 'mean'),\n",
+    "    count=('is_correct', 'count')\n",
+    ").reset_index()\n",
+    "\n",
+    "# Calculate overall accuracy\n",
+    "overall_accuracy = data['is_correct'].mean()\n",
+    "total_samples = len(data)\n",
+    "\n",
+    "# Print results\n",
+    "print(\"Category-wise Performance:\")\n",
+    "print(category_accuracy.to_string(index=False, formatters={\n",
+    "    'accuracy': '{:.2%}'.format,\n",
+    "    'count': '{:,.0f}'.format\n",
+    "}))\n",
+    "\n",
+    "print(f\"\\nOverall Accuracy: {overall_accuracy:.2%} ({total_samples} samples)\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Category-wise Performance:\n",
+      "                           category accuracy count\n",
+      "                         Accounting   36.67%    30\n",
+      "                        Agriculture   50.00%    30\n",
+      "       Architecture_and_Engineering   30.00%    30\n",
+      "                                Art   43.33%    30\n",
+      "                         Art_Theory   53.33%    30\n",
+      "              Basic_Medical_Science   43.33%    30\n",
+      "                            Biology   43.33%    30\n",
+      "                          Chemistry   16.67%    30\n",
+      "                  Clinical_Medicine   33.33%    30\n",
+      "                   Computer_Science   26.67%    30\n",
+      "                             Design   36.67%    30\n",
+      "Diagnostics_and_Laboratory_Medicine   13.33%    30\n",
+      "                          Economics   46.67%    30\n",
+      "                        Electronics   40.00%    30\n",
+      "                   Energy_and_Power   26.67%    30\n",
+      "                            Finance   33.33%    30\n",
+      "                          Geography   33.33%    30\n",
+      "                            History   56.67%    30\n",
+      "                         Literature   76.67%    30\n",
+      "                             Manage   36.67%    30\n",
+      "                          Marketing   40.00%    30\n",
+      "                          Materials   40.00%    30\n",
+      "                               Math   23.33%    30\n",
+      "             Mechanical_Engineering   26.67%    30\n",
+      "                              Music   23.33%    30\n",
+      "                           Pharmacy   36.67%    30\n",
+      "                            Physics   33.33%    30\n",
+      "                         Psychology   40.00%    30\n",
+      "                      Public_Health   56.67%    30\n",
+      "                          Sociology   36.67%    30\n",
+      "\n",
+      "Overall Accuracy: 37.78% (900 samples)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate category-wise accuracy and counts\n",
+    "category_accuracy = data.groupby('category').agg(\n",
+    "    accuracy=('is_correct', 'mean'),\n",
+    "    count=('is_correct', 'count')\n",
+    ").reset_index()\n",
+    "\n",
+    "# Calculate overall accuracy\n",
+    "overall_accuracy = data['is_correct'].mean()\n",
+    "total_samples = len(data)\n",
+    "\n",
+    "# Save category-wise performance to a CSV file\n",
+    "category_accuracy.to_csv('stage_3_category_accuracy.csv', index=False)\n",
+    "\n",
+    "# Print results\n",
+    "print(\"Category-wise Performance:\")\n",
+    "print(category_accuracy.to_string(index=False, formatters={\n",
+    "    'accuracy': '{:.2%}'.format,\n",
+    "    'count': '{:,.0f}'.format\n",
+    "}))\n",
+    "\n",
+    "print(f\"\\nOverall Accuracy: {overall_accuracy:.2%} ({total_samples} samples)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### orginal ops"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ormodel=pd.read_csv(\"/Users/niharpalem/Desktop/Desktop - Nihar’s Mac mini/codes/highbrow_work/data/mr25/true_model_ops.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>category</th>\n",
+       "      <th>id</th>\n",
+       "      <th>true_question</th>\n",
+       "      <th>true_options</th>\n",
+       "      <th>true_answer</th>\n",
+       "      <th>model_response</th>\n",
+       "      <th>extracted_model_answer</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_1</td>\n",
+       "      <td>&lt;image 1&gt; &lt;image 2&gt; Ndop sculptures represent ...</td>\n",
+       "      <td>['disappeared with the British occupation', 'i...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>$$.The final answer is: C.$$</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_2</td>\n",
+       "      <td>Who do the kneeling figures in the foreground ...</td>\n",
+       "      <td>['Mary and Joseph', 'patron saints', 'the dono...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>To determine who the kneeling figures in the f...</td>\n",
+       "      <td>A</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_3</td>\n",
+       "      <td>&lt;image 1&gt; 'The title of the painting refers to</td>\n",
+       "      <td>['the chaperones on the right, who are in half...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>$$The final answer is: C$$</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_4</td>\n",
+       "      <td>The interior surfaces of the upper walls and d...</td>\n",
+       "      <td>['sculptural decoration', 'frescoes', 'mosaics...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>To determine the correct answer, let's analyze...</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_5</td>\n",
+       "      <td>&lt;image 1&gt; The use of stone in such prehistoric...</td>\n",
+       "      <td>['employed a mortise and tenon system for supp...</td>\n",
+       "      <td>A</td>\n",
+       "      <td>$$The final answer is: C$$</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>895</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_26</td>\n",
+       "      <td>&lt;image 1&gt; What group of pathogens, often mista...</td>\n",
+       "      <td>[\"I don't know and I don't want to guess\", 'Ne...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>$$.The final answer is: B$$</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>896</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_27</td>\n",
+       "      <td>&lt;image 1&gt; Is it possible to cultivate in a lab...</td>\n",
+       "      <td>['Some of the fungi can be grown in culture bu...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>$$The final answer is: D$$</td>\n",
+       "      <td>D</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>897</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_28</td>\n",
+       "      <td>&lt;image 1&gt; How does the green and photosynthesi...</td>\n",
+       "      <td>['It will grow down into the roots and kill th...</td>\n",
+       "      <td>E</td>\n",
+       "      <td>$$The final answer is: C$$</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>898</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_29</td>\n",
+       "      <td>&lt;image 1&gt; What is the most appropriate termino...</td>\n",
+       "      <td>['Drooped', 'Collapsed', 'Flaccid', 'Wilt', \"I...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>To determine the most appropriate terminology ...</td>\n",
+       "      <td>D</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>899</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_30</td>\n",
+       "      <td>&lt;image 1&gt; What does it signify if no fungal fr...</td>\n",
+       "      <td>['The cause is not a fungal pathogen.', 'The c...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>$$The final answer is: C$$</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>900 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        category                         id  \\\n",
+       "0     Art_Theory    validation_Art_Theory_1   \n",
+       "1     Art_Theory    validation_Art_Theory_2   \n",
+       "2     Art_Theory    validation_Art_Theory_3   \n",
+       "3     Art_Theory    validation_Art_Theory_4   \n",
+       "4     Art_Theory    validation_Art_Theory_5   \n",
+       "..           ...                        ...   \n",
+       "895  Agriculture  validation_Agriculture_26   \n",
+       "896  Agriculture  validation_Agriculture_27   \n",
+       "897  Agriculture  validation_Agriculture_28   \n",
+       "898  Agriculture  validation_Agriculture_29   \n",
+       "899  Agriculture  validation_Agriculture_30   \n",
+       "\n",
+       "                                         true_question  \\\n",
+       "0    <image 1> <image 2> Ndop sculptures represent ...   \n",
+       "1    Who do the kneeling figures in the foreground ...   \n",
+       "2       <image 1> 'The title of the painting refers to   \n",
+       "3    The interior surfaces of the upper walls and d...   \n",
+       "4    <image 1> The use of stone in such prehistoric...   \n",
+       "..                                                 ...   \n",
+       "895  <image 1> What group of pathogens, often mista...   \n",
+       "896  <image 1> Is it possible to cultivate in a lab...   \n",
+       "897  <image 1> How does the green and photosynthesi...   \n",
+       "898  <image 1> What is the most appropriate termino...   \n",
+       "899  <image 1> What does it signify if no fungal fr...   \n",
+       "\n",
+       "                                          true_options true_answer  \\\n",
+       "0    ['disappeared with the British occupation', 'i...           B   \n",
+       "1    ['Mary and Joseph', 'patron saints', 'the dono...           C   \n",
+       "2    ['the chaperones on the right, who are in half...           B   \n",
+       "3    ['sculptural decoration', 'frescoes', 'mosaics...           B   \n",
+       "4    ['employed a mortise and tenon system for supp...           A   \n",
+       "..                                                 ...         ...   \n",
+       "895  [\"I don't know and I don't want to guess\", 'Ne...           D   \n",
+       "896  ['Some of the fungi can be grown in culture bu...           D   \n",
+       "897  ['It will grow down into the roots and kill th...           E   \n",
+       "898  ['Drooped', 'Collapsed', 'Flaccid', 'Wilt', \"I...           D   \n",
+       "899  ['The cause is not a fungal pathogen.', 'The c...           C   \n",
+       "\n",
+       "                                        model_response extracted_model_answer  \n",
+       "0                         $$.The final answer is: C.$$                      C  \n",
+       "1    To determine who the kneeling figures in the f...                      A  \n",
+       "2                           $$The final answer is: C$$                      C  \n",
+       "3    To determine the correct answer, let's analyze...                      C  \n",
+       "4                           $$The final answer is: C$$                      C  \n",
+       "..                                                 ...                    ...  \n",
+       "895                        $$.The final answer is: B$$                      B  \n",
+       "896                         $$The final answer is: D$$                      D  \n",
+       "897                         $$The final answer is: C$$                      C  \n",
+       "898  To determine the most appropriate terminology ...                      D  \n",
+       "899                         $$The final answer is: C$$                      C  \n",
+       "\n",
+       "[900 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ormodel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "# Calculate accuracy\n",
+    "ormodel['is_correct'] = ormodel['extracted_model_answer'] == ormodel['true_answer']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Category-wise Performance:\n",
+      "                           category accuracy count\n",
+      "                         Accounting   33.33%    30\n",
+      "                        Agriculture   50.00%    30\n",
+      "       Architecture_and_Engineering   16.67%    30\n",
+      "                                Art   63.33%    30\n",
+      "                         Art_Theory   60.00%    30\n",
+      "              Basic_Medical_Science   53.33%    30\n",
+      "                            Biology   23.33%    30\n",
+      "                          Chemistry   30.00%    30\n",
+      "                  Clinical_Medicine   36.67%    30\n",
+      "                   Computer_Science   26.67%    30\n",
+      "                             Design   56.67%    30\n",
+      "Diagnostics_and_Laboratory_Medicine   30.00%    30\n",
+      "                          Economics   36.67%    30\n",
+      "                        Electronics   23.33%    30\n",
+      "                   Energy_and_Power   40.00%    30\n",
+      "                            Finance   40.00%    30\n",
+      "                          Geography   43.33%    30\n",
+      "                            History   63.33%    30\n",
+      "                         Literature   73.33%    30\n",
+      "                             Manage   30.00%    30\n",
+      "                          Marketing   53.33%    30\n",
+      "                          Materials   13.33%    30\n",
+      "                               Math   26.67%    30\n",
+      "             Mechanical_Engineering   30.00%    30\n",
+      "                              Music   16.67%    30\n",
+      "                           Pharmacy   33.33%    30\n",
+      "                            Physics   46.67%    30\n",
+      "                         Psychology   33.33%    30\n",
+      "                      Public_Health   60.00%    30\n",
+      "                          Sociology   50.00%    30\n",
+      "\n",
+      "Overall Accuracy: 39.78% (900 samples)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate category-wise accuracy and counts\n",
+    "category_accuracy = ormodel.groupby('category').agg(\n",
+    "    accuracy=('is_correct', 'mean'),\n",
+    "    count=('is_correct', 'count')\n",
+    ").reset_index()\n",
+    "\n",
+    "# Calculate overall accuracy\n",
+    "overall_accuracy = ormodel['is_correct'].mean()\n",
+    "total_samples = len(ormodel)\n",
+    "\n",
+    "# Print results\n",
+    "print(\"Category-wise Performance:\")\n",
+    "print(category_accuracy.to_string(index=False, formatters={\n",
+    "    'accuracy': '{:.2%}'.format,\n",
+    "    'count': '{:,.0f}'.format\n",
+    "}))\n",
+    "\n",
+    "print(f\"\\nOverall Accuracy: {overall_accuracy:.2%} ({total_samples} samples)\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ormodel.to_csv('true_model_category_accuracy.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Category-wise Performance:\n",
+      "                           category accuracy count\n",
+      "                         Accounting   33.33%    30\n",
+      "                        Agriculture   50.00%    30\n",
+      "       Architecture_and_Engineering   16.67%    30\n",
+      "                                Art   63.33%    30\n",
+      "                         Art_Theory   60.00%    30\n",
+      "              Basic_Medical_Science   53.33%    30\n",
+      "                            Biology   23.33%    30\n",
+      "                          Chemistry   30.00%    30\n",
+      "                  Clinical_Medicine   36.67%    30\n",
+      "                   Computer_Science   26.67%    30\n",
+      "                             Design   56.67%    30\n",
+      "Diagnostics_and_Laboratory_Medicine   30.00%    30\n",
+      "                          Economics   36.67%    30\n",
+      "                        Electronics   23.33%    30\n",
+      "                   Energy_and_Power   40.00%    30\n",
+      "                            Finance   40.00%    30\n",
+      "                          Geography   43.33%    30\n",
+      "                            History   63.33%    30\n",
+      "                         Literature   73.33%    30\n",
+      "                             Manage   30.00%    30\n",
+      "                          Marketing   53.33%    30\n",
+      "                          Materials   13.33%    30\n",
+      "                               Math   26.67%    30\n",
+      "             Mechanical_Engineering   30.00%    30\n",
+      "                              Music   16.67%    30\n",
+      "                           Pharmacy   33.33%    30\n",
+      "                            Physics   46.67%    30\n",
+      "                         Psychology   33.33%    30\n",
+      "                      Public_Health   60.00%    30\n",
+      "                          Sociology   50.00%    30\n",
+      "\n",
+      "Overall Accuracy: 39.78% (900 samples)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate category-wise accuracy and counts\n",
+    "category_accuracy = ormodel.groupby('category').agg(\n",
+    "    accuracy=('is_correct', 'mean'),\n",
+    "    count=('is_correct', 'count')\n",
+    ").reset_index()\n",
+    "\n",
+    "# Calculate overall accuracy\n",
+    "overall_accuracy = ormodel['is_correct'].mean()\n",
+    "total_samples = len(ormodel)\n",
+    "\n",
+    "# Save category-wise performance to a CSV file\n",
+    "category_accuracy.to_csv('OR_model_category_accuracy.csv', index=False)\n",
+    "\n",
+    "# Print results\n",
+    "print(\"Category-wise Performance:\")\n",
+    "print(category_accuracy.to_string(index=False, formatters={\n",
+    "    'accuracy': '{:.2%}'.format,\n",
+    "    'count': '{:,.0f}'.format\n",
+    "}))\n",
+    "\n",
+    "print(f\"\\nOverall Accuracy: {overall_accuracy:.2%} ({total_samples} samples)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### FT stage_1 model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ftmodel=pd.read_csv(\"/Users/niharpalem/Desktop/Desktop - Nihar’s Mac mini/codes/highbrow_work/data/mr25/ft_model_res.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>category</th>\n",
+       "      <th>id</th>\n",
+       "      <th>true_question</th>\n",
+       "      <th>true_options</th>\n",
+       "      <th>true_answer</th>\n",
+       "      <th>model_response</th>\n",
+       "      <th>extracted_model_answer</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_1</td>\n",
+       "      <td>&lt;image 1&gt; &lt;image 2&gt; Ndop sculptures represent ...</td>\n",
+       "      <td>['disappeared with the British occupation', 'i...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>$${\\text{B}}$$</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_2</td>\n",
+       "      <td>Who do the kneeling figures in the foreground ...</td>\n",
+       "      <td>['Mary and Joseph', 'patron saints', 'the dono...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>To determine who the kneeling figures in the f...</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_3</td>\n",
+       "      <td>&lt;image 1&gt; 'The title of the painting refers to</td>\n",
+       "      <td>['the chaperones on the right, who are in half...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>$$The final answer is: C$$</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_4</td>\n",
+       "      <td>The interior surfaces of the upper walls and d...</td>\n",
+       "      <td>['sculptural decoration', 'frescoes', 'mosaics...</td>\n",
+       "      <td>B</td>\n",
+       "      <td>$$The final answer is: C$$</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Art_Theory</td>\n",
+       "      <td>validation_Art_Theory_5</td>\n",
+       "      <td>&lt;image 1&gt; The use of stone in such prehistoric...</td>\n",
+       "      <td>['employed a mortise and tenon system for supp...</td>\n",
+       "      <td>A</td>\n",
+       "      <td>$$The final answer is: C$$</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>895</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_26</td>\n",
+       "      <td>&lt;image 1&gt; What group of pathogens, often mista...</td>\n",
+       "      <td>[\"I don't know and I don't want to guess\", 'Ne...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>$$The final answer is: B$$</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>896</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_27</td>\n",
+       "      <td>&lt;image 1&gt; Is it possible to cultivate in a lab...</td>\n",
+       "      <td>['Some of the fungi can be grown in culture bu...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>$$The final answer is: D$$</td>\n",
+       "      <td>D</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>897</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_28</td>\n",
+       "      <td>&lt;image 1&gt; How does the green and photosynthesi...</td>\n",
+       "      <td>['It will grow down into the roots and kill th...</td>\n",
+       "      <td>E</td>\n",
+       "      <td>$$The final answer is: C$$</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>898</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_29</td>\n",
+       "      <td>&lt;image 1&gt; What is the most appropriate termino...</td>\n",
+       "      <td>['Drooped', 'Collapsed', 'Flaccid', 'Wilt', \"I...</td>\n",
+       "      <td>D</td>\n",
+       "      <td>$$The final answer is: D$$</td>\n",
+       "      <td>D</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>899</th>\n",
+       "      <td>Agriculture</td>\n",
+       "      <td>validation_Agriculture_30</td>\n",
+       "      <td>&lt;image 1&gt; What does it signify if no fungal fr...</td>\n",
+       "      <td>['The cause is not a fungal pathogen.', 'The c...</td>\n",
+       "      <td>C</td>\n",
+       "      <td>$$The final answer is: C$$</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>900 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        category                         id  \\\n",
+       "0     Art_Theory    validation_Art_Theory_1   \n",
+       "1     Art_Theory    validation_Art_Theory_2   \n",
+       "2     Art_Theory    validation_Art_Theory_3   \n",
+       "3     Art_Theory    validation_Art_Theory_4   \n",
+       "4     Art_Theory    validation_Art_Theory_5   \n",
+       "..           ...                        ...   \n",
+       "895  Agriculture  validation_Agriculture_26   \n",
+       "896  Agriculture  validation_Agriculture_27   \n",
+       "897  Agriculture  validation_Agriculture_28   \n",
+       "898  Agriculture  validation_Agriculture_29   \n",
+       "899  Agriculture  validation_Agriculture_30   \n",
+       "\n",
+       "                                         true_question  \\\n",
+       "0    <image 1> <image 2> Ndop sculptures represent ...   \n",
+       "1    Who do the kneeling figures in the foreground ...   \n",
+       "2       <image 1> 'The title of the painting refers to   \n",
+       "3    The interior surfaces of the upper walls and d...   \n",
+       "4    <image 1> The use of stone in such prehistoric...   \n",
+       "..                                                 ...   \n",
+       "895  <image 1> What group of pathogens, often mista...   \n",
+       "896  <image 1> Is it possible to cultivate in a lab...   \n",
+       "897  <image 1> How does the green and photosynthesi...   \n",
+       "898  <image 1> What is the most appropriate termino...   \n",
+       "899  <image 1> What does it signify if no fungal fr...   \n",
+       "\n",
+       "                                          true_options true_answer  \\\n",
+       "0    ['disappeared with the British occupation', 'i...           B   \n",
+       "1    ['Mary and Joseph', 'patron saints', 'the dono...           C   \n",
+       "2    ['the chaperones on the right, who are in half...           B   \n",
+       "3    ['sculptural decoration', 'frescoes', 'mosaics...           B   \n",
+       "4    ['employed a mortise and tenon system for supp...           A   \n",
+       "..                                                 ...         ...   \n",
+       "895  [\"I don't know and I don't want to guess\", 'Ne...           D   \n",
+       "896  ['Some of the fungi can be grown in culture bu...           D   \n",
+       "897  ['It will grow down into the roots and kill th...           E   \n",
+       "898  ['Drooped', 'Collapsed', 'Flaccid', 'Wilt', \"I...           D   \n",
+       "899  ['The cause is not a fungal pathogen.', 'The c...           C   \n",
+       "\n",
+       "                                        model_response extracted_model_answer  \n",
+       "0                                       $${\\text{B}}$$                      B  \n",
+       "1    To determine who the kneeling figures in the f...                      C  \n",
+       "2                           $$The final answer is: C$$                      C  \n",
+       "3                           $$The final answer is: C$$                      C  \n",
+       "4                           $$The final answer is: C$$                      C  \n",
+       "..                                                 ...                    ...  \n",
+       "895                         $$The final answer is: B$$                      B  \n",
+       "896                         $$The final answer is: D$$                      D  \n",
+       "897                         $$The final answer is: C$$                      C  \n",
+       "898                         $$The final answer is: D$$                      D  \n",
+       "899                         $$The final answer is: C$$                      C  \n",
+       "\n",
+       "[900 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ftmodel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "# Calculate accuracy\n",
+    "ftmodel['is_correct'] = ftmodel['extracted_model_answer'] == ftmodel['true_answer']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Category-wise Performance:\n",
+      "                           category accuracy count\n",
+      "                         Accounting   30.00%    30\n",
+      "                        Agriculture   43.33%    30\n",
+      "       Architecture_and_Engineering   23.33%    30\n",
+      "                                Art   63.33%    30\n",
+      "                         Art_Theory   56.67%    30\n",
+      "              Basic_Medical_Science   36.67%    30\n",
+      "                            Biology   23.33%    30\n",
+      "                          Chemistry   16.67%    30\n",
+      "                  Clinical_Medicine   40.00%    30\n",
+      "                   Computer_Science   33.33%    30\n",
+      "                             Design   60.00%    30\n",
+      "Diagnostics_and_Laboratory_Medicine   26.67%    30\n",
+      "                          Economics   50.00%    30\n",
+      "                        Electronics   20.00%    30\n",
+      "                   Energy_and_Power   20.00%    30\n",
+      "                            Finance   33.33%    30\n",
+      "                          Geography   53.33%    30\n",
+      "                            History   60.00%    30\n",
+      "                         Literature   73.33%    30\n",
+      "                             Manage   43.33%    30\n",
+      "                          Marketing   40.00%    30\n",
+      "                          Materials   23.33%    30\n",
+      "                               Math   36.67%    30\n",
+      "             Mechanical_Engineering   43.33%    30\n",
+      "                              Music   23.33%    30\n",
+      "                           Pharmacy   43.33%    30\n",
+      "                            Physics   53.33%    30\n",
+      "                         Psychology   40.00%    30\n",
+      "                      Public_Health   43.33%    30\n",
+      "                          Sociology   53.33%    30\n",
+      "\n",
+      "Overall Accuracy: 40.22% (900 samples)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate category-wise accuracy and counts\n",
+    "category_accuracy = ftmodel.groupby('category').agg(\n",
+    "    accuracy=('is_correct', 'mean'),\n",
+    "    count=('is_correct', 'count')\n",
+    ").reset_index()\n",
+    "\n",
+    "# Calculate overall accuracy\n",
+    "overall_accuracy = ftmodel['is_correct'].mean()\n",
+    "total_samples = len(ftmodel)\n",
+    "\n",
+    "# Save category-wise performance to a CSV file\n",
+    "category_accuracy.to_csv('FT_model_category_accuracy.csv', index=False)\n",
+    "\n",
+    "# Print results\n",
+    "print(\"Category-wise Performance:\")\n",
+    "print(category_accuracy.to_string(index=False, formatters={\n",
+    "    'accuracy': '{:.2%}'.format,\n",
+    "    'count': '{:,.0f}'.format\n",
+    "}))\n",
+    "\n",
+    "print(f\"\\nOverall Accuracy: {overall_accuracy:.2%} ({total_samples} samples)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### FT stage 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "ftmodel=pd.read_csv(\"/Users/niharpalem/Desktop/Desktop - Nihar’s Mac mini/codes/highbrow_work/data/mr25/ft_model_stage_2_50k_res.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "# Calculate accuracy\n",
+    "ftmodel['is_correct'] = ftmodel['extracted_model_answer'] == ftmodel['true_answer']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Category-wise Performance:\n",
+      "                           category accuracy count\n",
+      "                         Accounting   40.00%    30\n",
+      "                        Agriculture   23.33%    30\n",
+      "       Architecture_and_Engineering   36.67%    30\n",
+      "                                Art   40.00%    30\n",
+      "                         Art_Theory   53.33%    30\n",
+      "              Basic_Medical_Science   40.00%    30\n",
+      "                            Biology   30.00%    30\n",
+      "                          Chemistry   30.00%    30\n",
+      "                  Clinical_Medicine   33.33%    30\n",
+      "                   Computer_Science   23.33%    30\n",
+      "                             Design   43.33%    30\n",
+      "Diagnostics_and_Laboratory_Medicine   26.67%    30\n",
+      "                          Economics   43.33%    30\n",
+      "                        Electronics   23.33%    30\n",
+      "                   Energy_and_Power   33.33%    30\n",
+      "                            Finance   33.33%    30\n",
+      "                          Geography   26.67%    30\n",
+      "                            History   56.67%    30\n",
+      "                         Literature   70.00%    30\n",
+      "                             Manage   43.33%    30\n",
+      "                          Marketing   53.33%    30\n",
+      "                          Materials   30.00%    30\n",
+      "                               Math   26.67%    30\n",
+      "             Mechanical_Engineering   36.67%    30\n",
+      "                              Music   20.00%    30\n",
+      "                           Pharmacy   50.00%    30\n",
+      "                            Physics   43.33%    30\n",
+      "                         Psychology   33.33%    30\n",
+      "                      Public_Health   60.00%    30\n",
+      "                          Sociology   30.00%    30\n",
+      "\n",
+      "Overall Accuracy: 37.78% (900 samples)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate category-wise accuracy and counts\n",
+    "category_accuracy = ftmodel.groupby('category').agg(\n",
+    "    accuracy=('is_correct', 'mean'),\n",
+    "    count=('is_correct', 'count')\n",
+    ").reset_index()\n",
+    "\n",
+    "# Calculate overall accuracy\n",
+    "overall_accuracy = ftmodel['is_correct'].mean()\n",
+    "total_samples = len(ftmodel)\n",
+    "\n",
+    "# Save category-wise performance to a CSV file\n",
+    "category_accuracy.to_csv('FT_model_stage_2_category_accuracy.csv', index=False)\n",
+    "\n",
+    "# Print results\n",
+    "print(\"Category-wise Performance:\")\n",
+    "print(category_accuracy.to_string(index=False, formatters={\n",
+    "    'accuracy': '{:.2%}'.format,\n",
+    "    'count': '{:,.0f}'.format\n",
+    "}))\n",
+    "\n",
+    "print(f\"\\nOverall Accuracy: {overall_accuracy:.2%} ({total_samples} samples)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### stage 2 25k"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "ftmodel=pd.read_csv(\"/Users/niharpalem/Desktop/Desktop - Nihar’s Mac mini/codes/highbrow_work/data/mr25/ft_model_stage_2_25k_res.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "# Calculate accuracy\n",
+    "ftmodel['is_correct'] = ftmodel['extracted_model_answer'] == ftmodel['true_answer']\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Category-wise Performance:\n",
+      "                           category accuracy count\n",
+      "                         Accounting   40.00%    30\n",
+      "                        Agriculture   26.67%    30\n",
+      "       Architecture_and_Engineering   33.33%    30\n",
+      "                                Art   36.67%    30\n",
+      "                         Art_Theory   50.00%    30\n",
+      "              Basic_Medical_Science   30.00%    30\n",
+      "                            Biology   20.00%    30\n",
+      "                          Chemistry   26.67%    30\n",
+      "                  Clinical_Medicine   20.00%    30\n",
+      "                   Computer_Science   30.00%    30\n",
+      "                             Design   30.00%    30\n",
+      "Diagnostics_and_Laboratory_Medicine   36.67%    30\n",
+      "                          Economics   53.33%    30\n",
+      "                        Electronics   16.67%    30\n",
+      "                   Energy_and_Power   46.67%    30\n",
+      "                            Finance   33.33%    30\n",
+      "                          Geography   30.00%    30\n",
+      "                            History   63.33%    30\n",
+      "                         Literature   76.67%    30\n",
+      "                             Manage   23.33%    30\n",
+      "                          Marketing   43.33%    30\n",
+      "                          Materials   30.00%    30\n",
+      "                               Math   40.00%    30\n",
+      "             Mechanical_Engineering   36.67%    30\n",
+      "                              Music   23.33%    30\n",
+      "                           Pharmacy   43.33%    30\n",
+      "                            Physics   43.33%    30\n",
+      "                         Psychology   30.00%    30\n",
+      "                      Public_Health   53.33%    30\n",
+      "                          Sociology   30.00%    30\n",
+      "\n",
+      "Overall Accuracy: 36.56% (900 samples)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate category-wise accuracy and counts\n",
+    "category_accuracy = ftmodel.groupby('category').agg(\n",
+    "    accuracy=('is_correct', 'mean'),\n",
+    "    count=('is_correct', 'count')\n",
+    ").reset_index()\n",
+    "\n",
+    "# Calculate overall accuracy\n",
+    "overall_accuracy = ftmodel['is_correct'].mean()\n",
+    "total_samples = len(ftmodel)\n",
+    "\n",
+    "# Save category-wise performance to a CSV file\n",
+    "category_accuracy.to_csv('FT_model_stage_2_25k_category_accuracy.csv', index=False)\n",
+    "\n",
+    "# Print results\n",
+    "print(\"Category-wise Performance:\")\n",
+    "print(category_accuracy.to_string(index=False, formatters={\n",
+    "    'accuracy': '{:.2%}'.format,\n",
+    "    'count': '{:,.0f}'.format\n",
+    "}))\n",
+    "\n",
+    "print(f\"\\nOverall Accuracy: {overall_accuracy:.2%} ({total_samples} samples)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### stage 2 400k"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "ftmodel=pd.read_csv(\"/Users/niharpalem/Desktop/Desktop - Nihar’s Mac mini/codes/highbrow_work/data/mr25/stage_2.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "# Calculate accuracy\n",
+    "ftmodel['is_correct'] = ftmodel['extracted_model_answer'] == ftmodel['true_answer']\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Category-wise Performance:\n",
+      "                           category accuracy count\n",
+      "                         Accounting   36.67%    30\n",
+      "                        Agriculture   43.33%    30\n",
+      "       Architecture_and_Engineering   26.67%    30\n",
+      "                                Art   50.00%    30\n",
+      "                         Art_Theory   56.67%    30\n",
+      "              Basic_Medical_Science   46.67%    30\n",
+      "                            Biology   26.67%    30\n",
+      "                          Chemistry   20.00%    30\n",
+      "                  Clinical_Medicine   40.00%    30\n",
+      "                   Computer_Science   20.00%    30\n",
+      "                             Design   43.33%    30\n",
+      "Diagnostics_and_Laboratory_Medicine   23.33%    30\n",
+      "                          Economics   56.67%    30\n",
+      "                        Electronics   16.67%    30\n",
+      "                   Energy_and_Power   30.00%    30\n",
+      "                            Finance   33.33%    30\n",
+      "                          Geography   30.00%    30\n",
+      "                            History   66.67%    30\n",
+      "                         Literature   76.67%    30\n",
+      "                             Manage   20.00%    30\n",
+      "                          Marketing   46.67%    30\n",
+      "                          Materials   33.33%    30\n",
+      "                               Math   36.67%    30\n",
+      "             Mechanical_Engineering   36.67%    30\n",
+      "                              Music   10.00%    30\n",
+      "                           Pharmacy   50.00%    30\n",
+      "                            Physics   36.67%    30\n",
+      "                         Psychology   33.33%    30\n",
+      "                      Public_Health   53.33%    30\n",
+      "                          Sociology   50.00%    30\n",
+      "\n",
+      "Overall Accuracy: 38.33% (900 samples)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate category-wise accuracy and counts\n",
+    "category_accuracy = ftmodel.groupby('category').agg(\n",
+    "    accuracy=('is_correct', 'mean'),\n",
+    "    count=('is_correct', 'count')\n",
+    ").reset_index()\n",
+    "\n",
+    "# Calculate overall accuracy\n",
+    "overall_accuracy = ftmodel['is_correct'].mean()\n",
+    "total_samples = len(ftmodel)\n",
+    "\n",
+    "# Save category-wise performance to a CSV file\n",
+    "category_accuracy.to_csv('FT_model_stage_2_400k_category_accuracy.csv', index=False)\n",
+    "\n",
+    "# Print results\n",
+    "print(\"Category-wise Performance:\")\n",
+    "print(category_accuracy.to_string(index=False, formatters={\n",
+    "    'accuracy': '{:.2%}'.format,\n",
+    "    'count': '{:,.0f}'.format\n",
+    "}))\n",
+    "\n",
+    "print(f\"\\nOverall Accuracy: {overall_accuracy:.2%} ({total_samples} samples)\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

helper_codes/data_tf_to_hf.ipynb

@@ -0,0 +1,187 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/niharpalem/.pyenv/versions/3.10.4/lib/python3.10/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": [
+    "from huggingface_hub import HfApi\n",
+    "\n",
+    "api = HfApi(token=\"yourapikey\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "model-00001-of-00002.safetensors:   7%|▋         | 327M/5.00G [00:14<04:11, 18.6MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=0b5d2542f8188b01035e81b8eb2747696db5bdfc25ffcf20351d964ae9a66c50&X-Amz-SignedHeaders=host&partNumber=21&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: edd5d2fd-df02-48f6-98bd-5d802e38a03e)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=0b5d2542f8188b01035e81b8eb2747696db5bdfc25ffcf20351d964ae9a66c50&X-Amz-SignedHeaders=host&partNumber=21&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:   8%|▊         | 410M/5.00G [00:50<04:02, 18.9MB/s] '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: ee6c9850-4358-44ae-a172-4286fc302b71)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=e8a439350374e57ef69c4d36d6808906297b892554a6afe2821e23a34ce945fd&X-Amz-SignedHeaders=host&partNumber=25&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:   9%|▊         | 426M/5.00G [01:10<31:20, 2.43MB/s]  '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 90b54aa8-5799-4497-abf3-18574e805979)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=e8a439350374e57ef69c4d36d6808906297b892554a6afe2821e23a34ce945fd&X-Amz-SignedHeaders=host&partNumber=25&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 2s [Retry 2/5].\n",
+      "model-00001-of-00002.safetensors:  17%|█▋        | 842M/5.00G [02:00<03:01, 22.9MB/s] '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 22243f83-55c1-426b-a29f-f1f3e2753c96)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=53d271973ad2dc816c9fa5721be602b4a108e79b583d8b9b3829d3f11e1f628c&X-Amz-SignedHeaders=host&partNumber=50&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  20%|█▉        | 996M/5.00G [02:30<02:59, 22.3MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=38e9bdadb1f7c73c7d6a1706274a0c41ea2d182f5ce6f908b709e44627667710&X-Amz-SignedHeaders=host&partNumber=59&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: fd4dbedd-5332-428e-9dad-789bcf176f44)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=38e9bdadb1f7c73c7d6a1706274a0c41ea2d182f5ce6f908b709e44627667710&X-Amz-SignedHeaders=host&partNumber=59&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  22%|██▏       | 1.12G/5.00G [02:50<02:06, 30.7MB/s]'(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 4fbcd3f0-679c-4bad-a3de-3e5457a57080)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=68c36ceacb8a2ae0769025eadd27dd9098aea141cc0ead08c4f14ca7a3c47803&X-Amz-SignedHeaders=host&partNumber=66&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  25%|██▍       | 1.23G/5.00G [03:20<03:13, 19.4MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=c6f1111c57376817bd79073fb22afb0028ac8595d42ab1dfb70e3565448c9f82&X-Amz-SignedHeaders=host&partNumber=72&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 68a4d42c-643a-4873-ba69-10530a5fb25d)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=c6f1111c57376817bd79073fb22afb0028ac8595d42ab1dfb70e3565448c9f82&X-Amz-SignedHeaders=host&partNumber=72&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  26%|██▌       | 1.31G/5.00G [03:40<03:58, 15.5MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=0941579d6e5f2a45da3fdc788c96685cbb7394c3269ce7ac2395a22739354a7b&X-Amz-SignedHeaders=host&partNumber=76&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 574e7faf-3059-4ec9-835c-507acae67ad7)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=0941579d6e5f2a45da3fdc788c96685cbb7394c3269ce7ac2395a22739354a7b&X-Amz-SignedHeaders=host&partNumber=76&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  29%|██▊       | 1.43G/5.00G [04:20<07:02, 8.44MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=5dd24357a823d595c7d7b6860f9fa6dce500276b0424017a6b3b567ba31d85ab&X-Amz-SignedHeaders=host&partNumber=83&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 154224f4-0518-4ab9-94c4-a5b72f118568)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=5dd24357a823d595c7d7b6860f9fa6dce500276b0424017a6b3b567ba31d85ab&X-Amz-SignedHeaders=host&partNumber=83&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  29%|██▉       | 1.46G/5.00G [04:40<07:04, 8.32MB/s] '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 47d1c1d8-9c6f-4a61-918d-0dc5b8fcc966)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=c217265a3e79fa80f4d73c33308f99d0b961e1435f3fc43ab609386da32fca3b&X-Amz-SignedHeaders=host&partNumber=84&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  30%|██▉       | 1.49G/5.00G [05:10<15:32, 3.76MB/s] '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 8b3b0496-4d7e-4f0f-9061-4ca885ea5c9d)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=8f964c56fa93c35d95fcd502d2dfcb0f5783ca9f9b464165521c95c4c7069c11&X-Amz-SignedHeaders=host&partNumber=85&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  31%|███       | 1.53G/5.00G [05:40<03:46, 15.4MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=535908d70a44c0ec6562c6cd513e40d46126047c0640c023219ba22206ae80a0&X-Amz-SignedHeaders=host&partNumber=86&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: e9b87d10-6e14-4b10-82f8-9b91094fae92)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=535908d70a44c0ec6562c6cd513e40d46126047c0640c023219ba22206ae80a0&X-Amz-SignedHeaders=host&partNumber=86&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  32%|███▏      | 1.61G/5.00G [06:30<31:52, 1.77MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=927f33422a416d43199ef6b5bdecee722155c96b23659e8aeebcb77bd492255c&X-Amz-SignedHeaders=host&partNumber=91&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 61135410-480f-4135-8f26-d09aad5e8693)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=927f33422a416d43199ef6b5bdecee722155c96b23659e8aeebcb77bd492255c&X-Amz-SignedHeaders=host&partNumber=91&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  34%|███▍      | 1.69G/5.00G [07:00<08:33, 6.44MB/s]   '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=e60e948afc8fb33cb763461d408326956415f53df348322aac498145a83e64ed&X-Amz-SignedHeaders=host&partNumber=95&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 3a558a14-1baf-4ab4-b7d7-1f056e02c0ae)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=e60e948afc8fb33cb763461d408326956415f53df348322aac498145a83e64ed&X-Amz-SignedHeaders=host&partNumber=95&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  37%|███▋      | 1.84G/5.00G [07:29<05:40, 9.29MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=e2ec5252be10dc7d26e77e1c7b99e7d0ac3f1ef19169a1e93d533ba9892cc973&X-Amz-SignedHeaders=host&partNumber=104&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: fe4856a2-3ae3-43f8-9f7d-fdeeed1ef1cc)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=e2ec5252be10dc7d26e77e1c7b99e7d0ac3f1ef19169a1e93d533ba9892cc973&X-Amz-SignedHeaders=host&partNumber=104&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  40%|███▉      | 1.98G/5.00G [08:00<02:27, 20.5MB/s] '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 1dea9412-0fe5-44bb-bda7-db3a3ccdb053)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=45f491bc42076d934f037e6cb186e678f75cbb833b33b0595aa82edc7fe26bab&X-Amz-SignedHeaders=host&partNumber=112&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  40%|████      | 2.00G/5.00G [08:30<27:52, 1.79MB/s] '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 9242ad17-ad51-48ec-a92e-85a6b8526c4b)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=45f491bc42076d934f037e6cb186e678f75cbb833b33b0595aa82edc7fe26bab&X-Amz-SignedHeaders=host&partNumber=112&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 2s [Retry 2/5].\n",
+      "model-00001-of-00002.safetensors:  41%|████      | 2.05G/5.00G [08:50<04:04, 12.0MB/s] '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 1b09e2c8-e669-4e81-9c14-e3191defa2b8)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=36d4d3a580e0015dc9cc3fd70fdce2a25c731f6019440af2bfd6a9d90b5e2d75&X-Amz-SignedHeaders=host&partNumber=114&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  54%|█████▍    | 2.70G/5.00G [09:40<01:41, 22.6MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=cb0eae8fac6627694dfb7c8ffff5dad76eab49ab18031c06d34a19bdd1699dce&X-Amz-SignedHeaders=host&partNumber=154&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 1ef90c52-8f75-4e9e-a9aa-3dc1eba63a59)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=cb0eae8fac6627694dfb7c8ffff5dad76eab49ab18031c06d34a19bdd1699dce&X-Amz-SignedHeaders=host&partNumber=154&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  57%|█████▋    | 2.84G/5.00G [09:50<02:06, 17.0MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=f1816e4d4fd75428824e23c94cda4e4539f5165d1c53a8f030e73366146aef92&X-Amz-SignedHeaders=host&partNumber=162&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: a98befdc-e6b4-4fb0-a1f5-156884573409)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=f1816e4d4fd75428824e23c94cda4e4539f5165d1c53a8f030e73366146aef92&X-Amz-SignedHeaders=host&partNumber=162&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  58%|█████▊    | 2.92G/5.00G [10:14<06:48, 5.08MB/s]'(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 334d7e72-5cfa-4cdf-ba13-6c8ed7179c53)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=3d826ca5ef67dc9e43ac252eac72380fe98fd0e0fa406bc1e1bd97867958acbe&X-Amz-SignedHeaders=host&partNumber=166&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  59%|█████▊    | 2.94G/5.00G [10:40<20:21, 1.69MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=3d826ca5ef67dc9e43ac252eac72380fe98fd0e0fa406bc1e1bd97867958acbe&X-Amz-SignedHeaders=host&partNumber=166&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 2b1c1eed-09eb-455e-8437-177c002b00fb)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=3d826ca5ef67dc9e43ac252eac72380fe98fd0e0fa406bc1e1bd97867958acbe&X-Amz-SignedHeaders=host&partNumber=166&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 2s [Retry 2/5].\n",
+      "model-00001-of-00002.safetensors:  59%|█████▉    | 2.94G/5.00G [11:00<1:29:16, 385kB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=3d826ca5ef67dc9e43ac252eac72380fe98fd0e0fa406bc1e1bd97867958acbe&X-Amz-SignedHeaders=host&partNumber=166&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: af5b9922-57a0-4190-95ff-05343ac81339)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=3d826ca5ef67dc9e43ac252eac72380fe98fd0e0fa406bc1e1bd97867958acbe&X-Amz-SignedHeaders=host&partNumber=166&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 4s [Retry 3/5].\n",
+      "model-00001-of-00002.safetensors:  59%|█████▉    | 2.95G/5.00G [11:30<25:43, 1.32MB/s] '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 8006005c-8a02-49a0-b38a-ee31d9a0d78c)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=3d826ca5ef67dc9e43ac252eac72380fe98fd0e0fa406bc1e1bd97867958acbe&X-Amz-SignedHeaders=host&partNumber=166&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 8s [Retry 4/5].\n",
+      "model-00001-of-00002.safetensors:  60%|█████▉    | 2.99G/5.00G [11:51<17:51, 1.87MB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=0590dac59908140be7bbec255f88b8ef7e1b153affb6020b215ae41ee96a0f22&X-Amz-SignedHeaders=host&partNumber=168&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 0a378d2b-d751-4968-99ff-5fd87a7ec404)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=0590dac59908140be7bbec255f88b8ef7e1b153affb6020b215ae41ee96a0f22&X-Amz-SignedHeaders=host&partNumber=168&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  72%|███████▏  | 3.60G/5.00G [12:50<00:45, 30.5MB/s] '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: a020ef7d-30fe-4115-834f-535bd64abdf4)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=c8e590ee250f062d0652c7161c2d534104960ed7c529a1cbe8bd568caf8354be&X-Amz-SignedHeaders=host&partNumber=205&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  77%|███████▋  | 3.85G/5.00G [13:12<01:44, 11.0MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=dc144636b2bfd0a599f8b55ea8613a8fb95b1dd13f43f62456f3e6d40930d634&X-Amz-SignedHeaders=host&partNumber=220&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 872bcf25-7523-4efa-8ca5-21e6fd27fc10)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=dc144636b2bfd0a599f8b55ea8613a8fb95b1dd13f43f62456f3e6d40930d634&X-Amz-SignedHeaders=host&partNumber=220&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  78%|███████▊  | 3.89G/5.00G [13:50<03:19, 5.57MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=bddf36d2d6e5ae7b2b887ce885b6d585aded2751429b02b844b13d773aff0f88&X-Amz-SignedHeaders=host&partNumber=221&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 8e3d8c28-d2f5-4d05-807e-ee192796a863)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=bddf36d2d6e5ae7b2b887ce885b6d585aded2751429b02b844b13d773aff0f88&X-Amz-SignedHeaders=host&partNumber=221&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  81%|████████▏ | 4.07G/5.00G [14:02<00:41, 22.5MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=4cb9201cf41022494bd1b129ceadf39c895e8b2fe1eb13abce5bdc77060845f1&X-Amz-SignedHeaders=host&partNumber=232&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 07302d1e-2153-4eed-87d4-5e0dbf147cdd)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=4cb9201cf41022494bd1b129ceadf39c895e8b2fe1eb13abce5bdc77060845f1&X-Amz-SignedHeaders=host&partNumber=232&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  85%|████████▍ | 4.24G/5.00G [14:40<00:45, 16.5MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=dd0df425b71f67a59a48fc824d9b95ebe1a69ba9227fb44ccc3aea64ef6cd7ff&X-Amz-SignedHeaders=host&partNumber=242&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: d2c065a3-7950-4b77-8e0b-dc9aa3d4e68a)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=dd0df425b71f67a59a48fc824d9b95ebe1a69ba9227fb44ccc3aea64ef6cd7ff&X-Amz-SignedHeaders=host&partNumber=242&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  85%|████████▌ | 4.26G/5.00G [15:00<06:27, 1.91MB/s]'(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: fde58212-eac4-4eb6-82c6-8417613509ef)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=dd0df425b71f67a59a48fc824d9b95ebe1a69ba9227fb44ccc3aea64ef6cd7ff&X-Amz-SignedHeaders=host&partNumber=242&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 2s [Retry 2/5].\n",
+      "model-00001-of-00002.safetensors:  90%|████████▉ | 4.49G/5.00G [15:14<00:47, 10.7MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=55682c1c6de611ec3c683d1212e1e454e7b1f70b9ef764f961a0a821f9391577&X-Amz-SignedHeaders=host&partNumber=256&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 490c2640-50a3-4524-b611-70fbf8923fe2)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=55682c1c6de611ec3c683d1212e1e454e7b1f70b9ef764f961a0a821f9391577&X-Amz-SignedHeaders=host&partNumber=256&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  90%|█████████ | 4.52G/5.00G [15:42<04:49, 1.65MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=d289a83d77db8a57d70b835891c38a70d278ed27f773ff2d0e2ea447d8ca8fdb&X-Amz-SignedHeaders=host&partNumber=257&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: ed4a2538-ccb8-4983-8a7b-4d1b2c8348bb)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=d289a83d77db8a57d70b835891c38a70d278ed27f773ff2d0e2ea447d8ca8fdb&X-Amz-SignedHeaders=host&partNumber=257&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  92%|█████████▏| 4.60G/5.00G [16:16<06:25, 1.03MB/s]  '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=e8afd87e3ea1cdf19443033bd8c8379eb15ec7683ea0e5fc6d5de204389b3f51&X-Amz-SignedHeaders=host&partNumber=261&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: f739bb01-3deb-46e7-a5d5-3d71e9bf3ed9)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=e8afd87e3ea1cdf19443033bd8c8379eb15ec7683ea0e5fc6d5de204389b3f51&X-Amz-SignedHeaders=host&partNumber=261&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  95%|█████████▌| 4.76G/5.00G [17:30<05:22, 737kB/s]   '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 40dca0de-316c-4f29-8af7-8aba2eeffb50)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=8bc6b4f2c36efcc7a90ccfda288c16ede23f82c534d4be4e71901395a9fe2a9b&X-Amz-SignedHeaders=host&partNumber=270&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  96%|█████████▌| 4.79G/5.00G [17:50<00:16, 12.5MB/s]  '(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 50186900-df30-47ca-bceb-b4872ac771cb)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=6c9276e484ac33c32d8ea8aa54fc5bcee26d6346f5e882ce12d58863f9772a86&X-Amz-SignedHeaders=host&partNumber=271&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  97%|█████████▋| 4.85G/5.00G [18:14<02:15, 1.10MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=93f8a1366fbd32b46422f5abddd994b1c5a3015c5c689306859090413eea94ac&X-Amz-SignedHeaders=host&partNumber=274&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: dbd27814-e2bd-47b7-940d-de82e8845525)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=93f8a1366fbd32b46422f5abddd994b1c5a3015c5c689306859090413eea94ac&X-Amz-SignedHeaders=host&partNumber=274&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  98%|█████████▊| 4.88G/5.00G [18:31<01:01, 1.96MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=f7e19468a2f9a45ef6d3fbbfb96f36547f2a45d1f8de47c08d60260ab03f853e&X-Amz-SignedHeaders=host&partNumber=275&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 41201aeb-297e-42fd-a6be-429621be7ea6)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=f7e19468a2f9a45ef6d3fbbfb96f36547f2a45d1f8de47c08d60260ab03f853e&X-Amz-SignedHeaders=host&partNumber=275&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors:  98%|█████████▊| 4.88G/5.00G [19:10<04:37, 419kB/s] '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=f7e19468a2f9a45ef6d3fbbfb96f36547f2a45d1f8de47c08d60260ab03f853e&X-Amz-SignedHeaders=host&partNumber=275&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: a33f760a-101e-4525-a582-08fb311b92b5)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=f7e19468a2f9a45ef6d3fbbfb96f36547f2a45d1f8de47c08d60260ab03f853e&X-Amz-SignedHeaders=host&partNumber=275&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 2s [Retry 2/5].\n",
+      "model-00001-of-00002.safetensors:  98%|█████████▊| 4.90G/5.00G [19:30<01:09, 1.45MB/s]'(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 73fdb666-ee09-491f-b738-abc214953ab9)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=f7e19468a2f9a45ef6d3fbbfb96f36547f2a45d1f8de47c08d60260ab03f853e&X-Amz-SignedHeaders=host&partNumber=275&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 4s [Retry 3/5].\n",
+      "model-00001-of-00002.safetensors: 5.06GB [20:23, 1.02MB/s]                            '(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=f20d587843d7d563d09d70e18a0dece9d0a1ee9ca0270761ca4e786011810d8b&X-Amz-SignedHeaders=host&partNumber=285&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: a0cfe5b4-8adb-40d6-a749-f1e63981d18a)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=f20d587843d7d563d09d70e18a0dece9d0a1ee9ca0270761ca4e786011810d8b&X-Amz-SignedHeaders=host&partNumber=285&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors: 5.09GB [20:50, 5.43MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=b1652723a3bfc8469115915a94ad609506c490991338880ea380ee5970bf3625&X-Amz-SignedHeaders=host&partNumber=286&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 69067012-1fb6-45f7-8527-313841ed41e1)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=b1652723a3bfc8469115915a94ad609506c490991338880ea380ee5970bf3625&X-Amz-SignedHeaders=host&partNumber=286&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors: 5.30GB [21:30, 21.8MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=0c221fd557963cd1b45012d23ea9d8e169128de956f1e33435fa47ddd86df22d&X-Amz-SignedHeaders=host&partNumber=298&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 372c0b9e-8e19-43c7-980b-43a748f159b2)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=0c221fd557963cd1b45012d23ea9d8e169128de956f1e33435fa47ddd86df22d&X-Amz-SignedHeaders=host&partNumber=298&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors: 5.38GB [22:00, 6.75MB/s]'(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: da6423fc-98e4-4360-a181-4be0de5c242f)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=d603f3b83cbc98d11334ba8231e5e61a737e592c5cc504da8d3135e0c24a6861&X-Amz-SignedHeaders=host&partNumber=302&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors: 5.39GB [22:30, 1.57MB/s]'(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 9501792d-3cf8-4851-94de-fa5107f7cc21)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=d603f3b83cbc98d11334ba8231e5e61a737e592c5cc504da8d3135e0c24a6861&X-Amz-SignedHeaders=host&partNumber=302&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 2s [Retry 2/5].\n",
+      "model-00001-of-00002.safetensors: 5.41GB [22:50, 1.64MB/s]'(ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: eb084943-a036-4fe1-a0e9-8fa58b663834)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=d603f3b83cbc98d11334ba8231e5e61a737e592c5cc504da8d3135e0c24a6861&X-Amz-SignedHeaders=host&partNumber=302&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 4s [Retry 3/5].\n",
+      "model-00001-of-00002.safetensors: 5.56GB [23:30, 15.6MB/s]'(MaxRetryError(\"HTTPSConnectionPool(host='hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com', port=443): Max retries exceeded with url: /repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=8c5e0ab15614ad55b89bafe21385086695ad47908680726194014494ca9a062e&X-Amz-SignedHeaders=host&partNumber=311&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart (Caused by SSLError(SSLError(5, '[SYS] unknown error (_ssl.c:2396)')))\"), '(Request ID: 087d088b-1def-4635-8d03-c5eba5c6b9fb)')' thrown while requesting PUT https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com/repos/9e/72/9e72d210f60ecd0bcc61f24e023ccc34652b2a7ed4ae060c3c164a3eed5b2f19/f2791869aeeb61efa6a200e16aaabc88f9a78a13f9a2b261d69f04032706de0e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQLC2QXPN7%2F20250329%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250329T004325Z&X-Amz-Expires=86400&X-Amz-Signature=8c5e0ab15614ad55b89bafe21385086695ad47908680726194014494ca9a062e&X-Amz-SignedHeaders=host&partNumber=311&uploadId=rhLbumqW7Gg.pWVkni3odY5TWFfcLz5ahj.v1RA40Ks_35MKhtae7ClTNpm4J.3sOplh18togi9xPf2QEiaBwSTBamX_p83QcHweW0XBz7x5ps2XZjuP4Gdvzyh2XIaU&x-id=UploadPart\n",
+      "Retrying in 1s [Retry 1/5].\n",
+      "model-00001-of-00002.safetensors: 5.60GB [23:37, 3.95MB/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Successfully uploaded models from /Users/niharpalem/Desktop/Desktop - Nihar’s Mac mini/codes/highbrow_work/codes/march24th/model to Niharmahesh/Qwen_2.5_finetuned_using_cambrian_recipe/stage_1/model.\n"
+     ]
+    }
+   ],
+   "source": [
+    "from huggingface_hub import HfApi\n",
+    "\n",
+    "# Define the local directory containing your models and the target Space\n",
+    "local_directory = \"/Users/niharpalem/Desktop/Desktop - Nihar’s Mac mini/codes/highbrow_work/codes/march24th/model\"  # Path to your local models folder\n",
+    "space_id = \"Niharmahesh/Qwen_2.5_finetuned_using_cambrian_recipe\"  # Repository ID\n",
+    "\n",
+    "# Initialize the API\n",
+    "api = HfApi()\n",
+    "\n",
+    "# Upload the content to the \"stage_2/model\" directory within the repository\n",
+    "api.upload_folder(\n",
+    "    folder_path=local_directory,\n",
+    "    repo_id=space_id,\n",
+    "    repo_type=\"model\",  # Ensure this matches the repository type\n",
+    "    path_in_repo=\"stage_1/model\"  # Specify the target directory in the repository\n",
+    ")\n",
+    "\n",
+    "print(f\"Successfully uploaded models from {local_directory} to {space_id}/stage_1/model.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}