asad

.gitattributes

@@ -38,15 +38,3 @@ ratio_proportion_change3/output/FS/bert_fine_tuned.model.ep32 filter=lfs diff=lf
 ratio_proportion_change3/output/IS/bert_fine_tuned.model.ep14 filter=lfs diff=lfs merge=lfs -text
 ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/highGRschool10/test_info.txt filter=lfs diff=lfs merge=lfs -text
 ratio_proportion_change3_2223/sch_largest_100-coded/output/highGRschool10/bert_fine_tuned.model.ep42 filter=lfs diff=lfs merge=lfs -text
-train_info.txt filter=lfs diff=lfs merge=lfs -text
-ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/lowGRschoolAll/test_info.txt filter=lfs diff=lfs merge=lfs -text
-ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/lowGRschoolAll/test.txt filter=lfs diff=lfs merge=lfs -text
-fullTest/test_info.txt filter=lfs diff=lfs merge=lfs -text
-fullTest/test.txt filter=lfs diff=lfs merge=lfs -text
-ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/test_info.txt filter=lfs diff=lfs merge=lfs -text
-ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/test.txt filter=lfs diff=lfs merge=lfs -text
-ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/test_info.txt filter=lfs diff=lfs merge=lfs -text
-ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/test.txt filter=lfs diff=lfs merge=lfs -text
-ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/highGRschool10_/test_info.txt filter=lfs diff=lfs merge=lfs -text
-ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/highGRschool10_/test.txt filter=lfs diff=lfs merge=lfs -text
-ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/test_BKT.txt filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -1,5 +1,2 @@
 train_info.txt
-train.txt
-train_label.txt
 ratio_proportion_change3_2223/sch_largest_100-coded/logs/
-ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/

.ipynb_checkpoints/distinguish_high_low_label-checkpoint.ipynb

@@ -1,447 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "960bac80-51c7-4e9f-ad2d-84cd6c710f98",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pickle\n",
-    "import pandas as pd"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "a34f21d0-0854-4a54-8f93-67718b2f969e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "file_path = \"roc_data2.pkl\"\n",
-    "\n",
-    "# Open and load the pickle file\n",
-    "with open(file_path, 'rb') as file:\n",
-    "    data = pickle.load(file)\n",
-    "\n",
-    "\n",
-    "# Print or use the data\n",
-    "# data[2]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "f9febed4-ce50-4e30-96ea-4b538ce2f9a1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "inc_slider=1\n",
-    "parent_location=\"ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/\"\n",
-    "test_info_location=parent_location+\"fullTest/test_info.txt\"\n",
-    "test_location=parent_location+\"fullTest/test.txt\"\n",
-    "test_info = pd.read_csv(test_info_location, sep=',', header=None, engine='python')\n",
-    "grad_rate_data = pd.DataFrame(pd.read_pickle('school_grduation_rate.pkl'),columns=['school_number','grad_rate'])  # Load the grad_rate data\n",
-    "\n",
-    "# Step 1: Extract unique school numbers from test_info\n",
-    "unique_schools = test_info[0].unique()\n",
-    "\n",
-    "# Step 2: Filter the grad_rate_data using the unique school numbers\n",
-    "schools = grad_rate_data[grad_rate_data['school_number'].isin(unique_schools)]\n",
-    "\n",
-    "# Define a threshold for high and low graduation rates (adjust as needed)\n",
-    "grad_rate_threshold = 0.9  \n",
-    "\n",
-    "# Step 4: Divide schools into high and low graduation rate groups\n",
-    "high_grad_schools = schools[schools['grad_rate'] >= grad_rate_threshold]['school_number'].unique()\n",
-    "low_grad_schools = schools[schools['grad_rate'] < grad_rate_threshold]['school_number'].unique()\n",
-    "\n",
-    "# Step 5: Sample percentage of schools from each group\n",
-    "high_sample = pd.Series(high_grad_schools).sample(frac=inc_slider/100, random_state=1).tolist()\n",
-    "low_sample = pd.Series(low_grad_schools).sample(frac=inc_slider/100, random_state=1).tolist()\n",
-    "\n",
-    "# Step 6: Combine the sampled schools\n",
-    "random_schools = high_sample + low_sample\n",
-    "\n",
-    "# Step 7: Get indices for the sampled schools\n",
-    "indices = test_info[test_info[0].isin(random_schools)].index.tolist()\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "fdfdf4b6-2752-4a21-9880-869af69f20cf",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "high_indices = test_info[(test_info[0].isin(high_sample))].index.tolist()\n",
-    "low_indices = test_info[(test_info[0].isin(low_sample))].index.tolist()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "a79a4598-5702-4cc8-9f07-8e18fdda648b",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "997"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(high_indices)+len(low_indices)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "4707f3e6-2f44-46d8-ad8c-b6c244f693af",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
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-       "      <th>113360</th>\n",
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-       "      <th>113362</th>\n",
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-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>997 rows × 1 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                        0\n",
-       "5342    PercentChange-0\\tNumeratorQuantity1-0\\tNumerat...\n",
-       "5343    PercentChange-0\\tNumeratorQuantity2-0\\tNumerat...\n",
-       "5344    PercentChange-0\\tNumeratorQuantity2-0\\tNumerat...\n",
-       "5345    PercentChange-0\\tNumeratorQuantity2-2\\tNumerat...\n",
-       "5346    PercentChange-0\\tNumeratorQuantity2-0\\tDenomin...\n",
-       "...                                                   ...\n",
-       "113359  PercentChange-0\\tNumeratorQuantity2-2\\tNumerat...\n",
-       "113360  PercentChange-0\\tNumeratorQuantity2-0\\tNumerat...\n",
-       "113361  PercentChange-0\\tNumeratorQuantity2-0\\tNumerat...\n",
-       "113362  PercentChange-0\\tNumeratorQuantity2-0\\tNumerat...\n",
-       "113363  PercentChange-0\\tNumeratorQuantity2-0\\tNumerat...\n",
-       "\n",
-       "[997 rows x 1 columns]"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Load the test file and select rows based on indices\n",
-    "test = pd.read_csv(test_location, sep=',', header=None, engine='python')\n",
-    "selected_rows_df2 = test.loc[indices]\n",
-    "selected_rows_df2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "1d0c3d49-061f-486b-9c19-cf20945f3207",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "graduation_groups = [\n",
-    "    'high' if idx in high_indices else 'low' for idx in selected_rows_df2.index\n",
-    "]\n",
-    "# graduation_groups"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "id": "ad0ce4a1-27fa-4867-8061-4054dbb340df",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t_label=data[0]\n",
-    "p_label=data[1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "id": "a4f4a2b9-3134-42ac-871b-4e117098cd0e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Step 1: Align graduation_group, t_label, and p_label\n",
-    "aligned_labels = list(zip(graduation_groups, t_label, p_label))\n",
-    "\n",
-    "# Step 2: Separate the labels for high and low groups\n",
-    "high_t_labels = [t for grad, t, p in aligned_labels if grad == 'high']\n",
-    "low_t_labels = [t for grad, t, p in aligned_labels if grad == 'low']\n",
-    "\n",
-    "high_p_labels = [p for grad, t, p in aligned_labels if grad == 'high']\n",
-    "low_p_labels = [p for grad, t, p in aligned_labels if grad == 'low']\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "c8e34660-83d0-46a1-a218-95d609e11729",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "997"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(low_t_labels)+len(high_t_labels)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "c11050db-2636-4c50-9cd4-b9943e5cee83",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from sklearn.metrics import precision_score, recall_score, f1_score, confusion_matrix, roc_curve, roc_auc_score"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "id": "e1309e93-7063-4f48-bbc7-11a0d449c34e",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ROC-AUC Score for High Graduation Rate Group: 0.675\n",
-      "ROC-AUC Score for Low Graduation Rate Group: 0.7489795918367347\n"
-     ]
-    }
-   ],
-   "source": [
-    "high_roc_auc = roc_auc_score(high_t_labels, high_p_labels) if len(set(high_t_labels)) > 1 else None\n",
-    "low_roc_auc = roc_auc_score(low_t_labels, low_p_labels) if len(set(low_t_labels)) > 1 else None\n",
-    "\n",
-    "print(\"ROC-AUC Score for High Graduation Rate Group:\", high_roc_auc)\n",
-    "print(\"ROC-AUC Score for Low Graduation Rate Group:\", low_roc_auc)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "a99e7812-817d-4f9f-b6fa-1a58aa3a34dc",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "TypeError",
-     "evalue": "cannot convert the series to <class 'int'>",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn[4], line 47\u001b[0m\n\u001b[0;32m     44\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(test_info_location, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m file:\n\u001b[0;32m     45\u001b[0m     data \u001b[38;5;241m=\u001b[39m file\u001b[38;5;241m.\u001b[39mreadlines()\n\u001b[1;32m---> 47\u001b[0m ideal_opt_task \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtest_info\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m7\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m  \u001b[38;5;66;03m# Assuming test_info[7] is accessible and holds the ideal task (1 or 2)\u001b[39;00m\n\u001b[0;32m     49\u001b[0m \u001b[38;5;66;03m# Initialize counters\u001b[39;00m\n\u001b[0;32m     50\u001b[0m task_counts \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m     51\u001b[0m     \u001b[38;5;241m1\u001b[39m: {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124monly_opt1\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;241m0\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124monly_opt2\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;241m0\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mboth\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;241m0\u001b[39m},\n\u001b[0;32m     52\u001b[0m     \u001b[38;5;241m2\u001b[39m: {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124monly_opt1\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;241m0\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124monly_opt2\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;241m0\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mboth\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;241m0\u001b[39m}\n\u001b[0;32m     53\u001b[0m }\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\series.py:230\u001b[0m, in \u001b[0;36m_coerce_method.<locals>.wrapper\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    222\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m    223\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCalling \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mconverter\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m on a single element Series is \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    224\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdeprecated and will raise a TypeError in the future. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    227\u001b[0m         stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[0;32m    228\u001b[0m     )\n\u001b[0;32m    229\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m converter(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39miloc[\u001b[38;5;241m0\u001b[39m])\n\u001b[1;32m--> 230\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot convert the series to \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mconverter\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
-      "\u001b[1;31mTypeError\u001b[0m: cannot convert the series to <class 'int'>"
-     ]
-    }
-   ],
-   "source": [
-    "parent_location=\"ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/\"\n",
-    "test_info_location=parent_location+\"fullTest/test_info.txt\"\n",
-    "test_location=parent_location+\"fullTest/test.txt\"\n",
-    "test_info = pd.read_csv(test_info_location, sep=',', header=None, engine='python')\n",
-    "\n",
-    "def analyze_row(row, ideal_opt_task):\n",
-    "    # Split the row into fields\n",
-    "    fields = row.split(\"\\t\")\n",
-    "\n",
-    "    # Define tasks for OptionalTask_1, OptionalTask_2, and FinalAnswer\n",
-    "    optional_task_1_subtasks = [\"DenominatorFactor\", \"NumeratorFactor\", \"EquationAnswer\"]\n",
-    "    optional_task_2_subtasks = [\n",
-    "        \"FirstRow2:1\", \"FirstRow2:2\", \"FirstRow1:1\", \"FirstRow1:2\", \n",
-    "        \"SecondRow\", \"ThirdRow\"\n",
-    "    ]\n",
-    "    final_answer_tasks = [\"FinalAnswer\"]\n",
-    "\n",
-    "    # Helper function to evaluate task attempts\n",
-    "    def evaluate_tasks(fields, tasks):\n",
-    "        task_status = {}\n",
-    "        for task in tasks:\n",
-    "            relevant_attempts = [f for f in fields if task in f]\n",
-    "            if any(\"OK\" in attempt for attempt in relevant_attempts):\n",
-    "                task_status[task] = \"Attempted (Successful)\"\n",
-    "            elif any(\"ERROR\" in attempt for attempt in relevant_attempts):\n",
-    "                task_status[task] = \"Attempted (Error)\"\n",
-    "            elif any(\"JIT\" in attempt for attempt in relevant_attempts):\n",
-    "                task_status[task] = \"Attempted (JIT)\"\n",
-    "            else:\n",
-    "                task_status[task] = \"Unattempted\"\n",
-    "        return task_status\n",
-    "\n",
-    "    # Evaluate tasks for each category\n",
-    "    optional_task_1_status = evaluate_tasks(fields, optional_task_1_subtasks)\n",
-    "    optional_task_2_status = evaluate_tasks(fields, optional_task_2_subtasks)\n",
-    "\n",
-    "    # Check if tasks have any successful attempt\n",
-    "    opt1_done = any(status == \"Attempted (Successful)\" for status in optional_task_1_status.values())\n",
-    "    opt2_done = any(status == \"Attempted (Successful)\" for status in optional_task_2_status.values())\n",
-    "\n",
-    "    return opt1_done, opt2_done\n",
-    "\n",
-    "# Read data from test_info.txt\n",
-    "with open(test_info_location, \"r\") as file:\n",
-    "    data = file.readlines()\n",
-    "\n",
-    "ideal_opt_task = int(test_info[6])  # Assuming test_info[7] is accessible and holds the ideal task (1 or 2)\n",
-    "\n",
-    "# Initialize counters\n",
-    "task_counts = {\n",
-    "    1: {\"only_opt1\": 0, \"only_opt2\": 0, \"both\": 0},\n",
-    "    2: {\"only_opt1\": 0, \"only_opt2\": 0, \"both\": 0}\n",
-    "}\n",
-    "\n",
-    "for row in data:\n",
-    "    row = row.strip()\n",
-    "    if not row:\n",
-    "        continue\n",
-    "    opt1_done, opt2_done = analyze_row(row, ideal_opt_task)\n",
-    "\n",
-    "    if ideal_opt_task == 0:\n",
-    "        if opt1_done and not opt2_done:\n",
-    "            task_counts[1][\"only_opt1\"] += 1\n",
-    "        elif not opt1_done and opt2_done:\n",
-    "            task_counts[1][\"only_opt2\"] += 1\n",
-    "        elif opt1_done and opt2_done:\n",
-    "            task_counts[1][\"both\"] += 1\n",
-    "    elif ideal_opt_task == 1:\n",
-    "        if opt1_done and not opt2_done:\n",
-    "            task_counts[2][\"only_opt1\"] += 1\n",
-    "        elif not opt1_done and opt2_done:\n",
-    "            task_counts[2][\"only_opt2\"] += 1\n",
-    "        elif opt1_done and opt2_done:\n",
-    "            task_counts[2][\"both\"] += 1\n",
-    "\n",
-    "# Create a string output for results\n",
-    "output_summary = \"Task Analysis Summary:\\n\"\n",
-    "output_summary += \"-----------------------\\n\"\n",
-    "\n",
-    "for ideal_task, counts in task_counts.items():\n",
-    "    output_summary += f\"Ideal Task = OptionalTask_{ideal_task}:\\n\"\n",
-    "    output_summary += f\"  Only OptionalTask_1 done: {counts['only_opt1']}\\n\"\n",
-    "    output_summary += f\"  Only OptionalTask_2 done: {counts['only_opt2']}\\n\"\n",
-    "    output_summary += f\"  Both done: {counts['both']}\\n\"\n",
-    "\n",
-    "print(output_summary)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "65ad9383-741f-44eb-8e8f-853ee7bc52a2",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "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": "3.12.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}

Astra Project Setup Instructions.md

@@ -1,116 +0,0 @@
-# Astra Project Setup Instructions
-
-## Prerequisites
-Make sure you have the following installed before proceeding:
-- Python 3.12.4
-- Git
-- Git Large File Storage (LFS)
-
-## Step 1: Install Git LFS
-Git LFS (Large File Storage) is required for managing large files in the Astra project. Follow these steps to install Git LFS:
-
-### Windows
-1. Download the Git LFS installer from [Git LFS Releases](https://git-lfs.github.com/).
-2. Run the installer and follow the setup instructions.
-3. Open a terminal (Command Prompt or PowerShell) and run:
-   ```sh
-   git lfs install
-   ```
-
-### macOS
-1. Install Git LFS using Homebrew:
-   ```sh
-   brew install git-lfs
-   ```
-2. Initialize Git LFS:
-   ```sh
-   git lfs install
-   ```
-
-### Linux
-1. Install Git LFS using your package manager:
-   - Debian/Ubuntu:
-     ```sh
-     sudo apt install git-lfs
-     ```
-   - Fedora:
-     ```sh
-     sudo dnf install git-lfs
-     ```
-   - Arch Linux:
-     ```sh
-     sudo pacman -S git-lfs
-     ```
-2. Initialize Git LFS:
-   ```sh
-   git lfs install
-   ```
-
-## Step 2: Install Python (Alternative: pyenv)
-While Python 3.12.4 is required, it is recommended to use `pyenv` if you want to work with multiple Python versions or if you encounter errors while installing dependencies.
-
-### Installing pyenv
-#### macOS & Linux:
-```sh
-curl https://pyenv.run | bash
-```
-After installation, restart your terminal and install Python:
-```sh
-pyenv install 3.12.4
-pyenv global 3.12.4
-```
-
-#### Windows:
-Use [pyenv-win](https://github.com/pyenv-win/pyenv-win):
-```sh
-git clone https://github.com/pyenv-win/pyenv-win.git ~/.pyenv
-setx PYENV "%USERPROFILE%\.pyenv"
-setx PATH "%PYENV%\bin;%PYENV%\shims;%PATH%"
-pyenv install 3.12.4
-pyenv global 3.12.4
-```
-
-## Step 3: Clone the Repository
-Clone the Astra project repository using Git:
-```sh
-git clone <repository_url>
-cd astra
-```
-
-## Step 4: Install Dependencies
-Install all required dependencies from the `requirements.txt` file:
-```sh
-pip install -r requirements.txt
-```
-
-## Step 5: Verify Installation
-Ensure all dependencies are installed correctly by running:
-```sh
-python --version
-pip list
-```
-
-## Step 6: Run the Application or Test the Model
-You have two options to proceed:
-
-### Option 1: Run the Gradio App
-To open the Gradio app in your web browser and interact with the application, run:
-```sh
-python app.py
-```
-
-### Option 2: Test the Model with a Sample File
-To test the fine-tuned model using a sample file, navigate to the root folder of the project and run the following command:
-```sh
-cd <root_folder>
-python new_test_saved_finetuned_model.py \
-    -workspace_name "ratio_proportion_change3_2223/sch_largest_100-coded" \
-    -finetune_task "<finetune_task>" \
-    -test_dataset_path "../../../../fileHandler/selected_rows.txt" \
-    -finetuned_bert_classifier_checkpoint "ratio_proportion_change3_2223/sch_largest_100-coded/output/highGRschool10/bert_fine_tuned.model.ep42" \
-    -e 1 \
-    -b 1000
-```
-Replace `<finetune_task>` with the actual fine-tuning task value.
-
-Your Astra project should now be fully set up and ready to use!

LICENSE

@@ -1,21 +0,0 @@
-MIT License
-
-Copyright (c) 2025 Sudarshan Balaji
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.

app.py

@@ -8,47 +8,25 @@ import shutil
 import matplotlib.pyplot as plt
 from sklearn.metrics import roc_curve, auc
 import pandas as pd
-import plotly.graph_objects as go
-from sklearn.metrics import roc_auc_score
-from matplotlib.figure import Figure
-import csv
-# import os
 # Define the function to process the input file and model selection
 
-def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
+def process_file(file,label,info,model_name,inc_slider,progress=Progress(track_tqdm=True)):
     # progress = gr.Progress(track_tqdm=True)
-
     progress(0, desc="Starting the processing") 
-    # with open(file.name, 'r') as f:
-    #     content = f.read()
-    # saved_test_dataset = "train.txt"
-    # saved_test_label = "train_label.txt"
-    # saved_train_info="train_info.txt"
+    with open(file.name, 'r') as f:
+        content = f.read()
+    saved_test_dataset = "train.txt"
+    saved_test_label = "train_label.txt"
+    saved_train_info="train_info.txt"
     # Save the uploaded file content to a specified location
-    # shutil.copyfile(file.name, saved_test_dataset)
-    # shutil.copyfile(label.name, saved_test_label)
-    # shutil.copyfile(info.name, saved_train_info)
-    parent_location="ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/"
-    test_info_location=parent_location+"fullTest/test_info.txt"
-    test_location=parent_location+"fullTest/test.txt"
-    label_location=parent_location+"test_label.txt"
-    if(model_name=="ASTRA-FT-HGR"):
-        finetune_task="highGRschool10"
-        # test_info_location=parent_location+"fullTest/test_info.txt"
-        # test_location=parent_location+"fullTest/test.txt"
-    elif(model_name== "ASTRA-FT-LGR" ):
-        finetune_task="lowGRschoolAll"
-        # test_info_location=parent_location+"lowGRschoolAll/test_info.txt"
-        # test_location=parent_location+"lowGRschoolAll/test.txt"
-    elif(model_name=="ASTRA-FT-FULL"):
-        # test_info_location=parent_location+"fullTest/test_info.txt"
-        # test_location=parent_location+"fullTest/test.txt"
-        finetune_task="fullTest"
-    else:
-        finetune_task=None
+    shutil.copyfile(file.name, saved_test_dataset)
+    shutil.copyfile(label.name, saved_test_label)
+    shutil.copyfile(info.name, saved_train_info)
+
+
     # Load the test_info file and the graduation rate file
-    test_info = pd.read_csv(test_info_location, sep=',', header=None, engine='python')
-    grad_rate_data = pd.DataFrame(pd.read_pickle('assests/school_grduation_rate.pkl'),columns=['school_number','grad_rate'])  # Load the grad_rate data
+    test_info = pd.read_csv('train_info.txt', sep=',', header=None, engine='python')
+    grad_rate_data = pd.DataFrame(pd.read_pickle('school_grduation_rate.pkl'),columns=['school_number','grad_rate'])  # Load the grad_rate data
 
     # Step 1: Extract unique school numbers from test_info
     unique_schools = test_info[0].unique()
@@ -72,500 +50,47 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
 
     # Step 7: Get indices for the sampled schools
     indices = test_info[test_info[0].isin(random_schools)].index.tolist()
-    high_indices = test_info[(test_info[0].isin(high_sample))].index.tolist()
-    low_indices = test_info[(test_info[0].isin(low_sample))].index.tolist()
-    
+
     # Load the test file and select rows based on indices
-    test = pd.read_csv(test_location, sep=',', header=None, engine='python')
+    test = pd.read_csv('train.txt', sep=',', header=None, engine='python')
     selected_rows_df2 = test.loc[indices]
-    # label=pd.read_csv(label_location, header=None, engine='python')
-    # test_label=label.loc[indices]
-    # test_label.to_csv(parent_location+'highGRschool10/test_label.txt', sep='\t', index=False, header=False, quoting=3, escapechar=' ')
-    # Save the selected rows to a file
-    selected_rows_df2.to_csv('fileHandler/selected_rows.txt', sep='\t', index=False, header=False, quoting=3, escapechar=' ')
-    # ✅ Get the first 20% and last 20% of instances for each student ID within selected schools
-
-    selected_test_info = test_info.loc[indices]
-
-    # # First 20%
-    # first_20_percent_indices = selected_test_info.groupby(3).apply(
-    #     lambda x: x.head(int(len(x) * 0.2))
-    # ).index.get_level_values(1).tolist()
-
-    # # Last 20%
-    # last_20_percent_indices = selected_test_info.groupby(3).apply(
-    #     lambda x: x.tail(int(len(x) * 0.2))
-    # ).index.get_level_values(1).tolist()
 
-    # # Select the corresponding rows from the test file
-    # first_20_percent_rows = test.loc[first_20_percent_indices]
-    # last_20_percent_rows = test.loc[last_20_percent_indices]
-
-    # # Save the first 20% instances per student to a file
-    # first_20_percent_rows.to_csv('fileHandler/selected_rows_first20.txt', sep='\t', index=False, header=False, quoting=3, escapechar=' ')
-
-    # # Save the last 20% instances per student to a file
-    # last_20_percent_rows.to_csv('fileHandler/selected_rows_last20.txt', sep='\t', index=False, header=False, quoting=3, escapechar=' ')
+    # Save the selected rows to a file
+    selected_rows_df2.to_csv('selected_rows.txt', sep='\t', index=False, header=False, quoting=3, escapechar=' ')
 
-    # select the graduation groups
-    graduation_groups = [
-    'high' if idx in high_indices else 'low' for idx in selected_rows_df2.index
-    ]
-    # Group data by opt_task1 and opt_task2 based on test_info[6]
-    opt_task_groups = ['opt_task1' if test_info.loc[idx, 6] == 0 else 'opt_task2' for idx in selected_rows_df2.index]
-    progress(0.2, desc="Files create and saved!! Now Executing models")
-    print("finetuned task: ",finetune_task)
+   
+    # For demonstration purposes, we'll just return the content with the selected model name
+    if(model_name=="High Graduated Schools"):
+        finetune_task="highGRschool10"
+    elif(model_name== "Low Graduated Schools" ):
+        finetune_task="highGRschool10"
+    elif(model_name=="Full Set"):
+        finetune_task="highGRschool10"
+    else:
+        finetune_task=None
+    # print(checkpoint)
+    progress(0.1, desc="Files created and saved")
+    # if (inc_val<5):
+    #     model_name="highGRschool10"
+    # elif(inc_val>=5 & inc_val<10):
+    #     model_name="highGRschool10"
+    # else:
+    #     model_name="highGRschool10"
+    progress(0.2, desc="Executing models")
     subprocess.run([
         "python", "new_test_saved_finetuned_model.py",
         "-workspace_name", "ratio_proportion_change3_2223/sch_largest_100-coded",
-        "-finetune_task", finetune_task,
-        "-test_dataset_path","../../../../fileHandler/selected_rows.txt",
+        "-finetune_task", "highGRschool10",
+        "-test_dataset_path","../../../../selected_rows.txt",
         # "-test_label_path","../../../../train_label.txt",
         "-finetuned_bert_classifier_checkpoint", 
         "ratio_proportion_change3_2223/sch_largest_100-coded/output/highGRschool10/bert_fine_tuned.model.ep42",
         "-e",str(1),
         "-b",str(1000)
     ])
-    progress(0.5,desc="Model execution completed!! Now performing analysis on the results")
-
-    # Load tlb and plb
-    with open("fileHandler/tlabels_plabels.pkl", "rb") as f:
-        tlb, plb = pickle.load(f)
-
-    # Define function to filter and write CSV
-    def process_and_write_csv(filtered_data, filename):
-        headers = [
-            "Row", "Sample Name", "Transaction Id", "Anon Student Id", "Session Id", "Time Zone", "Duration (sec)",
-            "Student Response Type", "Student Response Subtype", "Tutor Response Type", "Tutor Response Subtype",
-            "Level (Workspace Id)", "Problem Name", "Problem View", "Problem Start Time", "Step Name",
-            "Attempt At Step", "Is Last Attempt", "Outcome", "Selection", "Action", "Input", "Feedback Text",
-            "Feedback Classification", "Help Level", "Total Num Hints", "KC (MATHia)", "KC Category (MATHia)",
-            "KC (Single-KC)", "KC Category (Single-KC)", "KC (Unique-step)", "KC Category (Unique-step)",
-            "School", "Class", "CF (Ruleid)", "CF (Semantic Event Id)", "CF (Skill New p-Known)",
-            "CF (Skill Previous p-Known)", "CF (Workspace Progress Status)", "Event Type"
-        ]
-
-        with open("fileHandler/" + filename, 'w', newline='') as outfile:
-            writer = csv.writer(outfile)
-            writer.writerow(headers)
-
-            row_num = 1
-            for _, row in filtered_data.iterrows():
-                school, class_id, student_id, status, problem, _, time_zone, duration, attempts = row[:9]
-                steps_data = row[8] 
-
-                for step in steps_data.split('\t'):
-                    step_parts = step.split('-')
-                    step_name = step_parts[0]
-                    action = step_parts[1] if len(step_parts) > 1 else ""
-                    attempt = step_parts[2] if len(step_parts) > 2 else ""
-                    outcome = step_parts[-1] if len(step_parts) > 3 else ""
-
-                    row_data = [
-                        row_num, "", "", student_id, "", time_zone, duration, "", "", "", "", 
-                        problem, problem, "", "", step_name, attempt, "", outcome, "", action, "", "", "", "", "", "", "", "", "", "","", 
-                        school, class_id, "", "", "", "", "PROMOTED"
-                    ]
-                    writer.writerow(row_data)
-                    row_num += 1
-
-        print(f"CSV file '{filename}' created successfully.")
-
-    # Find indices where conditions match
-    for task_type in [0, 1]:  # test_info[6] = 1 or 2
-        for label in [0, 1]:  # tlb = plb = 0 or 1
-            matching_indices = [i for i in range(len(tlb)) if tlb[i] == plb[i] == label]
-
-            # Filter the data
-            filtered_data = selected_test_info.iloc[matching_indices]
-            filtered_data = filtered_data[filtered_data[6] == task_type]  # Ensure test_info[6] matches
-
-            # Define filename dynamically
-            filename = f"output_task{task_type}_label{label}.csv"
-
-            # Write to CSV
-            process_and_write_csv(filtered_data, filename)
-    
-    with open("fileHandler/roc_data2.pkl", 'rb') as file:
-        data = pickle.load(file)
-    t_label=data[0]
-    p_label=data[1]
-    # Step 1: Align graduation_group, t_label, and p_label
-    aligned_labels = list(zip(graduation_groups, t_label, p_label))
-    opt_task_aligned = list(zip(opt_task_groups, t_label, p_label))
-    # Step 2: Separate the labels for high and low groups
-    high_t_labels = [t for grad, t, p in aligned_labels if grad == 'high']
-    low_t_labels = [t for grad, t, p in aligned_labels if grad == 'low']
-
-    high_p_labels = [p for grad, t, p in aligned_labels if grad == 'high']
-    low_p_labels = [p for grad, t, p in aligned_labels if grad == 'low']
-
-    opt_task1_t_labels = [t for task, t, p in opt_task_aligned if task == 'opt_task1']
-    opt_task1_p_labels = [p for task, t, p in opt_task_aligned if task == 'opt_task1']
-
-    opt_task2_t_labels = [t for task, t, p in opt_task_aligned if task == 'opt_task2']
-    opt_task2_p_labels = [p for task, t, p in opt_task_aligned if task == 'opt_task2']
-
-    high_roc_auc = roc_auc_score(high_t_labels, high_p_labels) if len(set(high_t_labels)) > 1 else None
-    low_roc_auc = roc_auc_score(low_t_labels, low_p_labels) if len(set(low_t_labels)) > 1 else None
-
-    opt_task1_roc_auc = roc_auc_score(opt_task1_t_labels, opt_task1_p_labels) if len(set(opt_task1_t_labels)) > 1 else None
-    opt_task2_roc_auc = roc_auc_score(opt_task2_t_labels, opt_task2_p_labels) if len(set(opt_task2_t_labels)) > 1 else None
-
-    # For demonstration purposes, we'll just return the content with the selected model name
-
-    # print(checkpoint)
-    
-    # if (inc_val<5):
-    #     model_name="highGRschool10"
-    # elif(inc_val>=5 & inc_val<10):
-    #     model_name="highGRschool10"
-    # else:
-    #     model_name="highGRschool10"
-    # Function to analyze each row
-    def analyze_row(row):
-    # Split the row into fields
-        fields = row.split("\t")
-
-        # Define tasks for OptionalTask_1, OptionalTask_2, and FinalAnswer
-        optional_task_1_subtasks = ["DenominatorFactor", "NumeratorFactor", "EquationAnswer"]
-        optional_task_2_subtasks = [
-            "FirstRow2:1", "FirstRow2:2", "FirstRow1:1", "FirstRow1:2", 
-            "SecondRow", "ThirdRow"
-        ]
-
-        # Helper function to evaluate task attempts
-        def evaluate_tasks(fields, tasks):
-            task_status = {}
-            total_attempts = 0  # Counter for total number of attempts
-            attempted_tasks = 0  # Counter for tasks attempted at least once
-            successful_first_attempts = 0  # Counter for tasks successful on the first try
-            for task in tasks:
-                
-                relevant_attempts = [f for f in fields if task in f]
-                # if (task=="FinalAnswer"): print(relevant_attempts)
-                attempt_count = len(relevant_attempts)
-                total_attempts += attempt_count  # Add to the total attempts
-
-                if attempt_count > 0:
-                    attempted_tasks += 1  # Increment attempted tasks count
-
-                    # Check the first attempt
-                    first_attempt = relevant_attempts[0]
-                    if "OK" in first_attempt and "ERROR" not in first_attempt and "JIT" not in first_attempt:
-                        successful_first_attempts += 1
-
-
-                if any("OK" in attempt for attempt in relevant_attempts):
-                    task_status[task] = "Attempted (Successful)"
-                    
-                elif any("ERROR" in attempt for attempt in relevant_attempts):
-                    task_status[task] = "Attempted (Error)"
-                elif any("JIT" in attempt for attempt in relevant_attempts):
-                    task_status[task] = "Attempted (JIT)"
-                else:
-                    task_status[task] = "Unattempted"
-            return task_status,attempted_tasks, total_attempts,successful_first_attempts
-
-        # Evaluate tasks for each category
-        optional_task_1_status, opt1_attempted, opt1_total_attempts, opt1_successful_first_attempts  = evaluate_tasks(fields, optional_task_1_subtasks)
-        optional_task_2_status, opt2_attempted, opt2_total_attempts, opt2_successful_first_attempts  = evaluate_tasks(fields, optional_task_2_subtasks)
-        final_status, final_attempted, final_total_attempts,final_sucessful_first_attempts=evaluate_tasks(fields,["FinalAnswer-Attempt"])
-        # print("/n",evaluate_tasks(fields,["FinalAnswer-Attempt"]))
-        # Check if tasks have any successful attempt
-        opt1_done = any(status == "Attempted (Successful)" for status in optional_task_1_status.values())
-        opt2_done = any(status == "Attempted (Successful)" for status in optional_task_2_status.values())
-
-        return (opt1_done, opt2_done,
-                opt1_attempted, opt2_attempted, 
-                opt1_total_attempts, opt2_total_attempts,
-                opt1_successful_first_attempts, opt2_successful_first_attempts,final_total_attempts)
-
-    # Read data from test_info.txt
-    with open(test_info_location, "r") as file:
-        data = file.readlines()
-
-    # Assuming test_info[7] is a list with ideal tasks for each instance
-    ideal_tasks = test_info[6]  # A list where each element is either 1 or 2
-
-    # Initialize counters
-    task_counts = {
-    1: {"ER": 0, "ME": 0, "both": 0,"none":0},
-    2: {"ER": 0, "ME": 0, "both": 0,"none":0}
-    }
-      # To store task completion counts per row
-    # Analyze rows
-    row_summary = []
-    opt1_ratios = []
-    opt2_ratios = []
-    final_total=[]
-    opt1_total=[]
-    for i, row in enumerate(data):
-        row = row.strip()
-        if not row:
-            continue
-
-        ideal_task = ideal_tasks[i]  # Get the ideal task for the current row
-        (
-            opt1_done, opt2_done,
-            opt1_attempted, opt2_attempted, 
-            opt1_total_attempts, opt2_total_attempts,
-            opt1_successful_first_attempts, opt2_successful_first_attempts,final_total_attemps
-        ) = analyze_row(row)
-
-        opt1_ratios.append( opt1_total_attempts / opt1_attempted if opt1_total_attempts > 0 else 0)
-        opt2_ratios.append( opt2_total_attempts / opt2_attempted if opt2_total_attempts > 0 else 0)
-        final_total.append(final_total_attemps)
-        opt1_total.append(opt1_total_attempts)
-    # create a summey for task:attempted, total attempts and succesful attempts for each row
-    #     row_summary.append({
-    #     "row_index": i + 1,
-    #     "opt1": {
-    #         "tasks_attempted": opt1_attempted,
-    #         "total_attempts": opt1_total_attempts,
-    #         "successful_attempts": opt1_successful_first_attempts,
-    #     },
-    #     "opt2": {
-    #         "tasks_attempted": opt2_attempted,
-    #         "total_attempts": opt2_total_attempts,
-    #         "successful_attempts": opt2_successful_first_attempts,
-    #     }
-    # })
-        if ideal_task == 0:
-            if opt1_done and not opt2_done:
-                task_counts[1]["ER"] += 1
-            elif not opt1_done and opt2_done:
-                task_counts[1]["ME"] += 1
-            elif opt1_done and opt2_done:
-                task_counts[1]["both"] += 1
-            else:
-                task_counts[1]["none"] +=1
-        elif ideal_task == 1:
-            if opt1_done and not opt2_done:
-                task_counts[2]["ER"] += 1
-            elif not opt1_done and opt2_done:
-                task_counts[2]["ME"] += 1
-            elif opt1_done and opt2_done:
-                task_counts[2]["both"] += 1
-            else:
-                task_counts[2]["none"] +=1
-    # Print a summary of task completions
-    # for summary in row_summary:
-    #     print(f"\nRow {summary['row_index']}:")
-    #     print(f"  OptionalTask_1 - Tasks Attempted: {summary['opt1']['tasks_attempted']}, "
-    #         f"Total Attempts: {summary['opt1']['total_attempts']}, "
-    #         f"Successful Attempts: {summary['opt1']['successful_attempts']}")
-    #     print(f"  OptionalTask_2 - Tasks Attempted: {summary['opt2']['tasks_attempted']}, "
-    #         f"Total Attempts: {summary['opt2']['total_attempts']}, "
-    #         f"Successful Attempts: {summary['opt2']['successful_attempts']}")
-
-
-    # Create a string output for results
-    # output_summary = "Task Analysis Summary:\n"
-    # output_summary += "-----------------------\n"
-
-    # for ideal_task, counts in task_counts.items():
-    #     output_summary += f"Ideal Task = OptionalTask_{ideal_task}:\n"
-    #     output_summary += f"  Only OptionalTask_1 done: {counts['ER']}\n"
-    #     output_summary += f"  Only OptionalTask_2 done: {counts['ME']}\n"
-    #     output_summary += f"  Both done: {counts['both']}\n"
-
-
-    # Create figure
-    fig_hist1 = go.Figure()
-
-    # Add histogram for OptionalTask_1 (ER)
-    fig_hist1.add_trace(go.Histogram(
-        x=opt1_ratios,
-        name="ER",
-        marker=dict(color='blue'),
-        opacity=1,
-        xbins=dict(
-            start=1.0,
-            end=max(opt1_ratios) if max(opt1_ratios) < 15 else 15,
-            size=1  # Bin width set to 0.1 for 10 bins
-        )
-    ))
-    fig_hist2=go.Figure()
-    # Add histogram for OptionalTask_2 (ME)
-    fig_hist2.add_trace(go.Histogram(
-        x=opt2_ratios,
-        name="ME",
-        marker=dict(color='red'),
-        opacity=1,
-        xbins=dict(
-            start=1.0,
-            end=max(opt1_ratios) if max(opt1_ratios) < 15 else 15,
-            size=1  # Bin width set to 0.1 for 10 bins
-        )
-    ))
-
-    # Update layout
-    fig_hist1.update_layout(
-        title="ER: Histogram of Attempts required per task",
-        title_x=0.5,
-        xaxis=dict(
-            title="Success Ratio ( Total Attempts / Tasks Attempted )",
-            tickmode="array",
-            tickvals=list(range(1, 11)) + [15],  # 1,2,3,...10, 15+  
-            ticktext=[str(i) for i in range(1, 11)] + ["10+"],
-        ),
-        yaxis=dict(
-            title="Number of Instances"
-        ),
-        font=dict(
-            family="sans-serif",
-            size=12,
-            color="black"
-        ),
-        legend=dict(
-            font=dict(
-                family="sans-serif",
-                size=12,
-                color="black"
-            )
-        ),
-        barmode='overlay'  # Overlapping bars
-    )
-    fig_hist2.update_layout(
-        title="ME: Histogram of Attempts required per task",
-        title_x=0.5,
-        xaxis=dict(
-            title="Success Ratio (Total Attempts / Tasks Attempted)",
-            tickmode="array",
-            tickvals=list(range(1, 11)) + [15],  # 1,2,3,...10, 15+  
-            ticktext=[str(i) for i in range(1, 11)] + ["10+"],
-        ),
-        yaxis=dict(
-            title="Number of Instances"
-        ),
-        font=dict(
-            family="sans-serif",
-            size=12,
-            color="black"
-        ),
-        legend=dict(
-            font=dict(
-                family="sans-serif",
-                size=12,
-                color="black"
-            )
-        ),
-        barmode='overlay'  # Overlapping bars
-    )
-    # colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728']
-    colors = ["#FF6F61", "#6B5B95", "#88B04B", "#F7CAC9"]
-    # print(opt1_ratios,opt2_ratios)
-    # fig_scatter = go.Figure()
-
-    # fig_scatter.add_trace(go.Scatter(
-    #     x=final_total,
-    #     y=opt1_total,
-    #     mode='markers',
-    #     marker=dict(size=8, color='blue', opacity=0.7),
-    #     name="Student Data"
-    # ))
-
-    # # Update layout
-    # fig_scatter.update_layout(
-    #     title="Scatter Plot: Final Total Attempts vs OptionalTask_1 Attempts",
-    #     title_x=0.5,
-    #     xaxis=dict(title="Final Total Attempts"),
-    #     yaxis=dict(title="OptionalTask_1 Total Attempts"),
-    #     font=dict(family="sans-serif", size=12, color="black"),
-    #     showlegend=True
-    # )
-
-    # fig_scatter.show()
-  # Generate pie chart for Task 1
-    task1_labels = list(task_counts[1].keys())
-    task1_values = list(task_counts[1].values())
-
-    # fig_task1 = Figure()
-    # ax1 = fig_task1.add_subplot(1, 1, 1)
-    # ax1.pie(task1_values, labels=task1_labels, autopct='%1.1f%%', startangle=90)
-    # ax1.set_title('Ideal Task 1 Distribution')
-
-    fig_task1 = go.Figure(data=[go.Pie(
-        labels=task1_labels,
-        values=task1_values,
-        textinfo='percent+label',
-        textposition='auto',
-        marker=dict(colors=colors),
-        sort=False
-       
-    )])
-
-    fig_task1.update_layout(
-        title='Problem Type: ER',
-        title_x=0.5,
-        font=dict(
-            family="sans-serif",
-            size=12,
-            color="black"
-        ),
-    )
-
-    fig_task1.update_layout(
-    legend=dict(
-        font=dict(
-            family="sans-serif",
-            size=12,
-            color="black"
-            ),
-        )
-    )
-    
-
-
-    # fig.show()
-
-    # Generate pie chart for Task 2
-    task2_labels = list(task_counts[2].keys())
-    task2_values = list(task_counts[2].values())
-
-    fig_task2 = go.Figure(data=[go.Pie(
-        labels=task2_labels,
-        values=task2_values,
-        textinfo='percent+label',
-        textposition='auto',
-        marker=dict(colors=colors),
-        sort=False
-        # pull=[0, 0.2, 0, 0] # for pulling part of pie chart out (depends on position)
-        
-    )])
-
-    fig_task2.update_layout(
-        title='Problem Type: ME',
-        title_x=0.5,
-        font=dict(
-            family="sans-serif",
-            size=12,
-            color="black"
-        ),
-    )
-
-    fig_task2.update_layout(
-    legend=dict(
-        font=dict(
-            family="sans-serif",
-            size=12,
-            color="black"
-            ),
-        )
-    )
-
-
-    # fig_task2 = Figure()
-    # ax2 = fig_task2.add_subplot(1, 1, 1)
-    # ax2.pie(task2_values, labels=task2_labels, autopct='%1.1f%%', startangle=90)
-    # ax2.set_title('Ideal Task 2 Distribution')
-
-    # print(output_summary)
-
-    
+    progress(0.6,desc="Model execution completed")
     result = {}
-    with open("fileHandler/result.txt", 'r') as file:
+    with open("result.txt", 'r') as file:
         for line in file:
             key, value = line.strip().split(': ', 1)
             # print(type(key))
@@ -573,599 +98,249 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
                 result[key]=value
             else:
                  result[key]=float(value)
-    result["ROC score of HGR"]=high_roc_auc
-    result["ROC score of LGR"]=low_roc_auc
 # Create a plot
-    with open("fileHandler/roc_data.pkl", "rb") as f:
+    with open("roc_data.pkl", "rb") as f:
         fpr, tpr, _ = pickle.load(f)
-    # print(fpr,tpr)
-    roc_auc = auc(fpr, tpr)
-
-
-#  Create a matplotlib figure
-    # fig = Figure()
-    # ax = fig.add_subplot(1, 1, 1)
-    # ax.plot(fpr, tpr, color='blue', lw=2, label=f'ROC curve (area = {roc_auc:.2f})')
-    # ax.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')
-    # ax.set(xlabel='False Positive Rate', ylabel='True Positive Rate', title=f'Receiver Operating Curve (ROC)')
-    # ax.legend(loc="lower right")
-    # ax.grid()
-
-    fig = go.Figure()
-    # Create and style traces
-    fig.add_trace(go.Line(x = list(fpr), y = list(tpr), name=f'ROC curve (area = {roc_auc:.2f})',
-                            line=dict(color='royalblue', width=3,
-                                ) # dash options include 'dash', 'dot', and 'dashdot'
-    ))
-    fig.add_trace(go.Line(x = [0,1], y = [0,1], showlegend = False,
-                            line=dict(color='firebrick', width=2,
-                                dash='dash',) # dash options include 'dash', 'dot', and 'dashdot'
-    ))
-
-    # Edit the layout
-    fig.update_layout(
-            showlegend = True,
-            title_x=0.5,
-            title=dict(
-                text='Receiver Operating Curve (ROC)'
-            ),
-            xaxis=dict(
-                title=dict(
-                    text='False Positive Rate'
-                )
-            ),
-            yaxis=dict(
-                title=dict(
-                    text='False Negative Rate'
-                )
-            ),
-            font=dict(
-            family="sans-serif",
-            color="black"
-            ),
-        
-    )
-    fig.update_layout(
-    legend=dict(
-        x=0.75,
-        y=0,
-        traceorder="normal",
-        font=dict(
-            family="sans-serif",
-            size=12,
-            color="black"
-            ),
-        )
-    )
-
-
-
-
 
+    roc_auc = auc(fpr, tpr)
+    fig, ax = plt.subplots()
+    ax.plot(fpr, tpr, color='blue', lw=2, label=f'ROC curve (area = {roc_auc:.2f})')
+    ax.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')
+    ax.set(xlabel='False Positive Rate', ylabel='True Positive Rate', title=f'ROC Curve: {model_name}')
+    ax.legend(loc="lower right")
+    ax.grid()
 
     # Save plot to a file
-    # plot_path = "plot.png"
-    # fig.savefig(plot_path)
-    # plt.close(fig)
-
-
-    
-
+    plot_path = "plot.png"
+    fig.savefig(plot_path)
+    plt.close(fig)
     progress(1.0)
     # Prepare text output
     text_output = f"Model: {model_name}\nResult:\n{result}"
     # Prepare text output with HTML formatting
     text_output = f"""
-    ---------------------------
-    Model: {model_name}
-    ---------------------------\n
-    Time Taken: {result['time_taken_from_start']:.2f} seconds
-    Total Schools in test: {len(unique_schools):.4f}
-    Total number of instances having Schools with HGR : {len(high_indices):.4f}
-    Total number of instances having Schools with LGR: {len(low_indices):.4f}
-
-    ROC score of HGR: {high_roc_auc:.4f}
-    ROC score of LGR: {low_roc_auc:.4f}
-
-
-    ROC-AUC for problems of type ER: {opt_task1_roc_auc:.4f}
-    ROC-AUC for problems of type ME: {opt_task2_roc_auc:.4f}
+    Model: {model_name}\n
+    Result Summary:\n
+    -----------------\n
+    Precision: {result['precisions']:.2f}\n
+    Recall: {result['recalls']:.2f}\n
+    Time Taken: {result['time_taken_from_start']:.2f} seconds\n
+    Total Schools in test: {len(unique_schools):.4f}\n
+    Total Schools taken: {len(random_schools):.4f}\n
+    High grad schools: {len(high_sample):.4f}\n
+    Low grad schools: {len(low_sample):.4f}\n
+    -----------------\n
+    Note: The ROC Curve is also displayed for the evaluation.
     """
-    progress(0.5,desc="first k '%' sampling")
-#     subprocess.run([
-#     "python", "new_test_saved_finetuned_model.py",
-#     "-workspace_name", "ratio_proportion_change3_2223/sch_largest_100-coded",
-#     "-finetune_task", finetune_task,
-#     "-test_dataset_path","../../../../fileHandler/selected_rows_first20.txt",
-#     # "-test_label_path","../../../../train_label.txt",
-#     "-finetuned_bert_classifier_checkpoint", 
-#     "ratio_proportion_change3_2223/sch_largest_100-coded/output/highGRschool10/bert_fine_tuned.model.ep42",
-#     "-e",str(1),
-#     "-b",str(1000)
-# ])
-    # with open("fileHandler/roc_data.pkl", "rb") as f:
-    #     fpr, tpr, _ = pickle.load(f)
-    # # print(fpr,tpr)
-    # roc_auc_first_k = auc(fpr, tpr)
-    # print(roc_auc_first_k)
+    return text_output,plot_path
 
-
-    progress(0.5,desc="last '%' sampling")
-#     subprocess.run([
-#     "python", "new_test_saved_finetuned_model.py",
-#     "-workspace_name", "ratio_proportion_change3_2223/sch_largest_100-coded",
-#     "-finetune_task", finetune_task,
-#     "-test_dataset_path","../../../../fileHandler/selected_rows_last20.txt",
-#     # "-test_label_path","../../../../train_label.txt",
-#     "-finetuned_bert_classifier_checkpoint", 
-#     "ratio_proportion_change3_2223/sch_largest_100-coded/output/highGRschool10/bert_fine_tuned.model.ep42",
-#     "-e",str(1),
-#     "-b",str(1000)
-# ])
-    # with open("fileHandler/roc_data.pkl", "rb") as f:
-    #     fpr, tpr, _ = pickle.load(f)
-    # # print(fpr,tpr)
-    # roc_auc_last_k = auc(fpr, tpr)
-    # print(roc_auc_last_k)
-
-
-
-    # text_output_sampled_auc = f"""
-    #     ---------------------------
-    #     Model: {model_name}
-    #     ---------------------------\n
-
-    #     ROC score of first 20% of problems: {roc_auc_first_k:.4f}
-    #     ROC score of last 20% of problems: {roc_auc_last_k:.4f}
-
-    # """
-
-
-
-
-
-
-
-
-
-
-
-
-    # return text_output,text_output_sampled_auc,fig,fig_task1,fig_task2,fig_hist1,fig_hist2
-    return text_output,fig,fig_task1,fig_task2
 # List of models for the dropdown menu
 
-# models = ["ASTRA-FT-HGR", "ASTRA-FT-LGR", "ASTRA-FT-FULL"]
-models = ["ASTRA-FT-HGR", "ASTRA-FT-FULL"]
-content = """
-<h1 style="color: black;">A S T R A</h1>
-<h2 style="color: black;">An AI Model for Analyzing Math Strategies</h2>
-
-<h3 style="color: white; text-align: center">
-    <a href="https://drive.google.com/file/d/1lbEpg8Se1ugTtkjreD8eXIg7qrplhWan/view" style="color: gr.themes.colors.red; text-decoration: none;">Link To Paper</a> | 
-    <a href="https://github.com/Syudu41/ASTRA---Gates-Project" style="color: #1E90FF; text-decoration: none;">GitHub</a> | 
-    <a href="https://sites.google.com/view/astra-research/home" style="color: #1E90FF; text-decoration: none;">Project Page</a>
-    
-    
-</h3>
-
-<p style="color: white;">Welcome to a demo of ASTRA. ASTRA is a collaborative research project between researchers at the 
-<a href="https://sites.google.com/site/dvngopal/" style="color: #1E90FF; text-decoration: none;">University of Memphis</a> and 
-<a href="https://www.carnegielearning.com" style="color: #1E90FF; text-decoration: none;">Carnegie Learning</a> 
-to utilize AI to improve our understanding of math learning strategies.</p>
+models = ["High Graduated Schools", "Low Graduated Schools", "Full Set"]
 
-<p style="color: white;">This demo has been developed with a pre-trained model (based on an architecture similar to BERT ) that learns math strategies using data 
-collected from hundreds of schools in the U.S. who have used Carnegie Learning’s MATHia (formerly known as Cognitive Tutor), the flagship Intelligent Tutor that is part of a core, blended math curriculum. 
-For this demo, we have used data from a specific domain (teaching ratio and proportions) within 7th grade math. The fine-tuning based on the pre-trained model learns to predict which strategies lead to correct vs incorrect solutions. 
-</p>
-
-<p style="color: white;">In this math domain, students were given word problems related to ratio and proportions. Further, the students 
-were given a choice of optional tasks to work on in parallel to the main problem to demonstrate  their thinking (metacognition). 
-The optional tasks are designed based on solving problems using Equivalent Ratios (ER) and solving using Means and Extremes/cross-multiplication (ME).
-When the equivalent ratios are easy to compute (integral values), ER is much more efficient compared to ME and switching between the tasks appropriately demonstrates cognitive flexibility.
-</p>
-
-<p style="color: white;">To use the demo, please follow these steps:</p>
-
-<ol style="color: white;">
-    <li style="color: white;">Select a fine-tuned model:
-        <ul style="color: white;">
-            <li style="color: white;">ASTRA-FT-HGR: Fine-tuned with a small sample of data from schools that have a high graduation rate.</li>
-            <li style="color: white;">ASTRA-FT-Full: Fine-tuned with a small sample of data from a mix of schools that have high/low graduation rates.</li>
-        </ul>
-    </li>
-    <li style="color: white;">Select a percentage of schools to analyze (selecting a large percentage may take a long time). Note that the selected percentage is applied to both High Graduation Rate (HGR) schools and Low Graduation Rate (LGR schools).
-</li>
-    <li style="color: white;">The results from the fine-tuned model are displayed in the dashboard:
-        <ul>
-            <li style="color: white;">The model accuracy is computed using the ROC-AUC metric.
-</li>
-            <li style="color: white;">The results are shown for HGR, LGR schools and  for different problem types (ER/ME). 
-</li>
-<li style="color: white;">The distribution over how students utilized the optional tasks (whether they utilized ER/ME, used both of them or none of them) is shown for each problem type. 
-</li>
-        </ul>
-    </li>
-</ol>
-"""
-# CSS styling for white text
 # Create the Gradio interface
-available_themes = {
-    "default": gr.themes.Default(),
-    "soft": gr.themes.Soft(),
-    "monochrome": gr.themes.Monochrome(),
-    "glass": gr.themes.Glass(),
-    "base": gr.themes.Base(),
-}
-
-# Comprehensive CSS for all HTML elements
-custom_css = '''
-/* Import Fira Sans font */
-@import url('https://fonts.googleapis.com/css2?family=Fira+Sans:wght@400;500;600;700&family=Inter:wght@400;500;600;700&display=swap');
-@import url('https://fonts.googleapis.com/css2?family=Libre+Caslon+Text:ital,wght@0,400;0,700;1,400&family=Spectral+SC:wght@600&display=swap');
-/* Container modifications for centering */
-.gradio-container {
-    color: var(--block-label-text-color) !important;
-    max-width: 1000px !important;
-    margin: 0 auto !important;
-    padding: 2rem !important;
-    font-family: Arial, sans-serif !important;
-}
-
-/* Main title (ASTRA) */
-#title {
-    text-align: center !important;
-    margin: 1rem auto !important;  /* Reduced margin */
-    font-size: 2.5em !important;
-    font-weight: 600 !important;
-    font-family: "Spectral SC", 'Fira Sans', sans-serif !important;
-    padding-bottom: 0 !important;  /* Remove bottom padding */
-}
-
-/* Subtitle (An AI Model...) */
-h1 {
-    text-align: center !important;
-    font-size: 30pt !important;
-    font-weight: 600 !important;
-    font-family: "Spectral SC", 'Fira Sans', sans-serif !important;
-    margin-top: 0.5em !important;  /* Reduced top margin */
-    margin-bottom: 0.3em !important;
-}
-
-h2 {
-    text-align: center !important;
-    font-size: 22pt !important;
-    font-weight: 600 !important;
-    font-family: "Spectral SC",'Fira Sans', sans-serif !important;
-    margin-top: 0.2em !important;  /* Reduced top margin */
-    margin-bottom: 0.3em !important;
-}
-
-/* Links container styling */
-.links-container {
-    text-align: center !important;
-    margin: 1em auto !important;
-    font-family: 'Inter' ,'Fira Sans', sans-serif !important;
-}
-
-/* Links */
-a {
-    color: #2563eb !important;
-    text-decoration: none !important;
-    font-family:'Inter' , 'Fira Sans', sans-serif !important;
-}
-
-a:hover {
-    text-decoration: underline !important;
-    opacity: 0.8;
+with gr.Blocks(css="""
+    body {
+        background-color: #1e1e1e!important;
+        font-family: 'Arial', sans-serif;
+        color: #f5f5f5!important;;
+    }
+    .gradio-container {
+        max-width: 850px!important;
+        margin: 0 auto!important;;
+        padding: 20px!important;;
+        background-color: #292929!important;
+        border-radius: 10px;
+        box-shadow: 0 4px 20px rgba(0, 0, 0, 0.2);
+    }
+    .gradio-container-4-44-0 .prose h1 {
+    font-size: var(--text-xxl);
+    color: #ffffff!important;
+}
+    #title {
+        color: white!important;
+        font-size: 2.3em;
+        font-weight: bold;
+        text-align: center!important;
+        margin-bottom: 20px;
+    }
+    .description {
+        text-align: center;
+        font-size: 1.1em;
+        color: #bfbfbf;
+        margin-bottom: 30px;
+    }
+    .file-box {
+        max-width: 180px;
+        padding: 5px;
+        background-color: #444!important;
+        border: 1px solid #666!important;
+        border-radius: 6px;
+        height: 80px!important;;  
+        margin: 0 auto!important;; 
+        text-align: center; 
+        color: transparent;
+    }
+    .file-box span {
+        color: #f5f5f5!important;
+        font-size: 1em;
+        line-height: 45px; /* Vertically center text */
+    }
+    .dropdown-menu {
+        max-width: 220px;
+        margin: 0 auto!important;
+        background-color: #444!important;
+        color:#444!important;
+        border-radius: 6px;
+        padding: 8px;
+        font-size: 1.1em;
+        border: 1px solid #666;
+    }
+    .button {
+        background-color: #4CAF50!important;
+        color: white!important;
+        font-size: 1.1em;
+        padding: 10px 25px;
+        border-radius: 6px;
+        cursor: pointer;
+        transition: background-color 0.2s ease-in-out;
+    }
+    .button:hover {
+        background-color: #45a049!important;
+    }
+    .output-text {
+        background-color: #333!important;
+        padding: 12px;
+        border-radius: 8px;
+        border: 1px solid #666;
+        font-size: 1.1em;
+    }
+    .footer {
+        text-align: center;
+        margin-top: 50px;
+        font-size: 0.9em;
+        color: #b0b0b0;
+    }
+    .svelte-12ioyct .wrap {
+    display: none !important;
 }
-
-/* Regular text */
-p, li, .description, .markdown-text {
-    font-family: 'Inter', Arial, sans-serif !important;
-    color: black !important;
-    font-size: 11pt;
-    line-height: 1.6;
-    font-weight: 500 !important;
-    color: var(--block-label-text-color) !important;
+.file-label-text {
+    display: none !important;
 }
 
-/* Other headings */
-h3, h4, h5 {
-    font-family: 'Fira Sans', sans-serif !important;
-    color: var(--block-label-text-color) !important;
-    margin-top: 1.5em;
-    margin-bottom: 0.75em;
+div.svelte-sfqy0y {
+    display: flex;
+    flex-direction: inherit;
+    flex-wrap: wrap;
+    gap: var(--form-gap-width);
+    box-shadow: var(--block-shadow);
+    border: var(--block-border-width) solid var(--border-color-primary);
+    border-radius: var(--block-radius);
+    background: #1f2937!important;
+    overflow-y: hidden;
 }
 
-
-h3 { font-size: 1.5em; font-weight: 600; }
-h4 { font-size: 1.25em; font-weight: 500; }
-h5 { font-size: 1.1em; font-weight: 500; }
-
-/* Form elements */
-.select-wrap select, .wrap select,
-input, textarea {
-    font-family: 'Inter' ,Arial, sans-serif !important;
-    color: var(--block-label-text-color) !important;
+.block.svelte-12cmxck {
+    position: relative;
+    margin: 0;
+    box-shadow: var(--block-shadow);
+    border-width: var(--block-border-width);
+    border-color: var(--block-border-color);
+    border-radius: var(--block-radius);
+    background: #1f2937!important;
+    width: 100%;
+    line-height: var(--line-sm);
 }
 
-/* Lists */
-ul, ol {
-    margin-left: 0 !important;
-    margin-bottom: 1.25em;
-    padding-left: 2em;
+    .svelte-12ioyct .wrap {
+    display: none !important;
 }
-
-li {
-    margin-bottom: 0.75em;
+.file-label-text {
+    display: none !important;
 }
-
-/* Form container */
-.form-container {
-    max-width: 1000px !important;
-    margin: 0 auto !important;
-    padding: 1rem !important;
+input[aria-label="file upload"] {
+    display: none !important;
 }
 
-/* Dashboard */
-.dashboard {
-    margin-top: 2rem !important;
-    padding: 1rem !important;
-    border-radius: 8px !important;
+gradio-app .gradio-container.gradio-container-4-44-0 .contain .file-box span {
+    font-size: 1em;
+    line-height: 45px;
+    color: #1f2937 !important;
 }
-
-/* Slider styling */
-.gradio-slider-row {
+.wrap.svelte-12ioyct {
     display: flex;
+    flex-direction: column;
+    justify-content: center;
     align-items: center;
-    justify-content: space-between;
-    margin: 1.5em 0;
-    max-width: 100% !important;
-}
-
-.gradio-slider {
-    flex-grow: 1;
-    margin-right: 15px;
-}
-
-.slider-percentage {
-    font-family: 'Inter', Arial, sans-serif !important;
-    flex-shrink: 0;
-    min-width: 60px;
-    font-size: 1em;
-    font-weight: bold;
+    min-height: var(--size-60);
+    color: #1f2937 !important;
+    line-height: var(--line-md);
+    height: 100%;
+    padding-top: var(--size-3);
     text-align: center;
-    background-color: #f0f8ff;
-    border: 1px solid #004080;
-    border-radius: 5px;
-    padding: 5px 10px;
+    margin: auto var(--spacing-lg);
 }
-
-.progress-bar-wrap.progress-bar-wrap.progress-bar-wrap
-{
-	border-radius: var(--input-radius);
-	height: 1.25rem;
-	margin-top: 1rem;
-	overflow: hidden;
-	width: 70%;
-    font-family: 'Inter', Arial, sans-serif !important;
+span.svelte-1gfkn6j:not(.has-info) {
+    margin-bottom: var(--spacing-lg);
+    color: white!important;
 }
-
-/* Add these new styles after your existing CSS */
-
-/* Card-like appearance for the dashboard */
-.dashboard {
-    background: #ffffff !important;
-    box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1), 0 2px 4px -1px rgba(0, 0, 0, 0.06) !important;
-    border-radius: 12px !important;
-    padding: 2rem !important;
-    margin-top: 2.5rem !important;
+label.float.svelte-1b6s6s {
+    position: relative!important;
+    top: var(--block-label-margin);
+    left: var(--block-label-margin);
 }
-
-/* Enhance ROC graph container */
-#roc {
-    background: #ffffff !important;
-    padding: 1.5rem !important;
-    border-radius: 8px !important;
-    box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05) !important;
-    margin: 1.5rem 0 !important;
-}
-
-/* Style the dropdown select */
-select {
-    background-color: #ffffff !important;
-    border: 1px solid #e2e8f0 !important;
-    border-radius: 8px !important;
-    padding: 0.5rem 1rem !important;
-    transition: all 0.2s ease-in-out !important;
-    box-shadow: 0 1px 2px rgba(0, 0, 0, 0.05) !important;
-}
-
-select:hover {
-    border-color: #cbd5e1 !important;
-    box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1) !important;
-}
-
-/* Enhance slider appearance */
-.progress-bar-wrap {
-    background: #f8fafc !important;
-    border: 1px solid #e2e8f0 !important;
-    box-shadow: inset 0 2px 4px rgba(0, 0, 0, 0.05) !important;
-}
-
-/* Style metrics in dashboard */
-.dashboard p {
-    padding: 0.5rem 0 !important;
-    border-bottom: 1px solid #f1f5f9 !important;
-}
-
-/* Add spacing between sections */
-.dashboard > div {
-    margin-bottom: 1.5rem !important;
-}
-
-/* Style the ROC curve title */
-.dashboard h4 {
-    color: #1e293b !important;
-    font-weight: 600 !important;
-    margin-bottom: 1rem !important;
-    padding-bottom: 0.5rem !important;
-    border-bottom: 2px solid #e2e8f0 !important;
-}
-
-/* Enhance link appearances */
-a {
-    position: relative !important;
-    padding-bottom: 2px !important;
-    transition: all 0.2s ease-in-out !important;
-}
-
-a:after {
-    content: '' !important;
-    position: absolute !important;
-    width: 0 !important;
-    height: 1px !important;
-    bottom: 0 !important;
-    left: 0 !important;
-    background-color: #2563eb !important;
-    transition: width 0.3s ease-in-out !important;
-}
-
-a:hover:after {
-    width: 100% !important;
-}
-
-/* Add subtle dividers between sections */
-.form-container > div {
-    padding-bottom: 1.5rem !important;
-    margin-bottom: 1.5rem !important;
-    border-bottom: 1px solid #f1f5f9 !important;
-}
-
-/* Style model selection section */
-.select-wrap {
-    background: #ffffff !important;
-    padding: 1.5rem !important;
-    border-radius: 8px !important;
-    box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05) !important;
-    margin-bottom: 2rem !important;
-}
-
-/* Style the metrics display */
-.dashboard span {
-    font-family: 'Inter', sans-serif !important;
-    font-weight: 500 !important;
-    color: #334155 !important;
-}
-
-/* Add subtle animation to interactive elements */
-button, select, .slider-percentage {
-    transition: all 0.2s ease-in-out !important;
-}
-
-/* Style the ROC curve container */
-.plot-container {
-    background: #ffffff !important;
-    border-radius: 8px !important;
-    padding: 1rem !important;
-    box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05) !important;
-}
-
-/* Add container styles for opt1 and opt2 sections */
-#opt1, #opt2 {
-    background: #ffffff !important;
-    border-radius: 8px !important;
-    padding: 1.5rem !important;
-    margin-top: 1.5rem !important;
-    box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05) !important;
-}
-
-/* Style the distribution titles */
-.distribution-title {
-    font-family: 'Inter', sans-serif !important;
-    font-weight: 600 !important;
-    color: #1e293b !important;
-    margin-bottom: 1rem !important;
-    text-align: center !important;
-}
-
-'''
-# Define the file directory
-FILE_DIR = "fileHandler"
-
-# Function to get list of files
-def list_files():
-    return ['output_task0_label0.csv', 'output_task0_label1.csv', 'output_task1_label0.csv', 'output_task1_label1.csv']
-    # return [f for f in os.listdir(FILE_DIR) if os.path.isfile(os.path.join(FILE_DIR, f))]
-
-# Function to provide the selected file path
-def provide_file_path(file_name):
-    return f"{FILE_DIR}/{file_name}" if file_name else None
-    # file_path = os.path.join(FILE_DIR, file_name)
-    # return file_path
-
-with gr.Blocks(theme='gstaff/sketch', css=custom_css) as demo:
-    
-    # gr.Markdown("<h1 id='title'>ASTRA</h1>", elem_id="title")
-    gr.Markdown(content)
+label.svelte-1b6s6s {
+    display: inline-flex;
+    align-items: center;
+    z-index: var(--layer-2);
+    box-shadow: var(--block-label-shadow);
+    border: var(--block-label-border-width) solid var(--border-color-primary);
+    border-top: none;
+    border-left: none;
+    border-radius: var(--block-label-radius);
+    background: rgb(120 151 180)!important;
+    padding: var(--block-label-padding);
+    pointer-events: none;
+    color: #1f2937!important;
+    font-weight: var(--block-label-text-weight);
+    font-size: var(--block-label-text-size);
+    line-height: var(--line-sm);
+}
+.file.svelte-18wv37q.svelte-18wv37q {
+    display: block!important;
+    width: var(--size-full);
+}
+
+tbody.svelte-18wv37q>tr.svelte-18wv37q:nth-child(odd) {
+    background: ##7897b4!important;
+    color: white;
+    background: #aca7b2;
+}
+.gradio-container-4-31-4 .prose h1, .gradio-container-4-31-4 .prose h2, .gradio-container-4-31-4 .prose h3, .gradio-container-4-31-4 .prose h4, .gradio-container-4-31-4 .prose h5 {
+
+    color: white;
+""") as demo:
+    gr.Markdown("<h1 id='title'>ASTRA</h1>", elem_id="title")
+    gr.Markdown("<p class='description'>Upload a .txt file and select a model from the dropdown menu.</p>")
     
     with gr.Row():
-        # file_input = gr.File(label="Upload a test file", file_types=['.txt'], elem_classes="file-box")
-        # label_input = gr.File(label="Upload test labels", file_types=['.txt'], elem_classes="file-box")
+        file_input = gr.File(label="Upload a test file", file_types=['.txt'], elem_classes="file-box")
+        label_input = gr.File(label="Upload test labels", file_types=['.txt'], elem_classes="file-box")
 
-        # info_input = gr.File(label="Upload test info", file_types=['.txt'], elem_classes="file-box")
-        model_dropdown = gr.Dropdown(
-            choices=models,
-            label="Select Fine-tuned Model",
-            elem_classes="dropdown-menu"
-        )
-        increment_slider = gr.Slider(
-            minimum=1,
-            maximum=100,
-            step=1,
-            label="Schools Percentage",
-            value=1,
-            elem_id="increment-slider",
-            elem_classes="gradio-slider"
-        )
+        info_input = gr.File(label="Upload test info", file_types=['.txt'], elem_classes="file-box")
     
-    with gr.Row():
-        btn = gr.Button("Submit")
-
-    gr.Markdown("<p class='description'>Dashboard</p>")
+    model_dropdown = gr.Dropdown(choices=models, label="Select Finetune Task", elem_classes="dropdown-menu")
 
+    
+    increment_slider = gr.Slider(minimum=1, maximum=100, step=1, label="Schools Percentage", value=1)
+    
     with gr.Row():
-        output_text = gr.Textbox(label="")
-        # output_image = gr.Image(label="ROC")
-    with gr.Row():
-        plot_output = gr.Plot(label="ROC")
-
-    with gr.Row():
-        opt1_pie = gr.Plot(label="ER")
-        opt2_pie = gr.Plot(label="ME")
-        # output_summary = gr.Textbox(label="Summary")
-    # with gr.Row():
-    #     histo1 = gr.Plot(label="Hist")
-    #     histo2 = gr.Plot(label="Hist")
-    # with gr.Row():
-    #     output_text_sampled_auc = gr.Textbox(label="")
-  
-    with gr.Row():
-        file_dropdown = gr.Dropdown(choices=list_files(), label="Generate File")
-        download_button = gr.Button("Generate files")
-
-    download_button.click(
-        fn=provide_file_path,
-        inputs=[file_dropdown],
-        outputs=[gr.File(label="Your Download is ready, click on the right side to download")]
-    )
+        output_text = gr.Textbox(label="Output Text")
+        output_image = gr.Image(label="Output Plot")
 
-    btn.click(
-        fn=process_file, 
-        inputs=[model_dropdown,increment_slider], 
-        outputs=[output_text,plot_output,opt1_pie,opt2_pie]
-    )
+    btn = gr.Button("Submit")
+ 
+    btn.click(fn=process_file, inputs=[file_input,label_input,info_input,model_dropdown,increment_slider], outputs=[output_text,output_image])
 
 
 # Launch the app

fileHandler/result.txt

@@ -1,7 +0,0 @@
-avg_loss: 0.5841353535652161
-total_acc: 69.00702106318957
-precisions: 0.7236623191454734
-recalls: 0.6900702106318957
-f1_scores: 0.6802420656474512
-time_taken_from_start: 36.14206862449646
-auc_score: 0.7457100293916334

fileHandler/selected_rows_first20.txt

@@ -1,198 +0,0 @@
-PercentChange-0 	NumeratorQuantity1-0 	NumeratorQuantity2-0 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:1 	FirstRow2:2 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-2 	DenominatorQuantity1-0 	NumeratorQuantity1-0 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:1 	FirstRow2:2 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-2 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow2:1 	FirstRow2:2 	FirstRow1:1 	FirstRow1:2 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-2 	NumeratorQuantity1-0 	DenominatorQuantity1-2 	OptionalTask_2 	FirstRow2:1 	FirstRow2:2 	FirstRow1:1 	FirstRow1:2 	SecondRow 	ThirdRow 	FinalAnswer-0 	FinalAnswerDirection-0
-PercentChange-0 	NumeratorQuantity2-0 	DenominatorQuantity1-0 	NumeratorQuantity1-0 	OptionalTask_2 	FirstRow2:2 	FirstRow2:1 	FirstRow1:1 	FirstRow1:2 	SecondRow 	ThirdRow 	FinalAnswer-0
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-2 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow2:2 	FirstRow2:1 	FirstRow1:1 	FirstRow1:2 	SecondRow 	ThirdRow 	FinalAnswer-0 	FinalAnswerDirection-0
-PercentChange-0 	DenominatorQuantity1-0 	NumeratorQuantity2-2 	NumeratorQuantity1-0 	NumeratorQuantity2-0 	OptionalTask_2 	FirstRow2:1 	FirstRow2:2 	FirstRow1:1 	FirstRow1:2 	SecondRow 	ThirdRow 	FinalAnswer-0 	FinalAnswerDirection-0
-PercentChange-0 	DenominatorQuantity1-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	OptionalTask_2 	FirstRow2:1 	FirstRow2:2 	FirstRow1:1 	FirstRow1:2 	SecondRow 	ThirdRow 	FinalAnswer-0 	FinalAnswerDirection-0
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:2 	FirstRow2:1 	SecondRow 	ThirdRow 	FinalAnswer-0
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:1 	FirstRow2:2 	SecondRow 	ThirdRow 	FinalAnswer-0
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-2 	DenominatorQuantity1-0 	NumeratorQuantity1-2 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:2 	FirstRow2:1 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-2 	DenominatorQuantity1-2 	NumeratorQuantity1-2 	DenominatorQuantity1-2 	OptionalTask_1 	OptionalTask_2 	DenominatorFactor 	FirstRow2:1 	FirstRow2:2 	FirstRow1:1 	FirstRow1:2 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-2 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:2 	FirstRow2:1 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:1 	FirstRow2:2 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:2 	FirstRow2:1 	SecondRow 	ThirdRow 	FinalAnswer-0
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:2 	FirstRow2:1 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-2 	NumeratorQuantity2-2 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:1 	FirstRow2:2 	SecondRow 	ThirdRow 	FinalAnswer-0
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-2 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow2:2 	FirstRow2:1 	FirstRow1:1 	FirstRow1:2 	SecondRow 	ThirdRow 	FinalAnswer-0 	FinalAnswerDirection-0
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-2 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:2 	FirstRow2:1 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity1-2 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_1 	DenominatorFactor 	OptionalTask_2 	FirstRow2:1 	FirstRow2:2 	FirstRow1:1 	FirstRow1:2 	SecondRow 	ThirdRow 	FinalAnswer-0
-PercentChange-2 	NumeratorQuantity2-2 	DenominatorQuantity1-0 	NumeratorQuantity2-0 	NumeratorQuantity1-2 	FinalAnswer-2 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	OptionalTask_2 	FirstRow2:1 	FirstRow2:2 	FirstRow1:2 	FirstRow2:2 	FirstRow1:1 	FirstRow1:2 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	OptionalTask_2 	FirstRow2:1 	FirstRow2:2 	FirstRow1:2 	FirstRow1:1 	SecondRow 	ThirdRow 	FinalAnswer-0
-PercentChange-0 	DenominatorQuantity1-0 	NumeratorQuantity1-0 	NumeratorQuantity2-0 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	OptionalTask_2 	FirstRow1:2 	FirstRow2:2 	FirstRow1:1 	FirstRow2:1 	SecondRow 	ThirdRow 	FinalAnswer-0 	FinalAnswerDirection-0
-PercentChange-0 	NumeratorQuantity2-2 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	NumeratorQuantity2-0 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:1 	FirstRow2:2 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-2 	DenominatorQuantity1-0 	OptionalTask_2 	FirstRow1:1 	FirstRow1:2 	FirstRow2:1 	FirstRow2:2 	SecondRow 	ThirdRow 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-2 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	FinalAnswer-0 	FinalAnswerDirection-0
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-2 	DenominatorQuantity1-0 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	FinalAnswer-0
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-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	FinalAnswer-2
-PercentChange-2 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	FinalAnswer-0
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	FinalAnswer-2
-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_1 	DenominatorFactor 	NumeratorFactor 	EquationAnswer 	FinalAnswer-0
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-PercentChange-0 	NumeratorQuantity2-0 	NumeratorQuantity1-0 	DenominatorQuantity1-0 	OptionalTask_1 	NumeratorFactor 	DenominatorFactor 	EquationAnswer 	FinalAnswer-0
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fileHandler/selected_rows_last20.txt

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fullTest/test.txt

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-version https://git-lfs.github.com/spec/v1
-oid sha256:2a479561b801a43249b6a8aceed5f32d16cec3d2f40956ed02640b6dcab0bdfe
-size 21353853

fullTest/test_info.txt

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:dbb182b48eecce59c4e61f82a23d8af2866d9327f0543aca3546880fdb0d6003
-size 166442240

new_test_saved_finetuned_model.py

@@ -13,8 +13,8 @@ from src.bert import BERT
 from src.seq_model import BERTSM
 from src.classifier_model import BERTForClassification, BERTForClassificationWithFeats
 # from src.new_finetuning.optim_schedule import ScheduledOptim
-import assests.metrics, assests.recalibration, assests.visualization
-from assests.recalibration import ModelWithTemperature
+import metrics, recalibration, visualization
+from recalibration import ModelWithTemperature
 import tqdm
 import sys
 import time
@@ -217,18 +217,13 @@ class BERTFineTuneTrainer:
                 "time_taken_from_start": end_time - self.start_time,
                 "auc_score":auc_score
             }
-            with open("fileHandler/result.txt", 'w') as file:
+            with open("result.txt", 'w') as file:
                 for key, value in final_msg.items():
                     file.write(f"{key}: {value}\n")
             print(final_msg)
-            # print(type(plabels),type(tlabels),plabels,tlabels) 
             fpr, tpr, thresholds = roc_curve(tlabels, positive_class_probs)
-            with open("fileHandler/roc_data.pkl", "wb") as f:
+            with open("roc_data.pkl", "wb") as f:
                 pickle.dump((fpr, tpr, thresholds), f)
-            with open("fileHandler/roc_data2.pkl", "wb") as f:
-                pickle.dump((tlabels,positive_class_probs), f)
-            with open("fileHandler/tlabels_plabels.pkl", "wb") as f:
-                pickle.dump((tlabels,plabels), f)                 
             print(final_msg)
             f.close()
             with open(self.log_folder_path+f"/log_{phase}_finetuned_info.txt", 'a') as f1:
@@ -431,7 +426,6 @@ class BERTFineTuneCalibratedTrainer:
             auc_score = roc_auc_score(tlabels, positive_class_probs)
             end_time = time.time()
             final_msg = {
-                "this one":"this one",
                 "avg_loss": avg_loss / len(data_iter),
                 "total_acc": total_correct * 100.0 / total_element,
                 "precisions": precisions,
@@ -443,11 +437,10 @@ class BERTFineTuneCalibratedTrainer:
                 # "predicted_labels": f"{plabels}",
                 "time_taken_from_start": end_time - self.start_time
             }
-            with open("fileHandler/result.txt", 'w') as file:
+            with open("result.txt", 'w') as file:
                 for key, value in final_msg.items():
                     file.write(f"{key}: {value}\n")
-            with open("plabels.txt","w") as file:
-                file.write(plabels)          
+                    
             print(final_msg)
             fpr, tpr, thresholds = roc_curve(tlabels, positive_class_probs)
             f.close()

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