{ "cells": [ { "cell_type": "code", "execution_count": 3, "id": "384230de", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Loading dataset...\n", "\n", "[MODEL] OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 0\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 1\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 2\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 3\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 4\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 5\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 6\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 7\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 8\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 9\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 10\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 11\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 12\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 13\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 14\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 15\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 16\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 17\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 18\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 19\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 20\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 21\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 22\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 23\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 24\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 25\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 26\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 27\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 28\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 29\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 30\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 31\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 32 failed: 400 Client Error: Bad Request for url: http://117.18.102.44:34537/v1/chat/completions\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 33 failed: 400 Client Error: Bad Request for url: http://117.18.102.44:34537/v1/chat/completions\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 34\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 35\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 36\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 37\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 38\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 39\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 40\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 41\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 42\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 43\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 44\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 45\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 46\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 47\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 48\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 49\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 50\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 51\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 52\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 53\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 54\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 55\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 56\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 57\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 58\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 59\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 60\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 61\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 62\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 63 failed: 400 Client Error: Bad Request for url: http://117.18.102.44:34537/v1/chat/completions\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 64\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 65\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 66\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 67\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 68\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 69\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 70\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 71\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 72\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 73\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 74\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 75\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 76\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 77\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 78\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 79\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 80\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 81\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 82\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 83\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 84\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 85\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 86\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 87\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 88\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 89\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 90\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 91\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 92\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 93\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 94\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 95\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 96\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 97\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 98\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 99\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 100\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 101\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 102\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 103\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 104\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 105\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 106\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 107\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 108\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 109\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 110\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 111\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 112\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 113\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 114\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 115\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 116\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 117\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 118\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 119\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 120\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 121\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 122\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 123\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 124\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 125\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 126\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 127\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 128\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 129\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 130\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 131\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 132\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 133\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 134\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 135\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 136\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 137\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 138\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 139\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 140\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 141\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 142\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 143\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 144\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 145\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 146\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 147\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 148\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 149 failed: 400 Client Error: Bad Request for url: http://117.18.102.44:34537/v1/chat/completions\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 150 failed: 400 Client Error: Bad Request for url: http://117.18.102.44:34537/v1/chat/completions\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 151\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 152\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 153\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 154\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 155\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 156\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 157\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 158\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 159\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 160\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 161\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 162\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 163\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 164\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 165\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 166\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 167\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 168\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 169\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 170 failed: 400 Client Error: Bad Request for url: http://117.18.102.44:34537/v1/chat/completions\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 171\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 172\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 173\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 174\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 175\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 176\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 177\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 178\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 179\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 180\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 181\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 182\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 183\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 184\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 185\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 186\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 187\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 188\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 189\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 190\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 191\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 192\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 193\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 194\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 195\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 196\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 197\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 198\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 199\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 200\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 201\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 202\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 203\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 204\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 205\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 206\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 207\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 208\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 209\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 210 failed: ('Connection aborted.', TimeoutError('timed out'))\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 211 failed: ('Connection aborted.', TimeoutError('timed out'))\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 212 failed: ('Connection aborted.', TimeoutError('timed out'))\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 213 failed: ('Connection aborted.', TimeoutError('timed out'))\n", "✗ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 214 failed: ('Connection aborted.', TimeoutError('timed out'))\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 215\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 216\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 217\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 218\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 219\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 220\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 221\n", "✓ OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3 | sample 222\n" ] } ], "source": [ "import os\n", "import re\n", "import time\n", "import base64\n", "import requests\n", "import pandas as pd\n", "\n", "from datasets import load_dataset\n", "from PIL import Image\n", "from io import BytesIO\n", "from rapidfuzz.distance import Levenshtein\n", "\n", "\n", "# -----------------------------------------\n", "# Server Config\n", "# -----------------------------------------\n", "SERVER_IP = \"117.18.102.44\"\n", "PORT = 34537\n", "\n", "MODELS = [\n", " \"OdiaGenAIOCR/odia-ocr-qwen-finetuned_v3\"\n", "]\n", "\n", "PROMPT = \"Transcribe all the Odia text from this image exactly as it appears. Return only the extracted odia text, nothing else.\"\n", "\n", "OUTPUT_CSV = \"ocr_benchmark_results.csv\"\n", "\n", "\n", "# -----------------------------------------\n", "# Image -> Base64\n", "# -----------------------------------------\n", "def encode_image(image):\n", " buffer = BytesIO()\n", " image.save(buffer, format=\"PNG\")\n", " return base64.b64encode(buffer.getvalue()).decode()\n", "\n", "\n", "# -----------------------------------------\n", "# Metrics\n", "# -----------------------------------------\n", "def compute_cer(gt, pred):\n", " gt = str(gt)\n", " pred = str(pred)\n", " if len(gt) == 0:\n", " return 0.0\n", " return Levenshtein.distance(gt, pred) / len(gt)\n", "\n", "\n", "def has_value(value):\n", " return pd.notna(value) and str(value).strip() != \"\"\n", "\n", "\n", "# -----------------------------------------\n", "# OCR Server Inference\n", "# -----------------------------------------\n", "def ocr_predict(image, model):\n", " url = f\"http://{SERVER_IP}:{PORT}/v1/chat/completions\"\n", " img_base64 = encode_image(image)\n", "\n", " payload = {\n", " \"model\": model,\n", " \"temperature\": 0,\n", " \"max_tokens\": 1024,\n", " \"messages\": [\n", " {\n", " \"role\": \"user\",\n", " \"content\": [\n", " {\n", " \"type\": \"image_url\",\n", " \"image_url\": {\n", " \"url\": f\"data:image/png;base64,{img_base64}\"\n", " },\n", " },\n", " {\n", " \"type\": \"text\",\n", " \"text\": PROMPT,\n", " },\n", " ],\n", " }\n", " ],\n", " }\n", "\n", " resp = requests.post(\n", " url,\n", " headers={\n", " \"Content-Type\": \"application/json\",\n", " \"Authorization\": \"Bearer EMPTY\",\n", " },\n", " json=payload,\n", " timeout=180,\n", " )\n", " resp.raise_for_status()\n", " return resp.json()[\"choices\"][0][\"message\"][\"content\"].strip()\n", "\n", "\n", "# -----------------------------------------\n", "# Results table helpers\n", "# -----------------------------------------\n", "def model_slug(model_name: str) -> str:\n", " return re.sub(r\"[^a-zA-Z0-9]+\", \"_\", model_name).strip(\"_\").lower()\n", "\n", "\n", "def model_pred_col(model_name: str) -> str:\n", " return f\"{model_slug(model_name)}_pred\"\n", "\n", "\n", "def model_cer_col(model_name: str) -> str:\n", " return f\"{model_slug(model_name)}_cer\"\n", "\n", "\n", "def init_or_load_results(ds):\n", " base_df = pd.DataFrame(\n", " {\n", " \"id\": list(range(len(ds))),\n", " \"ground_truth\": [row[\"ground_truth\"] for row in ds],\n", " }\n", " )\n", "\n", " if os.path.exists(OUTPUT_CSV):\n", " existing = pd.read_csv(OUTPUT_CSV)\n", " if \"id\" not in existing.columns:\n", " existing = base_df.copy()\n", " else:\n", " for col in [\"id\", \"ground_truth\"]:\n", " if col not in existing.columns:\n", " existing[col] = base_df[col]\n", " existing = existing.sort_values(\"id\", kind=\"stable\")\n", " existing = existing.drop_duplicates(subset=[\"id\"], keep=\"last\")\n", " existing = base_df[[\"id\", \"ground_truth\"]].merge(\n", " existing.drop(columns=[\"ground_truth\"], errors=\"ignore\"),\n", " on=\"id\",\n", " how=\"left\",\n", " )\n", " return existing\n", "\n", " return base_df\n", "\n", "\n", "def save_results(df):\n", " df = df.sort_values(\"id\", kind=\"stable\")\n", " df.to_csv(OUTPUT_CSV, index=False, encoding=\"utf-8\")\n", "\n", "\n", "# -----------------------------------------\n", "# Benchmark Pipeline\n", "# -----------------------------------------\n", "def run_benchmark(\n", " hf_repo=\"Iftesha/odia-ocr-benchmark\",\n", " split=\"train\",\n", " max_rows=None,\n", " skip_existing=True,\n", "):\n", " print(\"[INFO] Loading dataset...\")\n", " ds = load_dataset(hf_repo, split=split)\n", "\n", " if max_rows:\n", " ds = ds.select(range(max_rows))\n", "\n", " results_df = init_or_load_results(ds)\n", "\n", " for model in MODELS:\n", " pred_col = model_pred_col(model)\n", " cer_col = model_cer_col(model)\n", "\n", " if pred_col not in results_df.columns:\n", " results_df[pred_col] = \"\"\n", " if cer_col not in results_df.columns:\n", " results_df[cer_col] = \"\"\n", "\n", " print(f\"\\n[MODEL] {model}\")\n", " print(f\"[COLUMNS] {pred_col}, {cer_col}\")\n", "\n", " for i, row in enumerate(ds):\n", " pred_done = has_value(results_df.at[i, pred_col])\n", " cer_done = has_value(results_df.at[i, cer_col])\n", " if skip_existing and pred_done and cer_done:\n", " print(f\"↷ {model} | sample {i} already exists\")\n", " continue\n", "\n", " try:\n", " image = row[\"image\"]\n", " if not isinstance(image, Image.Image):\n", " image = image.convert(\"RGB\")\n", "\n", " gt = row[\"ground_truth\"]\n", " pred = ocr_predict(image, model)\n", " cer = compute_cer(gt, pred)\n", "\n", " results_df.at[i, pred_col] = pred\n", " results_df.at[i, cer_col] = cer\n", " print(f\"✓ {model} | sample {i}\")\n", "\n", " except Exception as e:\n", " print(f\"✗ {model} | sample {i} failed: {e}\")\n", " # Keep empty value for failed inference so retries can fill it later.\n", " results_df.at[i, pred_col] = \"\"\n", " results_df.at[i, cer_col] = \"\"\n", " time.sleep(1)\n", "\n", " # Persist after each sample for long-running jobs.\n", " save_results(results_df)\n", "\n", " save_results(results_df)\n", " print(f\"\\n[INFO] Saved comparison CSV to {OUTPUT_CSV}\")\n", "\n", "\n", "# -----------------------------------------\n", "# Run Benchmark\n", "# -----------------------------------------\n", "run_benchmark()" ] }, { "cell_type": "code", "execution_count": null, "id": "3b3e360e", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (vlm-poetry)", "language": "python", "name": "vlm-poetry" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.2" } }, "nbformat": 4, "nbformat_minor": 5 }