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"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",
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"✓ 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",
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]
}
],
"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()"
]
},
{
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|