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9. Image Processing.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "f65de83c-0d36-4e69-93c2-a2c5fb0f6811",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Disable Proxy\n",
+    "\n",
+    "import os\n",
+    "\n",
+    "def clear_proxy_settings():\n",
+    "    for var in [\"HTTP_PROXY\", \"HTTPS_PROXY\", \"ALL_PROXY\", \"http_proxy\", \"https_proxy\", \"all_proxy\"]:\n",
+    "        if var in os.environ:\n",
+    "            del os.environ[var]\n",
+    "\n",
+    "clear_proxy_settings()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c4a3951c-fcd7-4a05-a141-f6e09aacc111",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "بر اساس متن موجود، سید محمود خلیفه سلطانی مدیرعامل محترم شرکت تکابو صنعت نامی (اینجن پارک) می باشد. \n",
+      "\n",
+      "\n",
+      "  \n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import requests\n",
+    "import json\n",
+    "from ollama import chat \n",
+    "\n",
+    "def image_to_gemma_response(image_path, query):\n",
+    "    # Extract text from image using Landing AI API\n",
+    "    url = \"https://api.va.landing.ai/v1/tools/agentic-document-analysis\"\n",
+    "    files = {\"image\": open(image_path, \"rb\")}\n",
+    "    headers = {\"Authorization\": \"Basic YWdmbjl0d200emV3cjVicHFzeXpuOmFBWGJCTGZRUFBsMzZVVWF3aXFVYVduY0hGVUdIQmhq\"}\n",
+    "    response = requests.post(url, files=files, headers=headers)\n",
+    "    data = response.json()\n",
+    "    \n",
+    "    # Get markdown text from response\n",
+    "    extracted_text = \"\"\n",
+    "    if \"data\" in data and \"markdown\" in data[\"data\"]:\n",
+    "        extracted_text = data[\"data\"][\"markdown\"]\n",
+    "    \n",
+    "    # Create prompt for Gemma\n",
+    "    prompt = f\"\"\"\n",
+    "    # متن استخراج شده از تصویر:\n",
+    "    {extracted_text}\n",
+    "    \n",
+    "    # سوال:\n",
+    "    {query}\n",
+    "    \n",
+    "    لطفاً با استفاده از اطلاعات بالا، به سوال پاسخ دهید. پاسخ را به فارسی بنویسید.\n",
+    "    \"\"\"\n",
+    "\n",
+    "    # Get response from Gemma\n",
+    "    messages = [{\"role\": \"user\", \"content\": prompt}]\n",
+    "    response = chat(model=\"gemma2:9b\", messages=messages)\n",
+    "    return response['message']['content']\n",
+    "\n",
+    "# Usage\n",
+    "image_path = \"/home/masih/Desktop/Temp/m.jpg\"\n",
+    "query = \"سید محمود خلیفه سلطانی کیست؟\"\n",
+    "result = image_to_gemma_response(image_path, query)\n",
+    "print(result)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b8920fdd-80d2-4299-ab66-2809bee95f99",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python [conda env:base] *",
+   "language": "python",
+   "name": "conda-base-py"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}