From 203b29b85556ccba43b5514e7186e9cea84953c9 Mon Sep 17 00:00:00 2001 From: Masih Moafi <132553157+MasihMoafi@users.noreply.github.com> Date: Mon, 3 Mar 2025 04:06:07 -0800 Subject: [PATCH] Add files via upload --- 9. Image Processing.ipynb | 111 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 111 insertions(+) create mode 100644 9. Image Processing.ipynb diff --git a/9. Image Processing.ipynb b/9. Image Processing.ipynb new file mode 100644 index 0000000..a2da11e --- /dev/null +++ b/9. Image Processing.ipynb @@ -0,0 +1,111 @@ +{ + "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 +}