{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import datetime\n", "import time\n", "from firecrawl import FirecrawlApp\n", "import json\n", "import anthropic\n", "from dotenv import load_dotenv\n", "\n", "# Load environment variables\n", "load_dotenv()\n", "\n", "# Retrieve API keys from environment variables\n", "anthropic_api_key = os.getenv(\"ANTHROPIC_API_KEY\") or \"\"\n", "firecrawl_api_key = os.getenv(\"FIRECRAWL_API_KEY\") or \"\"\n", "# Set variables\n", "blog_url=\"https://mendable.ai/blog\"\n", "\n", "# Set up anthropic client\n", "client = anthropic.Anthropic(\n", " api_key=anthropic_api_key,\n", ")\n", "\n", "# Initialize the FirecrawlApp with your API key\n", "app = FirecrawlApp(api_key=firecrawl_api_key)\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Crawl a website\n", "params = {\n", " 'crawlOptions': {\n", " 'limit': 100\n", " },\n", " \"pageOptions\": {\n", " \"onlyMainContent\": True\n", " }\n", "}\n", "crawl_result = app.crawl_url(blog_url, params=params)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting potential links from crawl_result:\n", "Collected 36 potential links:\n", "URL: https://mendable.ai/blog/coachgtm-mongodb, Title: Meet MongoDBs CoachGTM.ai\n", "URL: https://mendable.ai/blog/building-safe-rag, Title: Building Safe RAG systems with the LLM OWASP top 10\n", "URL: https://mendable.ai/blog/gdpr-repository-pattern, Title: Navigating the Maze of GDPR Compliance: A Codebase Transformation\n", "URL: https://mendable.ai/blog/how-mendable-leverages-langsmith-to-debug-tools-and-actions, Title: How Mendable leverages Langsmith to debug Tools & Actions\n", "URL: https://mendable.ai/blog/european-data-storage, Title: Launching European Data Storage powered by MongoDB\n", "URL: https://mendable.ai/blog/tools, Title: Introducing Tools and Actions\n", "URL: https://mendable.ai/blog/december_update, Title: Mendable.ai December Recap\n", "URL: https://mendable.ai/blog/november_update, Title: Mendable.ai November Update\n", "URL: https://mendable.ai/blog/october-recap, Title: Mendable.ai October Recap\n", "URL: https://mendable.ai/blog/midseptemberupdate, Title: Mendable.ai Mid September 2023 Update\n", "URL: https://mendable.ai/blog/getting-started, Title: Everything you need to know about Mendable: Build and deploy AI Chat Search\n", "URL: https://mendable.ai/blog/building-copilots, Title: Building context-aware AI copilots with Mendable\n", "URL: https://mendable.ai/blog/august2023update, Title: Mendable.ai August 2023 Updates\n", "URL: https://mendable.ai/blog/finetuning-gpt35, Title: Early Insights Fine-Tuning GPT 3.5 from Mendable.ai\n", "URL: https://mendable.ai/blog/gpt35prompting, Title: Improving GPT-3.5, Insights from Mendable.ai\n", "URL: https://mendable.ai/blog/precisemode, Title: Introducing Precise Mode for Mendable.ai\n", "URL: https://mendable.ai/blog/customprompt, Title: Customizing Your LLM Model on Mendable.ai\n", "URL: https://mendable.ai/blog/mendable-launch, Title: Introducing Mendable.ai\n", "URL: https://mendable.ai/blog/european-data-storage, Title: Launching European Data Storage powered by MongoDB\n", "URL: https://mendable.ai/blog/customprompt, Title: Customizing Your LLM Model on Mendable.ai\n", "URL: https://mendable.ai/blog/precisemode, Title: Introducing Precise Mode for Mendable.ai\n", "URL: https://mendable.ai/blog/building-copilots, Title: Building context-aware AI copilots with Mendable\n", "URL: https://mendable.ai/blog/coachgtm-mongodb, Title: Meet MongoDBs CoachGTM.ai\n", "URL: https://mendable.ai/blog/building-safe-rag, Title: Building Safe RAG systems with the LLM OWASP top 10\n", "URL: https://mendable.ai/blog/gdpr-repository-pattern, Title: Navigating the Maze of GDPR Compliance: A Codebase Transformation\n", "URL: https://mendable.ai/blog/how-mendable-leverages-langsmith-to-debug-tools-and-actions, Title: How Mendable leverages Langsmith to debug Tools & Actions\n", "URL: https://mendable.ai/blog/tools, Title: Introducing Tools and Actions\n", "URL: https://mendable.ai/blog/december_update, Title: Mendable.ai December Recap\n", "URL: https://mendable.ai/blog/november_update, Title: Mendable.ai November Update\n", "URL: https://mendable.ai/blog/october-recap, Title: Mendable.ai October Recap\n", "URL: https://mendable.ai/blog/midseptemberupdate, Title: Mendable.ai Mid September 2023 Update\n", "URL: https://mendable.ai/blog/getting-started, Title: Everything you need to know about Mendable: Build and deploy AI Chat Search\n", "URL: https://mendable.ai/blog/august2023update, Title: Mendable.ai August 2023 Updates\n", "URL: https://mendable.ai/blog/finetuning-gpt35, Title: Early Insights Fine-Tuning GPT 3.5 from Mendable.ai\n", "URL: https://mendable.ai/blog/gpt35prompting, Title: Improving GPT-3.5, Insights from Mendable.ai\n", "URL: https://mendable.ai/blog/mendable-launch, Title: Introducing Mendable.ai\n" ] } ], "source": [ "potential_links = []\n", "\n", "if crawl_result:\n", " print(\"Collecting potential links from crawl_result:\")\n", " \n", " for item in crawl_result:\n", " metadata = item[\"metadata\"]\n", " og_url = metadata.get(\"ogUrl\")\n", " title = metadata.get(\"title\")\n", " if og_url and title and og_url != blog_url:\n", " potential_links.append({\"url\": og_url, \"title\": title})\n", " \n", " print(f\"Collected {len(potential_links)} potential links:\")\n", " for link in potential_links:\n", " print(f\"URL: {link['url']}, Title: {link['title']}\")\n", " \n", "else:\n", " print(\"crawl_result is empty or None\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Suggestion for: Meet MongoDBs CoachGTM.ai\n", "Blog phrase: Mendable also provides a Tools\n", "Internal Link: https://mendable.ai/blog/tools\n", "---\n", "\n", "\n", "Suggestion for: Meet MongoDBs CoachGTM.ai\n", "Blog phrase: MongoDB Atlas Vector Search to\n", "Internal Link: https://mendable.ai/blog/european-data-storage\n", "---\n", "\n", "\n", "Suggestion for: Meet MongoDBs CoachGTM.ai\n", "Blog phrase: By harnessing the power of\n", "Internal Link: https://mendable.ai/blog/building-copilots\n", "---\n", "\n", "\n", "Suggestion for: Building Safe RAG systems with the LLM OWASP top 10\n", "Blog phrase: Advantages of RAG\n", "Internal Link: https://mendable.ai/blog/building-copilots\n", "---\n", "\n", "\n", "Suggestion for: Building Safe RAG systems with the LLM OWASP top 10\n", "Blog phrase: Bring Your Model\n", "Internal Link: https://mendable.ai/blog/customprompt\n", "---\n", "\n", "\n", "Suggestion for: Building Safe RAG systems with the LLM OWASP top 10\n", "Blog phrase: Garbage in, Garbage out\n", "Internal Link: https://mendable.ai/blog/precisemode\n", "---\n", "\n", "\n", "Suggestion for: Navigating the Maze of GDPR Compliance: A Codebase Transformation\n", "Blog phrase: European data storage\n", "Internal Link: https://mendable.ai/blog/european-data-storage\n", "---\n", "\n", "\n", "Suggestion for: Navigating the Maze of GDPR Compliance: A Codebase Transformation\n", "Blog phrase: delivering value\n", "Internal Link: https://mendable.ai/blog/getting-started\n", "---\n", "\n", "\n", "Suggestion for: How Mendable leverages Langsmith to debug Tools & Actions\n", "Blog phrase: introduction of Tools & Actions\n", "Internal Link: https://mendable.ai/blog/tools\n", "---\n", "\n", "\n", "Suggestion for: How Mendable leverages Langsmith to debug Tools & Actions\n", "Blog phrase: Mendable Tools & Actions\n", "Internal Link: https://mendable.ai/blog/tools\n", "---\n", "\n", "\n", "Suggestion for: Launching European Data Storage powered by MongoDB\n", "Blog phrase: Clean Architecture and Repository pattern\n", "Internal Link: https://mendable.ai/blog/gdpr-repository-pattern\n", "---\n", "\n", "\n", "Suggestion for: Launching European Data Storage powered by MongoDB\n", "Blog phrase: building the best AI Chat\n", "Internal Link: https://mendable.ai/blog/building-copilots\n", "---\n", "\n", "\n", "Suggestion for: Launching European Data Storage powered by MongoDB\n", "Blog phrase: European RAG pipeline, powered by\n", "Internal Link: https://mendable.ai/blog/building-safe-rag\n", "---\n", "\n", "\n", "Suggestion for: Introducing Tools and Actions\n", "Blog phrase: augmentation and actions for automation\n", "Internal Link: https://mendable.ai/blog/building-copilots\n", "---\n", "\n", "\n", "Suggestion for: Introducing Tools and Actions\n", "Blog phrase: Mendable provides an API request\n", "Internal Link: https://mendable.ai/blog/getting-started\n", "---\n", "\n", "\n", "Suggestion for: Introducing Tools and Actions\n", "Blog phrase: AI use it when it\n", "Internal Link: https://mendable.ai/blog/how-mendable-leverages-langsmith-to-debug-tools-and-actions\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai December Recap\n", "Blog phrase: customizing the model\n", "Internal Link: https://mendable.ai/blog/customprompt\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai December Recap\n", "Blog phrase: AI sales copilot\n", "Internal Link: https://mendable.ai/blog/building-copilots\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai December Recap\n", "Blog phrase: Introducing Tools and Actions\n", "Internal Link: https://mendable.ai/blog/tools\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai November Update\n", "Blog phrase: Auto syncing data sources\n", "Internal Link: https://mendable.ai/blog/european-data-storage\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai November Update\n", "Blog phrase: Chat insights feature\n", "Internal Link: https://mendable.ai/blog/tools\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai November Update\n", "Blog phrase: Github private repo support\n", "Internal Link: https://mendable.ai/blog/getting-started\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai October Recap\n", "Blog phrase: Full Prompt Customization\n", "Internal Link: https://mendable.ai/blog/customprompt\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai October Recap\n", "Blog phrase: Expanded Model Support\n", "Internal Link: https://mendable.ai/blog/gpt35prompting\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai October Recap\n", "Blog phrase: AI-Powered Documentation Management\n", "Internal Link: https://mendable.ai/blog/building-copilots\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai Mid September 2023 Update\n", "Blog phrase: new integration templates\n", "Internal Link: https://mendable.ai/blog/tools\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai Mid September 2023 Update\n", "Blog phrase: Product Copilot feature\n", "Internal Link: https://mendable.ai/blog/building-copilots\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai Mid September 2023 Update\n", "Blog phrase: Data Exporting\n", "Internal Link: https://mendable.ai/blog/getting-started\n", "---\n", "\n", "\n", "Suggestion for: Everything you need to know about Mendable: Build and deploy AI Chat Search\n", "Blog phrase: robust API\n", "Internal Link: https://mendable.ai/blog/tools\n", "---\n", "\n", "\n", "Suggestion for: Everything you need to know about Mendable: Build and deploy AI Chat Search\n", "Blog phrase: pre-built components\n", "Internal Link: https://mendable.ai/blog/building-copilots\n", "---\n", "\n", "\n", "Suggestion for: Everything you need to know about Mendable: Build and deploy AI Chat Search\n", "Blog phrase: Customizing Your LLM Model\n", "Internal Link: https://mendable.ai/blog/customprompt\n", "---\n", "\n", "\n", "Suggestion for: Building context-aware AI copilots with Mendable\n", "Blog phrase: registered on our platform\n", "Internal Link: https://mendable.ai/blog/getting-started\n", "---\n", "\n", "\n", "Suggestion for: Building context-aware AI copilots with Mendable\n", "Blog phrase: dynamic context to the AI\n", "Internal Link: https://mendable.ai/blog/customprompt\n", "---\n", "\n", "\n", "Suggestion for: Building context-aware AI copilots with Mendable\n", "Blog phrase: personalized answers to your users\n", "Internal Link: https://mendable.ai/blog/precisemode\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai August 2023 Updates\n", "Blog phrase: Learn more about how to\n", "Internal Link: https://mendable.ai/blog/precisemode\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai August 2023 Updates\n", "Blog phrase: Building context-aware AI copilots with\n", "Internal Link: https://mendable.ai/blog/building-copilots\n", "---\n", "\n", "\n", "Suggestion for: Mendable.ai August 2023 Updates\n", "Blog phrase: customizable AI chat components\n", "Internal Link: https://mendable.ai/blog/getting-started\n", "---\n", "\n", "\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[15], line 57\u001b[0m\n\u001b[1;32m 27\u001b[0m prompt_instructions \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\u001b[38;5;124mGiven this blog post from \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcurrent_blog_url\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m called \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcurrent_blog_title\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m, analyze the following blog content. Identify 0 to 3 of phrases (5 words max) from the inside of the middle of the article that could be linked to other blog posts from the list of potential links provided inside of . Return a JSON object structured as follows:\u001b[39m\n\u001b[1;32m 28\u001b[0m \n\u001b[1;32m 29\u001b[0m \u001b[38;5;124m\u001b[39m\u001b[38;5;130;01m{{\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 53\u001b[0m \n\u001b[1;32m 54\u001b[0m \u001b[38;5;124mGO AND ONLY RETURN THE JSON NOTHING ELSE:\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[1;32m 56\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 57\u001b[0m message \u001b[38;5;241m=\u001b[39m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 58\u001b[0m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mclaude-3-5-sonnet-20240620\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 59\u001b[0m \u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1024\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 60\u001b[0m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\n\u001b[1;32m 61\u001b[0m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrole\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43muser\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcontent\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt_instructions\u001b[49m\u001b[43m}\u001b[49m\n\u001b[1;32m 62\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 63\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 65\u001b[0m \u001b[38;5;66;03m# Extract the JSON string from the TextBlock\u001b[39;00m\n\u001b[1;32m 66\u001b[0m json_string \u001b[38;5;241m=\u001b[39m message\u001b[38;5;241m.\u001b[39mcontent[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mtext\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/anthropic/_utils/_utils.py:277\u001b[0m, in \u001b[0;36mrequired_args..inner..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 275\u001b[0m msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMissing required argument: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mquote(missing[\u001b[38;5;241m0\u001b[39m])\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 276\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[0;32m--> 277\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/anthropic/resources/messages.py:904\u001b[0m, in \u001b[0;36mMessages.create\u001b[0;34m(self, max_tokens, messages, model, metadata, stop_sequences, stream, system, temperature, tool_choice, tools, top_k, top_p, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m 870\u001b[0m \u001b[38;5;129m@required_args\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmax_tokens\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m], [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmax_tokens\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m 871\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[1;32m 872\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 902\u001b[0m timeout: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m httpx\u001b[38;5;241m.\u001b[39mTimeout \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m|\u001b[39m NotGiven \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m600\u001b[39m,\n\u001b[1;32m 903\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Message \u001b[38;5;241m|\u001b[39m 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log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSending HTTP Request: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, request\u001b[38;5;241m.\u001b[39mmethod, request\u001b[38;5;241m.\u001b[39murl)\n\u001b[1;32m 961\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 962\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 963\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 964\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_should_stream_response_body\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 965\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 966\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 967\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m httpx\u001b[38;5;241m.\u001b[39mTimeoutException \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m 968\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEncountered httpx.TimeoutException\u001b[39m\u001b[38;5;124m\"\u001b[39m, exc_info\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpx/_client.py:901\u001b[0m, in \u001b[0;36mClient.send\u001b[0;34m(self, request, stream, auth, follow_redirects)\u001b[0m\n\u001b[1;32m 893\u001b[0m follow_redirects \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 894\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfollow_redirects\n\u001b[1;32m 895\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(follow_redirects, UseClientDefault)\n\u001b[1;32m 896\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m follow_redirects\n\u001b[1;32m 897\u001b[0m )\n\u001b[1;32m 899\u001b[0m auth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_request_auth(request, auth)\n\u001b[0;32m--> 901\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_auth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 902\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 903\u001b[0m \u001b[43m \u001b[49m\u001b[43mauth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mauth\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 904\u001b[0m \u001b[43m \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 905\u001b[0m \u001b[43m \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 906\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 907\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 908\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m stream:\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpx/_client.py:929\u001b[0m, in \u001b[0;36mClient._send_handling_auth\u001b[0;34m(self, request, auth, follow_redirects, history)\u001b[0m\n\u001b[1;32m 926\u001b[0m request \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mnext\u001b[39m(auth_flow)\n\u001b[1;32m 928\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 929\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_redirects\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 930\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 931\u001b[0m \u001b[43m \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 932\u001b[0m \u001b[43m \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhistory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 933\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 934\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 935\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpx/_client.py:966\u001b[0m, in \u001b[0;36mClient._send_handling_redirects\u001b[0;34m(self, request, follow_redirects, history)\u001b[0m\n\u001b[1;32m 963\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m hook \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_event_hooks[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrequest\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n\u001b[1;32m 964\u001b[0m hook(request)\n\u001b[0;32m--> 966\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_single_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 967\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 968\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m hook \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_event_hooks[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mresponse\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpx/_client.py:1002\u001b[0m, in \u001b[0;36mClient._send_single_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 997\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m 998\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAttempted to send an async request with a sync Client instance.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 999\u001b[0m )\n\u001b[1;32m 1001\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request\u001b[38;5;241m=\u001b[39mrequest):\n\u001b[0;32m-> 1002\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mtransport\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1004\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response\u001b[38;5;241m.\u001b[39mstream, SyncByteStream)\n\u001b[1;32m 1006\u001b[0m response\u001b[38;5;241m.\u001b[39mrequest \u001b[38;5;241m=\u001b[39m request\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpx/_transports/default.py:228\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 215\u001b[0m req \u001b[38;5;241m=\u001b[39m httpcore\u001b[38;5;241m.\u001b[39mRequest(\n\u001b[1;32m 216\u001b[0m method\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[1;32m 217\u001b[0m url\u001b[38;5;241m=\u001b[39mhttpcore\u001b[38;5;241m.\u001b[39mURL(\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 225\u001b[0m extensions\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[1;32m 226\u001b[0m )\n\u001b[1;32m 227\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_httpcore_exceptions():\n\u001b[0;32m--> 228\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 230\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(resp\u001b[38;5;241m.\u001b[39mstream, typing\u001b[38;5;241m.\u001b[39mIterable)\n\u001b[1;32m 232\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m Response(\n\u001b[1;32m 233\u001b[0m status_code\u001b[38;5;241m=\u001b[39mresp\u001b[38;5;241m.\u001b[39mstatus,\n\u001b[1;32m 234\u001b[0m headers\u001b[38;5;241m=\u001b[39mresp\u001b[38;5;241m.\u001b[39mheaders,\n\u001b[1;32m 235\u001b[0m stream\u001b[38;5;241m=\u001b[39mResponseStream(resp\u001b[38;5;241m.\u001b[39mstream),\n\u001b[1;32m 236\u001b[0m extensions\u001b[38;5;241m=\u001b[39mresp\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[1;32m 237\u001b[0m )\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpcore/_sync/connection_pool.py:268\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 266\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m ShieldCancellation():\n\u001b[1;32m 267\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mresponse_closed(status)\n\u001b[0;32m--> 268\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[1;32m 269\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 270\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpcore/_sync/connection_pool.py:251\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 248\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[1;32m 250\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 251\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 252\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ConnectionNotAvailable:\n\u001b[1;32m 253\u001b[0m \u001b[38;5;66;03m# The ConnectionNotAvailable exception is a special case, that\u001b[39;00m\n\u001b[1;32m 254\u001b[0m \u001b[38;5;66;03m# indicates we need to retry the request on a new connection.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[38;5;66;03m# might end up as an HTTP/2 connection, but which actually ends\u001b[39;00m\n\u001b[1;32m 259\u001b[0m \u001b[38;5;66;03m# up as HTTP/1.1.\u001b[39;00m\n\u001b[1;32m 260\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pool_lock:\n\u001b[1;32m 261\u001b[0m \u001b[38;5;66;03m# Maintain our position in the request queue, but reset the\u001b[39;00m\n\u001b[1;32m 262\u001b[0m \u001b[38;5;66;03m# status so that the request becomes queued again.\u001b[39;00m\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpcore/_sync/connection.py:103\u001b[0m, in \u001b[0;36mHTTPConnection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_connection\u001b[38;5;241m.\u001b[39mis_available():\n\u001b[1;32m 101\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m ConnectionNotAvailable()\n\u001b[0;32m--> 103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpcore/_sync/http11.py:133\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 131\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mresponse_closed\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m 132\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_response_closed()\n\u001b[0;32m--> 133\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpcore/_sync/http11.py:111\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 101\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m 103\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\n\u001b[1;32m 104\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreceive_response_headers\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request, kwargs\n\u001b[1;32m 105\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m 106\u001b[0m (\n\u001b[1;32m 107\u001b[0m http_version,\n\u001b[1;32m 108\u001b[0m status,\n\u001b[1;32m 109\u001b[0m reason_phrase,\n\u001b[1;32m 110\u001b[0m headers,\n\u001b[0;32m--> 111\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_response_headers\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 112\u001b[0m trace\u001b[38;5;241m.\u001b[39mreturn_value \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 113\u001b[0m http_version,\n\u001b[1;32m 114\u001b[0m status,\n\u001b[1;32m 115\u001b[0m reason_phrase,\n\u001b[1;32m 116\u001b[0m headers,\n\u001b[1;32m 117\u001b[0m )\n\u001b[1;32m 119\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m Response(\n\u001b[1;32m 120\u001b[0m status\u001b[38;5;241m=\u001b[39mstatus,\n\u001b[1;32m 121\u001b[0m headers\u001b[38;5;241m=\u001b[39mheaders,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 127\u001b[0m },\n\u001b[1;32m 128\u001b[0m )\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpcore/_sync/http11.py:176\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_response_headers\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 173\u001b[0m timeout \u001b[38;5;241m=\u001b[39m timeouts\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mread\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m 175\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 176\u001b[0m event \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_event\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 177\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(event, h11\u001b[38;5;241m.\u001b[39mResponse):\n\u001b[1;32m 178\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpcore/_sync/http11.py:212\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_event\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 209\u001b[0m event \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_h11_state\u001b[38;5;241m.\u001b[39mnext_event()\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m event \u001b[38;5;129;01mis\u001b[39;00m h11\u001b[38;5;241m.\u001b[39mNEED_DATA:\n\u001b[0;32m--> 212\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_network_stream\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 213\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mREAD_NUM_BYTES\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\n\u001b[1;32m 214\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 216\u001b[0m \u001b[38;5;66;03m# If we feed this case through h11 we'll raise an exception like:\u001b[39;00m\n\u001b[1;32m 217\u001b[0m \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[1;32m 218\u001b[0m \u001b[38;5;66;03m# httpcore.RemoteProtocolError: can't handle event type\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 222\u001b[0m \u001b[38;5;66;03m# perspective. Instead we handle this case distinctly and treat\u001b[39;00m\n\u001b[1;32m 223\u001b[0m \u001b[38;5;66;03m# it as a ConnectError.\u001b[39;00m\n\u001b[1;32m 224\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;241m==\u001b[39m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_h11_state\u001b[38;5;241m.\u001b[39mtheir_state \u001b[38;5;241m==\u001b[39m h11\u001b[38;5;241m.\u001b[39mSEND_RESPONSE:\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/site-packages/httpcore/_backends/sync.py:126\u001b[0m, in \u001b[0;36mSyncStream.read\u001b[0;34m(self, max_bytes, timeout)\u001b[0m\n\u001b[1;32m 124\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_exceptions(exc_map):\n\u001b[1;32m 125\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sock\u001b[38;5;241m.\u001b[39msettimeout(timeout)\n\u001b[0;32m--> 126\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrecv\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmax_bytes\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/ssl.py:1292\u001b[0m, in \u001b[0;36mSSLSocket.recv\u001b[0;34m(self, buflen, flags)\u001b[0m\n\u001b[1;32m 1288\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m flags \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 1289\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1290\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnon-zero flags not allowed in calls to recv() on \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m\n\u001b[1;32m 1291\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m)\n\u001b[0;32m-> 1292\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbuflen\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1293\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1294\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mrecv(buflen, flags)\n", "File \u001b[0;32m~/projects/python_projects/agents_testing/.conda/lib/python3.10/ssl.py:1165\u001b[0m, in \u001b[0;36mSSLSocket.read\u001b[0;34m(self, len, buffer)\u001b[0m\n\u001b[1;32m 1163\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sslobj\u001b[38;5;241m.\u001b[39mread(\u001b[38;5;28mlen\u001b[39m, buffer)\n\u001b[1;32m 1164\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1165\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sslobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1166\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m SSLError \u001b[38;5;28;01mas\u001b[39;00m x:\n\u001b[1;32m 1167\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39margs[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m==\u001b[39m SSL_ERROR_EOF \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msuppress_ragged_eofs:\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "import json\n", "import csv\n", "\n", "# Assuming we have the following variables from the previous code:\n", "# crawl_result, client, potential_links\n", "\n", "# Convert potential_links to a JSON string\n", "potential_links_json = json.dumps(potential_links, indent=2)\n", "\n", "# Prepare CSV file\n", "csv_filename = \"link_suggestions.csv\"\n", "csv_headers = [\"Source Blog Title\", \"Source Blog URL\", \"Target Phrase\", \"Suggested Link URL\"]\n", "\n", "# Write headers to the CSV file\n", "with open(csv_filename, 'w', newline='', encoding='utf-8') as csvfile:\n", " csvwriter = csv.writer(csvfile)\n", " csvwriter.writerow(csv_headers)\n", "\n", "# Loop through each blog post content\n", "for item in crawl_result:\n", " current_blog_url = item[\"metadata\"].get(\"ogUrl\", \"\")\n", " if current_blog_url == blog_url:\n", " continue\n", " current_blog_content = item[\"content\"]\n", " current_blog_title = item[\"metadata\"].get(\"title\", \"\")\n", "\n", " prompt_instructions = f\"\"\"Given this blog post from {current_blog_url} called '{current_blog_title}', analyze the following blog content. Identify 0 to 3 of phrases (5 words max) from the inside of the middle of the article that could be linked to other blog posts from the list of potential links provided inside of . Return a JSON object structured as follows:\n", "\n", " {{\n", " \"link_suggestions\": [\n", " {{\n", " \"target_phrase\": \"the EXACT phrase from the to be linked to one of the links in (5 words max)\",\n", " \"suggested_link_url\": \"url of the suggested internal link from \",\n", " }}\n", " ],\n", " \"metadata\": {{\n", " \"source_blog_url\": \"{current_blog_url}\",\n", " \"source_blog_title\": \"{current_blog_title}\",\n", " }}\n", " }}\n", "\n", " Ensure that you provide the EXACT phrase from in target_phrase (5 words max) to locate each suggestion in the blog content without using character positions. Your target phrases must NOT be a title!\n", "\n", " Blog Content:\n", " \n", " {current_blog_content}\n", " \n", "\n", " Potential Links:\n", " \n", " {potential_links_json}\n", " \n", "\n", " GO AND ONLY RETURN THE JSON NOTHING ELSE:\"\"\"\n", "\n", " try:\n", " message = client.messages.create(\n", " model=\"claude-3-5-sonnet-20240620\",\n", " max_tokens=1024,\n", " messages=[\n", " {\"role\": \"user\", \"content\": prompt_instructions}\n", " ]\n", " )\n", " \n", " # Extract the JSON string from the TextBlock\n", " json_string = message.content[0].text\n", " \n", " # Parse the JSON response\n", " response_json = json.loads(json_string)\n", " \n", " # Write suggestions to CSV\n", " for suggestion in response_json['link_suggestions']:\n", " print(\"Suggestion for: \" + current_blog_title )\n", " print(\"Blog phrase: \" + suggestion['target_phrase']) \n", " print(\"Internal Link: \" + suggestion['suggested_link_url'])\n", " print(\"---\\n\\n\")\n", "\n", " # Open the CSV file in append mode and write the new row\n", " with open(csv_filename, 'a', newline='', encoding='utf-8') as csvfile:\n", " csvwriter = csv.writer(csvfile)\n", " csvwriter.writerow([\n", " response_json['metadata']['source_blog_title'],\n", " response_json['metadata']['source_blog_url'],\n", " suggestion['target_phrase'],\n", " suggestion['suggested_link_url'],\n", " ])\n", " \n", " except json.JSONDecodeError:\n", " print(f\"Error parsing JSON response for blog {current_blog_title}\")\n", " print(\"Raw response:\", message.content)\n", " except Exception as e:\n", " print(f\"Error processing blog {current_blog_title}: {str(e)}\")\n", " \n", "\n", "print(f\"Finished processing all blog posts. Results saved to {csv_filename}\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 2 }