diff --git a/week8/community_contributions/solisoma/price_is_right_fixed.ipynb b/week8/community_contributions/solisoma/price_is_right_fixed.ipynb index dcf591d..032e9db 100644 --- a/week8/community_contributions/solisoma/price_is_right_fixed.ipynb +++ b/week8/community_contributions/solisoma/price_is_right_fixed.ipynb @@ -13,21 +13,28 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Working directory changed to: c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\n" + "Working directory: c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\n" ] } ], "source": [ "# Imports\n", "import sys\n", - "sys.path.append('../..')\n", + "import os\n", + "\n", + "# Change working directory to week8 where deal_agent_framework expects to run\n", + "# This ensures all relative paths (models, database) work correctly\n", + "notebook_dir = os.getcwd()\n", + "week8_dir = os.path.join(notebook_dir, '..', '..')\n", + "os.chdir(week8_dir)\n", + "print(f\"Working directory: {os.getcwd()}\")\n", "\n", "import logging\n", "import queue\n", @@ -42,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -84,8 +91,6 @@ " \"\"\"Generate 3D visualization of vector database - handles empty database gracefully\"\"\"\n", " try:\n", " documents, vectors, colors = DealAgentFramework.get_plot_data(max_datapoints=1000)\n", - "\n", - " print(vectors, flush=True)\n", " \n", " # Check if we have any data\n", " if len(vectors) == 0:\n", @@ -168,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -220,8 +225,12 @@ "\n", " def do_run(self):\n", " \"\"\"Run framework and return updated table\"\"\"\n", + " import datetime\n", " framework = self.get_agent_framework()\n", + " # Log to the Gradio display (will show up in logs panel)\n", + " logging.info(f\"⏰ TIMER TRIGGERED at {datetime.datetime.now().strftime('%H:%M:%S')} - Current memory: {len(framework.memory)} deals\")\n", " new_opportunities = framework.run()\n", + " logging.info(f\"✅ Scan complete - Total deals in memory: {len(framework.memory)}\")\n", " return self.table_for(new_opportunities)\n", "\n", " def run_with_logging(self, initial_log_data):\n", @@ -288,7 +297,7 @@ " ui.load(self.load_initial, inputs=[], outputs=[log_data, logs, opportunities_dataframe])\n", "\n", " # Timer that runs every 5 minutes (300 seconds)\n", - " timer = gr.Timer(value=300, active=True)\n", + " timer = gr.Timer(value=10, active=True)\n", " timer.tick(self.run_with_logging, inputs=[log_data], outputs=[log_data, logs, opportunities_dataframe])\n", "\n", " # Selection handler\n", @@ -307,23 +316,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2025-10-30 13:56:37 +0100] [Agents] [INFO] HTTP Request: GET https://api.gradio.app/pkg-version \"HTTP/1.1 200 OK\"\n", - "[2025-10-30 13:56:37 +0100] [Agents] [INFO] HTTP Request: GET https://api.gradio.app/pkg-version \"HTTP/1.1 200 OK\"\n", - "[2025-10-30 13:56:37 +0100] [Agents] [INFO] HTTP Request: GET https://api.gradio.app/pkg-version \"HTTP/1.1 200 OK\"\n", - "* Running on local URL: http://127.0.0.1:7863\n", - "[2025-10-30 13:56:37 +0100] [Agents] [INFO] HTTP Request: GET http://127.0.0.1:7863/gradio_api/startup-events \"HTTP/1.1 200 OK\"\n", - "[2025-10-30 13:56:37 +0100] [Agents] [INFO] HTTP Request: GET http://127.0.0.1:7863/gradio_api/startup-events \"HTTP/1.1 200 OK\"\n", - "[2025-10-30 13:56:37 +0100] [Agents] [INFO] HTTP Request: GET http://127.0.0.1:7863/gradio_api/startup-events \"HTTP/1.1 200 OK\"\n", - "[2025-10-30 13:56:37 +0100] [Agents] [INFO] HTTP Request: HEAD http://127.0.0.1:7863/ \"HTTP/1.1 200 OK\"\n", - "[2025-10-30 13:56:37 +0100] [Agents] [INFO] HTTP Request: HEAD http://127.0.0.1:7863/ \"HTTP/1.1 200 OK\"\n", - "[2025-10-30 13:56:37 +0100] [Agents] [INFO] HTTP Request: HEAD http://127.0.0.1:7863/ \"HTTP/1.1 200 OK\"\n", + "* Running on local URL: http://127.0.0.1:7860\n", "* To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/html": [ - "
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" ], "text/plain": [ "" @@ -336,270 +336,57 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 13:56:38 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Initializing Agent Framework\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Initializing Agent Framework\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Initializing Agent Framework\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Initializing Agent Framework\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is initializing\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Initializing Ensemble Agent\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Initializing Ensemble Agent\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Initializing Ensemble Agent\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Initializing Ensemble Agent\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is initializing - connecting to modal\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is initializing - connecting to modal\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is initializing - connecting to modal\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is initializing - connecting to modal\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Initializing Frontier Agent\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Initializing Frontier Agent\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Initializing Frontier Agent\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Initializing Frontier Agent\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is set up with DeepSeek\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is set up with DeepSeek\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is set up with DeepSeek\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is set up with DeepSeek\u001b[0m\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 13:56:41 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Traceback (most recent call last):\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\gradio\\queueing.py\", line 745, in process_events\n", - " response = await route_utils.call_process_api(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\gradio\\route_utils.py\", line 354, in call_process_api\n", - " output = await app.get_blocks().process_api(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\gradio\\blocks.py\", line 2116, in process_api\n", - " result = await self.call_function(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\gradio\\blocks.py\", line 1623, in call_function\n", - " prediction = await anyio.to_thread.run_sync( # type: ignore\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\anyio\\to_thread.py\", line 56, in run_sync\n", - " return await get_async_backend().run_sync_in_worker_thread(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\anyio\\_backends\\_asyncio.py\", line 2485, in run_sync_in_worker_thread\n", - " return await future\n", - " ^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\anyio\\_backends\\_asyncio.py\", line 976, in run\n", - " result = context.run(func, *args)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\gradio\\utils.py\", line 915, in wrapper\n", - " response = f(*args, **kwargs)\n", - " ^^^^^^^^^^^^^^^^^^\n", - " File \"C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_16260\\1866679463.py\", line 82, in load_initial\n", - " framework = self.get_agent_framework()\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_16260\\1866679463.py\", line 12, in get_agent_framework\n", - " self.agent_framework.init_agents_as_needed()\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\deal_agent_framework.py\", line 53, in init_agents_as_needed\n", - " self.planner = PlanningAgent(self.collection)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\agents\\planning_agent.py\", line 21, in __init__\n", - " self.ensemble = EnsembleAgent(collection)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\agents\\ensemble_agent.py\", line 22, in __init__\n", - " self.frontier = FrontierAgent(collection)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\agents\\frontier_agent.py\", line 40, in __init__\n", - " self.model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\sentence_transformers\\SentenceTransformer.py\", line 367, in __init__\n", - " self.to(device)\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\torch\\nn\\modules\\module.py\", line 1369, in to\n", - " return self._apply(convert)\n", - " ^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\torch\\nn\\modules\\module.py\", line 928, in _apply\n", - " module._apply(fn)\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\torch\\nn\\modules\\module.py\", line 928, in _apply\n", - " module._apply(fn)\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\torch\\nn\\modules\\module.py\", line 928, in _apply\n", - " module._apply(fn)\n", - " [Previous line repeated 1 more time]\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\torch\\nn\\modules\\module.py\", line 955, in _apply\n", - " param_applied = fn(param)\n", - " ^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\torch\\nn\\modules\\module.py\", line 1362, in convert\n", - " raise NotImplementedError(\n", - "NotImplementedError: Cannot copy out of meta tensor; no data! Please use torch.nn.Module.to_empty() instead of torch.nn.Module.to() when moving module from meta to a different device.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2025-10-30 13:56:49 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:49 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:49 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is ready\u001b[0m\n", - "[2025-10-30 13:56:49 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is ready\u001b[0m\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Exception in thread Thread-18 (worker):\n", - "Traceback (most recent call last):\n", - " File \"C:\\Users\\hp\\AppData\\Roaming\\uv\\python\\cpython-3.12.12-windows-x86_64-none\\Lib\\threading.py\", line 1075, in _bootstrap_inner\n", - " self.run()\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\ipykernel\\ipkernel.py\", line 772, in run_closure\n", - " _threading_Thread_run(self)\n", - " File \"C:\\Users\\hp\\AppData\\Roaming\\uv\\python\\cpython-3.12.12-windows-x86_64-none\\Lib\\threading.py\", line 1012, in run\n", - " self._target(*self._args, **self._kwargs)\n", - " File \"C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_16260\\1866679463.py\", line 60, in worker\n", - " File \"C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_16260\\1866679463.py\", line 50, in do_run\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\deal_agent_framework.py\", line 74, in run\n", - " self.init_agents_as_needed()\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\deal_agent_framework.py\", line 53, in init_agents_as_needed\n", - " self.planner = PlanningAgent(self.collection)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\agents\\planning_agent.py\", line 21, in __init__\n", - " self.ensemble = EnsembleAgent(collection)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\agents\\ensemble_agent.py\", line 24, in __init__\n", - " self.model = joblib.load('ensemble_model.pkl')\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\joblib\\numpy_pickle.py\", line 735, in load\n", - " with open(filename, \"rb\") as f:\n", - " ^^^^^^^^^^^^^^^^^^^^\n", - "FileNotFoundError: [Errno 2] No such file or directory: 'ensemble_model.pkl'\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Initializing Agent Framework\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Initializing Agent Framework\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Initializing Agent Framework\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Initializing Agent Framework\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:24 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Initializing Ensemble Agent\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Initializing Ensemble Agent\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Initializing Ensemble Agent\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Initializing Ensemble Agent\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is initializing - connecting to modal\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is initializing - connecting to modal\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is initializing - connecting to modal\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is initializing - connecting to modal\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Initializing Frontier Agent\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Initializing Frontier Agent\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Initializing Frontier Agent\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Initializing Frontier Agent\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is set up with DeepSeek\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is set up with DeepSeek\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is set up with DeepSeek\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is set up with DeepSeek\u001b[0m\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 18:27:25 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is initializing\u001b[0m\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 18:27:31 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", - "[2025-10-30 18:27:37 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:37 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:37 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is ready\u001b[0m\n", - "[2025-10-30 18:27:37 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is ready\u001b[0m\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Exception in thread Thread-23 (worker):\n", - "Traceback (most recent call last):\n", - " File \"C:\\Users\\hp\\AppData\\Roaming\\uv\\python\\cpython-3.12.12-windows-x86_64-none\\Lib\\threading.py\", line 1075, in _bootstrap_inner\n", - " self.run()\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\ipykernel\\ipkernel.py\", line 772, in run_closure\n", - " _threading_Thread_run(self)\n", - " File \"C:\\Users\\hp\\AppData\\Roaming\\uv\\python\\cpython-3.12.12-windows-x86_64-none\\Lib\\threading.py\", line 1012, in run\n", - " self._target(*self._args, **self._kwargs)\n", - " File \"C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_16260\\1866679463.py\", line 60, in worker\n", - " File \"C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_16260\\1866679463.py\", line 50, in do_run\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\deal_agent_framework.py\", line 74, in run\n", - " self.init_agents_as_needed()\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\deal_agent_framework.py\", line 53, in init_agents_as_needed\n", - " self.planner = PlanningAgent(self.collection)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\agents\\planning_agent.py\", line 21, in __init__\n", - " self.ensemble = EnsembleAgent(collection)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\\community_contributions\\solisoma\\../..\\agents\\ensemble_agent.py\", line 24, in __init__\n", - " self.model = joblib.load('ensemble_model.pkl')\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\.venv\\Lib\\site-packages\\joblib\\numpy_pickle.py\", line 735, in load\n", - " with open(filename, \"rb\") as f:\n", - " ^^^^^^^^^^^^^^^^^^^^\n", - "FileNotFoundError: [Errno 2] No such file or directory: 'ensemble_model.pkl'\n" + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Initializing Agent Framework\u001b[0m\n", + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is initializing\u001b[0m\n", + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is initializing\u001b[0m\n", + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is ready\u001b[0m\n", + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Initializing Ensemble Agent\u001b[0m\n", + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is initializing - connecting to modal\u001b[0m\n", + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is ready\u001b[0m\n", + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Initializing Frontier Agent\u001b[0m\n", + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is set up with DeepSeek\u001b[0m\n", + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", + "[2025-10-30 20:52:39 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", + "[2025-10-30 20:52:46 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is ready\u001b[0m\n", + "[2025-10-30 20:52:46 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is initializing\u001b[0m\n", + "[2025-10-30 20:52:46 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", + "[2025-10-30 20:52:46 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", + "\n", + "============================================================\n", + "[20:52:49] Timer triggered - Scanning for deals...\n", + "Current memory has 2 deals\n", + "============================================================\n", + "\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Initializing Agent Framework\u001b[0m\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is initializing\u001b[0m\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is initializing\u001b[0m\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is ready\u001b[0m\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Initializing Ensemble Agent\u001b[0m\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is initializing - connecting to modal\u001b[0m\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] \u001b[40m\u001b[31m[Specialist Agent] Specialist Agent is ready\u001b[0m\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Initializing Frontier Agent\u001b[0m\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is set up with DeepSeek\u001b[0m\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", + "[2025-10-30 20:52:49 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", + "[2025-10-30 20:52:55 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is ready\u001b[0m\n", + "[2025-10-30 20:52:55 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Ensemble Agent is ready\u001b[0m\n", + "[2025-10-30 20:52:55 +0100] [Agents] [INFO] \u001b[40m\u001b[37m[Messaging Agent] Messaging Agent is initializing\u001b[0m\n", + "[2025-10-30 20:52:55 +0100] [Agents] [INFO] \u001b[40m\u001b[37m[Messaging Agent] Messaging Agent has initialized Pushover\u001b[0m\n", + "[2025-10-30 20:52:55 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is ready\u001b[0m\n", + "[2025-10-30 20:52:55 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Agent Framework is ready\u001b[0m\n", + "[2025-10-30 20:52:56 +0100] [Agents] [INFO] \u001b[40m\u001b[34m[Frontier Agent] Frontier Agent is ready\u001b[0m\n", + "[2025-10-30 20:52:56 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is initializing\u001b[0m\n", + "[2025-10-30 20:52:56 +0100] [Agents] [INFO] Use pytorch device_name: cpu\n", + "[2025-10-30 20:52:56 +0100] [Agents] [INFO] Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", + "[2025-10-30 20:53:03 +0100] [Agents] [INFO] \u001b[40m\u001b[35m[Random Forest Agent] Random Forest Agent is ready\u001b[0m\n", + "[2025-10-30 20:53:03 +0100] [Agents] [INFO] \u001b[40m\u001b[33m[Ensemble Agent] Ensemble Agent is ready\u001b[0m\n", + "[2025-10-30 20:53:03 +0100] [Agents] [INFO] \u001b[40m\u001b[37m[Messaging Agent] Messaging Agent is initializing\u001b[0m\n", + "[2025-10-30 20:53:03 +0100] [Agents] [INFO] \u001b[40m\u001b[37m[Messaging Agent] Messaging Agent has initialized Pushover\u001b[0m\n", + "[2025-10-30 20:53:03 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is ready\u001b[0m\n", + "[2025-10-30 20:53:03 +0100] [Agents] [INFO] \u001b[44m\u001b[37m[Agent Framework] Agent Framework is ready\u001b[0m\n", + "[2025-10-30 20:53:03 +0100] [Agents] [INFO] Kicking off Planning Agent\n", + "[2025-10-30 20:53:03 +0100] [Agents] [INFO] \u001b[40m\u001b[32m[Planning Agent] Planning Agent is kicking off a run\u001b[0m\n", + "[2025-10-30 20:53:03 +0100] [Agents] [INFO] \u001b[40m\u001b[36m[Scanner Agent] Scanner Agent is about to fetch deals from RSS feed\u001b[0m\n" ] } ],