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You’re welcome, hope it helps!

Thanks, glad to see it helped

Thanks

My working version- Panel 1.4.0 CrewAI 0.28.8

Actually I am doing such projects, will share to you very soon. Thanks for the suggestion!

@@yeyulab Thanks for this great video! I am also looking forward to your next video on exposing API

Have you copied the last three lines? chat_interface = pn.chat.ChatInterface(callback=callback) chat_interface.send("Send a message!", user="System", respond=False) chat_interface.servable()

​@@yeyulab Yes. I have copied all the lines include the last three. Panel Application works fine until huan input. The issue throwed on my VSCode Terminal : ==== (.venv) D:\Dev\crewai_panel>panel serve main.py 2024-05-01 09:25:45,182 Starting Bokeh server version 3.4.1 (running on Tornado 6.4) 2024-05-01 09:25:45,182 User authentication hooks NOT provided (default user enabled) 2024-05-01 09:25:45,197 Bokeh app running at: localhost:5006/main 2024-05-01 09:25:45,197 Starting Bokeh server with process id: 15076 2024-05-01 09:25:55,994 WebSocket connection opened 2024-05-01 09:25:55,994 ServerConnection created > Entering new CrewAgentExecutor chain... I need to delegate the task of writing the blog post of Trip to Shenzhen to the Blog Post Writer and ask them to include all the necessary details in the article. Action: Delegate work to co-worker Action Input: { "coworker": "Blog Post Writer", "task": "Write a blog post of Trip to Shenzhen", "context": "Please write a blog post about the recent trip to Shenzhen. Include details about the sights visited, the food tried, and the overall experience of the trip. The article should be under 100 words." } Title: Exploring the Vibrant City of Shenzhen Recently, I had the opportunity to visit the bustling city of Shenzhen, and it was truly a remarkable experience. From exploring the modern architecture of the Ping An Finance Centre to strolling through the vibrant streets of Huaqiangbei, every moment was filled with excitement. The local cuisine was a highlight of the trip, with delicious dishes such as dim sum and hot pot tantalizing my taste buds. Overall, my trip to Shenzhen was a perfect blend of culture, history, and gastronomy, leaving me with unforgettable memories to cherish. Can't wait to visit again! Final Answer: Title: Exploring the Vibrant City of Shenzhen Recently, I had the opportunity to visit the bustling city of Shenzhen, and it was truly a remarkable experience. From exploring the modern architecture of the Ping An Finance Centre to strolling through the vibrant streets of Huaqiangbei, every moment was filled with excitement. The local cuisine was a highlight of the trip, with delicious dishes such as dim sum and hot pot tantalizing my taste buds. Overall, my trip to Shenzhen was a perfect blend of culture, history, and gastronomy, leaving me with unforgettable memories to cherish. Can't wait to visit again! > Finished chain. > Entering new CrewAgentExecutor chain... I need to carefully review the blog post content and come up with specific comments for improvement to make it more viral on social media. Action: Delegate work to co-worker Action Input: {"coworker": "Blog Post Reviewer", "task": "Review blog post content for improvement suggestions", "context": "Title: Exploring the Vibrant City of Shenzhen - Recently, I had the opportunity to visit the bustling city of Shenzhen, and it was truly a remarkable experience. From exploring the modern architecture of the Ping An Finance Centre to strolling through the vibrant streets of Huaqiangbei, every moment was filled with excitement. The local cuisine was a highlight of the trip, with delicious dishes such as dim sum and hot pot tantalizing my taste buds. Overall, my trip to Shenzhen was a perfect blend of culture, history, and gastronomy, leaving me with unforgettable memories to cherish. Can't wait to visit again!"} Title: Exploring the Vibrant City of Shenzhen - Recently, I had the opportunity to visit the bustling city of Shenzhen, and it was truly a remarkable experience. From exploring the modern architecture of the Ping An Finance Centre to strolling through the vibrant streets of Huaqiangbei, every moment was filled with excitement. The local cuisine was a highlight of the trip, with delicious dishes such as dim sum and hot pot tantalizing my taste buds. Overall, my trip to Shenzhen was a perfect blend of culture, history, and gastronomy, leaving me with unforgettable memories to cherish. Can't wait to visit again! Review Comments: 1. Consider adding more specific details about the modern architecture of the Ping An Finance Centre. What aspects of the architecture stood out to you the most? 2. It would be helpful to include more information about the vibrant streets of Huaqiangbei. What unique shops or experiences did you encounter while strolling through the area? 3. Provide more descriptions of the local cuisine in Shenzhen. What made the dim sum and hot pot dishes you tried stand out from other places you have visited? 4. Expand on the cultural and historical aspects of your trip. Were there any particular landmarks or events that left a lasting impression on you? 5. Consider incorporating personal anecdotes or stories to make the article more engaging for readers. 6. End the article with a strong conclusion that summarizes your overall experience in Shenzhen and leaves readers with a lasting impression. Overall, the article has a good foundation but could benefit from more detailed descriptions and personal insights to enhance the reader's experience. Exception in thread Thread-3 (initiate_chat): Traceback (most recent call last): File "C:\Program Files\WindowsApps\PythonSoftwareFoundation.Python.3.12_3.12.1008.0_x64__qbz5n2kfra8p0\Lib\threading.py", line 1073, in _bootstrap_inner self.run() File "C:\Program Files\WindowsApps\PythonSoftwareFoundation.Python.3.12_3.12.1008.0_x64__qbz5n2kfra8p0\Lib\threading.py", line 1010, in run self._target(*self._args, **self._kwargs) File "D:\Dev\crewai_panel\main.py", line 43, in initiate_chat StartCrew(message) File "D:\Dev\crewai_panel\main.py", line 133, in StartCrew result = project_crew.kickoff() ^^^^^^^^^^^^^^^^^^^^^^ File "D:\Dev\crewai_panel\.venv\Lib\site-packages\crewai\crew.py", line 254, in kickoff result, manager_metrics = self._run_hierarchical_process() ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "D:\Dev\crewai_panel\.venv\Lib\site-packages\crewai\crew.py", line 329, in _run_hierarchical_process task_output = task.execute( ^^^^^^^^^^^^^ File "D:\Dev\crewai_panel\.venv\Lib\site-packages\crewai\task.py", line 173, in execute result = self._execute( ^^^^^^^^^^^^^^ File "D:\Dev\crewai_panel\.venv\Lib\site-packages\crewai\task.py", line 182, in _execute result = agent.execute_task( ^^^^^^^^^^^^^^^^^^^ File "D:\Dev\crewai_panel\.venv\Lib\site-packages\crewai\agent.py", line 221, in execute_task result = self.agent_executor.invoke( ^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "D:\Dev\crewai_panel\.venv\Lib\site-packages\langchain\chains\base.py", line 163, in invoke raise e File "D:\Dev\crewai_panel\.venv\Lib\site-packages\langchain\chains\base.py", line 153, in invoke self._call(inputs, run_manager=run_manager) File "D:\Dev\crewai_panel\.venv\Lib\site-packages\crewai\agents\executor.py", line 124, in _call next_step_output = self._take_next_step( ^^^^^^^^^^^^^^^^^^^^^ File "D:\Dev\crewai_panel\.venv\Lib\site-packages\langchain\agents\agent.py", line 1138, in _take_next_step [ File "D:\Dev\crewai_panel\.venv\Lib\site-packages\crewai\agents\executor.py", line 245, in _iter_next_step human_feedback = self._ask_human_input(output.return_values["output"]) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "D:\Dev\crewai_panel\main.py", line 21, in custom_ask_human_input chat_interface.send(prompt, user="assistant", respond=False) ^^^^^^^^^^^^^^ NameError: name 'chat_interface' is not defined === What should I do now? Thanks a lot!

Good proposals! Stay tuned!

Thanks

Thanks!

Thanks! I am glad that it is helpful for you!

Do you mean you want to have more customized input from the UI for setup the CrewAI workflow?

@@yeyulab missed this response. yeah, i've been messing around with streamlit to manage the task and agent attributes/prompts stored in a yaml file.

Thank you, I am glad it’s helpful!

Thank you!

Really, let me try it.

@@yeyulab Really appreciate it! Wait for your new video!

@@yeyulab The specific error I have encountered is 'LlavaProcessor' object has no attribute 'eos_token_id' and also apply_chat_template. Thanks!

Multi-agent apps like AutoGen/CrewAI can work more precisely and deterministically for a "workflow" task compared to a single-agent LLM app which you need to be extremely careful on prompt design.

Good luck! Let me know any questions when you are testing your project!

@@yeyulab thank you! currently having issues with the Groupchat and receiving function calling results (but i've successfully tackled function calling) dig in to the code due to the MSFT documentation not covering functions...

Sorry, what do you mean by that? "Openrouter Interface"?

I am using 0.2.16 of pyautogen. Normally it's not the library issue as the embedded system prompt has not been changed through these versions, I also observed repeatedly speaking of the writer sometimes during the test and it was mostly because the manager cannot fully follow the accumulated prompt constructed by Autogen due to the model capability. You can try to refine the "description" of the two agents to make the sequence more clear.

Function calling (or the tool usage) is a challenge for small LLMs, but it's possible and I will do that.

Yes, you can! The CrewAI uses LangChain as the foundation so multiple local deployment tools which integrated into LangChain like llama.cpp, HuggingFace's Transformers, or ollama are available and easy for use.

I am making that tutorial right now!

Thanks!

Not sure if they were saying their own opinions with a complete test. Like what I was tested in the video, it's terrible for code and math, but good for writing in a multi-agent system.