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The Task and Response are getting printed twice. Identify the issue and fix it with minimal code changes
❯ python memory1.py
22:27:18 - LiteLLM:DEBUG: http_handler.py:530 - Using AiohttpTransport...
[22:27:18] DEBUG [22:27:18] http_handler.py:530 DEBUG Using http_handler.py:530
AiohttpTransport...
22:27:18 - LiteLLM:DEBUG: http_handler.py:554 - Creating AiohttpTransport...
DEBUG [22:27:18] http_handler.py:554 DEBUG Creating http_handler.py:554
AiohttpTransport...
22:27:18 - LiteLLM:DEBUG: http_handler.py:530 - Using AiohttpTransport...
DEBUG [22:27:18] http_handler.py:530 DEBUG Using http_handler.py:530
AiohttpTransport...
22:27:18 - LiteLLM:DEBUG: http_handler.py:554 - Creating AiohttpTransport...
DEBUG [22:27:18] http_handler.py:554 DEBUG Creating http_handler.py:554
AiohttpTransport...
22:27:18 - LiteLLM:DEBUG: litellm_logging.py:169 - [Non-Blocking] Unable to import GenericAPILogger - LiteLLM Enterprise Feature - No module named 'litellm_enterprise'
DEBUG [22:27:18] litellm_logging.py:169 DEBUG litellm_logging.py:169
[Non-Blocking] Unable to import
GenericAPILogger - LiteLLM Enterprise Feature
- No module named 'litellm_enterprise'
22:27:18 - LiteLLM:DEBUG: transformation.py:17 - [Non-Blocking] Unable to import _ENTERPRISE_ResponsesSessionHandler - LiteLLM Enterprise Feature - No module named 'litellm_enterprise'
DEBUG [22:27:18] transformation.py:17 DEBUG transformation.py:17
[Non-Blocking] Unable to import
_ENTERPRISE_ResponsesSessionHandler - LiteLLM
Enterprise Feature - No module named
'litellm_enterprise'
22:27:18 - LiteLLM:DEBUG: http_handler.py:530 - Using AiohttpTransport...
DEBUG [22:27:18] http_handler.py:530 DEBUG Using http_handler.py:530
AiohttpTransport...
22:27:18 - LiteLLM:DEBUG: http_handler.py:554 - Creating AiohttpTransport...
DEBUG [22:27:18] http_handler.py:554 DEBUG Creating http_handler.py:554
AiohttpTransport...
22:27:18 - LiteLLM:DEBUG: http_handler.py:530 - Using AiohttpTransport...
DEBUG [22:27:18] http_handler.py:530 DEBUG Using http_handler.py:530
AiohttpTransport...
22:27:18 - LiteLLM:DEBUG: http_handler.py:554 - Creating AiohttpTransport...
DEBUG [22:27:18] http_handler.py:554 DEBUG Creating http_handler.py:554
AiohttpTransport...
[22:27:19] DEBUG [22:27:19] process.py:21 DEBUG === Initializing Process process.py:21
===
DEBUG [22:27:19] process.py:22 DEBUG Number of tasks: 1 process.py:22
DEBUG [22:27:19] process.py:23 DEBUG Number of agents: 1 process.py:23
DEBUG [22:27:19] process.py:24 DEBUG Manager LLM: gpt-4o process.py:24
DEBUG [22:27:19] process.py:25 DEBUG Verbose mode: 0 process.py:25
DEBUG [22:27:19] process.py:26 DEBUG Max iterations: 10 process.py:26
[22:27:20] DEBUG [22:27:20] agent.py:1050 DEBUG Agent.chat parameters: { agent.py:1050
"prompt": "\nYou need to do the following task: Write
a blog post about AI trends in 1 paragraph.\nExpected
Outpu...",
"temperature": 0.2,
"tools": null,
"output_json": null,
"output_pydantic": null,
"reasoning_steps": false,
"agent_name": "Agent",
"agent_role": "Blog Writer",
"agent_goal": "Write a blog post about AI"
}
INFO [22:27:20] llm.py:296 INFO Getting response from llm.py:296
openai/gpt-4o-mini
DEBUG [22:27:20] llm.py:324 DEBUG LLM instance configuration: { llm.py:324
"model": "openai/gpt-4o-mini",
"timeout": null,
"temperature": 0.7,
"top_p": null,
"n": null,
"max_tokens": 2000,
"presence_penalty": null,
"frequency_penalty": null,
"logit_bias": null,
"response_format": null,
"seed": null,
"logprobs": null,
"top_logprobs": null,
"api_version": null,
"stop_phrases": null,
"api_key": "***",
"base_url": null,
"verbose": true,
"markdown": true,
"self_reflect": false,
"max_reflect": 3,
"min_reflect": 1,
"reasoning_steps": false
}
DEBUG [22:27:20] llm.py:345 DEBUG get_response parameters: { llm.py:345
"prompt": "\nYou need to do the following task: Write a
blog post about AI trends in 1 paragraph.\nExpected
Outpu...",
"system_prompt": "Expert at writing blog posts\n\nYour
Role: Blog Writer\n\nYour Goal: Write a blog post about
AI",
"chat_history": null,
"temperature": 0.2,
"tools": null,
"output_json": null,
"output_pydantic": null,
"verbose": true,
"markdown": true,
"self_reflect": false,
"max_reflect": 3,
"min_reflect": 1,
"agent_name": "Agent",
"agent_role": "Blog Writer",
"agent_tools": [],
"kwargs": "{'reasoning_steps': False}"
}
╭─ Agent Info ──────────────────────────────────────────────────────────────────────────╮
│ │
│ 👤 Agent: Agent │
│ Role: Blog Writer │
│ │
╰───────────────────────────────────────────────────────────────────────────────────────╯
╭───────────────────────────────────── Instruction ─────────────────────────────────────╮
│ Agent Agent is processing prompt: │
│ You need to do the following task: Write a blog post about AI trends in 1 paragraph. │
│ Expected Output: Well-written blog post about AI trends. │
│ │
│ │
│ Relevant memory context: │
│ Short-term Memory Context │
│ ========================= │
│ │
│ • As we move further into 2024, several key trends in artificial intelligence are │
│ shaping the landscape of technology and business. One of the most... │
│ │
│ Long-term Memory Context │
│ ======================== │
│ │
│ • As we move further into 2024, several key trends in artificial intelligence are │
│ shaping the landscape of technology and business. One of the most significant trends │
│ is the rise of generative AI, which is revolutionizing content creation across │
│ various mediums, from text and images to music and video, thereby enhancing │
│ creativity and efficiency for businesses. Additionally, the focus on AI ethics and │
│ governance is intensifying, with organizations prioritizing responsible practices to │
│ mitigate bias and ensure transparency in AI applications. The integration of AI with │
│ edge computing is also gaining traction, facilitating real-time data processing and │
│ decision-making at the source, particularly beneficial for IoT applications. │
│ Furthermore, advancements in natural language processing are making AI more │
│ conversational and accessible, leading to improved customer interactions and support │
│ systems. As these trends continue to evolve, they promise to redefine industries and │
│ enhance the way we live and work. (Memory record: As we move further into 2024, │
│ several key trends in artificial intelligence are shaping the landscape of technology │
│ and business. One of the most significant trends is the rise of generative AI, which │
│ is revolutionizing content creation across various mediums, from text and images to │
│ music and video, thereby enhancing creativity and efficiency for businesses. │
│ Additionally, the focus on AI ethics and governance is intensifying, with │
│ organizations prioritizing responsible practices to mitigate bias and ensure │
│ transparency in AI applications. The integration of AI with edge computing is also │
│ gaining traction, facilitating real-time data processing and decision-making at the │
│ source, particularly beneficial for IoT applications. Furthermore, advancements in │
│ natural language processing are making AI more conversational and accessible, leading │
│ to improved customer interactions and support systems. As these trends continue to │
│ evolve, they promise to redefine industries and enhance the way we live and │
│ work.)Please provide only the final result of your work. Do not add any conversation │
│ or extra explanation. │
╰───────────────────────────────────────────────────────────────────────────────────────╯
DEBUG [22:27:20] main.py:224 DEBUG Empty content in main.py:224
display_generating, returning early
╭───────────────────────────────── Generating... 2.8s ──────────────────────────────────╮
│ As we move further into 2024, several key trends in artificial intelligence are │
│ shaping the landscape of technology and business. One of the most significant trends │
│ is the rise of generative AI, which is revolutionizing content creation across │
│ various mediums, from text and images to music and video, thereby enhancing │
│ creativity and efficiency for businesses. Additionally, the focus on AI ethics and │
│ governance is intensifying, with organizations prioritizing responsible practices to │
│ mitigate bias and ensure transparency in AI applications. The integration of AI with │
│ edge computing is also gaining traction, facilitating real-time data processing and │
│ decision-making at the source, particularly beneficial for IoT applications. │
│ Furthermore, advancements in natural language processing are making AI more │
│ conversational and accessible, leading to improved customer interactions and support │
│ systems. As these trends continue to evolve, they promise to redefine industries and │
│ enhance the way we live and work. │
╰───────────────────────────────────────────────────────────────────────────────────────╯
Response generated in 5.4s
╭──────────────────────────────────────── Task ─────────────────────────────────────────╮
│ You need to do the following task: Write a blog post about AI trends in 1 paragraph. │
│ Expected Output: Well-written blog post about AI trends. │
│ │
│ ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │
│ ┃ Relevant memory context: Short-term Memory Context ┃ │
│ ┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛ │
│ │
│ • As we move further into 2024, several key trends in artificial intelligence are │
│ shaping the landscape of technology and business. One of the most... │
│ │
│ ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │
│ ┃ Long-term Memory Context ┃ │
│ ┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛ │
│ │
│ • As we move further into 2024, several key trends in artificial intelligence are │
│ shaping the landscape of technology and business. One of the most significant trends │
│ is the rise of generative AI, which is revolutionizing content creation across │
│ various mediums, from text and images to music and video, thereby enhancing │
│ creativity and efficiency for businesses. Additionally, the focus on AI ethics and │
│ governance is intensifying, with organizations prioritizing responsible practices to │
│ mitigate bias and ensure transparency in AI applications. The integration of AI with │
│ edge computing is also gaining traction, facilitating real-time data processing and │
│ decision-making at the source, particularly beneficial for IoT applications. │
│ Furthermore, advancements in natural language processing are making AI more │
│ conversational and accessible, leading to improved customer interactions and support │
│ systems. As these trends continue to evolve, they promise to redefine industries and │
│ enhance the way we live and work. (Memory record: As we move further into 2024, │
│ several key trends in artificial intelligence are shaping the landscape of technology │
│ and business. One of the most significant trends is the rise of generative AI, which │
│ is revolutionizing content creation across various mediums, from text and images to │
│ music and video, thereby enhancing creativity and efficiency for businesses. │
│ Additionally, the focus on AI ethics and governance is intensifying, with │
│ organizations prioritizing responsible practices to mitigate bias and ensure │
│ transparency in AI applications. The integration of AI with edge computing is also │
│ gaining traction, facilitating real-time data processing and decision-making at the │
│ source, particularly beneficial for IoT applications. Furthermore, advancements in │
│ natural language processing are making AI more conversational and accessible, leading │
│ to improved customer interactions and support systems. As these trends continue to │
│ evolve, they promise to redefine industries and enhance the way we live and │
│ work.)Please provide only the final result of your work. Do not add any conversation │
│ or extra explanation. │
╰───────────────────────────────────────────────────────────────────────────────────────╯
╭────────────────────────────────────── Response ───────────────────────────────────────╮
│ As we move further into 2024, several key trends in artificial intelligence are │
│ shaping the landscape of technology and business. One of the most significant trends │
│ is the rise of generative AI, which is revolutionizing content creation across │
│ various mediums, from text and images to music and video, thereby enhancing │
│ creativity and efficiency for businesses. Additionally, the focus on AI ethics and │
│ governance is intensifying, with organizations prioritizing responsible practices to │
│ mitigate bias and ensure transparency in AI applications. The integration of AI with │
│ edge computing is also gaining traction, facilitating real-time data processing and │
│ decision-making at the source, particularly beneficial for IoT applications. │
│ Furthermore, advancements in natural language processing are making AI more │
│ conversational and accessible, leading to improved customer interactions and support │
│ systems. As these trends continue to evolve, they promise to redefine industries and │
│ enhance the way we live and work. │
╰───────────────────────────────────────────────────────────────────────────────────────╯
Response generated in 5.4s
╭──────────────────────────────────────── Task ─────────────────────────────────────────╮
│ You need to do the following task: Write a blog post about AI trends in 1 paragraph. │
│ Expected Output: Well-written blog post about AI trends. │
│ │
│ ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │
│ ┃ Relevant memory context: Short-term Memory Context ┃ │
│ ┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛ │
│ │
│ • As we move further into 2024, several key trends in artificial intelligence are │
│ shaping the landscape of technology and business. One of the most... │
│ │
│ ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │
│ ┃ Long-term Memory Context ┃ │
│ ┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛ │
│ │
│ • As we move further into 2024, several key trends in artificial intelligence are │
│ shaping the landscape of technology and business. One of the most significant trends │
│ is the rise of generative AI, which is revolutionizing content creation across │
│ various mediums, from text and images to music and video, thereby enhancing │
│ creativity and efficiency for businesses. Additionally, the focus on AI ethics and │
│ governance is intensifying, with organizations prioritizing responsible practices to │
│ mitigate bias and ensure transparency in AI applications. The integration of AI with │
│ edge computing is also gaining traction, facilitating real-time data processing and │
│ decision-making at the source, particularly beneficial for IoT applications. │
│ Furthermore, advancements in natural language processing are making AI more │
│ conversational and accessible, leading to improved customer interactions and support │
│ systems. As these trends continue to evolve, they promise to redefine industries and │
│ enhance the way we live and work. (Memory record: As we move further into 2024, │
│ several key trends in artificial intelligence are shaping the landscape of technology │
│ and business. One of the most significant trends is the rise of generative AI, which │
│ is revolutionizing content creation across various mediums, from text and images to │
│ music and video, thereby enhancing creativity and efficiency for businesses. │
│ Additionally, the focus on AI ethics and governance is intensifying, with │
│ organizations prioritizing responsible practices to mitigate bias and ensure │
│ transparency in AI applications. The integration of AI with edge computing is also │
│ gaining traction, facilitating real-time data processing and decision-making at the │
│ source, particularly beneficial for IoT applications. Furthermore, advancements in │
│ natural language processing are making AI more conversational and accessible, leading │
│ to improved customer interactions and support systems. As these trends continue to │
│ evolve, they promise to redefine industries and enhance the way we live and │
│ work.)Please provide only the final result of your work. Do not add any conversation │
│ or extra explanation. │
╰───────────────────────────────────────────────────────────────────────────────────────╯
╭────────────────────────────────────── Response ───────────────────────────────────────╮
│ As we move further into 2024, several key trends in artificial intelligence are │
│ shaping the landscape of technology and business. One of the most significant trends │
│ is the rise of generative AI, which is revolutionizing content creation across │
│ various mediums, from text and images to music and video, thereby enhancing │
│ creativity and efficiency for businesses. Additionally, the focus on AI ethics and │
│ governance is intensifying, with organizations prioritizing responsible practices to │
│ mitigate bias and ensure transparency in AI applications. The integration of AI with │
│ edge computing is also gaining traction, facilitating real-time data processing and │
│ decision-making at the source, particularly beneficial for IoT applications. │
│ Furthermore, advancements in natural language processing are making AI more │
│ conversational and accessible, leading to improved customer interactions and support │
│ systems. As these trends continue to evolve, they promise to redefine industries and │
│ enhance the way we live and work. │
╰───────────────────────────────────────────────────────────────────────────────────────╯
[22:27:25] DEBUG [22:27:25] agent.py:1120 DEBUG Agent.chat completed in agent.py:1120
5.39 seconds
❯
output showed above , its using llm.py when using litellm
litellm or llm_config
Code below
from praisonaiagents import Agent, Task, PraisonAIAgents
import os
from dotenv import load_dotenv
load_dotenv()
llm_config = {
"model": "openai/gpt-4o-mini",
"api_key": os.getenv('OPENAI_API_KEY'),
"temperature": 0.7,
"max_tokens": 2000
}
blog_agent = Agent(
role="Blog Writer",
goal="Write a blog post about AI",
backstory="Expert at writing blog posts",
llm=llm_config,
)
blog_task = Task(
description="Write a blog post about AI trends in 1 paragraph",
expected_output="Well-written blog post about AI trends",
agent=blog_agent
)
agents = PraisonAIAgents(
agents=[blog_agent],
tasks=[blog_task],
memory=True
)
result = agents.start()
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