रेस्पॉन्स स्कीमा

from dedalus_labs import Dedalus, DedalusRunner

client = Dedalus(api_key="YOUR_API_KEY")
runner = DedalusRunner(client)

def get_weather(location: str) -> str:
    """किसी स्थान के लिए वर्तमान मौसम प्राप्त करें।"""
    return f"The weather in {location} is sunny and 72°F"

result = runner.run(
    input="What's the weather like in San Francisco?",
    tools=[get_weather],
    model="openai/gpt-5-nano",
    max_steps=5
)

# Access result properties
print(result.final_output)   # "The weather in San Francisco is sunny and 72°F"
print(result.steps_used)     # e.g., 2
print(result.tools_called)   # ["get_weather"]
print(result.tool_results)   # [{"name": "get_weather", "result": "The weather...", "step": 1}]

import json

# Print the full conversation history
for msg in result.messages:
    role = msg.get("role")
    content = msg.get("content", "")

    if role == "user":
        print(f"User: {content}")
    elif role == "assistant":
        if msg.get("tool_calls"):
            tools = [tc["function"]["name"] for tc in msg["tool_calls"]]
            print(f"Assistant: [calling {', '.join(tools)}]")
        else:
            print(f"Assistant: {content}")
    elif role == "tool":
        print(f"Tool Result: {content[:100]}...")

# Store message history to JSON for logging/debugging
with open("conversation_log.json", "w") as f:
    json.dump(result.messages, f, indent=2)

# Continue the conversation with message history
follow_up = runner.run(
    messages=result.to_input_list(),  # पिछला वार्तालाप पास करें
    input="What about New York?",      # Add new user message
    tools=[get_weather],
    model="openai/gpt-5-nano"
)

{
  "final_output": "The weather in San Francisco is sunny and 72°F",
  "tool_results": [
    {
      "name": "get_weather",
      "result": "The weather in San Francisco is sunny and 72°F",
      "step": 1
    }
  ],
  "steps_used": 2,
  "tools_called": ["get_weather"],
  "messages": [
    { "role": "user", "content": "सैन फ्रांसिस्को में मौसम कैसा है?" },
    {
      "role": "assistant",
      "tool_calls": [
        {
          "id": "call_abc123",
          "type": "function",
          "function": {
            "name": "get_weather",
            "arguments": "{\"location\": \"San Francisco\"}"
          }
        }
      ]
    },
    {
      "role": "tool",
      "tool_call_id": "call_abc123",
      "content": "The weather in San Francisco is sunny and 72°F"
    },
    {
      "role": "assistant",
      "content": "The weather in San Francisco is sunny and 72°F"
    }
  ],
  "intents": null
}

{
  "id": "chatcmpl-abc123",
  "object": "chat.completion",
  "created": 1677652288,
  "model": "openai/gpt-5-nano",
  "choices": [
    {
      "index": 0,
      "message": {
        "role": "assistant",
        "content": "Hello! I'm doing well, thank you for asking."
      },
      "finish_reason": "stop"
    }
  ],
  "usage": {
    "prompt_tokens": 13,
    "completion_tokens": 12,
    "total_tokens": 25
  }
}

{
  "id": "chatcmpl-abc123",
  "object": "chat.completion.chunk",
  "created": 1677652288,
  "model": "openai/gpt-5-nano",
  "choices": [
    {
      "index": 0,
      "delta": {
        "content": "Hello"
      },
      "finish_reason": null
    }
  ]
}

{
  "object": "list",
  "data": [
    {
      "object": "embedding",
      "embedding": [0.0023064255, -0.009327292, -0.0028842222],
      "index": 0
    }
  ],
  "model": "openai/text-embedding-3-small",
  "usage": {
    "prompt_tokens": 8,
    "total_tokens": 8
  }
}

{
  "object": "list",
  "data": [
    {
      "id": "openai/gpt-4o",
      "provider": "openai",
      "created_at": "1970-01-01T00:00:00Z",
      "display_name": null,
      "description": null,
      "capabilities": {
        "text": true,
        "vision": null,
        "image_generation": null,
        "audio": null,
        "tools": null,
        "structured_output": null,
        "streaming": null,
        "thinking": null,
        "input_token_limit": null,
        "output_token_limit": null
      },
      "provider_info": {
        "status": "enabled",
        "upstream_api": "openai/chat/completions"
      }
    },
    {
      "id": "openai/o1",
      "provider": "openai",
      "created_at": "1970-01-01T00:00:00Z",
      "capabilities": {
        "text": true,
        "thinking": true
      },
      "provider_info": {
        "status": "enabled",
        "upstream_api": "openai/chat/completions"
      }
    },
    {
      "id": "anthropic/claude-opus-4-5",
      "provider": "anthropic",
      "created_at": "1970-01-01T00:00:00Z",
      "capabilities": {
        "text": true,
        "vision": true,
        "tools": true
      },
      "provider_info": {
        "status": "enabled",
        "upstream_api": "anthropic/messages"
      }
    }
  ]
}

{
  "created": 1677652288,
  "data": [
    {
      "url": "https://images.example.com/abc123.png",
      "revised_prompt": "A cute baby sea otter floating on its back in calm blue water"
    }
  ]
}

{
  "text": "Hello, this is a test of audio transcription."
}

{
  "text": "Hello, this is a test of audio translation."
}

{
  "error": {
    "message": "अमान्य API कुंजी प्रदान की गई",
    "type": "authentication_error",
    "code": "invalid_api_key"
  }
}