Umsebenzi Ukufowuna

import json
from openai import OpenAI

client = OpenAI(api_key="YOUR_API_KEY", base_url="https://api.shannon-ai.com/v1")

tools = [{
    "type": "function",
    "function": {
        "name": "get_weather",
        "description": "Get the current weather for a city.",
        "parameters": {
            "type": "object",
            "properties": {
                "city": {"type": "string", "description": "City name, for example Paris"},
                "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
            },
            "required": ["city"],
        },
    },
}]

def get_weather(city, unit="celsius"):
    # Your code: ask a weather service here.
    return {"city": city, "temperature": 18, "unit": unit, "conditions": "cloudy"}

messages = [{"role": "user", "content": "What is the weather in Paris right now?"}]
answer = None

for _ in range(5):  # the API sets no limit on rounds: set your own
    response = client.chat.completions.create(
        model="Kimi-K3-3BIT-REAP",
        messages=messages,
        tools=tools,
    )
    choice = response.choices[0]
    if choice.finish_reason != "tool_calls":
        answer = choice.message.content
        break

    messages.append(choice.message)  # the assistant turn with its tool_calls
    for call in choice.message.tool_calls:
        args = json.loads(call.function.arguments)  # arguments is a JSON string
        result = get_weather(**args)
        messages.append({
            "role": "tool",
            "tool_call_id": call.id,
            "content": json.dumps(result),
        })

print(answer)

import OpenAI from "openai";

const client = new OpenAI({ apiKey: "YOUR_API_KEY", baseURL: "https://api.shannon-ai.com/v1" });

const tools = [{
  type: "function",
  function: {
    name: "get_weather",
    description: "Get the current weather for a city.",
    parameters: {
      type: "object",
      properties: {
        city: { type: "string", description: "City name, for example Paris" },
        unit: { type: "string", enum: ["celsius", "fahrenheit"] },
      },
      required: ["city"],
    },
  },
}];

// Your code: ask a weather service here.
function getWeather({ city, unit = "celsius" }) {
  return { city, temperature: 18, unit, conditions: "cloudy" };
}

const messages = [{ role: "user", content: "What is the weather in Paris right now?" }];
let answer = null;

// The API sets no limit on rounds: set your own.
for (let round = 0; round < 5; round++) {
  const response = await client.chat.completions.create({
    model: "Kimi-K3-3BIT-REAP",
    messages,
    tools,
  });
  const choice = response.choices[0];
  if (choice.finish_reason !== "tool_calls") {
    answer = choice.message.content;
    break;
  }

  messages.push(choice.message); // the assistant turn with its tool_calls
  for (const call of choice.message.tool_calls) {
    const args = JSON.parse(call.function.arguments); // arguments is a JSON string
    messages.push({
      role: "tool",
      tool_call_id: call.id,
      content: JSON.stringify(getWeather(args)),
    });
  }
}

console.log(answer);

# 1. Send the conversation with the tools.
curl https://api.shannon-ai.com/v1/chat/completions \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "Kimi-K3-3BIT-REAP",
    "messages": [
      {"role": "user", "content": "What is the weather in Paris right now?"}
    ],
    "tools": [{
      "type": "function",
      "function": {
        "name": "get_weather",
        "description": "Get the current weather for a city.",
        "parameters": {
          "type": "object",
          "properties": {
            "city": {"type": "string", "description": "City name, for example Paris"},
            "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]}
          },
          "required": ["city"]
        }
      }
    }]
  }'

# 2. Run the function yourself, then send the assistant turn and the result.
#    Use the id of the call you received.
curl https://api.shannon-ai.com/v1/chat/completions \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "Kimi-K3-3BIT-REAP",
    "messages": [
      {"role": "user", "content": "What is the weather in Paris right now?"},
      {"role": "assistant", "content": null, "tool_calls": [{
        "id": "call_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
        "type": "function",
        "function": {"name": "get_weather", "arguments": "{\"city\":\"Paris\"}"}
      }]},
      {"role": "tool", "tool_call_id": "call_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
       "content": "{\"city\":\"Paris\",\"temperature\":18,\"unit\":\"celsius\",\"conditions\":\"cloudy\"}"}
    ],
    "tools": [{
      "type": "function",
      "function": {
        "name": "get_weather",
        "description": "Get the current weather for a city.",
        "parameters": {
          "type": "object",
          "properties": {
            "city": {"type": "string", "description": "City name, for example Paris"},
            "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]}
          },
          "required": ["city"]
        }
      }
    }]
  }'

{
  "type": "function",
  "function": {
    "name": "get_weather",
    "description": "Get the current weather for a city.",
    "parameters": {
      "type": "object",
      "properties": {
        "city": {
          "type": "string",
          "description": "City name, for example Paris"
        },
        "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]}
      },
      "required": ["city"]
    }
  }
}

{
  "type": "function",
  "name": "get_weather",
  "description": "Get the current weather for a city.",
  "parameters": {
    "type": "object",
    "properties": {
      "city": {
        "type": "string",
        "description": "City name, for example Paris"
      },
      "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]}
    },
    "required": ["city"]
  }
}

{
  "name": "get_weather",
  "description": "Get the current weather for a city.",
  "input_schema": {
    "type": "object",
    "properties": {
      "city": {
        "type": "string",
        "description": "City name, for example Paris"
      },
      "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]}
    },
    "required": ["city"]
  }
}

{
  "finish_reason": "tool_calls",
  "message": {
    "role": "assistant",
    "content": null,
    "tool_calls": [
      {
        "id": "call_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
        "type": "function",
        "function": {
          "name": "get_weather",
          "arguments": "{\"city\":\"Paris\"}"
        }
      }
    ]
  }
}

{
  "output": [
    {
      "id": "fc_3d2c1b0a9f8e4d7c6b5a4f3e2d1c0b9a",
      "type": "function_call",
      "call_id": "call_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
      "name": "get_weather",
      "arguments": "{\"city\":\"Paris\"}",
      "status": "completed"
    }
  ]
}

{
  "stop_reason": "tool_use",
  "content": [
    {
      "type": "tool_use",
      "id": "toolu_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
      "name": "get_weather",
      "input": {"city": "Paris"}
    }
  ]
}

{
  "messages": [
    {"role": "user", "content": "What is the weather in Paris right now?"},
    {
      "role": "assistant",
      "content": null,
      "tool_calls": [
        {
          "id": "call_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
          "type": "function",
          "function": {
            "name": "get_weather",
            "arguments": "{\"city\":\"Paris\"}"
          }
        }
      ]
    },
    {
      "role": "tool",
      "tool_call_id": "call_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
      "content": "{\"city\":\"Paris\",\"temperature\":18,\"unit\":\"celsius\",\"conditions\":\"cloudy\"}"
    }
  ]
}

{
  "input": [
    {"role": "user", "content": "What is the weather in Paris right now?"},
    {
      "type": "function_call",
      "call_id": "call_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
      "name": "get_weather",
      "arguments": "{\"city\":\"Paris\"}"
    },
    {
      "type": "function_call_output",
      "call_id": "call_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
      "output": "{\"city\":\"Paris\",\"temperature\":18,\"unit\":\"celsius\",\"conditions\":\"cloudy\"}"
    }
  ]
}

{
  "messages": [
    {"role": "user", "content": "What is the weather in Paris right now?"},
    {
      "role": "assistant",
      "content": [
        {
          "type": "tool_use",
          "id": "toolu_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
          "name": "get_weather",
          "input": {"city": "Paris"}
        }
      ]
    },
    {
      "role": "user",
      "content": [
        {
          "type": "tool_result",
          "tool_use_id": "toolu_9f1c2ab34d5e4f60a7b8c9d0e1f2a3b4",
          "content": "{\"city\":\"Paris\",\"temperature\":18,\"unit\":\"celsius\",\"conditions\":\"cloudy\"}"
        }
      ]
    }
  ]
}