kcaverly / nexus-raven-v2-13b-gguf

A quantized 13B parameter language model from NexusFlow for SOTA zero-shot function calling

Cold

Public
178 runs
L40S
GitHub
Paper
License

Run with an API

Playground API Examples README Versions

Prediction

kcaverly/nexus-raven-v2-13b-gguf:adc42ab5943973f0ce05425376b2d5ff48eda3f5735ab3598cce028a54251b2f

Model

kcaverly/nexus-raven-v2-13b-gguf:adc42ab5

ljsylolbxfl3f3kuohlnznzgxi

Status

Succeeded

Source

Web

Hardware

A40 (Large)

Total duration

35.0s

Created

over 1 year ago

Input

prompt: Function: def get_weather_data(coordinates): """ Fetches weather data from the Open-Meteo API for the given latitude and longitude. Args: coordinates (tuple): The latitude of the location. Returns: float: The current temperature in the coordinates you've asked for """ Function: def get_coordinates_from_city(city_name): """ Fetches the latitude and longitude of a given city name using the Maps.co Geocoding API. Args: city_name (str): The name of the city. Returns: tuple: The latitude and longitude of the city. """ User Query: What is the weather like in Seattle right now?<human_end>
temperature: 0.001
max_new_tokens: -1

{
  "prompt": "Function:\ndef get_weather_data(coordinates):\n    \"\"\"\n    Fetches weather data from the Open-Meteo API for the given latitude and longitude.\n\n    Args:\n    coordinates (tuple): The latitude of the location.\n\n    Returns:\n    float: The current temperature in the coordinates you've asked for\n    \"\"\"\n\nFunction:\ndef get_coordinates_from_city(city_name):\n    \"\"\"\n    Fetches the latitude and longitude of a given city name using the Maps.co Geocoding API.\n\n    Args:\n    city_name (str): The name of the city.\n\n    Returns:\n    tuple: The latitude and longitude of the city.\n    \"\"\"\n\nUser Query: What is the weather like in Seattle right now?<human_end>",
  "temperature": 0.001,
  "max_new_tokens": -1
}

Install Replicate’s Node.js client library:

npm install replicate

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run kcaverly/nexus-raven-v2-13b-gguf using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "kcaverly/nexus-raven-v2-13b-gguf:adc42ab5943973f0ce05425376b2d5ff48eda3f5735ab3598cce028a54251b2f",
  {
    input: {
      prompt: "Function:\ndef get_weather_data(coordinates):\n    \"\"\"\n    Fetches weather data from the Open-Meteo API for the given latitude and longitude.\n\n    Args:\n    coordinates (tuple): The latitude of the location.\n\n    Returns:\n    float: The current temperature in the coordinates you've asked for\n    \"\"\"\n\nFunction:\ndef get_coordinates_from_city(city_name):\n    \"\"\"\n    Fetches the latitude and longitude of a given city name using the Maps.co Geocoding API.\n\n    Args:\n    city_name (str): The name of the city.\n\n    Returns:\n    tuple: The latitude and longitude of the city.\n    \"\"\"\n\nUser Query: What is the weather like in Seattle right now?<human_end>",
      temperature: 0.001,
      max_new_tokens: -1
    }
  }
);

console.log(output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Import the client:

import replicate

Run kcaverly/nexus-raven-v2-13b-gguf using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "kcaverly/nexus-raven-v2-13b-gguf:adc42ab5943973f0ce05425376b2d5ff48eda3f5735ab3598cce028a54251b2f",
    input={
        "prompt": "Function:\ndef get_weather_data(coordinates):\n    \"\"\"\n    Fetches weather data from the Open-Meteo API for the given latitude and longitude.\n\n    Args:\n    coordinates (tuple): The latitude of the location.\n\n    Returns:\n    float: The current temperature in the coordinates you've asked for\n    \"\"\"\n\nFunction:\ndef get_coordinates_from_city(city_name):\n    \"\"\"\n    Fetches the latitude and longitude of a given city name using the Maps.co Geocoding API.\n\n    Args:\n    city_name (str): The name of the city.\n\n    Returns:\n    tuple: The latitude and longitude of the city.\n    \"\"\"\n\nUser Query: What is the weather like in Seattle right now?<human_end>",
        "temperature": 0.001,
        "max_new_tokens": -1
    }
)

# The kcaverly/nexus-raven-v2-13b-gguf model can stream output as it's running.
# The predict method returns an iterator, and you can iterate over that output.
for item in output:
    # https://replicate.com/kcaverly/nexus-raven-v2-13b-gguf/api#output-schema
    print(item, end="")

To learn more, take a look at the guide on getting started with Python.

Run kcaverly/nexus-raven-v2-13b-gguf using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "adc42ab5943973f0ce05425376b2d5ff48eda3f5735ab3598cce028a54251b2f",
    "input": {
      "prompt": "Function:\\ndef get_weather_data(coordinates):\\n    \\"\\"\\"\\n    Fetches weather data from the Open-Meteo API for the given latitude and longitude.\\n\\n    Args:\\n    coordinates (tuple): The latitude of the location.\\n\\n    Returns:\\n    float: The current temperature in the coordinates you\'ve asked for\\n    \\"\\"\\"\\n\\nFunction:\\ndef get_coordinates_from_city(city_name):\\n    \\"\\"\\"\\n    Fetches the latitude and longitude of a given city name using the Maps.co Geocoding API.\\n\\n    Args:\\n    city_name (str): The name of the city.\\n\\n    Returns:\\n    tuple: The latitude and longitude of the city.\\n    \\"\\"\\"\\n\\nUser Query: What is the weather like in Seattle right now?<human_end>",
      "temperature": 0.001,
      "max_new_tokens": -1
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Output

Call: get_weather_data(coordinates=get_coordinates_from_city(city_name='Seattle')) Thought: The function call `get_weather_data(coordinates=get_coordinates_from_city(city_name='Seattle'))` answers the question "What is the weather like in Seattle right now?" by first fetching the latitude and longitude of Seattle using the Maps.co Geocoding API, and then using those coordinates to fetch the current temperature from the Open-Meteo API. Here's a step-by-step breakdown of what happens when you call this function: 1. The `get_coordinates_from_city` function is called with the argument `'Seattle'`. This function uses the Maps.co Geocoding API to fetch the latitude and longitude of Seattle. 2. The `get_weather_data` function is then called with the coordinates returned by `get_coordinates_from_city`. This function uses the Open-Meteo API to fetch the current temperature in the given coordinates. 3. The `get_weather_data` function returns the current temperature in the coordinates you've asked for. In this case, it will return the current temperature in Seattle. Therefore, the function call `get_weather_data(coordinates=get_coordinates_from_city(city_name='Seattle'))` answers the question "What is the weather like in Seattle right now?" by first fetching the latitude and longitude of Seattle using the Maps.co Geocoding API, and then using those coordinates to fetch the current temperature from the Open-Meteo API.

{
  "completed_at": "2023-12-11T18:40:39.574879Z",
  "created_at": "2023-12-11T18:40:04.552491Z",
  "data_removed": false,
  "error": null,
  "id": "ljsylolbxfl3f3kuohlnznzgxi",
  "input": {
    "prompt": "Function:\ndef get_weather_data(coordinates):\n    \"\"\"\n    Fetches weather data from the Open-Meteo API for the given latitude and longitude.\n\n    Args:\n    coordinates (tuple): The latitude of the location.\n\n    Returns:\n    float: The current temperature in the coordinates you've asked for\n    \"\"\"\n\nFunction:\ndef get_coordinates_from_city(city_name):\n    \"\"\"\n    Fetches the latitude and longitude of a given city name using the Maps.co Geocoding API.\n\n    Args:\n    city_name (str): The name of the city.\n\n    Returns:\n    tuple: The latitude and longitude of the city.\n    \"\"\"\n\nUser Query: What is the weather like in Seattle right now?<human_end>",
    "temperature": 0.001,
    "max_new_tokens": -1
  },
  "logs": "llama_print_timings:        load time =     158.92 ms\nllama_print_timings:      sample time =      52.20 ms /   370 runs   (    0.14 ms per token,  7087.99 tokens per second)\nllama_print_timings: prompt eval time =     158.68 ms /   183 tokens (    0.87 ms per token,  1153.29 tokens per second)\nllama_print_timings:        eval time =    7089.73 ms /   369 runs   (   19.21 ms per token,    52.05 tokens per second)\nllama_print_timings:       total time =    7997.34 ms",
  "metrics": {
    "predict_time": 8.011637,
    "total_time": 35.022388
  },
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  ],
  "started_at": "2023-12-11T18:40:31.563242Z",
  "status": "succeeded",
  "urls": {
    "stream": "https://streaming-api.svc.us.c.replicate.net/v1/predictions/ljsylolbxfl3f3kuohlnznzgxi",
    "get": "https://api.replicate.com/v1/predictions/ljsylolbxfl3f3kuohlnznzgxi",
    "cancel": "https://api.replicate.com/v1/predictions/ljsylolbxfl3f3kuohlnznzgxi/cancel"
  },
  "version": "adc42ab5943973f0ce05425376b2d5ff48eda3f5735ab3598cce028a54251b2f"
}

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