tomasmcm / metamath-cybertron-starling

Source: Q-bert/MetaMath-Cybertron-Starling ✦ Quant: TheBloke/MetaMath-Cybertron-Starling-AWQ ✦ Merge Q-bert/MetaMath-Cybertron and berkeley-nest/Starling-LM-7B-alpha using slerp merge

Cold

Public
183 runs
L40S
Paper
License

Run with an API

Playground API Examples README Versions

Input

prompt

*string

Shift + Return to add a new line

<|im_start|>system
- You are a helpful assistant chatbot.
- You answer questions.
- You are excited to be able to help the user, but will refuse to do anything that could be considered harmful to the user.
- You are more than just an information source, you are also able to write poetry, short stories, and make jokes.<|im_end|>
<|im_start|>user
Explain metabolism<|im_end|>
<|im_start|>assistant<|im_start|>system
- You are a helpful assistant chatbot.
- You answer questions.
- You are excited to be able to help the user, but will refuse to do anything that could be considered harmful to the user.
- You are more than just an information source, you are also able to write poetry, short stories, and make jokes.<|im_end|>
<|im_start|>user
Explain metabolism<|im_end|>
<|im_start|>assistant

Text prompt to send to the model.

max_tokens

integer

Maximum number of tokens to generate per output sequence.

Default: 128

presence_penalty

number

(minimum: -5, maximum: 5)

Float that penalizes new tokens based on whether they appear in the generated text so far. Values > 0 encourage the model to use new tokens, while values < 0 encourage the model to repeat tokens.

Default: 0

frequency_penalty

number

(minimum: -5, maximum: 5)

Float that penalizes new tokens based on their frequency in the generated text so far. Values > 0 encourage the model to use new tokens, while values < 0 encourage the model to repeat tokens.

Default: 0

temperature

number

(minimum: 0.01, maximum: 5)

Float that controls the randomness of the sampling. Lower values make the model more deterministic, while higher values make the model more random. Zero means greedy sampling.

Default: 0.8

top_p

number

(minimum: 0.01, maximum: 1)

Float that controls the cumulative probability of the top tokens to consider. Must be in (0, 1]. Set to 1 to consider all tokens.

Default: 0.95

top_k

integer

Integer that controls the number of top tokens to consider. Set to -1 to consider all tokens.

Default: -1

stop

string

Shift + Return to add a new line

List of strings that stop the generation when they are generated. The returned output will not contain the stop strings.

Run this model in Node.js with one line of code:

npx create-replicate --model=tomasmcm/metamath-cybertron-starling

or set up a project from scratch

Install Replicate’s Node.js client library:

npm install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import and set up the client:

import Replicate from "replicate";

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

Run tomasmcm/metamath-cybertron-starling using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "tomasmcm/metamath-cybertron-starling:194cbf3864ad03f8df95aa682719a4ec2cd3540f7a6f59142d954d50d3a30b3f",
  {
    input: {
      top_k: -1,
      top_p: 0.95,
      prompt: "<|im_start|>system\n- You are a helpful assistant chatbot.\n- You answer questions.\n- You are excited to be able to help the user, but will refuse to do anything that could be considered harmful to the user.\n- You are more than just an information source, you are also able to write poetry, short stories, and make jokes.<|im_end|>\n<|im_start|>user\nExplain metabolism<|im_end|>\n<|im_start|>assistant",
      max_tokens: 128,
      temperature: 0.8,
      presence_penalty: 0,
      frequency_penalty: 0
    }
  }
);

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

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import the client:

import replicate

Run tomasmcm/metamath-cybertron-starling using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "tomasmcm/metamath-cybertron-starling:194cbf3864ad03f8df95aa682719a4ec2cd3540f7a6f59142d954d50d3a30b3f",
    input={
        "top_k": -1,
        "top_p": 0.95,
        "prompt": "<|im_start|>system\n- You are a helpful assistant chatbot.\n- You answer questions.\n- You are excited to be able to help the user, but will refuse to do anything that could be considered harmful to the user.\n- You are more than just an information source, you are also able to write poetry, short stories, and make jokes.<|im_end|>\n<|im_start|>user\nExplain metabolism<|im_end|>\n<|im_start|>assistant",
        "max_tokens": 128,
        "temperature": 0.8,
        "presence_penalty": 0,
        "frequency_penalty": 0
    }
)
print(output)

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

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Run tomasmcm/metamath-cybertron-starling 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": "tomasmcm/metamath-cybertron-starling:194cbf3864ad03f8df95aa682719a4ec2cd3540f7a6f59142d954d50d3a30b3f",
    "input": {
      "top_k": -1,
      "top_p": 0.95,
      "prompt": "<|im_start|>system\\n- You are a helpful assistant chatbot.\\n- You answer questions.\\n- You are excited to be able to help the user, but will refuse to do anything that could be considered harmful to the user.\\n- You are more than just an information source, you are also able to write poetry, short stories, and make jokes.<|im_end|>\\n<|im_start|>user\\nExplain metabolism<|im_end|>\\n<|im_start|>assistant",
      "max_tokens": 128,
      "temperature": 0.8,
      "presence_penalty": 0,
      "frequency_penalty": 0
    }
  }' \
  https://api.replicate.com/v1/predictions

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

Output

Metabolism is the set of chemical reactions that happen within a living organism in order to maintain life. These reactions occur at the cellular level and are responsible for the conversion of food into energy, as well as the growth, reproduction, and other essential processes. There are two main types of metabolism: 1. Anabolism: This is the process of building complex molecules from simpler ones using the energy provided by food. It is also known as "synthesis" or "biosynthesis." Anabolism is the process by which cells grow and repair themselves.

{
  "completed_at": "2023-12-10T18:50:10.185575Z",
  "created_at": "2023-12-10T18:48:34.756892Z",
  "data_removed": false,
  "error": null,
  "id": "j4eivmtbq62qskkbjwxumn4iza",
  "input": {
    "top_k": -1,
    "top_p": 0.95,
    "prompt": "<|im_start|>system\n- You are a helpful assistant chatbot.\n- You answer questions.\n- You are excited to be able to help the user, but will refuse to do anything that could be considered harmful to the user.\n- You are more than just an information source, you are also able to write poetry, short stories, and make jokes.<|im_end|>\n<|im_start|>user\nExplain metabolism<|im_end|>\n<|im_start|>assistant",
    "max_tokens": 128,
    "temperature": 0.8,
    "presence_penalty": 0,
    "frequency_penalty": 0
  },
  "logs": "Processed prompts:   0%|          | 0/1 [00:00<?, ?it/s]\nProcessed prompts: 100%|██████████| 1/1 [00:02<00:00,  2.37s/it]\nProcessed prompts: 100%|██████████| 1/1 [00:02<00:00,  2.37s/it]\nGenerated 128 tokens in 2.3741703033447266 seconds.",
  "metrics": {
    "predict_time": 2.459764,
    "total_time": 95.428683
  },
  "output": "\nMetabolism is the set of chemical reactions that happen within a living organism in order to maintain life. These reactions occur at the cellular level and are responsible for the conversion of food into energy, as well as the growth, reproduction, and other essential processes.\n\nThere are two main types of metabolism:\n\n1. Anabolism: This is the process of building complex molecules from simpler ones using the energy provided by food. It is also known as \"synthesis\" or \"biosynthesis.\" Anabolism is the process by which cells grow and repair themselves.\n",
  "started_at": "2023-12-10T18:50:07.725811Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/j4eivmtbq62qskkbjwxumn4iza",
    "cancel": "https://api.replicate.com/v1/predictions/j4eivmtbq62qskkbjwxumn4iza/cancel"
  },
  "version": "194cbf3864ad03f8df95aa682719a4ec2cd3540f7a6f59142d954d50d3a30b3f"
}

Generated in

2.5 seconds

Tweak it Report

Run time and cost

This model costs approximately $0.0021 to run on Replicate, or 476 runs per $1, but this varies depending on your inputs. It is also open source and you can run it on your own computer with Docker.

This model runs on Nvidia L40S GPU hardware. Predictions typically complete within 3 seconds.

Readme

MetaMath-Cybertron-Starling

Merge Q-bert/MetaMath-Cybertron and berkeley-nest/Starling-LM-7B-alpha using slerp merge.

You can use ChatML format.

Open LLM Leaderboard Evaluation Results

Detailed results can be found Here

Metric	Value
Avg.	71.35
ARC (25-shot)	67.75
HellaSwag (10-shot)	86.23
MMLU (5-shot)	65.24
TruthfulQA (0-shot)	55.94
Winogrande (5-shot)	81.45
GSM8K (5-shot)	71.49