tomasmcm/mistral-7b-instruct-v0.2:366548f0 – Run with an API on Replicate

Version

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tomasmcm /mistral-7b-instruct-v0.2:366548f0

Input

prompt

*string

Shift + Return to add a new line

<s>[INST] Explain photosynthesis [/INST] <s>[INST] Explain photosynthesis [/INST] 

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/mistral-7b-instruct-v0.2

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/mistral-7b-instruct-v0.2 using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "tomasmcm/mistral-7b-instruct-v0.2:366548f07d5859d4c4194f1b3fa28f8be44254928c88ffa4f4e6150df69de1be",
  {
    input: {
      top_k: -1,
      top_p: 0.95,
      prompt: "<s>[INST] Explain photosynthesis [/INST] ",
      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/mistral-7b-instruct-v0.2 using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "tomasmcm/mistral-7b-instruct-v0.2:366548f07d5859d4c4194f1b3fa28f8be44254928c88ffa4f4e6150df69de1be",
    input={
        "top_k": -1,
        "top_p": 0.95,
        "prompt": "<s>[INST] Explain photosynthesis [/INST] ",
        "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/mistral-7b-instruct-v0.2 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/mistral-7b-instruct-v0.2:366548f07d5859d4c4194f1b3fa28f8be44254928c88ffa4f4e6150df69de1be",
    "input": {
      "top_k": -1,
      "top_p": 0.95,
      "prompt": "<s>[INST] Explain photosynthesis [/INST] ",
      "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

Photosynthesis is a vital process that occurs in plants, algae, and some bacteria. It is the process by which these organisms convert light energy, typically from the sun, into chemical energy in the form of glucose (sugars) and other organic compounds, which they use as food. This process is essential for the survival of these organisms, as it allows them to produce their own food. Photosynthesis can be divided into two main parts: the light-dependent reactions and the light-independent reactions. Let's take a closer look at each part:

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