cjwbw/opencodeinterpreter-ds-6.7b:0fe73dd8 – Run with an API on Replicate

Version

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cjwbw /opencodeinterpreter-ds-6.7b:0fe73dd8

Input

prompt

string

Shift + Return to add a new line

Write a function to find the shared elements from the given two lists.Write a function to find the shared elements from the given two lists.

Prompt to send to the model.

Default: "Write a function to find the shared elements from the given two lists."

max_new_tokens

integer

(minimum: 1)

Maximum number of tokens to generate. A word is generally 2-3 tokens

Default: 1024

min_new_tokens

integer

(minimum: -1)

Minimum number of tokens to generate. To disable, set to -1. A word is generally 2-3 tokens.

Default: -1

do_sample

boolean

Use sampling strategy if set to True

Default: true

temperature

number

(minimum: 0.01, maximum: 5)

Adjusts randomness of outputs, greater than 1 is random and 0 is deterministic, 0.75 is a good starting value.

Default: 0.7

top_p

number

(minimum: 0, maximum: 1)

When decoding text, samples from the top p percentage of most likely tokens; lower to ignore less likely tokens

Default: 0.95

top_k

integer

When decoding text, samples from the top k most likely tokens; lower to ignore less likely tokens

Default: 50

repetition_penalty

number

(minimum: 0)

A parameter that controls how repetitive text can be. Lower means more repetitive, while higher means less repetitive. Set to 1.0 to disable.

Default: 1

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

npx create-replicate --model=cjwbw/opencodeinterpreter-ds-6.7b

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 cjwbw/opencodeinterpreter-ds-6.7b using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "cjwbw/opencodeinterpreter-ds-6.7b:0fe73dd8f7a92441c1d6a6118d95c4a462879bd071eacb94c37ba6405f8ea1fb",
  {
    input: {
      top_k: 50,
      top_p: 0.95,
      prompt: "Write a function to find the shared elements from the given two lists.",
      do_sample: true,
      temperature: 0.7,
      max_new_tokens: 1024,
      min_new_tokens: -1,
      repetition_penalty: 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

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 cjwbw/opencodeinterpreter-ds-6.7b using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "cjwbw/opencodeinterpreter-ds-6.7b:0fe73dd8f7a92441c1d6a6118d95c4a462879bd071eacb94c37ba6405f8ea1fb",
    input={
        "top_k": 50,
        "top_p": 0.95,
        "prompt": "Write a function to find the shared elements from the given two lists.",
        "do_sample": True,
        "temperature": 0.7,
        "max_new_tokens": 1024,
        "min_new_tokens": -1,
        "repetition_penalty": 1
    }
)

# The cjwbw/opencodeinterpreter-ds-6.7b 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/cjwbw/opencodeinterpreter-ds-6.7b/api#output-schema
    print(item, end="")

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 cjwbw/opencodeinterpreter-ds-6.7b 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": "0fe73dd8f7a92441c1d6a6118d95c4a462879bd071eacb94c37ba6405f8ea1fb",
    "input": {
      "top_k": 50,
      "top_p": 0.95,
      "prompt": "Write a function to find the shared elements from the given two lists.",
      "do_sample": true,
      "temperature": 0.7,
      "max_new_tokens": 1024,
      "min_new_tokens": -1,
      "repetition_penalty": 1
    }
  }' \
  https://api.replicate.com/v1/predictions

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

Install Cog

brew install cog

If you don’t have Homebrew, there are other installation options available.

Pull and run cjwbw/opencodeinterpreter-ds-6.7b using Cog (this will download the full model and run it in your local environment):

cog predict r8.im/cjwbw/opencodeinterpreter-ds-6.7b@sha256:0fe73dd8f7a92441c1d6a6118d95c4a462879bd071eacb94c37ba6405f8ea1fb \
  -i 'top_k=50' \
  -i 'top_p=0.95' \
  -i 'prompt="Write a function to find the shared elements from the given two lists."' \
  -i 'do_sample=true' \
  -i 'temperature=0.7' \
  -i 'max_new_tokens=1024' \
  -i 'min_new_tokens=-1' \
  -i 'repetition_penalty=1'

To learn more, take a look at the Cog documentation.

Pull and run cjwbw/opencodeinterpreter-ds-6.7b using Docker (this will download the full model and run it in your local environment):

docker run -d -p 5000:5000 --gpus=all r8.im/cjwbw/opencodeinterpreter-ds-6.7b@sha256:0fe73dd8f7a92441c1d6a6118d95c4a462879bd071eacb94c37ba6405f8ea1fb
curl -s -X POST \
  -H "Content-Type: application/json" \
  -d $'{
    "input": {
      "top_k": 50,
      "top_p": 0.95,
      "prompt": "Write a function to find the shared elements from the given two lists.",
      "do_sample": true,
      "temperature": 0.7,
      "max_new_tokens": 1024,
      "min_new_tokens": -1,
      "repetition_penalty": 1
    }
  }' \
  http://localhost:5000/predictions

Output

No output yet! Press "Submit" to start a prediction.