ninehills/bge-reranker-base | Run with an API on Replicate

Input

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

npx create-replicate --model=ninehills/bge-reranker-base

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 ninehills/bge-reranker-base using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "ninehills/bge-reranker-base:bfd9e53d8cb40b967ccc25e54e549227218296491e9a80e5a72d7ecd5f9f5b22",
  {
    input: {
      pairs_json: "[[\"a\", \"b\"], [\"c\", \"d\"]]"
    }
  }
);

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 ninehills/bge-reranker-base using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "ninehills/bge-reranker-base:bfd9e53d8cb40b967ccc25e54e549227218296491e9a80e5a72d7ecd5f9f5b22",
    input={
        "pairs_json": "[[\"a\", \"b\"], [\"c\", \"d\"]]"
    }
)

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 ninehills/bge-reranker-base 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": "ninehills/bge-reranker-base:bfd9e53d8cb40b967ccc25e54e549227218296491e9a80e5a72d7ecd5f9f5b22",
    "input": {
      "pairs_json": "[[\\"a\\", \\"b\\"], [\\"c\\", \\"d\\"]]"
    }
  }' \
  https://api.replicate.com/v1/predictions

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

Output

scores

[ 0.11529541015625, -0.48046875 ]

used_time

0.012776851654052734

model_name

bge-reranker-base

Generated in

17 milliseconds

Tweak it Report View full prediction

This output was created using a different version of the model, ninehills/bge-reranker-base:e7857ac5.

Run time and cost

This model costs approximately $0.00022 to run on Replicate, or 4545 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 T4 GPU hardware. Predictions typically complete within 1 seconds.

Readme

https://huggingface.co/BAAI/bge-reranker-base

Input: pairs_json: [[“a”, “b”], [“c”, “d”]]

JSON Input:

{
  "input": {
    "pairs_json": "[[\"a\", \"b\"], [\"c\", \"d\"]]"
  }
}