cjwbw/semantic-segment-anything:b2691db5 – Run with an API on Replicate

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cjwbw /semantic-segment-anything:b2691db5

Playground API

Input

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

npx create-replicate --model=cjwbw/semantic-segment-anything

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/semantic-segment-anything using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "cjwbw/semantic-segment-anything:b2691db53f2d96add0051a4a98e7a3861bd21bf5972031119d344d956d2f8256",
  {
    input: {
      image: "https://replicate.delivery/pbxt/IeDgvgehYgR4YpUT8SqRjP7qLisjjKbJ0MsAUaHII5FhHpVN/a.jpg",
      output_json: true
    }
  }
);
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/semantic-segment-anything using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "cjwbw/semantic-segment-anything:b2691db53f2d96add0051a4a98e7a3861bd21bf5972031119d344d956d2f8256",
    input={
        "image": "https://replicate.delivery/pbxt/IeDgvgehYgR4YpUT8SqRjP7qLisjjKbJ0MsAUaHII5FhHpVN/a.jpg",
        "output_json": True
    }
)
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 cjwbw/semantic-segment-anything 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": "b2691db53f2d96add0051a4a98e7a3861bd21bf5972031119d344d956d2f8256",
    "input": {
      "image": "https://replicate.delivery/pbxt/IeDgvgehYgR4YpUT8SqRjP7qLisjjKbJ0MsAUaHII5FhHpVN/a.jpg",
      "output_json": true
    }
  }' \
  https://api.replicate.com/v1/predictions

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

You can run this model locally using Cog. First, install Cog:

brew install cog

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

Run this to download the model and run it in your local environment:

cog predict r8.im/cjwbw/semantic-segment-anything@sha256:b2691db53f2d96add0051a4a98e7a3861bd21bf5972031119d344d956d2f8256 \
  -i 'image="https://replicate.delivery/pbxt/IeDgvgehYgR4YpUT8SqRjP7qLisjjKbJ0MsAUaHII5FhHpVN/a.jpg"' \
  -i 'output_json=true'

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

Run this to download the model and run it in your local environment:

docker run -d -p 5000:5000 --gpus=all r8.im/cjwbw/semantic-segment-anything@sha256:b2691db53f2d96add0051a4a98e7a3861bd21bf5972031119d344d956d2f8256
curl -s -X POST \
  -H "Content-Type: application/json" \
  -d $'{
    "input": {
      "image": "https://replicate.delivery/pbxt/IeDgvgehYgR4YpUT8SqRjP7qLisjjKbJ0MsAUaHII5FhHpVN/a.jpg",
      "output_json": true
    }
  }' \
  http://localhost:5000/predictions

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

Output

img_out

json_out

seg_out.json

Generated in

46.8 seconds

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