hiscodesmells/florence-2-base – Run with an API on Replicate

hiscodesmells / florence-2-base

Microsoft's Florence 2 Base

Cold

Public
242 runs
L40S

Run with an API

Playground API Examples README Versions

Input

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

npx create-replicate --model=hiscodesmells/florence-2-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 hiscodesmells/florence-2-base using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "hiscodesmells/florence-2-base:34a1e66ba99f2cf5b46ac0e1048225ba341fb2fb7db064925aa33a0f268d8f0b",
  {
    input: {
      image: "https://replicate.delivery/pbxt/MFjMxRSTlcth21sq6JnvWldj2v1ecm7S2PZpUZsn20PTM58L/download%20%2810%29.jpeg",
      task_input: "Referring Expression Segmentation",
      text_input: "hat"
    }
  }
);

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 hiscodesmells/florence-2-base using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "hiscodesmells/florence-2-base:34a1e66ba99f2cf5b46ac0e1048225ba341fb2fb7db064925aa33a0f268d8f0b",
    input={
        "image": "https://replicate.delivery/pbxt/MFjMxRSTlcth21sq6JnvWldj2v1ecm7S2PZpUZsn20PTM58L/download%20%2810%29.jpeg",
        "task_input": "Referring Expression Segmentation",
        "text_input": "hat"
    }
)
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 hiscodesmells/florence-2-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": "34a1e66ba99f2cf5b46ac0e1048225ba341fb2fb7db064925aa33a0f268d8f0b",
    "input": {
      "image": "https://replicate.delivery/pbxt/MFjMxRSTlcth21sq6JnvWldj2v1ecm7S2PZpUZsn20PTM58L/download%20%2810%29.jpeg",
      "task_input": "Referring Expression Segmentation",
      "text_input": "hat"
    }
  }' \
  https://api.replicate.com/v1/predictions

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

Output

{'<REFERRING_EXPRESSION_SEGMENTATION>': {'polygons': [[[1430.528076171875, 770.54248046875, 1434.6240234375, 767.8125, 1436.672119140625, 766.447509765625, 1438.7200927734375, 766.447509765625, 1442.8160400390625, 765.08251953125, 1444.864013671875, 763.717529296875, 1448.9600830078125, 762.3524780273438, 1451.008056640625, 762.3524780273438, 1455.1041259765625, 760.9874877929688, 1457.152099609375, 759.6224975585938, 1461.248046875, 758.2575073242188, 1463.2960205078125, 758.2575073242188, 1467.39208984375, 756.8925170898438, 1469.4400634765625, 756.8925170898438, 1473.5360107421875, 754.1624755859375, 1475.5841064453125, 754.1624755859375, 1479.6800537109375, 751.4324951171875, 1481.72802734375, 751.4324951171875, 1485.8240966796875, 750.0675048828125, 1487.8720703125, 748.7025146484375, 1491.968017578125, 747.3375244140625, 1496.0640869140625, 747.3375244140625, 1500.1600341796875, 745.9725341796875, 1504.256103515625, 744.6074829101562, 1510.4000244140625, 744.6074829101562, 1518.592041015625, 743.2424926757812, 1528.83203125, 743.2424926757812, 1537.0240478515625, 741.8775024414062, 1541.1201171875, 741.8775024414062, 1543.1680908203125, 740.5125122070312, 1547.2640380859375, 737.7825317382812, 1549.3121337890625, 735.052490234375, 1551.360107421875, 732.322509765625, 1553.4080810546875, 729.592529296875, 1555.4560546875, 726.8624877929688, 1557.5040283203125, 724.1325073242188, 1559.5521240234375, 720.0374755859375, 1561.60009765625, 717.3074951171875, 1563.6480712890625, 714.5775146484375, 1565.696044921875, 711.8475341796875, 1567.7440185546875, 709.1174926757812, 1569.7921142578125, 706.3875122070312, 1571.840087890625, 703.6575317382812, 1573.8880615234375, 700.927490234375, 1575.93603515625, 698.197509765625, 1577.984130859375, 695.467529296875, 1580.0321044921875, 692.7374877929688, 1584.1280517578125, 690.0075073242188, 1586.176025390625, 688.6425170898438, 1590.2720947265625, 687.2775268554688, 1594.3680419921875, 685.9124755859375, 1610.7520751953125, 685.9124755859375, 1618.944091796875, 687.2775268554688, 1625.088134765625, 688.6425170898438, 1629.18408203125, 688.6425170898438, 1633.280029296875, 690.0075073242188, 1637.3760986328125, 691.3724975585938, 1641.4720458984375, 692.7374877929688, 1645.568115234375, 692.7374877929688, 1649.6640625, 694.1024780273438, 1651.7120361328125, 695.467529296875, 1655.80810546875, 696.83251953125, 1657.8560791015625, 696.83251953125, 1661.9520263671875, 698.197509765625, 1666.048095703125, 699.5625, 1668.0960693359375, 700.927490234375, 1672.192138671875, 702.29248046875, 1674.2401123046875, 703.6575317382812, 1676.2880859375, 705.0225219726562, 1680.384033203125, 706.3875122070312, 1682.43212890625, 707.7525024414062, 1684.4801025390625, 709.1174926757812, 1686.528076171875, 710.4824829101562, 1690.6240234375, 711.8475341796875, 1692.672119140625, 714.5775146484375, 1696.76806640625, 715.9425048828125, 1698.8160400390625, 717.3074951171875, 1702.912109375, 720.0374755859375, 1704.9600830078125, 721.4025268554688, 1709.0560302734375, 724.1325073242188, 1713.152099609375, 726.8624877929688, 1717.248046875, 729.592529296875, 1721.3441162109375, 733.6875, 1725.4400634765625, 737.7825317382812, 1727.488037109375, 737.7825317382812, 1731.5841064453125, 741.8775024414062, 1735.6800537109375, 744.6074829101562, 1741.8240966796875, 750.0675048828125, 1750.01611328125, 758.2575073242188, 1752.0640869140625, 760.9874877929688, 1754.112060546875, 763.717529296875, 1754.112060546875, 766.447509765625, 1756.1600341796875, 770.54248046875, 1756.1600341796875, 776.0025024414062, 1754.112060546875, 777.3674926757812, 1754.112060546875, 784.1925048828125, 1754.112060546875, 793.7474975585938, 1752.0640869140625, 800.572509765625, 1752.0640869140625, 801.9375, 1750.01611328125, 807.3975219726562, 1750.01611328125, 814.2225341796875, 1750.01611328125, 821.0474853515625, 1747.9681396484375, 822.4124755859375, 1747.9681396484375, 826.5075073242188, 1747.9681396484375, 831.967529296875, 1747.9681396484375, 834.697509765625, 1750.01611328125, 837.427490234375, 1752.0640869140625, 840.1575317382812, 1754.112060546875, 842.8875122070312, 1756.1600341796875, 845.6174926757812, 1758.2081298828125, 848.3475341796875, 1760.256103515625, 851.0775146484375, 1764.35205078125, 855.1724853515625, 1766.4000244140625, 857.9025268554688, 1768.4481201171875, 860.6325073242188, 1770.49609375, 863.3624877929688, 1772.5440673828125, 866.092529296875, 1774.592041015625, 868.822509765625, 1776.64013671875, 871.552490234375, 1778.6881103515625, 874.2825317382812, 1780.736083984375, 877.0125122070312, 1782.7840576171875, 879.7424926757812, 1784.83203125, 882.4725341796875, 1786.880126953125, 885.2025146484375, 1786.880126953125, 887.9324951171875, 1788.9281005859375, 890.6625366210938, 1788.9281005859375, 892.0275268554688, 1790.97607421875, 894.7575073242188, 1790.97607421875, 896.1224975585938, 1793.0240478515625, 898.8524780273438, 1793.0240478515625, 900.217529296875, 1795.0721435546875, 902.947509765625, 1795.0721435546875, 904.3125, 1797.1201171875, 907.04248046875, 1799.1680908203125, 909.7725219726562, 1801.216064453125, 912.5025024414062, 1801.216064453125, 915.2324829101562, 1803.2640380859375, 917.9625244140625, 1803.2640380859375, 920.6925048828125, 1805.3121337890625, 923.4224853515625, 1805.3121337890625, 926.1525268554688, 1807.360107421875, 928.8825073242188, 1807.360107421875, 932.9774780273438, 1807.360107421875, 937.072509765625, 1805.3121337890625, 939.802490234375, 1805.3121337890625, 942.5325317382812, 1803.2640380859375, 945.2625122070312, 1801.216064453125, 946.6275024414062, 1799.1680908203125, 947.9924926757812, 1797.1201171875, 949.3574829101562, 1795.0721435546875, 949.3574829101562, 1790.97607421875, 950.7225341796875, 1786.880126953125, 950.7225341796875, 1782.7840576171875, 949.3574829101562, 1780.736083984375, 949.3574829101562, 1778.6881103515625, 947.9924926757812, 1776.64013671875, 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{
  "completed_at": "2025-01-02T18:01:05.580761Z",
  "created_at": "2025-01-02T18:00:32.942000Z",
  "data_removed": false,
  "error": null,
  "id": "xtx0fkgxnsrme0cm50pskj7csr",
  "input": {
    "image": "https://replicate.delivery/pbxt/MFjMxRSTlcth21sq6JnvWldj2v1ecm7S2PZpUZsn20PTM58L/download%20%2810%29.jpeg",
    "task_input": "Referring Expression Segmentation",
    "text_input": "hat"
  },
  "logs": null,
  "metrics": {
    "predict_time": 2.838594007,
    "total_time": 32.638761
  },
  "output": {
    "img": null,
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  },
  "started_at": "2025-01-02T18:01:02.742167Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/xtx0fkgxnsrme0cm50pskj7csr",
    "cancel": "https://api.replicate.com/v1/predictions/xtx0fkgxnsrme0cm50pskj7csr/cancel"
  },
  "version": "34a1e66ba99f2cf5b46ac0e1048225ba341fb2fb7db064925aa33a0f268d8f0b"
}

Generated in

2.8 seconds

Tweak it Share Report

Run time and cost

This model costs approximately $0.0025 to run on Replicate, or 400 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

Contains all the inputs of the Florence 2 Base model