Prediction

turian/flair-pos-english:27f3a807f3c68613eda64b9cc063e898b1f66633c1fb79e61e449206400950d4

Model

turian/flair-pos-english:27f3a807

uckthvjbn7rwsc2hhpy3pyknm4

Status

Succeeded

Source

Web

Hardware

Total duration

2m 30s

Created

almost 2 years ago

Input

sentences_json: ["I love berlin.", "Deep neural networks are cool.", "Geoff Hinton is the father---Yoshua Bengio is the son---Yann LeCun is the holy ghost."]

{
  "sentences_json": "[\"I love berlin.\", \"Deep neural networks are cool.\", \"Geoff Hinton is the father---Yoshua Bengio is the son---Yann LeCun is the holy ghost.\"]"
}

Install Replicate’s Node.js client library:

npm install replicate

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run turian/flair-pos-english using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "turian/flair-pos-english:27f3a807f3c68613eda64b9cc063e898b1f66633c1fb79e61e449206400950d4",
  {
    input: {
      sentences_json: "[\"I love berlin.\", \"Deep neural networks are cool.\", \"Geoff Hinton is the father---Yoshua Bengio is the son---Yann LeCun is the holy ghost.\"]"
    }
  }
);

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

Import the client:

import replicate

Run turian/flair-pos-english using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "turian/flair-pos-english:27f3a807f3c68613eda64b9cc063e898b1f66633c1fb79e61e449206400950d4",
    input={
        "sentences_json": "[\"I love berlin.\", \"Deep neural networks are cool.\", \"Geoff Hinton is the father---Yoshua Bengio is the son---Yann LeCun is the holy ghost.\"]"
    }
)
print(output)

To learn more, take a look at the guide on getting started with Python.

Run turian/flair-pos-english 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": "turian/flair-pos-english:27f3a807f3c68613eda64b9cc063e898b1f66633c1fb79e61e449206400950d4",
    "input": {
      "sentences_json": "[\\"I love berlin.\\", \\"Deep neural networks are cool.\\", \\"Geoff Hinton is the father---Yoshua Bengio is the son---Yann LeCun is the holy ghost.\\"]"
    }
  }' \
  https://api.replicate.com/v1/predictions

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

Output

[{"text": "I love berlin.", "all labels": [{"value": "PRP", "confidence": 0.9999994039535522}, {"value": "VBP", "confidence": 0.9999959468841553}, {"value": "NN", "confidence": 0.6081405282020569}, {"value": ".", "confidence": 0.9999886751174927}], "token positions": [[0, 1], [2, 6], [7, 13], [13, 14]]}, {"text": "Deep neural networks are cool.", "all labels": [{"value": "JJ", "confidence": 0.9999175071716309}, {"value": "JJ", "confidence": 0.970643162727356}, {"value": "NNS", "confidence": 0.9999926090240479}, {"value": "VBP", "confidence": 1.0}, {"value": "JJ", "confidence": 0.9999996423721313}, {"value": ".", "confidence": 0.9999958276748657}], "token positions": [[0, 4], [5, 11], [12, 20], [21, 24], [25, 29], [29, 30]]}, {"text": "Geoff Hinton is the father---Yoshua Bengio is the son---Yann LeCun is the holy ghost.", "all labels": [{"value": "NNP", "confidence": 0.9999997615814209}, {"value": "NNP", "confidence": 1.0}, {"value": "VBZ", "confidence": 1.0}, {"value": "DT", "confidence": 1.0}, {"value": "NN", "confidence": 0.9999498128890991}, {"value": ":", "confidence": 0.9369075298309326}, {"value": "NNP", "confidence": 0.9999994039535522}, {"value": "NNP", "confidence": 0.9999998807907104}, {"value": "VBZ", "confidence": 1.0}, {"value": "DT", "confidence": 1.0}, {"value": "NN", "confidence": 0.9999871253967285}, {"value": ":", "confidence": 0.9893242716789246}, {"value": "NNP", "confidence": 0.9999842643737793}, {"value": "NNP", "confidence": 1.0}, {"value": "VBZ", "confidence": 1.0}, {"value": "DT", "confidence": 1.0}, {"value": "JJ", "confidence": 0.9999221563339233}, {"value": "NN", "confidence": 0.9999326467514038}, {"value": ".", "confidence": 0.9999970197677612}], "token positions": [[0, 5], [6, 12], [13, 15], [16, 19], [20, 26], [26, 29], [29, 35], [36, 42], [43, 45], [46, 49], [50, 53], [53, 56], [56, 60], [61, 66], [67, 69], [70, 73], [74, 78], [79, 84], [84, 85]]}]

{
  "completed_at": "2023-07-13T18:17:18.696663Z",
  "created_at": "2023-07-13T18:14:48.554155Z",
  "data_removed": false,
  "error": null,
  "id": "uckthvjbn7rwsc2hhpy3pyknm4",
  "input": {
    "sentences_json": "[\"I love berlin.\", \"Deep neural networks are cool.\", \"Geoff Hinton is the father---Yoshua Bengio is the son---Yann LeCun is the holy ghost.\"]"
  },
  "logs": null,
  "metrics": {
    "predict_time": 0.50532,
    "total_time": 150.142508
  },
  "output": "[{\"text\": \"I love berlin.\", \"all labels\": [{\"value\": \"PRP\", \"confidence\": 0.9999994039535522}, {\"value\": \"VBP\", \"confidence\": 0.9999959468841553}, {\"value\": \"NN\", \"confidence\": 0.6081405282020569}, {\"value\": \".\", \"confidence\": 0.9999886751174927}], \"token positions\": [[0, 1], [2, 6], [7, 13], [13, 14]]}, {\"text\": \"Deep neural networks are cool.\", \"all labels\": [{\"value\": \"JJ\", \"confidence\": 0.9999175071716309}, {\"value\": \"JJ\", \"confidence\": 0.970643162727356}, {\"value\": \"NNS\", \"confidence\": 0.9999926090240479}, {\"value\": \"VBP\", \"confidence\": 1.0}, {\"value\": \"JJ\", \"confidence\": 0.9999996423721313}, {\"value\": \".\", \"confidence\": 0.9999958276748657}], \"token positions\": [[0, 4], [5, 11], [12, 20], [21, 24], [25, 29], [29, 30]]}, {\"text\": \"Geoff Hinton is the father---Yoshua Bengio is the son---Yann LeCun is the holy ghost.\", \"all labels\": [{\"value\": \"NNP\", \"confidence\": 0.9999997615814209}, {\"value\": \"NNP\", \"confidence\": 1.0}, {\"value\": \"VBZ\", \"confidence\": 1.0}, {\"value\": \"DT\", \"confidence\": 1.0}, {\"value\": \"NN\", \"confidence\": 0.9999498128890991}, {\"value\": \":\", \"confidence\": 0.9369075298309326}, {\"value\": \"NNP\", \"confidence\": 0.9999994039535522}, {\"value\": \"NNP\", \"confidence\": 0.9999998807907104}, {\"value\": \"VBZ\", \"confidence\": 1.0}, {\"value\": \"DT\", \"confidence\": 1.0}, {\"value\": \"NN\", \"confidence\": 0.9999871253967285}, {\"value\": \":\", \"confidence\": 0.9893242716789246}, {\"value\": \"NNP\", \"confidence\": 0.9999842643737793}, {\"value\": \"NNP\", \"confidence\": 1.0}, {\"value\": \"VBZ\", \"confidence\": 1.0}, {\"value\": \"DT\", \"confidence\": 1.0}, {\"value\": \"JJ\", \"confidence\": 0.9999221563339233}, {\"value\": \"NN\", \"confidence\": 0.9999326467514038}, {\"value\": \".\", \"confidence\": 0.9999970197677612}], \"token positions\": [[0, 5], [6, 12], [13, 15], [16, 19], [20, 26], [26, 29], [29, 35], [36, 42], [43, 45], [46, 49], [50, 53], [53, 56], [56, 60], [61, 66], [67, 69], [70, 73], [74, 78], [79, 84], [84, 85]]}]",
  "started_at": "2023-07-13T18:17:18.191343Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/uckthvjbn7rwsc2hhpy3pyknm4",
    "cancel": "https://api.replicate.com/v1/predictions/uckthvjbn7rwsc2hhpy3pyknm4/cancel"
  },
  "version": "27f3a807f3c68613eda64b9cc063e898b1f66633c1fb79e61e449206400950d4"
}

Generated in

0.5 seconds

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