readme: ---
  tags: autonlp
  language: en
  widget:
  - text: "Worry is a down payment on a problem you may never have'. Joyce Meyer.  #motivation #leadership #worry"
  datasets:
  - tweet_eval
  model-index:
  - name: DistilBERT-tweet-eval-emotion
    results:
    - task: 
        name: Sentiment Analysis
        type: sentiment-analysis
      dataset:
        name: "tweeteval" 
        type: tweet-eval
      metrics:
         - name: Accuracy
           type: accuracy
           value: 80.59
         - name: Macro F1
           type: macro-f1
           value: 78.17
         - name: Weighted F1
           type: weighted-f1
           value: 80.11
  ---
  # `DistilBERT-tweet-eval-emotion` trained using autoNLP
  - Problem type: Multi-class Classification
  
  ## Validation Metrics
  
  - Loss: 0.5564454197883606
  - Accuracy: 0.8057705840957072
  - Macro F1: 0.7536021792986777
  - Micro F1: 0.8057705840957073
  - Weighted F1: 0.8011390170248318
  - Macro Precision: 0.7817458823222652
  - Micro Precision: 0.8057705840957072
  - Weighted Precision: 0.8025156844840151
  - Macro Recall: 0.7369154685020982
  - Micro Recall: 0.8057705840957072
  - Weighted Recall: 0.8057705840957072
  
  
  ## Usage
  
  You can use cURL to access this model:
  
  ```
  $ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "Worry is a down payment on a problem you may never have'. Joyce Meyer.  #motivation #leadership #worry"}' https://api-inference.huggingface.co/models/philschmid/autonlp-tweet_eval_vs_comprehend-3092245
  ```
  
  Or Python API:
  
  ```py
  from transformers import AutoTokenizer, AutoModelForSequenceClassification, pipeline
  
  model_id = 'philschmid/DistilBERT-tweet-eval-emotion'
  
  tokenizer = AutoTokenizer.from_pretrained(model_id)
  model = AutoModelForSequenceClassification.from_pretrained(model_id)
  
  classifier = pipeline('text-classification', tokenizer=tokenizer, model=model)
  classifier("Worry is a down payment on a problem you may never have'. Joyce Meyer.  #motivation #leadership #worry")
  ```