Commit From AutoNLP
Browse files- .gitattributes +2 -0
- README.md +50 -0
- config.json +39 -0
- pytorch_model.bin +3 -0
- sample_input.pkl +3 -0
- special_tokens_map.json +1 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- vocab.txt +0 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zstandard filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zstandard filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.tar.gz filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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tags: autonlp
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language: en
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widget:
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- text: "I love AutoNLP 🤗"
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datasets:
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- philschmid/autonlp-data-tweet_eval_vs_comprehend
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---
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# Model Trained Using AutoNLP
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- Problem type: Multi-class Classification
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- Model ID: 3092245
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## Validation Metrics
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- Loss: 0.5564454197883606
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- Accuracy: 0.8057705840957072
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- Macro F1: 0.7536021792986777
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- Micro F1: 0.8057705840957073
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- Weighted F1: 0.8011390170248318
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- Macro Precision: 0.7817458823222652
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- Micro Precision: 0.8057705840957072
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- Weighted Precision: 0.8025156844840151
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- Macro Recall: 0.7369154685020982
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- Micro Recall: 0.8057705840957072
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- Weighted Recall: 0.8057705840957072
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## Usage
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You can use cURL to access this model:
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```
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$ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoNLP"}' https://api-inference.huggingface.co/models/philschmid/autonlp-tweet_eval_vs_comprehend-3092245
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```
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Or Python API:
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```
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from transformers import AutoModelForSequenceClassification, AutoTokenizer
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model = AutoModelForSequenceClassification.from_pretrained("philschmid/autonlp-tweet_eval_vs_comprehend-3092245", use_auth_token=True)
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tokenizer = AutoTokenizer.from_pretrained("philschmid/autonlp-tweet_eval_vs_comprehend-3092245", use_auth_token=True)
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inputs = tokenizer("I love AutoNLP", return_tensors="pt")
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outputs = model(**inputs)
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```
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config.json
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{
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"_name_or_path": "AutoNLP",
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"_num_labels": 4,
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "0",
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"1": "1",
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"2": "2",
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"3": "3"
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},
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"initializer_range": 0.02,
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"label2id": {
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"0": 0,
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"1": 1,
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"2": 2,
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"3": 3
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},
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"max_length": 64,
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"padding": "max_length",
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"problem_type": "single_label_classification",
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"transformers_version": "4.8.0",
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"vocab_size": 30522
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:7975be65cb42ac897404cf6983b7c2b51a6d840f903abed05301618698242787
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size 267866225
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sample_input.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:31b530e333f5cec0c6684a95c402dde233726f901deac526ee7b2f4441bbc6b5
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size 2034
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special_tokens_map.json
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{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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tokenizer.json
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tokenizer_config.json
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{"do_lower_case": true, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "AutoNLP", "tokenizer_class": "DistilBertTokenizer"}
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vocab.txt
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