abhishek HF staff commited on
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Commit From AutoNLP

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.gitattributes CHANGED
@@ -25,3 +25,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip 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
README.md ADDED
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+ ---
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+ tags: autonlp
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+ language: pt
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+ widget:
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+ - text: "I love AutoNLP 🤗"
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+ datasets:
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+ - Emanuel/autonlp-data-pos-tag-bosque
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+ co2_eq_emissions: 6.2107269129101805
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+ ---
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+
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+ # Model Trained Using AutoNLP
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+
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+ - Problem type: Entity Extraction
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+ - Model ID: 21124427
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+ - CO2 Emissions (in grams): 6.2107269129101805
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+
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+ ## Validation Metrics
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+
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+ - Loss: 0.09813392907381058
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+ - Accuracy: 0.9714309035997062
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+ - Precision: 0.9721275936822545
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+ - Recall: 0.9735345807918949
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+ - F1: 0.9728305785123967
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+
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+ ## Usage
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+
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+ You can use cURL to access this model:
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+
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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/Emanuel/autonlp-pos-tag-bosque-21124427
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+ ```
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+
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+ Or Python API:
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+
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+ ```
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+ from transformers import AutoModelForTokenClassification, AutoTokenizer
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+
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+ model = AutoModelForTokenClassification.from_pretrained("Emanuel/autonlp-pos-tag-bosque-21124427", use_auth_token=True)
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+
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+ tokenizer = AutoTokenizer.from_pretrained("Emanuel/autonlp-pos-tag-bosque-21124427", use_auth_token=True)
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+
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+ inputs = tokenizer("I love AutoNLP", return_tensors="pt")
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+
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+ outputs = model(**inputs)
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+ ```
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+ {
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+ "_name_or_path": "AutoNLP",
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+ "_num_labels": 17,
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+ "architectures": [
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+ "BertForTokenClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "directionality": "bidi",
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+ "gradient_checkpointing": false,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "ADJ",
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+ "1": "ADP",
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+ "2": "ADV",
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+ "3": "AUX",
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+ "4": "CCONJ",
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+ "5": "DET",
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+ "6": "INTJ",
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+ "7": "NOUN",
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+ "8": "NUM",
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+ "9": "PART",
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+ "10": "PRON",
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+ "11": "PROPN",
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+ "12": "PUNCT",
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+ "13": "SCONJ",
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+ "14": "SYM",
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+ "15": "VERB",
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+ "16": "X"
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+ },
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "label2id": {
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+ "ADP": 1,
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+ "AUX": 3,
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+ "CCONJ": 4,
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+ "SCONJ": 13,
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+ "SYM": 14,
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+ "VERB": 15,
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+ "X": 16
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+ },
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+ "layer_norm_eps": 1e-12,
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+ "max_length": 256,
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+ "max_position_embeddings": 512,
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+ "model_type": "bert",
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+ "num_attention_heads": 12,
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+ "num_hidden_layers": 12,
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+ "output_past": true,
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+ "pad_token_id": 0,
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+ "padding": "max_length",
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+ "pooler_fc_size": 768,
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+ "pooler_num_attention_heads": 12,
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+ "pooler_num_fc_layers": 3,
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+ "pooler_size_per_head": 128,
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+ "pooler_type": "first_token_transform",
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+ "position_embedding_type": "absolute",
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+ "transformers_version": "4.8.0",
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+ "type_vocab_size": 2,
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+ "use_cache": true,
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+ "vocab_size": 29794
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+ }
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tokenizer.json ADDED
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