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Commit From AutoTrain

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README.md ADDED
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+ ---
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+ tags: autotrain
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+ language: en
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+ widget:
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+ - text: "I love AutoTrain 🤗"
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+ datasets:
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+ - mbyanfei/autotrain-data-amazon-shoe-reviews-classification
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+ co2_eq_emissions: 27.982443349742287
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+ ---
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+
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+ # Model Trained Using AutoTrain
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+
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+ - Problem type: Multi-class Classification
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+ - Model ID: 1104340243
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+ - CO2 Emissions (in grams): 27.982443349742287
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+
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+ ## Validation Metrics
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+
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+ - Loss: 0.9584922790527344
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+ - Accuracy: 0.5843
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+ - Macro F1: 0.5801009597024507
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+ - Micro F1: 0.5843
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+ - Weighted F1: 0.5792137097243996
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+ - Macro Precision: 0.5897236028586046
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+ - Micro Precision: 0.5843
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+ - Weighted Precision: 0.5896188517045103
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+ - Macro Recall: 0.5857983081566331
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+ - Micro Recall: 0.5843
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+ - Weighted Recall: 0.5843
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+
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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 AutoTrain"}' https://api-inference.huggingface.co/models/mbyanfei/autotrain-amazon-shoe-reviews-classification-1104340243
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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 AutoModelForSequenceClassification, AutoTokenizer
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+
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+ model = AutoModelForSequenceClassification.from_pretrained("mbyanfei/autotrain-amazon-shoe-reviews-classification-1104340243", use_auth_token=True)
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+
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+ tokenizer = AutoTokenizer.from_pretrained("mbyanfei/autotrain-amazon-shoe-reviews-classification-1104340243", use_auth_token=True)
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+
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+ inputs = tokenizer("I love AutoTrain", return_tensors="pt")
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+
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+ outputs = model(**inputs)
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+ ```
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+ "model_type": "roberta",
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+ "num_attention_heads": 12,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 1,
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+ "padding": "max_length",
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+ "position_embedding_type": "absolute",
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+ "problem_type": "single_label_classification",
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.15.0",
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+ "type_vocab_size": 1,
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+ "use_cache": true,
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+ "vocab_size": 50265
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+ }
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