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Commit From AutoNLP

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.gitattributes CHANGED
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README.md ADDED
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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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+ - lucianpopa/autonlp-data-SST1
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+ co2_eq_emissions: 49.618294309910624
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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: Multi-class Classification
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+ - Model ID: 529214890
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+ - CO2 Emissions (in grams): 49.618294309910624
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+
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+ ## Validation Metrics
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+
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+ - Loss: 0.7135734558105469
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+ - Accuracy: 0.7042338838232481
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+ - Macro F1: 0.6164041045783032
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+ - Micro F1: 0.7042338838232481
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+ - Weighted F1: 0.7028309161791009
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+ - Macro Precision: 0.6497438111060598
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+ - Micro Precision: 0.7042338838232481
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+ - Weighted Precision: 0.7076651075198755
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+ - Macro Recall: 0.6023419083862918
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+ - Micro Recall: 0.7042338838232481
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+ - Weighted Recall: 0.7042338838232481
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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 AutoNLP"}' https://api-inference.huggingface.co/models/lucianpopa/autonlp-SST1-529214890
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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("lucianpopa/autonlp-SST1-529214890", use_auth_token=True)
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+
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+ tokenizer = AutoTokenizer.from_pretrained("lucianpopa/autonlp-SST1-529214890", 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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+ "_name_or_path": "AutoNLP",
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+ "_num_labels": 5,
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+ "architectures": [
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+ "RobertaForSequenceClassification"
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+ ],
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+ "layer_norm_eps": 1e-05,
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+ "max_length": 96,
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+ "max_position_embeddings": 514,
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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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