Commit From AutoNLP

.gitattributes

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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
+*.pkl filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+tags: autonlp
+language: en
+widget:
+- text: "I love AutoNLP 🤗"
+datasets:
+- alecmullen/autonlp-data-group-classification
+co2_eq_emissions: 0.4362732160754736
+---
+
+# Model Trained Using AutoNLP
+
+- Problem type: Multi-class Classification
+- Model ID: 441411446
+- CO2 Emissions (in grams): 0.4362732160754736
+
+## Validation Metrics
+
+- Loss: 0.7598486542701721
+- Accuracy: 0.8222222222222222
+- Macro F1: 0.2912091747693842
+- Micro F1: 0.8222222222222222
+- Weighted F1: 0.7707160863181806
+- Macro Precision: 0.29631463146314635
+- Micro Precision: 0.8222222222222222
+- Weighted Precision: 0.7341339689524508
+- Macro Recall: 0.30174603174603176
+- Micro Recall: 0.8222222222222222
+- Weighted Recall: 0.8222222222222222
+
+
+## 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": "I love AutoNLP"}' https://api-inference.huggingface.co/models/alecmullen/autonlp-group-classification-441411446
+```
+
+Or Python API:
+
+```
+from transformers import AutoModelForSequenceClassification, AutoTokenizer
+
+model = AutoModelForSequenceClassification.from_pretrained("alecmullen/autonlp-group-classification-441411446", use_auth_token=True)
+
+tokenizer = AutoTokenizer.from_pretrained("alecmullen/autonlp-group-classification-441411446", use_auth_token=True)
+
+inputs = tokenizer("I love AutoNLP", return_tensors="pt")
+
+outputs = model(**inputs)
+```

config.json

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+{
+  "_name_or_path": "AutoNLP",
+  "_num_labels": 15,
+  "architectures": [
+    "RobertaForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Beauty",
+    "1": "Business/Finance",
+    "2": "Faith",
+    "3": "Fitness",
+    "4": "Food",
+    "5": "Gaming",
+    "6": "Local",
+    "7": "Marketplace",
+    "8": "Memes",
+    "9": "Music",
+    "10": "None",
+    "11": "Social",
+    "12": "Sports",
+    "13": "TV/Movies",
+    "14": "Travel"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Beauty": 0,
+    "Business/Finance": 1,
+    "Faith": 2,
+    "Fitness": 3,
+    "Food": 4,
+    "Gaming": 5,
+    "Local": 6,
+    "Marketplace": 7,
+    "Memes": 8,
+    "Music": 9,
+    "None": 10,
+    "Social": 11,
+    "Sports": 12,
+    "TV/Movies": 13,
+    "Travel": 14
+  },
+  "layer_norm_eps": 1e-05,
+  "max_length": 96,
+  "max_position_embeddings": 514,
+  "model_type": "roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 6,
+  "pad_token_id": 1,
+  "padding": "max_length",
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "transformers_version": "4.8.0",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 50265
+}

pytorch_model.bin

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sample_input.pkl

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special_tokens_map.json

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+{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": false}}

tokenizer_config.json

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+{"unk_token": "<unk>", "bos_token": "<s>", "eos_token": "</s>", "add_prefix_space": false, "errors": "replace", "sep_token": "</s>", "cls_token": "<s>", "pad_token": "<pad>", "mask_token": "<mask>", "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "AutoNLP", "tokenizer_class": "RobertaTokenizer"}