add Aleph-Alpha-GermanWeb-Grammar-Classifier-BERT model
Browse files- README.md +26 -0
- config.json +26 -0
- model.safetensors +3 -0
README.md
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# Aleph-Alpha-GermanWeb-Classifier-BERT
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## Example Snippet
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```python
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import torch
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from transformers import BertTokenizer, BertForSequenceClassification
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device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')
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model = BertForSequenceClassification.from_pretrained("Aleph-Alpha/Aleph-Alpha-GermanWeb-Grammar-Classifier-BERT", num_labels=2).to(device)
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tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')
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# disclaimer: short text is not in the model distribution
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text = 'Das ist ein Beispieltext, um die Grammatik zu überprüfen.'
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target_names = ['Low Quality', 'High Quality']
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with torch.no_grad():
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prediction = torch.argmax(
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model(**tokenizer(text, return_tensors='pt', truncation=True, padding=True).to(device)).logits
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).item()
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print(target_names[prediction])
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```
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config.json
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{
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"_name_or_path": "bert-base-uncased",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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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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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-12,
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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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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.48.3",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6d45b4eefc547d7752ed074fd4699ddfcfd98e7245be8596bc5ac663b60e47df
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size 437958648
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