Commit From AutoTrain
Browse files- .gitattributes +3 -0
- README.md +56 -0
- config.json +47 -0
- model.safetensors +3 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +3 -0
- tokenizer_config.json +13 -0
- vocab.txt +0 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.bin.* filter=lfs diff=lfs merge=lfs -text
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*.tar.gz filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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tags:
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- autotrain
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- text-classification
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language:
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- de
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widget:
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- text: "I love AutoTrain"
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datasets:
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- NikoSmow/autotrain-data-user_needs_full_train_test_split
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co2_eq_emissions:
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emissions: 0.021816546685580914
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---
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# Model Trained Using AutoTrain
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- Problem type: Multi-class Classification
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- Model ID: 94165146009
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- CO2 Emissions (in grams): 0.0218
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## Validation Metrics
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- Loss: 0.471
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- Accuracy: 0.869
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- Macro F1: 0.388
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- Micro F1: 0.869
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- Weighted F1: 0.841
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- Macro Precision: 0.468
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- Micro Precision: 0.869
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- Weighted Precision: 0.825
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- Macro Recall: 0.358
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- Micro Recall: 0.869
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- Weighted Recall: 0.869
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## Usage
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You can use cURL to access this model:
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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/NikoSmow/autotrain-user_needs_full_train_test_split-94165146009
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```
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Or Python API:
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```
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from transformers import AutoModelForSequenceClassification, AutoTokenizer
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model = AutoModelForSequenceClassification.from_pretrained("NikoSmow/autotrain-user_needs_full_train_test_split-94165146009", use_auth_token=True)
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tokenizer = AutoTokenizer.from_pretrained("NikoSmow/autotrain-user_needs_full_train_test_split-94165146009", use_auth_token=True)
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inputs = tokenizer("I love AutoTrain", return_tensors="pt")
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outputs = model(**inputs)
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```
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config.json
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{
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"_name_or_path": "AutoTrain",
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"_num_labels": 7,
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "UserNeed - Gib mir Tiefe",
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"1": "UserNeed - Gib mir ein Update",
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"2": "UserNeed - Inspiriere Ber\u00fchre mich",
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"3": "UserNeed - Machs mir leichter",
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"4": "UserNeed - Sonstiges",
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"5": "UserNeed - Unterhalte mich",
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"6": "UserNeed - Zeig mir verschiedene Meinungen"
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},
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"initializer_range": 0.02,
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"label2id": {
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"UserNeed - Gib mir Tiefe": 0,
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"UserNeed - Gib mir ein Update": 1,
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"UserNeed - Inspiriere Ber\u00fchre mich": 2,
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"UserNeed - Machs mir leichter": 3,
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"UserNeed - Sonstiges": 4,
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"UserNeed - Unterhalte mich": 5,
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"UserNeed - Zeig mir verschiedene Meinungen": 6
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},
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"max_length": 512,
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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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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"problem_type": "single_label_classification",
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": true,
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"tie_weights_": true,
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"torch_dtype": "float32",
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"transformers_version": "4.29.2",
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"vocab_size": 31102
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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 sha256:067a5095ac29f68fc84d0a584fa952a3d599846c872e56c325f8b8e89953e0a1
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size 269629708
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:c4d748b2c0c1cfe5f01cc5e1719fe113792301673b898cfc815a0be9967026c8
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size 269652653
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:c1556d9554ff745d31903f031766334819a5ea05f6035614730fcd2173de8142
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size 729325
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tokenizer_config.json
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{
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"clean_up_tokenization_spaces": true,
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"cls_token": "[CLS]",
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"do_lower_case": false,
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"mask_token": "[MASK]",
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"model_max_length": 512,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "DistilBertTokenizer",
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"unk_token": "[UNK]"
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}
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vocab.txt
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