Commit From AutoTrain
Browse files- .gitattributes +2 -0
- README.md +52 -0
- config.json +107 -0
- pytorch_model.bin +3 -0
- sample_input.pkl +3 -0
- special_tokens_map.json +1 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- vocab.txt +0 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zstandard filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zstandard filter=lfs diff=lfs merge=lfs -text
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*.tar.gz filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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README.md
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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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- xInsignia/autotrain-data-Online_orders-5cf92320
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co2_eq_emissions: 2.4120667129093043
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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: 755323156
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- CO2 Emissions (in grams): 2.4120667129093043
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## Validation Metrics
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- Loss: 0.17826060950756073
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- Accuracy: 0.9550898203592815
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- Macro F1: 0.8880388927888968
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- Micro F1: 0.9550898203592815
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- Weighted F1: 0.9528256324309916
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- Macro Precision: 0.9093073732635162
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- Micro Precision: 0.9550898203592815
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- Weighted Precision: 0.9533674643333371
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- Macro Recall: 0.8872729481745715
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- Micro Recall: 0.9550898203592815
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- Weighted Recall: 0.9550898203592815
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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/xInsignia/autotrain-Online_orders-755323156
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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("xInsignia/autotrain-Online_orders-755323156", use_auth_token=True)
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tokenizer = AutoTokenizer.from_pretrained("xInsignia/autotrain-Online_orders-755323156", 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": 37,
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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": "bookflight",
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"1": "changeorder",
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"2": "changeseatassignment",
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"3": "checkbalance",
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"4": "checkclaimstatus",
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"5": "checkoffereligibility",
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"6": "checkserverstatus",
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"7": "closeaccount",
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"8": "disputecharge",
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"9": "expensereport",
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"10": "getboardingpass",
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"11": "getinformationintent",
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"12": "getpromotions",
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"13": "getproofofinsurance",
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"14": "getroutingnumber",
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"15": "getseatinfo",
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"16": "orderbreakfastintent",
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"17": "orderburgerintent",
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"18": "orderchecks",
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"19": "orderdessertintent",
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"20": "orderdrinkintent",
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"21": "orderpizzaintent",
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"22": "ordersaladintent",
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"23": "ordersideintent",
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"24": "providereceipt",
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"25": "replacecard",
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"26": "reportbrokenphone",
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"27": "reportbrokensoftware",
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"28": "reportlostcard",
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"29": "softwareupdate",
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"30": "startorder",
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"31": "startserviceintent",
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"32": "stoporder",
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"33": "transfermoney",
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"34": "updateaddress",
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"35": "upgradeserviceintent",
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"36": "viewbillsintent"
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},
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"initializer_range": 0.02,
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"label2id": {
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"bookflight": 0,
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"changeorder": 1,
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"changeseatassignment": 2,
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"checkbalance": 3,
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"checkclaimstatus": 4,
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"checkoffereligibility": 5,
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"checkserverstatus": 6,
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"closeaccount": 7,
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"disputecharge": 8,
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"expensereport": 9,
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"getboardingpass": 10,
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"getinformationintent": 11,
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"getpromotions": 12,
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"getproofofinsurance": 13,
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"getroutingnumber": 14,
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"getseatinfo": 15,
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"orderbreakfastintent": 16,
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"orderburgerintent": 17,
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"orderchecks": 18,
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"orderdessertintent": 19,
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"orderdrinkintent": 20,
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"orderpizzaintent": 21,
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"ordersaladintent": 22,
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"ordersideintent": 23,
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"providereceipt": 24,
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"replacecard": 25,
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"reportbrokenphone": 26,
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"reportbrokensoftware": 27,
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"reportlostcard": 28,
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"softwareupdate": 29,
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"startorder": 30,
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"startserviceintent": 31,
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"stoporder": 32,
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"transfermoney": 33,
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"updateaddress": 34,
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"upgradeserviceintent": 35,
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"viewbillsintent": 36
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},
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"max_length": 64,
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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": "4.15.0",
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"vocab_size": 28996
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:947228f896af73e60d99a1d174cb74f248468f3a4734df33990af802a43ae545
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size 263279857
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sample_input.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:9ade42f3c5166865db5f4b3ea573cc8fc4c86a4550aecd4a0ea729fbb82316bf
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size 2034
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special_tokens_map.json
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{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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tokenizer.json
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tokenizer_config.json
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{"do_lower_case": false, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "AutoTrain", "tokenizer_class": "DistilBertTokenizer"}
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vocab.txt
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