Joe Davison
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add model
Browse files- README.md +29 -0
- config.json +83 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tf_model.h5 +3 -0
- tokenizer_config.json +1 -0
- vocab.txt +0 -0
README.md
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---
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language: en
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tags:
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- text-classification
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- pytorch
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- tensorflow
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datasets:
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- go_emotions
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license: mit
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---
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# distilbert-base-uncased-go-emotions-student
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## Model Description
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This model is distilled from the zero-shot classification pipeline on the unlabeled GoEmotions dataset using [this
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script](https://github.com/huggingface/transformers/tree/master/examples/research_projects/zero-shot-distillation).
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It is the result of the demo notebook
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[here](https://colab.research.google.com/drive/1mjBjd0cR8G57ZpsnFCS3ngGyo5nCa9ya?usp=sharing), where more details
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about the model can be found.
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- Teacher model: [roberta-large-mnli](https://huggingface.co/roberta-large-mnli)
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## Intended Usage
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The model can be used like any other model trained on GoEmotions, but will likely not perform as well as a model
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trained with full supervision. It is primarily intended as a demo of how an expensive NLI-based zero-shot model
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can be distilled to a more efficient student. Note that although the GoEmotions dataset allow multiple labels
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per instance, the teacher used single-label classification to create psuedo-labels.
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config.json
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{
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"_name_or_path": "./distilbert-base-uncased-go-emotions-student/",
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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": "admiration",
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"1": "amusement",
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"2": "anger",
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"3": "annoyance",
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"4": "approval",
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"5": "caring",
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"6": "confusion",
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"7": "curiosity",
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"8": "desire",
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"9": "disappointment",
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"10": "disapproval",
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"11": "disgust",
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"12": "embarrassment",
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"13": "excitement",
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"14": "fear",
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"15": "gratitude",
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"16": "grief",
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"17": "joy",
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"18": "love",
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"19": "nervousness",
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"20": "optimism",
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"21": "pride",
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"22": "realization",
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"23": "relief",
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"24": "remorse",
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"25": "sadness",
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"26": "surprise",
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"27": "neutral"
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},
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"initializer_range": 0.02,
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"label2id": {
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"admiration": 0,
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"amusement": 1,
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"anger": 2,
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"annoyance": 3,
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"approval": 4,
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"caring": 5,
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"confusion": 6,
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"curiosity": 7,
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"desire": 8,
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"disappointment": 9,
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"disapproval": 10,
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"disgust": 11,
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"embarrassment": 12,
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"excitement": 13,
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"fear": 14,
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"gratitude": 15,
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"grief": 16,
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"joy": 17,
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"love": 18,
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"nervousness": 19,
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"neutral": 27,
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"optimism": 20,
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"pride": 21,
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"realization": 22,
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"relief": 23,
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"remorse": 24,
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"sadness": 25,
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"surprise": 26
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},
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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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"pad_token_id": 0,
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"transformers_version": "4.4.0.dev0",
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"vocab_size": 30522
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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 sha256:0e97a8d55b9b6c9a57c217d71eb5068469baee9e0f229c8fceddcf33c1480a8b
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size 267940614
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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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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:c67cd66d24cde7b8e5562671ef83043d0d13976dff91aedfa5aba2c1233960b9
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size 268032384
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tokenizer_config.json
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{"do_lower_case": true, "do_basic_tokenize": true, "never_split": null, "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, "name_or_path": "./go_emotions/distilled_model/", "special_tokens_map_file": "./go_emotions/distilled_model/special_tokens_map.json", "tokenizer_file": null}
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vocab.txt
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