Instructions to use arpanghoshal/EmoRoBERTa with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use arpanghoshal/EmoRoBERTa with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="arpanghoshal/EmoRoBERTa")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("arpanghoshal/EmoRoBERTa") model = AutoModelForSequenceClassification.from_pretrained("arpanghoshal/EmoRoBERTa", device_map="auto") - Notebooks
- Google Colab
- Kaggle
arpanghoshal commited on
Commit ·
5bce071
1
Parent(s): 4611f6c
v2
Browse files- .DS_Store +0 -0
- README.md +0 -21
- config.json +73 -73
- merges.txt +0 -0
- roberta-base-goemotions.bin +0 -3
- special_tokens_map.json +1 -3
- pytorch_model.bin → tf_model.h5 +2 -2
- tokenizer.json +0 -3
- tokenizer_config.json +1 -3
- vocab.json +0 -0
.DS_Store
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README.md
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# What is GoEmotions
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Dataset labelled 58000 Reddit comments with 28 emotions
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- admiration, amusement, anger, annoyance, approval, caring, confusion, curiosity, desire, disappointment, disapproval, disgust, embarrassment, excitement, fear, gratitude, grief, joy, love, nervousness, optimism, pride, realization, relief, remorse, sadness, surprise + neutral
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## Hyperparameters
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| Parameter | |
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| ----------------- | :---: |
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| Learning rate | 5e-5 |
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| Epochs | 10 |
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| Max Seq Length | 50 |
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| Batch size | 16 |
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## Results
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Best Result of `Macro F1`
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| Macro F1 (%) | Test |
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| ------------ | :---: |
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| original | 49.30 |
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"activation": "gelu",
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"initializer_range": 0.02,
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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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"architectures": [
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"RobertaForMaskedLM"
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"eos_token_id": 2,
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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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"label2id": {
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"type_vocab_size": 1,
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"vocab_size": 50265
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}
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roberta-base-goemotions.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:5d0efb60e7661ce99d0f030d50091ea358c22deb0c313a48832305b85bd0a3c2
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size 498754029
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special_tokens_map.json
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oid sha256:378eb3bf733eb16e65792d7e3fda5b8a4631387ca04d2015199c4d4f22ae554d
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size 239
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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}}
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pytorch_model.bin → tf_model.h5
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size 501322656
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tokenizer.json
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size 1355881
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{"model_max_length": 512}
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