AutoNLP Admin
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Parent(s):
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Commit From AutoNLP
Browse files- .gitattributes +2 -0
- README.md +52 -0
- config.json +82 -0
- merges.txt +0 -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.json +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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*tfevents* 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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*tfevents* 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: autonlp
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language: en
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widget:
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- text: "I love AutoNLP 🤗"
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datasets:
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- emekaboris/autonlp-data-txc
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co2_eq_emissions: 133.57087522185148
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---
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# Model Trained Using AutoNLP
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- Problem type: Multi-class Classification
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- Model ID: 17923124
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- CO2 Emissions (in grams): 133.57087522185148
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## Validation Metrics
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- Loss: 0.2080804407596588
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- Accuracy: 0.9325402190077058
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- Macro F1: 0.7283811287183823
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- Micro F1: 0.9325402190077058
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- Weighted F1: 0.9315711955594153
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- Macro Precision: 0.8106599661500661
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- Micro Precision: 0.9325402190077058
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- Weighted Precision: 0.9324644116921059
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- Macro Recall: 0.7020515544343829
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- Micro Recall: 0.9325402190077058
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- Weighted Recall: 0.9325402190077058
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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 AutoNLP"}' https://api-inference.huggingface.co/models/emekaboris/autonlp-txc-17923124
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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("emekaboris/autonlp-txc-17923124", use_auth_token=True)
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tokenizer = AutoTokenizer.from_pretrained("emekaboris/autonlp-txc-17923124", use_auth_token=True)
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inputs = tokenizer("I love AutoNLP", 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": "AutoNLP",
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"_num_labels": 24,
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"architectures": [
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"RobertaForSequenceClassification"
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],
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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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"id2label": {
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"0": "1.0",
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"1": "10.0",
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"2": "11.0",
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"3": "12.0",
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"5": "14.0",
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"6": "15.0",
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"7": "16.0",
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"8": "17.0",
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"9": "18.0",
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"10": "19.0",
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"11": "2.0",
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"12": "20.0",
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"13": "21.0",
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"14": "22.0",
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"15": "23.0",
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"16": "24.0",
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"17": "3.0",
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"18": "4.0",
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"19": "5.0",
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"20": "6.0",
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"21": "7.0",
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"22": "8.0",
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"23": "9.0"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"1.0": 0,
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"10.0": 1,
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"11.0": 2,
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"2.0": 11,
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"22.0": 14,
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"9.0": 23
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},
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"layer_norm_eps": 1e-05,
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"max_length": 128,
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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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"padding": "max_length",
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"transformers_version": "4.8.0",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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merges.txt
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:4317ce901b6a13afd6f92173ff2c2883f24aab9e9b00e521b8f5c014868d03e7
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size 498741741
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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:c21cbb1c0811a33827a46e0994a97fcf7c801a489fa7f67195353c996b524392
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size 3058
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special_tokens_map.json
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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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tokenizer.json
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tokenizer_config.json
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{"unk_token": "<unk>", "bos_token": "<s>", "eos_token": "</s>", "add_prefix_space": false, "errors": "replace", "sep_token": "</s>", "cls_token": "<s>", "pad_token": "<pad>", "mask_token": "<mask>", "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "AutoNLP", "tokenizer_class": "RobertaTokenizer"}
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vocab.json
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