philschmid
HF staff
Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator (#4)
b06a232
| language: en | |
| tags: | |
| - autotrain | |
| datasets: | |
| - banking77 | |
| widget: | |
| - text: I am still waiting on my card? | |
| co2_eq_emissions: 0.03330651014155927 | |
| model-index: | |
| - name: BERT-Banking77 | |
| results: | |
| - task: | |
| type: text-classification | |
| name: Text Classification | |
| dataset: | |
| name: BANKING77 | |
| type: banking77 | |
| metrics: | |
| - type: accuracy | |
| value: 92.64 | |
| name: Accuracy | |
| - type: macro-f1 | |
| value: 92.64 | |
| name: Macro F1 | |
| - type: weighted-f1 | |
| value: 92.6 | |
| name: Weighted F1 | |
| - task: | |
| type: text-classification | |
| name: Text Classification | |
| dataset: | |
| name: banking77 | |
| type: banking77 | |
| config: default | |
| split: test | |
| metrics: | |
| - type: accuracy | |
| value: 0.9275974025974026 | |
| name: Accuracy | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZjc4ZDk2NzI4ZTEyYzVjMmYxYTVmOGU1ODFiYzBlMGYwNDc0NWU2ZjE2OTRmMzQ2YmRmMGMwMjk0OGJhODhjNCIsInZlcnNpb24iOjF9.DCcGC7cTnxr-ZY8ZmF1TtEIYirV0on_wozRjHxO8OInX5BJ01JSDivTfzyV3goiZXyhAiqLm5Ri1hoeKs7eOAA | |
| - type: precision | |
| value: 0.9305185253845069 | |
| name: Precision Macro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNjJlY2FkNjRhMmY5ZWRkNGRkMjgyMGQ5MjAyY2M1YTZlMTIxYTMwOGY3ZDExYTFhOGRkY2E0ZDgzMzlmN2E1ZSIsInZlcnNpb24iOjF9.gAhADFfvfXjZmFEVZtmDZZJBmeQgbtOPzGUjYdrH3Ill_R6yH4BoQnTFERlRdyrA5QiwfjdHT1hg_x1G7HLmBQ | |
| - type: precision | |
| value: 0.9275974025974026 | |
| name: Precision Micro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjk3YWVkYTI3MGMxYjJmMGFhMWU0YmQ5MmFiMjEwNmQ1NTBkNjIyNTcxZDcwN2UzZmZmOTAxYjYxNWVlOTQ1NyIsInZlcnNpb24iOjF9.wWMl0F-TNDBDGik_1UNk5VM_ftb2vGG-OYeqRJuHXgKxCQLLujufCbJaPgKWA7sigVQspf8OpZOmdIzdqu-MDg | |
| - type: precision | |
| value: 0.9305185253845071 | |
| name: Precision Weighted | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNWQ4NTFhMjM3NmEyNTkyMmFlNDQyYTkzMzAzNWQzM2YxNjdjMGI5NDljMjViYzNhODFjODM4YTU3ZDk5YjAwOCIsInZlcnNpb24iOjF9.W28VbQFOFafZ7qIUz4grPzxHfJkh9rNxx_gTyXl3EIuk3IRwsTuWi54F8rsxDap8CSCWqIsciRKxvDiT_0vFBA | |
| - type: recall | |
| value: 0.9275974025974028 | |
| name: Recall Macro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZjYwYWMxYjAxMmY3ZTBiNWRhYjkyZGY0ODBlYzljZjA2ZmI4NWI1NTQ1YjY0MTNiMmJjODU5OWFjOWExZTdmZiIsInZlcnNpb24iOjF9.-4enaWGlOKfonX2oIonHcMXsiEbVYqxYawZpj_aXOrDG2lm6ojwmUfezUcp8u83j53JyPl7VcsxQa3dmmbwtCg | |
| - type: recall | |
| value: 0.9275974025974026 | |
| name: Recall Micro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiM2I2YTUxMmI1MDQ5NDQwYmM0MGRmMTBlZWQxN2JmOTMzMTYzNGIyMjNlYjNlOTFmMGFkOThmNWU5MGNlZGQ3YiIsInZlcnNpb24iOjF9.8vDbC3HWhZi-KK3wLzfzoZ_yVmoSwaceHwoa9Tp8O5sXVQL8AlQYQtZQak4TbUfiUCHel9VusfTvF0hDrHIWAw | |
| - type: recall | |
| value: 0.9275974025974026 | |
| name: Recall Weighted | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMmM1ODFjMjgwNDMzNmI0NGI4M2JjNTAzMWI0ZDFlOWVhMGI3NmNmNWNhYWU3YzlkODdiZDk1YmM4OTJkNjY2YiIsInZlcnNpb24iOjF9.GfcNiHLZHmhnIVCLjBCIuj7-JWhqm5w3ZhCUm8im_j5huI3EPuT3HaP9qzYMYICNn-kBIapHdU3ICQRVRohXDQ | |
| - type: f1 | |
| value: 0.927623314966026 | |
| name: F1 Macro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOWI5Zjk1Y2QyOTkwM2RjZDZhNjVkNzU5YjgzMzBjZmYzM2ZmNWQyNzZmNmRjZjRlODZmZjkzZTBjZDFhZDYxYiIsInZlcnNpb24iOjF9.VxutoI_Om00TJp7L5574OLLjW5jOgxedWnk0z6qN-n_p6r1Nxc6tFtN7MpIHo3ex7sic1k1piVQ-PQKlTKj8Bw | |
| - type: f1 | |
| value: 0.9275974025974026 | |
| name: F1 Micro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZWRlZmVmZjRlMzkxODkxYWFmYmFjY2ZlMTkyZTQ0NTYwYjY0NzQzNWViMDIwNGU2YWQzMzIxMWViZmNhYWI1NSIsInZlcnNpb24iOjF9.XVL6-f3XoXWXNkzzhBvpkj25DjQzx9GvyD8iXvbJ3GB9xQap6nbTA3yx8qJMmrLp_6CrrnMpITm8e7QD_xnWDw | |
| - type: f1 | |
| value: 0.927623314966026 | |
| name: F1 Weighted | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNzRhMTNmZGQwZjI3NjhhNDJmN2E4ODg1NzNjYjE2OGNhYmU1NmFmMTYzZDA2OTM1ZDVjOTI2ZjkzYWY5YTFmYSIsInZlcnNpb24iOjF9.67Zkn3eSyiGpkPTI93Da1BrCIL9r-l5RguKN6HV13uX8J8hAdiOoMpIIdXpmBmjm6Y5t0pvfb1QmtGTCjP1mBQ | |
| - type: loss | |
| value: 0.3199225962162018 | |
| name: loss | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYWQ4NjU0ZjdlZDVjNGExMTIyMzExYWI2N2JkYzM0ODAwY2Y2YmI4YWI3NzlhNDdhNzZkOTAzY2ExNjQ4OWQ4NSIsInZlcnNpb24iOjF9.Xuz9odnXhZQhatLmYjZIhtxMwfTY44Gk8FWRpHPU6oj1Ot2y7T83Za_xcWMaISOoARnTasG_TTz-FZDsGPVqBg | |
| # `BERT-Banking77` Model Trained Using AutoTrain | |
| - Problem type: Multi-class Classification | |
| - Model ID: 940131041 | |
| - CO2 Emissions (in grams): 0.03330651014155927 | |
| ## Validation Metrics | |
| - Loss: 0.3505457043647766 | |
| - Accuracy: 0.9263261296660118 | |
| - Macro F1: 0.9268371013605569 | |
| - Micro F1: 0.9263261296660118 | |
| - Weighted F1: 0.9259954221865809 | |
| - Macro Precision: 0.9305746406646502 | |
| - Micro Precision: 0.9263261296660118 | |
| - Weighted Precision: 0.929031563971418 | |
| - Macro Recall: 0.9263724620088746 | |
| - Micro Recall: 0.9263261296660118 | |
| - Weighted Recall: 0.9263261296660118 | |
| ## Usage | |
| You can use cURL to access this model: | |
| ``` | |
| $ 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/philschmid/autotrain-does-it-work-940131041 | |
| ``` | |
| Or Python API: | |
| ``` | |
| from transformers import AutoTokenizer, AutoModelForSequenceClassification, pipeline | |
| model_id = 'philschmid/BERT-Banking77' | |
| tokenizer = AutoTokenizer.from_pretrained(model_id) | |
| model = AutoModelForSequenceClassification.from_pretrained(model_id) | |
| classifier = pipeline('text-classification', tokenizer=tokenizer, model=model) | |
| classifier('What is the base of the exchange rates?') | |
| ``` |