philschmid
HF staff
Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator (#2)
cfbf5d5
| license: apache-2.0 | |
| tags: | |
| - generated_from_trainer | |
| datasets: | |
| - emotion | |
| metrics: | |
| - accuracy | |
| model-index: | |
| - name: sagemaker-distilbert-emotion | |
| results: | |
| - task: | |
| type: text-classification | |
| name: Text Classification | |
| dataset: | |
| name: emotion | |
| type: emotion | |
| args: default | |
| metrics: | |
| - type: accuracy | |
| value: 0.9185 | |
| name: Accuracy | |
| - task: | |
| type: text-classification | |
| name: Text Classification | |
| dataset: | |
| name: emotion | |
| type: emotion | |
| config: default | |
| split: test | |
| metrics: | |
| - type: accuracy | |
| value: 0.9185 | |
| name: Accuracy | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZGQzNGQ2NDM0MDUyMGM2ODQ4OTJiOTkyMGY1MmM3YWVkNjUxNWY0ZTdhODIzZjAyMTgxYzRlOGFmMTFkZWE0OSIsInZlcnNpb24iOjF9.JDpVqPUDud_xhiZ1HIqixmrckHQj3vWWgd_sHFlQRZst_HncPkNeSlqTzjQfMSVr8T33XJSlZmuyqIcUHCX4Aw | |
| - type: precision | |
| value: 0.8869690559183302 | |
| name: Precision Macro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzMxZjA3MTRhZmQwNTIxYTY4NTcyOWJhZGUxNTA3OWM4NjEyNzEwZTI3NmU5OWM1N2E2NzkxNzI2N2YxYjI2YyIsInZlcnNpb24iOjF9.ugrxolv5gjUI5rib1S_9S_9y2kCfzA7v0eWOouXY23nYMFW5Ph7izzJyk9j8Q0CZ5aCM3KO8F1WQgT4xbdLMBQ | |
| - type: precision | |
| value: 0.9185 | |
| name: Precision Micro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTNiZmYxNTU0ZmVhMTIxNDUxYTIwYmFmMWRiMTViZThhMDc2NmMwZmRjY2VlNDlkMTZlMGZhMTU3YzVkNTgyYSIsInZlcnNpb24iOjF9.cajiwdbiWBwuZ1IMh092E8UWG6cll4bHMf_XK18p3-OV3Lt0MVnxF1pEJBjL8NAWhjpSe8EtKyXXCUCm7taqCg | |
| - type: precision | |
| value: 0.9177420617963024 | |
| name: Precision Weighted | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNzgwYzgyY2Y2OTE3M2U1YTZjMGZkYjM4Y2ZiMjdkM2Q3YzM5MjRlYWFkM2ZjNzgzMGQ3OGM3ZTg4ZjJlYTgyOCIsInZlcnNpb24iOjF9.NhQvQwuGf7R5pzvmInhtdp5AUojf-svZYzo4lfOEF6Uv0w9d6Pl1qm0kOX_GWl5a6eqNYp0iSbj7sStHDNKyAQ | |
| - type: recall | |
| value: 0.8696773617395324 | |
| name: Recall Macro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiODgwMTBiMzlmNWRlOTVjYzM4ZDBkYjA1Njk5MzY2MTQzOGI3Yjc2NGNmOWYxZTdmOThkYTVjZGEwYWMxOGUyMCIsInZlcnNpb24iOjF9.SdDWnPxYoCa-xb_H4wiRekw0hjSJJnb8yh0GKIZSHEQgvzjf8gs_YFAC0hP1xUyOjvf7j-_fJWd6I6b2PYPgAA | |
| - type: recall | |
| value: 0.9185 | |
| name: Recall Micro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTMyOTUxMjQ4NWNhNjgyYjA1MzhmMjVhYzk5MGYyYTAxODUyYmU0NDg5YzhjNTBhMGQ2Y2ZmMzQwNGU5YTQ3NyIsInZlcnNpb24iOjF9.33rHXO10ZvGVLQn7sWDzYawXKy-r-iLnp0Y7Pne4HGZHE118jW19VvEHiYfMPbRDB0ibyd9d7f43sIYlxxFXCw | |
| - type: recall | |
| value: 0.9185 | |
| name: Recall Weighted | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNjBhNWVjZDIwNzA5ZDE5MjRiNGM3MmJmNWM3NTA5Njk1ODcxOWFiZjNjZmRiNjYwNjQ1YmQyM2ViZDUxNmIyZiIsInZlcnNpb24iOjF9.EjnIdbANpRpQm5maOCvX5rRmqKGl3qZmBYnJeV-1mMER6a_TElSVWsK9QN13F3uW1iRqafkCWxUWC0brhqPVBw | |
| - type: f1 | |
| value: 0.8772854847626651 | |
| name: F1 Macro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMjBlODY0Yzk5ZDQ0YWQ2NjIxMjI1MzhmNzhjYWZhMjNiZGY4ZTFlZmViMWUzMjEzMTIwMTMzYjFiM2I3NjE4OCIsInZlcnNpb24iOjF9.JQLYalB4A3K9iA7cJI_qZQShq35qWKS_G4CvvKALbUUrvsLzPJxyOcSnlrq-oC9DPXuMEl6UimXUq-L5MeyVDg | |
| - type: f1 | |
| value: 0.9185 | |
| name: F1 Micro | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjMxNThiNDI5NjI3OWZjNzAwNzhjZDUxZDZhYTEzYmE5MjFiNzc3YjU3NmYyMjkwMDFhYWJiMTExNDllMjc0NiIsInZlcnNpb24iOjF9.Rbx4S8uFK6p2x0ejRvzKIv9GCh6EXA0J4xNT8CMAJibQKwpLXO89S3RIXRdra0JDtZV_2QPuLWysLVZsqYv2Cw | |
| - type: f1 | |
| value: 0.9175578471721796 | |
| name: F1 Weighted | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZmI3N2ZhOTgxYjI4ZGVhNjNkZDI1ODIzOWE2ZTk0YzJiOGQ0NWE3MjE1MTQ3YTAzZjdkMjc5MzE0MjQ2YzUwMiIsInZlcnNpb24iOjF9.Uaz_KVUaTYphb3FpaaCxz7FjZ6EtYs6-46boChr1bdtoCEUli1nLiSJemqutsIl-YzbeAiVv8VUOkfuFNjI6Cg | |
| - type: loss | |
| value: 0.24682247638702393 | |
| name: loss | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTkwYzIyZDMxNWY5YzE4ZmQ3NjUxYzk1ODA2Zjg0YjY0OTZiNzAwYzAyNGE0YmUzYWVjODUwNjU1OWI2NDhhMCIsInZlcnNpb24iOjF9.hJN2jySrFMxpT2OPVUJxbLDVl4jfGhSmUnxGOzZRPahKAgvBngcTi6d-BY0Jyndo-ojPUCsHE8zcagfnTYB5Ag | |
| <!-- This model card has been generated automatically according to the information the Trainer had access to. You | |
| should probably proofread and complete it, then remove this comment. --> | |
| # sagemaker-distilbert-emotion | |
| This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the emotion dataset. | |
| It achieves the following results on the evaluation set: | |
| - Loss: 0.2468 | |
| - Accuracy: 0.9185 | |
| ## Model description | |
| More information needed | |
| ## Intended uses & limitations | |
| More information needed | |
| ## Training and evaluation data | |
| More information needed | |
| ## Training procedure | |
| ### Training hyperparameters | |
| The following hyperparameters were used during training: | |
| - learning_rate: 3e-05 | |
| - train_batch_size: 32 | |
| - eval_batch_size: 64 | |
| - seed: 42 | |
| - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 | |
| - lr_scheduler_type: linear | |
| - lr_scheduler_warmup_steps: 500 | |
| - num_epochs: 1 | |
| - mixed_precision_training: Native AMP | |
| ### Training results | |
| | Training Loss | Epoch | Step | Validation Loss | Accuracy | | |
| |:-------------:|:-----:|:----:|:---------------:|:--------:| | |
| | 0.9175 | 1.0 | 500 | 0.2468 | 0.9185 | | |
| ### Framework versions | |
| - Transformers 4.12.3 | |
| - Pytorch 1.9.1 | |
| - Datasets 1.15.1 | |
| - Tokenizers 0.10.3 | |