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--- |
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base_model: gpt2 |
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library_name: distily |
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license: mit |
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tags: |
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- generated_from_trainer |
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model-index: |
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- name: gpt2_model_card_distily_test |
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results: [] |
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--- |
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# gpt2_model_card_distily_test |
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This student model is distilled from the teacher model [gpt2](https://huggingface.co/gpt2) using the dataset (unspecified). |
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The [Distily](https://github.com/lapp0/distily) library was used for this distillation. |
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It achieves the following results on the evaluation set: |
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- eval_enwikippl: 3305.2227 |
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- eval_frwikippl: 13155.6016 |
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- eval_zhwikippl: 73644.4141 |
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- eval_loss: 2480.0 |
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- eval_runtime: 0.0549 |
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- eval_samples_per_second: 18.218 |
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- eval_steps_per_second: 18.218 |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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--> |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- distillation_strategy: logits_activations |
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- loss_fn: reverse_kl |
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- train_embeddings: True |
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- learning_rate: 0.0001 |
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- train_batch_size: 1 |
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- eval_batch_size: 2 |
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- seed: 42 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: cosine |
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- num_epochs: 1.0 |
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### Resource Usage |
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Peak GPU Memory: 1.245255947113037GB |
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### Model Results |
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| epoch | eval_enwikippl | eval_frwikippl | eval_loss | eval_runtime | eval_samples_per_second | eval_steps_per_second | eval_zhwikippl | step | |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- | |
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| 0 | 58716.1836 | 59308.4531 | 6848.0 | 0.078 | 12.815 | 12.815 | 56780.0039 | 0 | |
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| 0.5025 | 2729.5120 | 12198.3467 | 2288.0 | 0.0559 | 17.885 | 17.885 | 86770.4375 | 100 | |
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| 0.7538 | 2523.9104 | 11865.6045 | 2240.0 | 0.0557 | 17.969 | 17.969 | 91730.1328 | 150 | |
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| 0.2513 | 3305.2227 | 13155.6016 | 2480.0 | 0.0549 | 18.218 | 18.218 | 73644.4141 | 50 | |
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### Framework versions |
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- Distily 0.1.0 |
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- Transformers 4.43.3 |
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- Pytorch 2.3.0 |
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- Datasets 2.20.0 |
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