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README.md
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---
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license: gemma
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library_name: peft
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tags:
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- trl
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- sft
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- generated_from_trainer
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base_model: google/gemma-7b
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datasets:
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- generator
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model-index:
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- name: gemma7b-classification-gpt4o-100k
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results: []
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---
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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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# gemma7b-classification-gpt4o-100k
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This model is a fine-tuned version of [google/gemma-7b](https://huggingface.co/google/gemma-7b) on the generator dataset.
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It achieves the following results on the evaluation set:
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- Loss: 4.4668
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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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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0002
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 3
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 24
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- total_eval_batch_size: 12
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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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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 15
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 1.0589 | 1.0 | 319 | 1.7605 |
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| 1.0 | 2.0 | 638 | 1.7306 |
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| 0.8741 | 3.0 | 957 | 1.8115 |
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| 0.7735 | 4.0 | 1276 | 1.9239 |
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| 0.6599 | 5.0 | 1595 | 2.0617 |
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| 0.5764 | 6.0 | 1914 | 2.3235 |
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| 0.4817 | 7.0 | 2233 | 2.6759 |
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| 0.4016 | 8.0 | 2552 | 3.0133 |
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| 0.327 | 9.0 | 2871 | 3.4537 |
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| 0.2814 | 10.0 | 3190 | 3.8273 |
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| 0.2539 | 11.0 | 3509 | 4.1355 |
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| 0.233 | 12.0 | 3828 | 4.3549 |
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| 0.2281 | 13.0 | 4147 | 4.4559 |
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| 0.2274 | 14.0 | 4466 | 4.4672 |
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| 0.2251 | 15.0 | 4785 | 4.4668 |
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### Framework versions
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- PEFT 0.11.1
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- Transformers 4.41.2
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- Pytorch 2.3.0+cu121
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- Datasets 2.19.2
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- Tokenizers 0.19.1
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adapter_model.safetensors
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all_results.json
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{
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"epoch": 15.0,
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"total_flos": 5.539666200113447e+18,
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"train_loss": 0.8980661474674348,
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"train_runtime": 27834.6576,
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"train_samples": 92634,
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"train_samples_per_second": 4.124,
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"train_steps_per_second": 0.172
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}
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runs/Jun12_15-24-06_user-HP-Z8-Fury-G5-Workstation-Desktop-PC/events.out.tfevents.1718173627.user-HP-Z8-Fury-G5-Workstation-Desktop-PC.42464.0
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size
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size 212076
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train_results.json
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{
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"epoch": 15.0,
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"total_flos": 5.539666200113447e+18,
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"train_loss": 0.8980661474674348,
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"train_runtime": 27834.6576,
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"train_samples": 92634,
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"train_samples_per_second": 4.124,
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"train_steps_per_second": 0.172
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}
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trainer_state.json
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