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gemma7b-summarize-gpt4o-32k
llama-duo/gemma7b-summarize-gpt4o-32k
gemma7b-summarize-gpt4o-32k is a machine learning model from llama-duo. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- peft
- Model type
- gemma
- Access
- Public
- Created
- Jun 8, 2024
- Updated
- Jun 14, 2024
- SHA
- bab7ec65
Base models
Model card
From the Hugging Face model README
<!-- 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. -->
gemma7b-summarize-gpt4o-32k
This model is a fine-tuned version of google/gemma-7b on the llama-duo/synth_summarize_dataset_dedup dataset. It achieves the following results on the evaluation set:
- Loss: 2.5602
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: 0.0002
- train_batch_size: 4
- eval_batch_size: 2
- seed: 42
- distributed_type: multi-GPU
- num_devices: 8
- gradient_accumulation_steps: 2
- total_train_batch_size: 64
- total_eval_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 3.5798 | 1.0 | 55 | 4.0590 |
| 1.346 | 2.0 | 110 | 2.6944 |
| 1.1944 | 3.0 | 165 | 2.6027 |
| 1.1119 | 4.0 | 220 | 2.5779 |
| 1.0741 | 5.0 | 275 | 2.5495 |
| 1.0435 | 6.0 | 330 | 2.5501 |
| 1.0191 | 7.0 | 385 | 2.5536 |
| 0.9965 | 8.0 | 440 | 2.5604 |
| 0.9986 | 9.0 | 495 | 2.5597 |
| 0.9948 | 10.0 | 550 | 2.5602 |
Framework versions
- PEFT 0.10.0
- Transformers 4.40.0
- Pytorch 2.1.2+cu121
- Datasets 2.18.0
- Tokenizers 0.19.1
- Library
- peft
- Type
- gemma
- Created
- Jun 8, 2024
- Updated
- Jun 14, 2024