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llama3-8b-classification-gpt4o-100k
llama-duo/llama3-8b-classification-gpt4o-100k
llama3-8b-classification-gpt4o-100k 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. The card lists the license as llama3.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- peft
- License
- llama3
- Model type
- llama
- Access
- Public
- Created
- Aug 8, 2024
- Updated
- Aug 9, 2024
- SHA
- 16b9d995
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. -->
llama3-8b-classification-gpt4o-100k
This model is a fine-tuned version of meta-llama/Meta-Llama-3-8B on the llama-duo/synth_classification_dataset_dedup dataset. It achieves the following results on the evaluation set:
- Loss: 2.0032
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: 4
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- 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 |
|---|---|---|---|
| 0.9183 | 1.0 | 237 | 1.6517 |
| 0.8583 | 2.0 | 474 | 1.6295 |
| 0.8179 | 3.0 | 711 | 1.6559 |
| 0.7533 | 4.0 | 948 | 1.6894 |
| 0.716 | 5.0 | 1185 | 1.7251 |
| 0.6876 | 6.0 | 1422 | 1.7830 |
| 0.6344 | 7.0 | 1659 | 1.8557 |
| 0.591 | 8.0 | 1896 | 1.9240 |
| 0.5677 | 9.0 | 2133 | 1.9842 |
| 0.5648 | 10.0 | 2370 | 2.0032 |
Framework versions
- PEFT 0.12.0
- Transformers 4.44.0
- Pytorch 2.4.0+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
- Library
- peft
- Type
- llama
- License
- llama3
- Created
- Aug 8, 2024
- Updated
- Aug 9, 2024