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llama-sentiment-classifier-custom-layer
jonathand94/llama-sentiment-classifier-custom-layer
llama-sentiment-classifier-custom-layer is a machine learning model from jonathand94. 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 llama3.1.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- peft
- License
- llama3.1
- Access
- Public
- Created
- Oct 23, 2024
- Updated
- Oct 25, 2024
- SHA
- a09c32e1
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. -->
llama-sentiment-classifier-custom-layer
This model is a fine-tuned version of meta-llama/Llama-3.1-8B-Instruct on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4230
- Accuracy: 0.94
- F1: 0.9423
- Precision: 0.9245
- Recall: 0.9608
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: 2e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.4123 | 0.4 | 100 | 0.7309 | 0.49 | 0.1905 | 0.5 | 0.1176 |
| 0.3566 | 0.8 | 200 | 0.4230 | 0.94 | 0.9423 | 0.9245 | 0.9608 |
Framework versions
- PEFT 0.13.2
- Transformers 4.44.2
- Pytorch 2.5.0+cu121
- Datasets 3.0.2
- Tokenizers 0.19.1
- Library
- peft
- License
- llama3.1
- Created
- Oct 23, 2024
- Updated
- Oct 25, 2024