Downloads · 30 days
25
3% of all-time downloads
llama3.1-8b-classification-gpt4o-100k
llama-duo/llama3.1-8b-classification-gpt4o-100k
llama3.1-8b-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 llama3.1.
should probably proofread and complete it, then remove this comment. --
All-time downloads
739
Public
Repo size
11.3 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors336 MB · 97%
At a glance
- Library
- peft
- License
- llama3.1
- Model type
- llama
- Access
- Public
- Created
- Aug 6, 2024
- Updated
- Aug 7, 2024
- SHA
- ccc4a87e
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. -->
llama3.1-8b-classification-gpt4o-100k
This model is a fine-tuned version of meta-llama/Meta-Llama-3.1-8B on the llama-duo/synth_classification_dataset_dedup dataset. It achieves the following results on the evaluation set:
- Loss: 3.0330
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: 4
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- total_eval_batch_size: 8
- 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 |
|---|---|---|---|
| 1.2062 | 1.0 | 296 | 1.6781 |
| 1.1339 | 2.0 | 592 | 1.6897 |
| 1.0779 | 3.0 | 888 | 1.7536 |
| 1.0043 | 4.0 | 1184 | 1.8225 |
| 0.9288 | 5.0 | 1480 | 2.0044 |
| 0.8437 | 6.0 | 1776 | 2.1710 |
| 0.7654 | 7.0 | 2072 | 2.4080 |
| 0.7117 | 8.0 | 2368 | 2.6554 |
| 0.6916 | 9.0 | 2664 | 2.9172 |
| 0.6652 | 10.0 | 2960 | 3.0330 |
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
- llama3.1
- Created
- Aug 6, 2024
- Updated
- Aug 7, 2024