d3c3a1d138
Model: jackf857/llama-3-8b-base-new-dpo-hh-helpful-s_star0.6-4xh200-batch-64-20260421-214335-rerun Source: Original Platform
82 lines
3.3 KiB
Markdown
82 lines
3.3 KiB
Markdown
---
|
|
library_name: transformers
|
|
base_model: W-61/llama-3-8b-base-sft-hh-helpful-4xh200
|
|
tags:
|
|
- alignment-handbook
|
|
- new-dpo
|
|
- generated_from_trainer
|
|
datasets:
|
|
- Anthropic/hh-rlhf
|
|
model-index:
|
|
- name: llama-3-8b-base-new-dpo-hh-helpful-s_star0.6-4xh200-batch-64-20260421-214335-rerun
|
|
results: []
|
|
---
|
|
|
|
<!-- 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-3-8b-base-new-dpo-hh-helpful-s_star0.6-4xh200-batch-64-20260421-214335-rerun
|
|
|
|
This model is a fine-tuned version of [W-61/llama-3-8b-base-sft-hh-helpful-4xh200](https://huggingface.co/W-61/llama-3-8b-base-sft-hh-helpful-4xh200) on the Anthropic/hh-rlhf dataset.
|
|
It achieves the following results on the evaluation set:
|
|
- Loss: 0.5572
|
|
- Fcm Dpo/beta: 0.0034
|
|
- Fcm Dpo/q T: 0.3914
|
|
- Fcm Dpo/delta: 0.0523
|
|
- Fcm Dpo/margin: 156.2329
|
|
- Margin Dpo/margin Mean: 156.2329
|
|
- Margin Dpo/margin Std: 271.4757
|
|
- Logps/chosen: -459.3008
|
|
- Logps/rejected: -623.2806
|
|
- Logps/ref Chosen: -79.0510
|
|
- Logps/ref Rejected: -86.7979
|
|
- Logits/chosen: -0.5276
|
|
- Logits/rejected: -0.5133
|
|
|
|
## 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: 5e-07
|
|
- train_batch_size: 8
|
|
- eval_batch_size: 8
|
|
- seed: 42
|
|
- distributed_type: multi-GPU
|
|
- num_devices: 4
|
|
- gradient_accumulation_steps: 2
|
|
- total_train_batch_size: 64
|
|
- total_eval_batch_size: 32
|
|
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
|
- lr_scheduler_type: cosine
|
|
- lr_scheduler_warmup_ratio: 0.1
|
|
- num_epochs: 1
|
|
|
|
### Training results
|
|
|
|
| Training Loss | Epoch | Step | Validation Loss | Fcm Dpo/beta | Fcm Dpo/q T | Fcm Dpo/delta | Fcm Dpo/margin | Margin Dpo/margin Mean | Margin Dpo/margin Std | Logps/chosen | Logps/rejected | Logps/ref Chosen | Logps/ref Rejected | Logits/chosen | Logits/rejected |
|
|
|:-------------:|:------:|:----:|:---------------:|:------------:|:-----------:|:-------------:|:--------------:|:----------------------:|:---------------------:|:------------:|:--------------:|:----------------:|:------------------:|:-------------:|:---------------:|
|
|
| 0.9767 | 0.2937 | 200 | 0.5985 | 0.0106 | 0.4061 | 0.0551 | 47.4977 | 47.4977 | 101.7798 | -179.9633 | -235.2079 | -79.0510 | -86.7979 | -0.4084 | -0.3900 |
|
|
| 0.9245 | 0.5874 | 400 | 0.5729 | 0.0038 | 0.3973 | 0.0663 | 134.6704 | 134.6704 | 251.6155 | -454.1283 | -596.5456 | -79.0510 | -86.7979 | -0.4387 | -0.4223 |
|
|
| 0.9964 | 0.8811 | 600 | 0.5572 | 0.0034 | 0.3914 | 0.0523 | 156.2329 | 156.2329 | 271.4757 | -459.3008 | -623.2806 | -79.0510 | -86.7979 | -0.5276 | -0.5133 |
|
|
|
|
|
|
### Framework versions
|
|
|
|
- Transformers 4.51.0
|
|
- Pytorch 2.3.1+cu121
|
|
- Datasets 2.21.0
|
|
- Tokenizers 0.21.4
|