Edit model card

outputs

This model is a fine-tuned version of meta-llama/Meta-Llama-3-8B-Instruct on the Syed-Hasan-8503/orpo-40k-train-test dataset. It achieves the following results on the evaluation set:

  • Loss: 0.9751
  • Rewards/chosen: -3.4539
  • Rewards/rejected: -5.6604
  • Rewards/accuracies: 0.7613
  • Rewards/margins: 2.2065
  • Logps/rejected: -2.2642
  • Logps/chosen: -1.3816
  • Logits/rejected: -1.3683
  • Logits/chosen: -1.2117

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: 1e-06
  • train_batch_size: 2
  • eval_batch_size: 4
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 3
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 12
  • total_eval_batch_size: 12
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.1
  • training_steps: 200

Training results

Training Loss Epoch Step Validation Loss Rewards/chosen Rewards/rejected Rewards/accuracies Rewards/margins Logps/rejected Logps/chosen Logits/rejected Logits/chosen
1.645 0.0140 50 1.2563 -2.7945 -3.7325 0.7027 0.9380 -1.4930 -1.1178 -1.3468 -1.1841
0.8722 0.0280 100 1.0619 -3.0769 -4.7343 0.7320 1.6574 -1.8937 -1.2308 -1.3817 -1.2196
1.0404 0.0419 150 0.9883 -3.4545 -5.6160 0.7545 2.1615 -2.2464 -1.3818 -1.3639 -1.2082
1.4672 0.0559 200 0.9751 -3.4539 -5.6604 0.7613 2.2065 -2.2642 -1.3816 -1.3683 -1.2117

Framework versions

  • Transformers 4.41.2
  • Pytorch 2.2.0+cu121
  • Datasets 2.19.2
  • Tokenizers 0.19.1
Downloads last month
1
Safetensors
Model size
8.03B params
Tensor type
BF16
·
Inference Examples
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.

Model tree for Syed-Hasan-8503/Llama-3-8b-instruct-SimPO

Finetuned
(441)
this model

Dataset used to train Syed-Hasan-8503/Llama-3-8b-instruct-SimPO

Collection including Syed-Hasan-8503/Llama-3-8b-instruct-SimPO