LLM_Rec_Qwen2.5_7B_full_sft

This model is a fine-tuned version of Qwen/Qwen2.5-7B-Instruct on the llm_rec dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0229

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-06
  • train_batch_size: 1
  • eval_batch_size: 4
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 8
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 16
  • total_eval_batch_size: 32
  • optimizer: Use 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: 0.05
  • num_epochs: 3.0
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss
0.0968 0.0746 5 0.0690
0.0346 0.1493 10 0.0366
0.0256 0.2239 15 0.0321
0.0328 0.2985 20 0.0302
0.0287 0.3731 25 0.0280
0.0221 0.4478 30 0.0275
0.0347 0.5224 35 0.0265
0.0212 0.5970 40 0.0255
0.0245 0.6716 45 0.0254
0.0209 0.7463 50 0.0244
0.0242 0.8209 55 0.0239
0.0226 0.8955 60 0.0236
0.0208 0.9701 65 0.0232
0.0135 1.0448 70 0.0229
0.0141 1.1194 75 0.0234
0.0165 1.1940 80 0.0235
0.0173 1.2687 85 0.0233
0.0123 1.3433 90 0.0231
0.0145 1.4179 95 0.0232
0.0154 1.4925 100 0.0226
0.0147 1.5672 105 0.0224
0.0132 1.6418 110 0.0228
0.0155 1.7164 115 0.0227
0.0149 1.7910 120 0.0221
0.0169 1.8657 125 0.0219
0.0136 1.9403 130 0.0218
0.0139 2.0149 135 0.0219
0.0101 2.0896 140 0.0220
0.0087 2.1642 145 0.0222
0.0089 2.2388 150 0.0223
0.0112 2.3134 155 0.0225
0.0083 2.3881 160 0.0227
0.008 2.4627 165 0.0227
0.0109 2.5373 170 0.0228
0.0103 2.6119 175 0.0228
0.008 2.6866 180 0.0229
0.0103 2.7612 185 0.0229
0.008 2.8358 190 0.0229
0.0109 2.9104 195 0.0229
0.009 2.9851 200 0.0229

Framework versions

  • Transformers 4.46.1
  • Pytorch 2.5.0
  • Datasets 3.1.0
  • Tokenizers 0.20.3
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