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Hyperparameter Value
Epochs 2
Maximum sequence length 16,384
Loss NLL, assistant tokens only
Sequence packing Enabled
Per-device train batch size 22
Per-device evaluation batch size 8
Training processes 8
Gradient accumulation steps 1
Effective global train batch size 176
Optimizer AdamW, fused Torch implementation
Learning rate 1e-5
Minimum learning rate 1e-6
Scheduler Cosine warmup with minimum learning rate
Warmup ratio 0.05
Weight decay 0.05
Adam beta 1 0.9
Adam beta 2 0.999
Adam epsilon 1e-8
Maximum gradient norm 1.0
Precision bfloat16
Gradient checkpointing Enabled, non-reentrant
Attention implementation FlashAttention 2
Liger kernels Enabled
Distributed strategy DeepSpeed ZeRO-2, no offload
Shuffle dataset Enabled
Seed 42
Evaluation interval 250 steps
Logging interval 1 step
Save strategy Every epoch
Save limit 10 checkpoints
Dataset preprocessing workers 80
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Safetensors
Model size
4B params
Tensor type
BF16
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