base_model: unsloth/Meta-Llama-3.1-8B-Instruct | |
load_in_8bit: false | |
load_in_4bit: false | |
strict: false | |
# Layer unfreezing configuration | |
unfreezing: | |
enabled: true | |
mode: "selective" | |
layer_selection: | |
patterns: | |
- "model.layers.1" | |
- "model.layers.2" | |
- "model.layers.3" | |
- "model.layers.4" | |
- "model.layers.5" | |
- "model.layers.6" | |
- "model.layers.7" | |
- "model.layers.8" | |
- "model.layers.9" | |
- "model.layers.10" | |
- "model.layers.11" | |
component_types: | |
- "input_layernorm" | |
- "self_attn.q_proj" | |
- "self_attn.k_proj" | |
- "self_attn.v_proj" | |
- "self_attn.o_proj" | |
- "post_attention_layernorm" | |
- "mlp.gate_proj" | |
- "mlp.up_proj" | |
- "mlp.down_proj" | |
# Pretraining dataset configuration | |
pretraining_dataset: | |
- path: LemTenku/adasdxacac | |
text_column: text | |
type: pretrain | |
trust_remote_code: true | |
# Required for streaming datasets | |
max_steps: 14932 | |
batching_strategy: stream | |
datasets: | |
- path: LemTenku/adasdxacac | |
type: pretrain | |
text_column: text | |
dataset_prepared_path: last_run_prepared | |
val_set_size: 0.05 | |
output_dir: ./outputs/out | |
sequence_len: 8192 | |
sample_packing: true | |
pad_to_sequence_len: true | |
wandb_project: | |
wandb_entity: | |
wandb_watch: | |
wandb_name: | |
wandb_log_model: | |
gradient_accumulation_steps: 8 | |
micro_batch_size: 1 | |
num_epochs: 3 | |
optimizer: paged_adamw_8bit | |
lr_scheduler: constant | |
learning_rate: 4e-5 | |
train_on_inputs: false | |
group_by_length: false | |
bf16: auto | |
fp16: | |
tf32: false | |
gradient_checkpointing: true | |
gradient_checkpointing_kwargs: | |
use_reentrant: false | |
early_stopping_patience: | |
resume_from_checkpoint: | |
logging_steps: 1 | |
xformers_attention: | |
flash_attention: true | |
warmup_steps: 0 | |
evaluation_strategy: "no" | |
saves_per_epoch: 1 | |
debug: | |
deepspeed: | |
weight_decay: 0.0 | |
fsdp: | |
fsdp_config: | |
special_tokens: | |
bos_token: "<|begin_of_text|>" | |
eos_token: "<|eot_id|>" | |
pad_token: "<|end_of_text|>" | |
tokens: | |
- "<|begin_of_text|>" | |
- "<|eot_id|>" | |
- "<|end_of_text|>" |