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axolotl/examples/llama-3/fft-1b-fsdp.yml
2024-10-17 11:26:32 -04:00

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YAML

base_model: meta-llama/Llama-3.2-1B
save_safetensors: true
datasets:
- path: teknium/GPT4-LLM-Cleaned
type: alpaca
dataset_prepared_path: ./last_run_prepared
output_dir: ./outputs/fft-out
sequence_len: 2048
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 1
optimizer: adamw_torch
learning_rate: 2e-5
bf16: auto
fp16:
tf32: false
logging_steps: 10
xformers_attention:
flash_attention: true
warmup_steps: 10
evals_per_epoch: 2
save_steps: 2
max_steps: 5
weight_decay: 0.0
fsdp:
- full_shard
- auto_wrap
fsdp_config:
fsdp_limit_all_gathers: true
fsdp_sync_module_states: true
fsdp_offload_params: false
fsdp_use_orig_params: true
fsdp_cpu_ram_efficient_loading: false
fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
fsdp_transformer_layer_cls_to_wrap: LlamaDecoderLayer
fsdp_state_dict_type: FULL_STATE_DICT
fsdp_sharding_strategy: FULL_SHARD
fsdp_backward_prefetch: BACKWARD_PRE
special_tokens:
pad_token: "<|end_of_text|>"