qwerrwe / examples /replit-3b /config-lora.yml
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set fp16 to false if bf16, update bf16: auto in example YAMLs (#1122) [skip ci]
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base_model: replit/replit-code-v1-3b
trust_remote_code: true
load_in_8bit: false
datasets:
- path: vicgalle/alpaca-gpt4
type: alpaca
dataset_prepared_path:
val_set_size: 0.05
adapter: lora
lora_model_dir:
sequence_len: 2048
max_packed_sequence_len:
lora_r: 8
lora_alpha: 16
lora_dropout: 0.05
lora_target_modules:
- Wqkv
- mlp_up
- mlp_down
lora_fan_in_fan_out:
wandb_project: lora-replit
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
output_dir: ./lora-replit
batch_size: 8
micro_batch_size: 1
num_epochs: 4
optimizer:
torchdistx_path:
lr_scheduler:
learning_rate: 0.00001
train_on_inputs: false
group_by_length: false
bf16: auto
tf32: true
gradient_checkpointing:
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention:
gptq_groupsize:
gptq_model_v1:
warmup_steps: 20
evals_per_epoch: 4
saves_per_epoch: 1
debug:
deepspeed:
weight_decay: 0
fsdp:
fsdp_config:
#special_tokens: