base_model: /workspace/models/Yi-34B-Llama | |
model_type: LlamaForCausalLM | |
tokenizer_type: AutoTokenizer | |
trust_remote_code: true | |
is_llama_derived_model: true | |
load_in_8bit: false | |
load_in_4bit: true | |
strict: false | |
datasets: | |
- path: ehartford/samantha-data | |
data_files: samantha-1.1.json | |
type: sharegpt | |
conversation: chatml | |
dataset_prepared_path: | |
val_set_size: 0.01 | |
output_dir: /workspace/samantha-yi-34b | |
adapter: qlora | |
lora_model_dir: | |
sequence_len: 16384 | |
sample_packing: true | |
pad_to_sequence_len: true | |
lora_r: 32 | |
lora_alpha: 16 | |
lora_dropout: 0.05 | |
lora_target_modules: | |
lora_target_linear: true | |
lora_fan_in_fan_out: | |
lora_modules_to_save: | |
- embed_tokens | |
- lm_head | |
wandb_project: samantha | |
wandb_entity: | |
wandb_watch: | |
wandb_run_id: | |
wandb_log_model: | |
gradient_accumulation_steps: 4 | |
micro_batch_size: 1 | |
num_epochs: 4 | |
optimizer: paged_adamw_32bit | |
lr_scheduler: cosine | |
learning_rate: 0.0003 | |
train_on_inputs: false | |
group_by_length: false | |
bf16: true | |
fp16: false | |
tf32: false | |
gradient_checkpointing: true | |
early_stopping_patience: | |
resume_from_checkpoint: | |
eval_sample_packing: false | |
local_rank: | |
logging_steps: 1 | |
xformers_attention: | |
flash_attention: true | |
warmup_steps: 100 | |
eval_steps: | |
save_steps: 0.2 | |
debug: | |
deepspeed: deepspeed/zero2.json | |
weight_decay: 0.01 | |
fsdp: | |
fsdp_config: | |
special_tokens: | |
eos_token: "<|im_end|>" | |
tokens: | |
- "<|im_start|>" | |
- "<|im_end|>" | |