base_model: microsoft/phi-1_5 | |
model_type: AutoModelForCausalLM | |
tokenizer_type: AutoTokenizer | |
is_llama_derived_model: false | |
trust_remote_code: true | |
load_in_8bit: false | |
load_in_4bit: true | |
strict: false | |
datasets: | |
- path: garage-bAInd/Open-Platypus | |
type: alpaca | |
dataset_prepared_path: | |
val_set_size: 0.05 | |
output_dir: ./phi-sft-out | |
sequence_len: 1024 | |
sample_packing: false # not CURRENTLY compatible with LoRAs | |
pad_to_sequence_len: | |
adapter: qlora | |
lora_model_dir: | |
lora_r: 64 | |
lora_alpha: 32 | |
lora_dropout: 0.05 | |
lora_target_linear: true | |
lora_fan_in_fan_out: | |
wandb_project: | |
wandb_entity: | |
wandb_watch: | |
wandb_name: | |
wandb_log_model: | |
gradient_accumulation_steps: 1 | |
micro_batch_size: 1 | |
num_epochs: 4 | |
optimizer: adamw_torch | |
adam_beta2: 0.95 | |
adam_epsilon: 0.00001 | |
max_grad_norm: 1.0 | |
lr_scheduler: cosine | |
learning_rate: 0.000003 | |
train_on_inputs: false | |
group_by_length: true | |
bf16: true | |
fp16: false | |
tf32: true | |
gradient_checkpointing: | |
early_stopping_patience: | |
resume_from_checkpoint: | |
local_rank: | |
logging_steps: 1 | |
xformers_attention: | |
flash_attention: | |
warmup_steps: 100 | |
evals_per_epoch: 4 | |
saves_per_epoch: 1 | |
debug: | |
deepspeed: | |
weight_decay: 0.1 | |
fsdp: | |
fsdp_config: | |
resize_token_embeddings_to_32x: true | |
special_tokens: | |
bos_token: "<|endoftext|>" | |
eos_token: "<|endoftext|>" | |
unk_token: "<|endoftext|>" | |
pad_token: "<|endoftext|>" | |