get rid of some configs, formalize pythioa lora config

This commit is contained in:
Wing Lian
2023-06-11 09:41:41 -04:00
parent 14668fa54e
commit 77762a5d6b
7 changed files with 11 additions and 248 deletions

37
examples/pythia/lora.yml Normal file
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base_model: EleutherAI/pythia-1.4b-deduped
base_model_config: EleutherAI/pythia-1.4b-deduped
load_in_8bit: true
datasets:
- path: teknium/GPT4-LLM-Cleaned
type: alpaca
dataset_prepared_path: last_run_prepared
val_set_size: 0.05
adapter: lora
lora_model_dir:
sequence_len: 512
lora_r: 16
lora_alpha: 32
lora_dropout: 0.05
lora_target_modules:
- query_key_value
lora_target_linear:
lora_fan_in_fan_out: true # pythia/GPTNeoX lora specific
wandb_project:
wandb_watch:
wandb_run_id:
wandb_log_model:
output_dir: ./lora-alpaca-pythia
gradient_accumulation_steps: 1
micro_batch_size: 4
num_epochs: 3
learning_rate: 0.00001
train_on_inputs: false
group_by_length: false
bf16: True
tf32: True
early_stopping_patience:
resume_from_checkpoint:
local_rank:
weight_decay: 0.1
eval_steps: 20
logging_steps: 1