bi-weekly 8bit lora zero3 check

This commit is contained in:
Wing Lian
2024-08-22 12:16:52 -04:00
committed by Wing Lian
parent c07bd2fa65
commit ef60e3e851

View File

@@ -601,3 +601,62 @@ class TestMultiGPULlama:
str(Path(temp_dir) / "config.yaml"),
]
)
@with_temp_dir
def test_8bit_lora_ds_zero3(self, temp_dir):
# pylint: disable=duplicate-code
cfg = DictDefault(
{
"base_model": "TinyLlama/TinyLlama_v1.1",
"load_in_8bit": True,
"tokenizer_type": "LlamaTokenizer",
"sequence_len": 2048,
"sample_packing": True,
"eval_sample_packing": False,
"pad_to_sequence_len": True,
"adapter": "lora",
"lora_r": 8,
"lora_alpha": 16,
"lora_dropout": 0.05,
"lora_target_linear": True,
"val_set_size": 0.05,
"special_tokens": {
"unk_token": "<unk>",
"bos_token": "<s>",
"eos_token": "</s>",
},
"datasets": [
{
"path": "tatsu-lab/alpaca",
"type": "alpaca",
},
],
"num_epochs": 1,
"max_steps": 50,
"micro_batch_size": 4,
"gradient_accumulation_steps": 4,
"output_dir": temp_dir,
"learning_rate": 0.00001,
"optimizer": "adamw_8bit",
"lr_scheduler": "cosine",
"flash_attention": True,
"deepspeed": "deepspeed_configs/zero3_bf16_cpuoffload_all.json",
}
)
# write cfg to yaml file
Path(temp_dir).mkdir(parents=True, exist_ok=True)
with open(Path(temp_dir) / "config.yaml", "w", encoding="utf-8") as fout:
fout.write(yaml.dump(cfg.to_dict(), Dumper=yaml.Dumper))
execute_subprocess_async(
[
"accelerate",
"launch",
"--num-processes",
"2",
"-m",
"axolotl.cli.train",
str(Path(temp_dir) / "config.yaml"),
]
)