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""" | ||
E2E tests for lora llama | ||
""" | ||
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import logging | ||
import os | ||
from pathlib import Path | ||
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import pytest | ||
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from axolotl.cli import load_datasets | ||
from axolotl.common.cli import TrainerCliArgs | ||
from axolotl.train import train | ||
from axolotl.utils.config import normalize_config | ||
from axolotl.utils.dict import DictDefault | ||
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LOG = logging.getLogger("axolotl.tests.e2e") | ||
os.environ["WANDB_DISABLED"] = "true" | ||
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class TestDeepseekV3: | ||
""" | ||
Test case for DeepseekV3 models | ||
""" | ||
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@pytest.mark.parametrize( | ||
"sample_packing", | ||
[True, False], | ||
) | ||
def test_lora_deepseekv3(self, temp_dir, sample_packing): | ||
# pylint: disable=duplicate-code | ||
cfg = DictDefault( | ||
{ | ||
"base_model": "axolotl-ai-co/DeepSeek-V3-11M", | ||
"trust_remote_code": True, | ||
"sample_packing": sample_packing, | ||
"flash_attention": True, | ||
"sequence_len": 1024, | ||
"adapter": "lora", | ||
"lora_r": 8, | ||
"lora_alpha": 16, | ||
"lora_dropout": 0.05, | ||
"lora_target_linear": True, | ||
"val_set_size": 0, | ||
"datasets": [ | ||
{ | ||
"path": "LDJnr/Puffin", | ||
"type": "chat_template", | ||
"field_messages": "conversations", | ||
"message_field_role": "from", | ||
"message_field_content": "value", | ||
}, | ||
], | ||
"num_epochs": 1, | ||
"micro_batch_size": 1, | ||
"gradient_accumulation_steps": 4, | ||
"output_dir": temp_dir, | ||
"learning_rate": 0.00001, | ||
"optimizer": "adamw_bnb_8bit", | ||
"lr_scheduler": "cosine", | ||
"max_steps": 5, | ||
"save_safetensors": True, | ||
"bf16": True, | ||
} | ||
) | ||
normalize_config(cfg) | ||
cli_args = TrainerCliArgs() | ||
dataset_meta = load_datasets(cfg=cfg, cli_args=cli_args) | ||
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train(cfg=cfg, cli_args=cli_args, dataset_meta=dataset_meta) | ||
assert (Path(temp_dir) / "adapter_model.safetensors").exists() | ||
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@pytest.mark.parametrize( | ||
"sample_packing", | ||
[True, False], | ||
) | ||
def test_fft_deepseekv3(self, temp_dir, sample_packing): | ||
# pylint: disable=duplicate-code | ||
cfg = DictDefault( | ||
{ | ||
"base_model": "axolotl-ai-co/DeepSeek-V3-11M", | ||
"trust_remote_code": True, | ||
"sample_packing": sample_packing, | ||
"flash_attention": True, | ||
"sequence_len": 1024, | ||
"val_set_size": 0, | ||
"datasets": [ | ||
{ | ||
"path": "LDJnr/Puffin", | ||
"type": "chat_template", | ||
"field_messages": "conversations", | ||
"message_field_role": "from", | ||
"message_field_content": "value", | ||
}, | ||
], | ||
"num_epochs": 1, | ||
"micro_batch_size": 1, | ||
"gradient_accumulation_steps": 4, | ||
"output_dir": temp_dir, | ||
"learning_rate": 0.00001, | ||
"optimizer": "adamw_bnb_8bit", | ||
"lr_scheduler": "cosine", | ||
"max_steps": 5, | ||
"save_safetensors": True, | ||
"bf16": True, | ||
} | ||
) | ||
normalize_config(cfg) | ||
cli_args = TrainerCliArgs() | ||
dataset_meta = load_datasets(cfg=cfg, cli_args=cli_args) | ||
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train(cfg=cfg, cli_args=cli_args, dataset_meta=dataset_meta) | ||
assert (Path(temp_dir) / "model.safetensors").exists() |