add model search method

This commit is contained in:
jeromeku 2025-03-31 17:36:19 -07:00
commit 7dbf51ab2c
3 changed files with 58 additions and 28 deletions

View file

@ -1,3 +1,13 @@
"""
Test model registration methods
Checks that model registration methods work for respective models as well as all models
The check is performed
- by registering the models
- checking that the instantiated models can be found on huggingface hub by querying for the model id
"""
from dataclasses import dataclass
import pytest
@ -10,7 +20,7 @@ from unsloth.registry._llama import register_llama_models
from unsloth.registry._mistral import register_mistral_models
from unsloth.registry._phi import register_phi_models
from unsloth.registry._qwen import register_qwen_models
from unsloth.registry.registry import MODEL_REGISTRY, ModelInfo
from unsloth.registry.registry import MODEL_REGISTRY
from unsloth.utils.hf_hub import get_model_info
MODEL_NAMES = [
@ -34,7 +44,7 @@ MODEL_REGISTRATION_METHODS = [
@dataclass
class ModelTestParam:
name: str
registration_models: callable
register_models: callable
def _test_model_uploaded(model_ids: list[str]):
@ -52,13 +62,13 @@ TestParams = [
for name, models in zip(MODEL_NAMES, MODEL_REGISTRATION_METHODS)
]
# Test that model registration methods register respective models
@pytest.mark.parametrize(
"model_test_param", TestParams, ids=lambda param: param.name
)
@pytest.mark.parametrize("model_test_param", TestParams, ids=lambda param: param.name)
def test_model_registration(model_test_param: ModelTestParam):
MODEL_REGISTRY.clear()
model_test_param.registration_models()
registration_method = model_test_param.register_models
registration_method()
registered_models = MODEL_REGISTRY.keys()
missing_models = _test_model_uploaded(registered_models)
assert not missing_models, (
@ -66,23 +76,8 @@ def test_model_registration(model_test_param: ModelTestParam):
)
# if __name__ == "__main__":
# for method in [
# get_llama_models,
# get_llama_vision_models,
# get_qwen_models,
# get_qwen_vl_models,
# get_phi_models,
# get_phi_instruct_models,
# ]:
# models = method()
# model_name = next(iter(models.values())).base_name
# print(f"{model_name}: {len(models)} registered")
# for model_info in models.values():
# print(f" {model_info.model_path}")
# missing_models = test_model_uploaded(list(models.keys()))
# if missing_models:
# print("--------------------------------")
# print(f"Missing models: {missing_models}")
# print("--------------------------------")
def test_all_model_registration():
register_models()
registered_models = MODEL_REGISTRY.keys()
missing_models = _test_model_uploaded(registered_models)
assert not missing_models, f"Missing following models: {missing_models}"

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@ -4,9 +4,15 @@ from ._llama import register_llama_models as _register_llama_models
from ._mistral import register_mistral_models as _register_mistral_models
from ._phi import register_phi_models as _register_phi_models
from ._qwen import register_qwen_models as _register_qwen_models
from .registry import MODEL_REGISTRY, ModelInfo, QuantType
_ARE_MODELS_REGISTERED = False
def register_models():
def register_models():
global _ARE_MODELS_REGISTERED
if _ARE_MODELS_REGISTERED:
return
_register_deepseek_models()
_register_gemma_models()
_register_llama_models()
@ -14,3 +20,32 @@ def register_models():
_register_phi_models()
_register_qwen_models()
_ARE_MODELS_REGISTERED = True
def get_model_info(org: str = None, base_name: str = None, version: str = None, size: str = None, quant_types: list[QuantType] = None, search_pattern: str = None) -> list[ModelInfo]:
"""
Get model info from the registry.
See registry.ModelInfo for more fields.
If search_pattern is provided, the full model path will be matched against the pattern, where the model path is the model_id on huggingface hub.
"""
if not _ARE_MODELS_REGISTERED:
register_models()
model_infos = MODEL_REGISTRY.values()
if org:
model_infos = [model_info for model_info in model_infos if model_info.org == org]
if base_name:
model_infos = [model_info for model_info in model_infos if model_info.base_name == base_name]
if version:
model_infos = [model_info for model_info in model_infos if model_info.version == version]
if size:
model_infos = [model_info for model_info in model_infos if model_info.size == size]
if quant_types:
model_infos = [model_info for model_info in model_infos if any(model_info.quant_type == quant_type for quant_type in quant_types)]
if search_pattern:
model_infos = [model_info for model_info in model_infos if search_pattern in model_info.model_path]
return model_infos

View file

@ -306,4 +306,4 @@ if __name__ == "__main__":
if len(missing_models) == 0:
# print unicode checkmark
print(f"\u2713 All models found!")
print("\u2713 All models found!")