From fd987cb31fd20483080f8d80ce35b53f101f243f Mon Sep 17 00:00:00 2001 From: tanaka takashi Date: Sat, 12 Sep 2026 20:12:17 +0900 Subject: feat: SD 1.x向けScheduler対応を5種類に整理 MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit generation.schedulerの正式対応値をdpmpp_2m_karras、dpmpp_2m_sde_karras、euler_a、ddim、lcmに限定し、既定値をdpmpp_2m_karrasへ変更する。旧dpmpp_2m、eulerおよび未知値は起動時の設定validationで拒否する。 Scheduler生成処理をPipelineFactoryへ集約する。DPM++ 2M系はDPMSolverMultistepSchedulerを共用し、algorithm_type、solver_order=2、use_karras_sigmas=Trueで通常版とSDE版を切り替える。Euler Ancestral、DDIM、LCMは現在のpipeline scheduler configを引き継いで構築する。 LCM-LoRAは既存のmodel.lora設定から通常のLoRAとして読み込み、LCM選択時にもstepsとcfg_scaleを自動調整せずTOML値をそのまま使用する。MCP Tool schemaにはscheduler入力を追加しない。 Specifications.md、Design.md、config.mdおよびconfig.example.tomlのenum、既定値、対応表、設定例を新仕様へ統一する。5 schedulerの変換、DPM++ constructor option、旧値と未知値の拒否、省略時の既定値、MCP schema非公開をテストで検証する。 検証: ruff check、ruff format --check、pyright、pytest(39 passed)、インストール済みDiffusersで5 schedulerの実インスタンス構築を確認。 --- tests/test_config.py | 3 ++ tests/test_pipeline_factory.py | 68 ++++++++++++++++++++++++++++++++++++++---- tests/test_server.py | 1 + 3 files changed, 66 insertions(+), 6 deletions(-) (limited to 'tests') diff --git a/tests/test_config.py b/tests/test_config.py index 5e4341a..c24064b 100644 --- a/tests/test_config.py +++ b/tests/test_config.py @@ -76,6 +76,8 @@ def test_loads_and_resolves_all_model_paths(tmp_path: Path) -> None: [ ('checkpoint = "../base.safetensors"', "file name"), ("steps = 0", "steps"), + ('scheduler = "dpmpp_2m"', "scheduler"), + ('scheduler = "euler"', "scheduler"), ('scheduler = "unknown"', "scheduler"), ('default_size = "1024"', "default_size"), ('preprocessor = "zoe"', "preprocessor"), @@ -120,3 +122,4 @@ def test_can_skip_path_checks_for_schema_only_use(tmp_path: Path) -> None: ) config = load_config(path, validate_paths=False) assert config.model.root == (tmp_path / "missing").resolve() + assert config.generation.scheduler == "dpmpp_2m_karras" diff --git a/tests/test_pipeline_factory.py b/tests/test_pipeline_factory.py index 454a5b1..408133b 100644 --- a/tests/test_pipeline_factory.py +++ b/tests/test_pipeline_factory.py @@ -34,8 +34,24 @@ class FakePipeline: class FakeScheduler: @classmethod - def from_config(cls, config: dict[str, object]) -> object: - return {"scheduler": cls.__name__, **config} + def from_config(cls, config: dict[str, object], **kwargs: object) -> object: + return SimpleNamespace(implementation=cls.__name__, config=config, options=kwargs) + + +class FakeDPMSolverMultistepScheduler(FakeScheduler): + pass + + +class FakeDDIMScheduler(FakeScheduler): + pass + + +class FakeEulerAncestralDiscreteScheduler(FakeScheduler): + pass + + +class FakeLCMScheduler(FakeScheduler): + pass def fake_diffusers(pipeline: FakePipeline, external_vae: object) -> SimpleNamespace: @@ -54,10 +70,10 @@ def fake_diffusers(pipeline: FakePipeline, external_vae: object) -> SimpleNamesp return SimpleNamespace( StableDiffusionPipeline=StableDiffusionPipeline, AutoencoderKL=AutoencoderKL, - DPMSolverMultistepScheduler=FakeScheduler, - DDIMScheduler=FakeScheduler, - EulerDiscreteScheduler=FakeScheduler, - EulerAncestralDiscreteScheduler=FakeScheduler, + DPMSolverMultistepScheduler=FakeDPMSolverMultistepScheduler, + DDIMScheduler=FakeDDIMScheduler, + EulerAncestralDiscreteScheduler=FakeEulerAncestralDiscreteScheduler, + LCMScheduler=FakeLCMScheduler, ) @@ -97,3 +113,43 @@ def test_checkpoint_without_vae_fails_pipeline_initialization(app_config, monkey with pytest.raises(ConfigError, match="does not provide a VAE"): factory.create_base() + + +@pytest.mark.parametrize( + ("name", "implementation", "options"), + [ + ( + "dpmpp_2m_karras", + "FakeDPMSolverMultistepScheduler", + { + "algorithm_type": "dpmsolver++", + "solver_order": 2, + "use_karras_sigmas": True, + }, + ), + ( + "dpmpp_2m_sde_karras", + "FakeDPMSolverMultistepScheduler", + { + "algorithm_type": "sde-dpmsolver++", + "solver_order": 2, + "use_karras_sigmas": True, + }, + ), + ("euler_a", "FakeEulerAncestralDiscreteScheduler", {}), + ("ddim", "FakeDDIMScheduler", {}), + ("lcm", "FakeLCMScheduler", {}), + ], +) +def test_scheduler_mapping(app_config, name, implementation, options) -> None: + generation = replace(app_config.generation, scheduler=name) + factory = PipelineFactory(replace(app_config, generation=generation)) + current_config = {"beta_start": 0.00085, "beta_end": 0.012} + current = SimpleNamespace(config=current_config) + diffusers = fake_diffusers(FakePipeline(), object()) + + result = factory._create_scheduler(current, diffusers) + + assert result.implementation == implementation + assert result.config is current_config + assert result.options == options diff --git a/tests/test_server.py b/tests/test_server.py index 4590049..a6c6af5 100644 --- a/tests/test_server.py +++ b/tests/test_server.py @@ -25,6 +25,7 @@ async def test_exposes_exactly_three_tools_with_closed_enums(app_config) -> None "openpose_full", ] assert "width" not in guided.input_schema["properties"] + assert all("scheduler" not in tool.input_schema["properties"] for tool in tools) async def test_mcp_call_returns_png_image_content(app_config) -> None: -- cgit v1.2.3