import importlib.util import unittest from pathlib import Path PROJECT_ROOT = Path(__file__).resolve().parents[1] def load_module(name, relative_path): specification = importlib.util.spec_from_file_location( name, PROJECT_ROOT / relative_path, ) module = importlib.util.module_from_spec(specification) specification.loader.exec_module(module) return module class ModelTest(unittest.TestCase): @classmethod def setUpClass(cls): cls.models = load_module( "anyimage_server_models", "src/anyimage/server/model_catalog.py", ) def test_base_model_is_default_friendly_apache_model(self): model = self.models.get_model("BASE") self.assertEqual(model.repository, "depth-anything/DA3-BASE") self.assertEqual(model.license_name, "Apache 2.0") def test_giant_models_expose_gaussian_head(self): for model_key in ("GIANT_1_1", "NESTED_GIANT_LARGE_1_1"): with self.subTest(model_key=model_key): self.assertTrue(self.models.get_model(model_key).supports_gs) self.assertFalse(self.models.get_model(model_key).enabled) def test_only_uploaded_da3_models_are_enabled(self): enabled = [key for key, model in self.models.MODELS.items() if model.enabled] self.assertEqual(enabled, ["SMALL", "BASE"]) def test_unknown_model_is_rejected(self): with self.assertRaisesRegex(ValueError, "Unknown DA3 model"): self.models.get_model("UNKNOWN") def test_ben2_download_only_includes_required_hugging_face_files(self): model = self.models.get_downloadable_model("BEN2_BASE") self.assertEqual(model.repository, "onnx-community/BEN2-ONNX") self.assertEqual(model.license_name, "Apache 2.0") self.assertEqual(model.download_patterns, ("onnx/model_fp16.onnx",)) self.assertEqual(model.ready_patterns, ("onnx/model_fp16.onnx",)) self.assertEqual(model.r2_files[0][0], "onnx/model_fp16.onnx") self.assertNotIn("BEN2_BASE", self.models.MODELS) def test_da3_model_directories_use_repository_names(self): for model_key, model in self.models.MODELS.items(): if not model.enabled: continue with self.subTest(model_key=model_key): self.assertTrue( model.directory_name.startswith("DA3-"), model.directory_name, ) self.assertEqual( self.models.model_directory_name(model_key), model.directory_name, ) def test_ben2_model_directory_uses_repository_name(self): self.assertEqual( self.models.model_directory_name("BEN2_BASE"), "BEN2-ONNX", ) def test_upscale_models_use_verified_onnx_artifacts(self): expected = { "REALESRGAN_GENERAL_WDN_X4V3": ("realesr-general-wdn-x4v3.onnx", 4867419, "b021a837"), "SAFMN_REAL_X4": ("safmn-real-x4.onnx", 22657477, "8f13867b"), "REALESRGAN_X4PLUS": ("realesrgan-x4plus.onnx", 67051618, "4ed6a45a"), } self.assertEqual(set(self.models.UPSCALE_MODELS), set(expected)) for key, (filename, size, checksum_prefix) in expected.items(): with self.subTest(model=key): model = self.models.get_downloadable_model(key) self.assertEqual(model.download_patterns, (filename,)) self.assertEqual(model.ready_patterns, (filename,)) self.assertEqual(model.r2_files[0][:2], (filename, size)) self.assertTrue(model.r2_files[0][2].startswith(checksum_prefix)) self.assertEqual(self.models.model_record(model)["family"], "upscale") wdn = self.models.UPSCALE_MODELS["REALESRGAN_GENERAL_WDN_X4V3"] self.assertEqual(wdn.repository, "xinntao/Real-ESRGAN") self.assertEqual(wdn.huggingface_repository, "") self.assertEqual( self.models.UPSCALE_MODELS["SAFMN_REAL_X4"].huggingface_repository, "" ) def test_enabled_da3_models_use_onnx_and_r2_checksums(self): for model in self.models.MODELS.values(): if not model.enabled: continue with self.subTest(model=model.key): self.assertTrue(model.download_patterns[0].endswith(".onnx")) self.assertEqual(model.ready_patterns, ("model.onnx",)) self.assertEqual(model.r2_files[0][0], "model.onnx") def test_moge2_models_use_official_onnx_models(self): for key, variant in (("MOGE2_VITS_NORMAL", "vits"), ("MOGE2_VITB_NORMAL", "vitb"), ("MOGE2_VITL_NORMAL", "vitl")): with self.subTest(key=key): model = self.models.get_downloadable_model(key) self.assertEqual( model.repository, f"Ruicheng/moge-2-{variant}-normal-onnx", ) self.assertEqual(model.license_name, "MIT") self.assertEqual(model.download_patterns, ("model.onnx",)) self.assertEqual(model.ready_patterns, ("model.onnx",)) self.assertEqual(model.r2_directory, model.repository.split("/")[-1]) self.assertEqual(model.r2_files[0][0], "model.onnx") self.assertFalse(model.supports_gs) def test_moge2_models_match_uploaded_r2_variants(self): self.assertEqual( list(self.models.MOGE2_MODELS), ["MOGE2_VITS_NORMAL", "MOGE2_VITB_NORMAL", "MOGE2_VITL_NORMAL"], ) self.assertEqual( [model.r2_directory for model in self.models.MOGE2_MODELS.values()], [ "moge-2-vits-normal-onnx", "moge-2-vitb-normal-onnx", "moge-2-vitl-normal-onnx", ], )