Fix global Hydra issue

pyproject.toml

@@ -39,6 +39,7 @@ demo = [
 dev = [
     "ipykernel",
     "ipywidgets",
+    "pytest-sugar>=1.1.1",
 ]
 types = ["ty"]
 

src/colipri/checkpoint.py

@@ -1,9 +1,8 @@
 from pathlib import Path
 
 from huggingface_hub import hf_hub_download
-from hydra import compose
-from hydra import initialize_config_dir
 from omegaconf import DictConfig
+from omegaconf import OmegaConf
 from torch import Tensor
 
 from .defaults import REPO_NAME
@@ -40,9 +39,36 @@ def _download_from_hugging_face(
     return Path(weights_path)
 
 
-def _load_config(**kwargs) -> DictConfig:
-    with initialize_config_dir(str(get_configs_dir()), version_base=None):
-        config = compose(ROOT_CONFIG_FILENAME, **kwargs)
+def _resolve_defaults(config_dir: Path, config_name: str) -> DictConfig:
+    """Load a YAML config and recursively resolve its Hydra-style defaults."""
+    config_path = config_dir / f"{config_name}.yaml"
+    raw = OmegaConf.load(config_path)
+    assert isinstance(raw, DictConfig)
+
+    defaults = OmegaConf.to_container(raw.pop("defaults", OmegaConf.create([])))
+    assert isinstance(defaults, list)
+
+    merged = OmegaConf.create()
+    for default in defaults:
+        if default == "_self_":
+            continue
+        if isinstance(default, dict):
+            for group, option in default.items():
+                sub = _resolve_defaults(config_dir / group, str(option))
+                merged = OmegaConf.merge(merged, OmegaConf.create({group: sub}))
+
+    # _self_ is always applied last (standard Hydra behavior)
+    merged = OmegaConf.merge(merged, raw)
+    assert isinstance(merged, DictConfig)
+    return merged
+
+
+def _load_config(*, overrides: list[str] | None = None) -> DictConfig:
+    config_name = ROOT_CONFIG_FILENAME.removesuffix(".yaml")
+    config = _resolve_defaults(get_configs_dir(), config_name)
+    if overrides:
+        config = OmegaConf.merge(config, OmegaConf.from_dotlist(overrides))
+    assert isinstance(config, DictConfig)
     return config
 
 

tests/test_config.py

@@ -0,0 +1,68 @@
+"""Tests for config loading, including GlobalHydra conflict regression."""
+
+from omegaconf import OmegaConf
+
+from colipri.checkpoint import _load_config
+from colipri.checkpoint import load_model_config
+from colipri.checkpoint import load_processor_config
+
+
+def test_load_config():
+    config = _load_config()
+    assert config.input_size == 192
+    assert config.spacing == 2
+    assert config.model._target_ == "colipri.model.multimodal.Model"
+    assert config.processor._target_ == "colipri.processor.Processor"
+
+
+def test_load_model_config():
+    config = load_model_config()
+    assert config._target_ == "colipri.model.multimodal.Model"
+    assert "image_encoder" in config
+    assert "text_encoder" in config
+
+
+def test_load_processor_config():
+    config = load_processor_config()
+    assert config._target_ == "colipri.processor.Processor"
+    assert "image_transform" in config
+    assert "tokenizer" in config
+
+
+def test_overrides():
+    config = _load_config(overrides=["input_size=256", "spacing=3"])
+    assert config.input_size == 256
+    assert config.spacing == 3
+
+
+def test_interpolation():
+    config = _load_config()
+    resolved = OmegaConf.to_container(config, resolve=True)
+    assert isinstance(resolved, dict)
+    backbone = resolved["model"]["image_encoder"]["backbone"]
+    assert backbone["embed_dim"] == 864  # ${image_embed_dim}
+    assert backbone["input_shape"] == [192, 192, 192]  # ${input_size}
+
+
+def test_config_loading_with_hydra_preinitialized():
+    """Regression test: COLIPRI must work when GlobalHydra is already initialized.
+
+    See https://huggingface.co/microsoft/colipri/discussions/3
+    """
+    from hydra import initialize
+    from hydra.core.global_hydra import GlobalHydra
+
+    with initialize(config_path=None, version_base=None):
+        assert GlobalHydra.instance().is_initialized()
+
+        model_cfg = load_model_config()
+        proc_cfg = load_processor_config()
+        assert model_cfg._target_ == "colipri.model.multimodal.Model"
+        assert proc_cfg._target_ == "colipri.processor.Processor"
+
+        # Overrides must also work
+        config = _load_config(overrides=["input_size=256"])
+        assert config.input_size == 256
+
+    # GlobalHydra state must not be corrupted
+    assert not GlobalHydra.instance().is_initialized()

uv.lock

@@ -247,6 +247,7 @@ demo = [
 dev = [
     { name = "ipykernel" },
     { name = "ipywidgets" },
+    { name = "pytest-sugar" },
 ]
 types = [
     { name = "ty" },
@@ -276,6 +277,7 @@ provides-extras = ["demo"]
 dev = [
     { name = "ipykernel" },
     { name = "ipywidgets" },
+    { name = "pytest-sugar", specifier = ">=1.1.1" },
 ]
 types = [{ name = "ty" }]
 
@@ -717,6 +719,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "iniconfig"
+version = "2.3.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" }
+wheels = [
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+]
+
 [[package]]
 name = "ipykernel"
 version = "6.30.1"
@@ -1725,6 +1736,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "pluggy"
+version = "1.6.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f9/e2/3e91f31a7d2b083fe6ef3fa267035b518369d9511ffab804f839851d2779/pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3", size = 69412, upload-time = "2025-05-15T12:30:07.975Z" }
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+]
+
 [[package]]
 name = "prompt-toolkit"
 version = "3.0.52"
@@ -1798,6 +1818,37 @@ wheels = [
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 ]
 
+[[package]]
+name = "pytest"
+version = "9.0.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "iniconfig" },
+    { name = "packaging" },
+    { name = "pluggy" },
+    { name = "pygments" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+]
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+]
+
+[[package]]
+name = "pytest-sugar"
+version = "1.1.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pytest" },
+    { name = "termcolor" },
+]
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+]
+
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"
@@ -2376,6 +2427,15 @@ wheels = [
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 ]
 
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+]
+
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 name = "threadpoolctl"
 version = "3.6.0"
@@ -2426,6 +2486,60 @@ wheels = [
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