support for using config file with _DEFAULTS_ via cli

Summary:
Pull Request resolved: https://github.com/facebookresearch/d2go/pull/271

- set `get_default_cfg = None` to opt-in this new feature.
- support config with `_DEFAULTS_` when loading config file. Note that we don't check explicitly `"_DEFAULTS_" in config file` but check `runner.get_default_cfg == None`, this is because runner having `get_default_cfg` and config having `_DEFAULTS_` should be mutually exclusive, and `load_full_config_from_file` can raise proper error if `_DEFAULTS_` is missing.
- we also need to save `_DEFAULTS_` in the diff config.

Reviewed By: tglik

Differential Revision: D36868581

fbshipit-source-id: e0e19309c3df5a85383ce1454b321a68d0868dc4

d2go/config/config.py

@@ -8,16 +8,14 @@ from typing import List
 
 import mock
 import yaml
-from d2go.registry.builtin import CONFIG_UPDATER_REGISTRY
 from detectron2.config import CfgNode as _CfgNode
 from fvcore.common.registry import Registry
 
-from .utils import reroute_config_path
+from .utils import reroute_config_path, resolve_default_config
 
 logger = logging.getLogger(__name__)
 
 CONFIG_CUSTOM_PARSE_REGISTRY = Registry("CONFIG_CUSTOM_PARSE")
-DEFAULTS_GENERATOR_KEY = "_DEFAULTS_"
 
 
 def _opts_to_dict(opts: List[str]):
@@ -65,6 +63,7 @@ class CfgNode(_CfgNode):
 
     @staticmethod
     def load_yaml_with_base(filename: str, *args, **kwargs):
+        filename = reroute_config_path(filename)
         with reroute_load_yaml_with_base():
             return _CfgNode.load_yaml_with_base(filename, *args, **kwargs)
 
@@ -84,7 +83,7 @@ class CfgNode(_CfgNode):
 
     def get_default_cfg(self):
         """Return the defaults for this instance of CfgNode"""
-        return _resolve_default_config(self)
+        return resolve_default_config(self)
 
 
 @contextlib.contextmanager
@@ -178,29 +177,6 @@ def auto_scale_world_size(cfg, new_world_size):
     logger.info("Auto-scaled the config according to the actual world size: \n" + table)
 
 
-def _resolve_default_config(cfg: CfgNode) -> CfgNode:
-    if DEFAULTS_GENERATOR_KEY not in cfg:
-        raise ValueError(
-            f"Can't resolved default config because `{DEFAULTS_GENERATOR_KEY}` is"
-            f" missing from cfg: \n{cfg}"
-        )
-
-    updater_names: List[str] = cfg[DEFAULTS_GENERATOR_KEY]
-    assert isinstance(updater_names, list), updater_names
-    assert [isinstance(x, str) for x in updater_names], updater_names
-
-    # starting from a empty CfgNode, sequentially apply the generator
-    cfg = CfgNode()
-    for name in updater_names:
-        updater = CONFIG_UPDATER_REGISTRY.get(name)
-        cfg = updater(cfg)
-
-    # the resolved default config should keep the same default generator
-    cfg[DEFAULTS_GENERATOR_KEY] = updater_names
-
-    return cfg
-
-
 def load_full_config_from_file(filename: str) -> CfgNode:
     loaded_cfg = CfgNode.load_yaml_with_base(filename)
     loaded_cfg = CfgNode(loaded_cfg)  # cast Dict to CfgNode

d2go/config/utils.py

@@ -7,9 +7,13 @@ from enum import Enum
 from typing import Any, Dict, List
 
 import pkg_resources
-
+from d2go.registry.builtin import CONFIG_UPDATER_REGISTRY
 from mobile_cv.common.misc.oss_utils import fb_overwritable
 
+logger = logging.getLogger(__name__)
+
+DEFAULTS_KEY = "_DEFAULTS_"
+
 
 def reroute_config_path(path: str) -> str:
     """
@@ -210,7 +214,18 @@ def get_diff_cfg(old_cfg, new_cfg):
         return out
 
     out = new_cfg.__class__()
-    return get_diff_cfg_rec(old_cfg, new_cfg, out)
+    diff_cfg = get_diff_cfg_rec(old_cfg, new_cfg, out)
+
+    # Keep the `_DEFAULTS_` even though they should be the same
+    old_defaults = old_cfg.get(DEFAULTS_KEY, None)
+    new_defaults = new_cfg.get(DEFAULTS_KEY, None)
+    assert (
+        old_defaults == new_defaults
+    ), f"{DEFAULTS_KEY} doesn't match! old ({old_defaults}) vs new ({new_defaults})"
+    if new_defaults is not None:
+        diff_cfg[DEFAULTS_KEY] = new_defaults
+
+    return diff_cfg
 
 
 def namedtuple_to_dict(obj: Any):
@@ -223,3 +238,27 @@ def namedtuple_to_dict(obj: Any):
         else:
             res[k] = v
     return res
+
+
+def resolve_default_config(cfg):
+    if DEFAULTS_KEY not in cfg:
+        raise ValueError(
+            f"Can't resolved default config because `{DEFAULTS_KEY}` is"
+            f" missing from cfg: \n{cfg}"
+        )
+
+    updater_names: List[str] = cfg[DEFAULTS_KEY]
+    assert isinstance(updater_names, list), updater_names
+    assert [isinstance(x, str) for x in updater_names], updater_names
+
+    logger.info(f"Resolving default config by applying updaters: {updater_names} ...")
+    # starting from a empty CfgNode, sequentially apply the generator
+    cfg = type(cfg)()
+    for name in updater_names:
+        updater = CONFIG_UPDATER_REGISTRY.get(name)
+        cfg = updater(cfg)
+
+    # the resolved default config should keep the same default generator
+    cfg[DEFAULTS_KEY] = updater_names
+
+    return cfg

d2go/runner/__init__.py

@@ -5,12 +5,14 @@
 import importlib
 from typing import Optional, Type, Union
 
+from .api import RunnerV2Mixin
 from .default_runner import BaseRunner, Detectron2GoRunner, GeneralizedRCNNRunner
 from .lightning_task import DefaultTask
 from .training_hooks import TRAINER_HOOKS_REGISTRY
 
 
 __all__ = [
+    "RunnerV2Mixin",
     "BaseRunner",
     "Detectron2GoRunner",
     "GeneralizedRCNNRunner",

d2go/runner/api.py

+#!/usr/bin/env python3
+# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
+
+from typing import final
+
+from d2go.config import CfgNode
+
+
+class RunnerV2Mixin(object):
+    """
+    Interface for (V2) Runner:
+
+        - `get_default_cfg` is not a runner method anymore.
+    """
+
+    @classmethod
+    @final
+    def get_default_cfg(cls) -> CfgNode:
+        raise NotImplementedError("")

d2go/setup.py

@@ -13,12 +13,13 @@ import torch
 from d2go.config import (
     auto_scale_world_size,
     CfgNode,
+    load_full_config_from_file,
     reroute_config_path,
     temp_defrost,
 )
 from d2go.config.utils import get_diff_cfg
 from d2go.distributed import get_local_rank, get_num_processes_per_machine
-from d2go.runner import BaseRunner, create_runner, DefaultTask
+from d2go.runner import BaseRunner, create_runner, DefaultTask, RunnerV2Mixin
 from d2go.utils.helper import run_once
 from d2go.utils.launch_environment import get_launch_environment
 from detectron2.utils.collect_env import collect_env_info
@@ -127,11 +128,15 @@ def prepare_for_launch(args):
     logger.info(args)
     runner = create_runner(args.runner)
 
-    cfg = runner.get_default_cfg()
-
     with PathManager.open(reroute_config_path(args.config_file), "r") as f:
         print("Loaded config file {}:\n{}".format(args.config_file, f.read()))
+
+    if isinstance(runner, RunnerV2Mixin):
+        cfg = load_full_config_from_file(args.config_file)
+    else:
+        cfg = runner.get_default_cfg()
         cfg.merge_from_file(args.config_file)
+
     cfg.merge_from_list(args.opts)
     cfg.freeze()
 
@@ -180,15 +185,15 @@ def setup_after_launch(
         logger.info("Running with runner: {}".format(runner))
 
     # save the diff config
-    if runner is not None:
-        default_cfg = runner.get_default_cfg()
+    default_cfg = (
+        runner.get_default_cfg()
+        if runner and not isinstance(runner, RunnerV2Mixin)
+        else cfg.get_default_cfg()
+    )
     dump_cfg(
         get_diff_cfg(default_cfg, cfg),
         os.path.join(output_dir, "diff_config.yaml"),
     )
-    else:
-        # TODO: support getting default_cfg without runner.
-        pass
 
     # scale the config after dumping so that dumped config files keep original world size
     auto_scale_world_size(cfg, new_world_size=comm.get_world_size())