Support variables in base files for configs (#1083)

* Support variables in base files for configs Signed-off-by: lizz <lizz@sensetime.com> * Test json and yaml as well Signed-off-by: lizz <lizz@sensetime.com> * Add test for recusive base Signed-off-by: lizz <lizz@sensetime.com> * Test misleading values Signed-off-by: lizz <lizz@sensetime.com> * Improve comments Signed-off-by: lizz <lizz@sensetime.com> * Add doc Signed-off-by: lizz <lizz@sensetime.com> * Improve doc Signed-off-by: lizz <lizz@sensetime.com> * More tests Signed-off-by: lizz <lizz@sensetime.com> * Harder test case Signed-off-by: lizz <lizz@sensetime.com> * use BASE_KEY instead of base Signed-off-by: lizz <lizz@sensetime.com>
open-mmlab · Jun 25, 2021 · d9effbd · d9effbd
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diff --git a/docs/utils.md b/docs/utils.md
@@ -154,6 +154,32 @@ _base_ = ['./config_a.py', './config_e.py']
 ...      d='string')
 ```
 
+#### Reference variables from base
+
+You can reference variables defined in base using the following grammar.
+
+`base.py`
+
+```python
+item1 = 'a'
+item2 = dict(item3 = 'b')
+```
+
+`config_g.py`
+
+```python
+_base_ = ['./base.py']
+item = dict(a = {{ _base_.item1 }}, b = {{ _base_.item2.item3 }})
+```
+
+```python
+>>> cfg = Config.fromfile('./config_g.py')
+>>> print(cfg.pretty_text)
+item1 = 'a'
+item2 = dict(item3='b')
+item = dict(a='a', b='b')
+```
+
 ### ProgressBar
 
 If you want to apply a method to a list of items and track the progress, `track_progress`

diff --git a/mmcv/utils/config.py b/mmcv/utils/config.py
@@ -1,11 +1,13 @@
 # Copyright (c) Open-MMLab. All rights reserved.
 import ast
+import copy
 import os
 import os.path as osp
 import platform
 import shutil
 import sys
 import tempfile
+import uuid
 import warnings
 from argparse import Action, ArgumentParser
 from collections import abc
@@ -121,6 +123,57 @@ def _substitute_predefined_vars(filename, temp_config_name):
         with open(temp_config_name, 'w') as tmp_config_file:
             tmp_config_file.write(config_file)
 
+    @staticmethod
+    def _pre_substitute_base_vars(filename, temp_config_name):
+        """Substitute base variable placehoders to string, so that parsing
+        would work."""
+        with open(filename, 'r', encoding='utf-8') as f:
+            # Setting encoding explicitly to resolve coding issue on windows
+            config_file = f.read()
+        base_var_dict = {}
+        regexp = r'\{\{\s*' + BASE_KEY + r'\.([\w\.]+)\s*\}\}'
+        base_vars = set(re.findall(regexp, config_file))
+        for base_var in base_vars:
+            randstr = f'_{base_var}_{uuid.uuid4().hex.lower()[:6]}'
+            base_var_dict[randstr] = base_var
+            regexp = r'\{\{\s*' + BASE_KEY + r'\.' + base_var + r'\s*\}\}'
+            config_file = re.sub(regexp, f'"{randstr}"', config_file)
+        with open(temp_config_name, 'w') as tmp_config_file:
+            tmp_config_file.write(config_file)
+        return base_var_dict
+
+    @staticmethod
+    def _substitute_base_vars(cfg, base_var_dict, base_cfg):
+        """Substitute variable strings to their actual values."""
+        cfg = copy.deepcopy(cfg)
+
+        if isinstance(cfg, dict):
+            for k, v in cfg.items():
+                if isinstance(v, str) and v in base_var_dict:
+                    new_v = base_cfg
+                    for new_k in base_var_dict[v].split('.'):
+                        new_v = new_v[new_k]
+                    cfg[k] = new_v
+                elif isinstance(v, (list, tuple, dict)):
+                    cfg[k] = Config._substitute_base_vars(
+                        v, base_var_dict, base_cfg)
+        elif isinstance(cfg, tuple):
+            cfg = tuple(
+                Config._substitute_base_vars(c, base_var_dict, base_cfg)
+                for c in cfg)
+        elif isinstance(cfg, list):
+            cfg = [
+                Config._substitute_base_vars(c, base_var_dict, base_cfg)
+                for c in cfg
+            ]
+        elif isinstance(cfg, str) and cfg in base_var_dict:
+            new_v = base_cfg
+            for new_k in base_var_dict[cfg].split('.'):
+                new_v = new_v[new_k]
+            cfg = new_v
+
+        return cfg
+
     @staticmethod
     def _file2dict(filename, use_predefined_variables=True):
         filename = osp.abspath(osp.expanduser(filename))
@@ -141,6 +194,9 @@ def _file2dict(filename, use_predefined_variables=True):
                                                    temp_config_file.name)
             else:
                 shutil.copyfile(filename, temp_config_file.name)
+            # Substitute base variables from placeholders to strings
+            base_var_dict = Config._pre_substitute_base_vars(
+                temp_config_file.name, temp_config_file.name)
 
             if filename.endswith('.py'):
                 temp_module_name = osp.splitext(temp_config_name)[0]
@@ -185,6 +241,10 @@ def _file2dict(filename, use_predefined_variables=True):
                     raise KeyError('Duplicate key is not allowed among bases')
                 base_cfg_dict.update(c)
 
+            # Subtitute base variables from strings to their actual values
+            cfg_dict = Config._substitute_base_vars(cfg_dict, base_var_dict,
+                                                    base_cfg_dict)
+
             base_cfg_dict = Config._merge_a_into_b(cfg_dict, base_cfg_dict)
             cfg_dict = base_cfg_dict
 

diff --git a/tests/data/config/t.json b/tests/data/config/t.json
@@ -0,0 +1,13 @@
+{
+    "_base_": [
+        "./l1.py",
+        "./l2.yaml",
+        "./l3.json",
+        "./l4.py"
+    ],
+    "item3": false,
+    "item4": "test",
+    "item8": "{{fileBasename}}",
+    "item9": {{ _base_.item2 }},
+    "item10": {{ _base_.item7.b.c }}
+}
diff --git a/tests/data/config/t.py b/tests/data/config/t.py
@@ -0,0 +1,6 @@
+_base_ = ['./l1.py', './l2.yaml', './l3.json', './l4.py']
+item3 = False
+item4 = 'test'
+item8 = '{{fileBasename}}'
+item9 = {{ _base_.item2 }}
+item10 = {{ _base_.item7.b.c }}
diff --git a/tests/data/config/t.yaml b/tests/data/config/t.yaml
@@ -0,0 +1,6 @@
+_base_ : ['./l1.py', './l2.yaml', './l3.json', './l4.py']
+item3 : False
+item4 : 'test'
+item8 : '{{fileBasename}}'
+item9 : {{ _base_.item2 }}
+item10 : {{ _base_.item7.b.c }}
diff --git a/tests/data/config/u.json b/tests/data/config/u.json
@@ -0,0 +1,26 @@
+{
+    "_base_": [
+        "./t.py"
+    ],
+    "base": "_base_.item8",
+    "item11": {{ _base_.item8 }},
+    "item12": {{ _base_.item9 }},
+    "item13": {{ _base_.item10 }},
+    "item14": {{ _base_.item1 }},
+    "item15": {
+        "a": {
+            "b": {{ _base_.item2 }}
+        },
+        "b": [
+            {{ _base_.item3 }}
+        ],
+        "c": [{{ _base_.item4 }}],
+        "d": [[
+            {
+                "e": {{ _base_.item5.a }}
+            }
+        ],
+        {{ _base_.item6 }}],
+        "e": {{ _base_.item1 }}
+    }
+}
diff --git a/tests/data/config/u.py b/tests/data/config/u.py
@@ -0,0 +1,13 @@
+_base_ = ['./t.py']
+base = '_base_.item8'
+item11 = {{ _base_.item8 }}
+item12 = {{ _base_.item9 }}
+item13 = {{ _base_.item10 }}
+item14 = {{ _base_.item1 }}
+item15 = dict(
+    a = dict( b = {{ _base_.item2 }} ),
+    b = [{{ _base_.item3 }}],
+    c = [{{ _base_.item4 }}],
+    d = [[dict(e = {{ _base_.item5.a }})],{{ _base_.item6 }}],
+    e = {{ _base_.item1 }}
+)
diff --git a/tests/data/config/u.yaml b/tests/data/config/u.yaml
@@ -0,0 +1,15 @@
+_base_: ["./t.py"]
+base: "_base_.item8"
+item11: {{ _base_.item8 }}
+item12: {{ _base_.item9 }}
+item13: {{ _base_.item10 }}
+item14: {{ _base_.item1 }}
+item15:
+    a:
+        b: {{ _base_.item2 }}
+    b: [{{ _base_.item3 }}]
+    c: [{{ _base_.item4 }}]
+    d:
+        - [e: {{ _base_.item5.a }}]
+        - {{ _base_.item6 }}
+    e: {{ _base_.item1 }}
diff --git a/tests/data/config/v.py b/tests/data/config/v.py
@@ -0,0 +1,11 @@
+_base_ = ['./u.py']
+item21 = {{ _base_.item11 }}
+item22 = item21
+item23 = {{ _base_.item10 }}
+item24 = item23
+item25 = dict(
+    a = dict( b = item24 ),
+    b = [item24],
+    c = [[dict(e = item22)],{{ _base_.item6 }}],
+    e = item21
+)
diff --git a/tests/test_utils/test_config.py b/tests/test_utils/test_config.py
@@ -224,6 +224,81 @@ def test_merge_from_multiple_bases():
         Config.fromfile(osp.join(data_path, 'config/m.py'))
 
 
+def test_base_variables():
+    for file in ['t.py', 't.json', 't.yaml']:
+        cfg_file = osp.join(data_path, f'config/{file}')
+        cfg = Config.fromfile(cfg_file)
+        assert isinstance(cfg, Config)
+        assert cfg.filename == cfg_file
+        # cfg.field
+        assert cfg.item1 == [1, 2]
+        assert cfg.item2.a == 0
+        assert cfg.item3 is False
+        assert cfg.item4 == 'test'
+        assert cfg.item5 == dict(a=0, b=1)
+        assert cfg.item6 == [dict(a=0), dict(b=1)]
+        assert cfg.item7 == dict(a=[0, 1, 2], b=dict(c=[3.1, 4.2, 5.3]))
+        assert cfg.item8 == file
+        assert cfg.item9 == dict(a=0)
+        assert cfg.item10 == [3.1, 4.2, 5.3]
+
+    # test nested base
+    for file in ['u.py', 'u.json', 'u.yaml']:
+        cfg_file = osp.join(data_path, f'config/{file}')
+        cfg = Config.fromfile(cfg_file)
+        assert isinstance(cfg, Config)
+        assert cfg.filename == cfg_file
+        # cfg.field
+        assert cfg.base == '_base_.item8'
+        assert cfg.item1 == [1, 2]
+        assert cfg.item2.a == 0
+        assert cfg.item3 is False
+        assert cfg.item4 == 'test'
+        assert cfg.item5 == dict(a=0, b=1)
+        assert cfg.item6 == [dict(a=0), dict(b=1)]
+        assert cfg.item7 == dict(a=[0, 1, 2], b=dict(c=[3.1, 4.2, 5.3]))
+        assert cfg.item8 == 't.py'
+        assert cfg.item9 == dict(a=0)
+        assert cfg.item10 == [3.1, 4.2, 5.3]
+        assert cfg.item11 == 't.py'
+        assert cfg.item12 == dict(a=0)
+        assert cfg.item13 == [3.1, 4.2, 5.3]
+        assert cfg.item14 == [1, 2]
+        assert cfg.item15 == dict(
+            a=dict(b=dict(a=0)),
+            b=[False],
+            c=['test'],
+            d=[[{
+                'e': 0
+            }], [{
+                'a': 0
+            }, {
+                'b': 1
+            }]],
+            e=[1, 2])
+
+    # test reference assignment for py
+    cfg_file = osp.join(data_path, 'config/v.py')
+    cfg = Config.fromfile(cfg_file)
+    assert isinstance(cfg, Config)
+    assert cfg.filename == cfg_file
+    assert cfg.item21 == 't.py'
+    assert cfg.item22 == 't.py'
+    assert cfg.item23 == [3.1, 4.2, 5.3]
+    assert cfg.item24 == [3.1, 4.2, 5.3]
+    assert cfg.item25 == dict(
+        a=dict(b=[3.1, 4.2, 5.3]),
+        b=[[3.1, 4.2, 5.3]],
+        c=[[{
+            'e': 't.py'
+        }], [{
+            'a': 0
+        }, {
+            'b': 1
+        }]],
+        e='t.py')
+
+
 def test_merge_recursive_bases():
     cfg_file = osp.join(data_path, 'config/f.py')
     cfg = Config.fromfile(cfg_file)