v0.0.2

2024-01-19 00:44:01 +08:00
parent 88d3322612
commit 47c528360d
149 changed files with 24224 additions and 271 deletions
@@ -0,0 +1,57 @@
+# -*- coding: utf-8 -*-
+# Copyright (c) Alibaba, Inc. and its affiliates.
+from abc import ABCMeta
+
+import torch
+import torch.nn as nn
+
+from scepter.modules.annotator.registry import ANNOTATORS
+from scepter.modules.model.base_model import BaseModel
+from scepter.modules.utils.config import dict_to_yaml
+
+
+@ANNOTATORS.register_class()
+class BaseAnnotator(BaseModel, metaclass=ABCMeta):
+    para_dict = {}
+
+    def __init__(self, cfg, logger=None):
+        super().__init__(cfg, logger=logger)
+
+    @torch.no_grad()
+    @torch.inference_mode
+    def forward(self, *args, **kwargs):
+        raise NotImplementedError
+
+    @staticmethod
+    def get_config_template():
+        return dict_to_yaml('ANNOTATORS',
+                            __class__.__name__,
+                            BaseAnnotator.para_dict,
+                            set_name=True)
+
+
+@ANNOTATORS.register_class()
+class GeneralAnnotator(BaseAnnotator, metaclass=ABCMeta):
+    def __init__(self, cfg, logger=None):
+        super().__init__(cfg, logger=logger)
+        anno_models = cfg.get('ANNOTATORS', [])
+        self.annotators = nn.ModuleList()
+        for n, anno_config in enumerate(anno_models):
+            annotator = ANNOTATORS.build(anno_config, logger=logger)
+            annotator.input_keys = anno_config.get('INPUT_KEYS', [])
+            if isinstance(annotator.input_keys, str):
+                annotator.input_keys = [annotator.input_keys]
+            annotator.output_keys = anno_config.get('OUTPUT_KEYS', [])
+            if isinstance(annotator.output_keys, str):
+                annotator.output_keys = [annotator.output_keys]
+            assert len(annotator.input_keys) == len(annotator.output_keys)
+            self.annotators.append(annotator)
+
+    def forward(self, input_dict):
+        output_dict = {}
+        for annotator in self.annotators:
+            for idx, in_key in enumerate(annotator.input_keys):
+                if in_key in input_dict:
+                    image = annotator(input_dict[in_key])
+                    output_dict[annotator.output_keys[idx]] = image
+        return output_dict