1 files changed, 81 insertions, 0 deletions
diff --git a/server/continuedev/plugins/context_providers/embeddings.py b/server/continuedev/plugins/context_providers/embeddings.py
new file mode 100644
index 00000000..86cba311
--- /dev/null
+++ b/server/continuedev/plugins/context_providers/embeddings.py
@@ -0,0 +1,81 @@
+import os
+import uuid
+from typing import List, Optional
+
+from pydantic import BaseModel
+
+from ...core.context import ContextProvider
+from ...core.main import ContextItem, ContextItemDescription, ContextItemId
+from ...libs.chroma.query import ChromaIndexManager
+
+
+class EmbeddingResult(BaseModel):
+    filename: str
+    content: str
+
+
+class EmbeddingsProvider(ContextProvider):
+    title = "embed"
+
+    display_title = "Embeddings Search"
+    description = "Search the codebase using embeddings"
+    dynamic = True
+    requires_query = True
+
+    workspace_directory: str
+
+    EMBEDDINGS_CONTEXT_ITEM_ID = "embeddings"
+
+    index_manager: Optional[ChromaIndexManager] = None
+
+    class Config:
+        arbitrary_types_allowed = True
+
+    @property
+    def index(self):
+        if self.index_manager is None:
+            self.index_manager = ChromaIndexManager(self.workspace_directory)
+        return self.index_manager
+
+    @property
+    def BASE_CONTEXT_ITEM(self):
+        return ContextItem(
+            content="",
+            description=ContextItemDescription(
+                name="Embedding Search",
+                description="Enter a query to embedding search codebase",
+                id=ContextItemId(
+                    provider_title=self.title, item_id=self.EMBEDDINGS_CONTEXT_ITEM_ID
+                ),
+            ),
+        )
+
+    async def _get_query_results(self, query: str) -> str:
+        results = self.index.query_codebase_index(query)
+
+        ret = []
+        for node in results.source_nodes:
+            resource_name = list(node.node.relationships.values())[0]
+            filepath = resource_name[: resource_name.index("::")]
+            ret.append(EmbeddingResult(filename=filepath, content=node.node.text))
+
+        return ret
+
+    async def provide_context_items(self) -> List[ContextItem]:
+        self.index.create_codebase_index()  # TODO Synchronous here is not ideal
+
+        return [self.BASE_CONTEXT_ITEM]
+
+    async def add_context_item(self, id: ContextItemId, query: str):
+        if not id.provider_title == self.title:
+            raise Exception("Invalid provider title for item")
+
+        results = await self._get_query_results(query)
+
+        for i in range(len(results)):
+            result = results[i]
+            ctx_item = self.BASE_CONTEXT_ITEM.copy()
+            ctx_item.description.name = os.path.basename(result.filename)
+            ctx_item.content = f"{result.filename}\n```\n{result.content}\n```"
+            ctx_item.description.id.item_id = uuid.uuid4().hex
+            self.selected_items.append(ctx_item)