Add chromadb based vector store impl and test case

src/aios_kernel/knowledge/__init__.py

@@ -1,2 +0,0 @@
-from .object import EmailObject, ImageObject, TextChunkObject, ObjectID
-from .knowledge_base import KnowledgeBase

src/aios_kernel/knowledge/knowledge_base.py

@@ -1,46 +0,0 @@
-# define a knowledge base class
-from ..agent import AgentPrompt
-from ..compute_kernel import ComputeKernel
-from .object import KnowledgeObject, ObjectType, EmailObject, TextChunkObject, ImageObject
-from .object_storage import ObjectStorage
-from .vector_base import VectorBase
-
-class KnowledgeBase:
-    def __init__(self) -> None:
-        self.object_store = ObjectStorage()
-        self.vector_base = VectorBase()
-        self.compute_kernel = ComputeKernel()
-
-    async def insert(self, object: KnowledgeObject):
-        if object.object_type == ObjectType.Email:
-            email: EmailObject = object
-            for text_id in email.text:
-                [text, _] = self.object_store.get(text_id)
-                text: TextChunkObject = text
-                vector = await self.compute_kernel.do_text_embedding(text.text)
-                self.vector_base.insert(vector, text_id)
-            
-            for image_id in email.images:
-                [image, _] = self.object_store.get(image_id)
-                image: ImageObject = image
-                vector = await self.compute_kernel.do_text_embedding(image.meta)
-                self.vector_base.insert(vector, image_id)
-            
-            vector = await self.compute_kernel.do_text_embedding(email.meta)
-            self.vector_base.insert(vector, email.get_id())
-        else:
-            pass
-
-    async def query(self, prompt: AgentPrompt) -> AgentPrompt:
-        for msg in prompt.messages:
-            if msg.role == "user":
-                vector = await self.compute_kernel.do_text_embedding(msg.content)
-                object_ids = self.vector_base.query(vector, 10)
-                for object_id in object_ids:
-                    if object_id.object_type == ObjectType.Email:
-                    
-                    [object, email] = self.object_store.get(object_id)
-                    if object.object_type == ObjectType.Email:
-                        email: EmailObject = object
-                        prompt.append(AgentPrompt())
-                        prompt

src/aios_kernel/knowledge/vector_base.py

@@ -1,14 +0,0 @@
-# import the ObjectID class
-from .object import ObjectID
-
-# define a vector base class
-class VectorBase:
-    def __init__(self, db_url, model_name) -> None:
-        self.db_url = db_url
-        self.model_name = model_name
-
-    async def insert(self, vector: [float], id: ObjectID):
-        pass
-
-    async def query(self, vector: [float], top_k: int) -> [ObjectID]:
-        pass

src/knowledge/object.py

@@ -1,7 +1,7 @@
 
 # define a object type enum
-from abc import ABC
+from abc import ABC, abstractmethod
-
+from enum import Enum
 
 class ObjectType(Enum):
     TextChunk = 1