From be543f77376a82c53a05467b43b1c26bc314ed1f Mon Sep 17 00:00:00 2001 From: SwiftyOS Date: Tue, 5 Sep 2023 16:48:10 +0200 Subject: [PATCH] Added a memory system --- forge/.pre-commit-config.yaml | 15 +- forge/autogpt/sdk/memory/__init__.py | 1 + forge/autogpt/sdk/memory/memstore.py | 159 +++ forge/autogpt/sdk/memory/memstore_test.py | 58 + forge/poetry.lock | 1467 +++++++++------------ forge/pyproject.toml | 2 +- 6 files changed, 840 insertions(+), 862 deletions(-) create mode 100644 forge/autogpt/sdk/memory/__init__.py create mode 100644 forge/autogpt/sdk/memory/memstore.py create mode 100644 forge/autogpt/sdk/memory/memstore_test.py diff --git a/forge/.pre-commit-config.yaml b/forge/.pre-commit-config.yaml index a5163be..d846a08 100644 --- a/forge/.pre-commit-config.yaml +++ b/forge/.pre-commit-config.yaml @@ -31,12 +31,13 @@ repos: hooks: - id: autoflake name: autoflake - entry: autoflake --in-place --remove-all-unused-imports --recursive --ignore-init-module-imports --ignore-pass-after-docstring autogpt + entry: autoflake --in-place --remove-all-unused-imports --recursive --ignore-init-module-imports --ignore-pass-after-docstring forge/autogpt language: python types: [ python ] - - id: pytest-check - name: pytest-check - entry: pytest - language: system - pass_filenames: false - always_run: true + # Mono repo has bronken this TODO: fix + # - id: pytest-check + # name: pytest-check + # entry: pytest + # language: system + # pass_filenames: false + # always_run: true diff --git a/forge/autogpt/sdk/memory/__init__.py b/forge/autogpt/sdk/memory/__init__.py new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/forge/autogpt/sdk/memory/__init__.py @@ -0,0 +1 @@ + diff --git a/forge/autogpt/sdk/memory/memstore.py b/forge/autogpt/sdk/memory/memstore.py new file mode 100644 index 0000000..b53b02b --- /dev/null +++ b/forge/autogpt/sdk/memory/memstore.py @@ -0,0 +1,159 @@ +import hashlib + +import chromadb +from chromadb.config import Settings + + +class MemStore: + """ + A class used to represent a Memory Store + """ + + def __init__(self, store_path: str): + """ + Initialize the MemStore with a given store path. + + Args: + store_path (str): The path to the store. + """ + self.client = chromadb.PersistentClient( + path=store_path, settings=Settings(anonymized_telemetry=False) + ) + + def add(self, task_id: str, document: str, metadatas: dict) -> None: + """ + Add a document to the MemStore. + + Args: + task_id (str): The ID of the task. + document (str): The document to be added. + metadatas (dict): The metadata of the document. + """ + doc_id = hashlib.sha256(document.encode()).hexdigest()[:20] + collection = self.client.get_or_create_collection(task_id) + collection.add(documents=[document], metadatas=[metadatas], ids=[doc_id]) + + def query( + self, + task_id: str, + query: str, + filters: dict = None, + document_search: dict = None, + ) -> dict: + """ + Query the MemStore. + + Args: + task_id (str): The ID of the task. + query (str): The query string. + filters (dict, optional): The filters to be applied. Defaults to None. + search_string (str, optional): The search string. Defaults to None. + + Returns: + dict: The query results. + """ + collection = self.client.get_or_create_collection(task_id) + + kwargs = { + "query_texts": [query], + "n_results": 10, + } + + if filters: + kwargs["where"] = filters + + if document_search: + kwargs["where_document"] = document_search + + return collection.query(**kwargs) + + def get(self, task_id: str, doc_ids: list = None, filters: dict = None) -> dict: + """ + Get documents from the MemStore. + + Args: + task_id (str): The ID of the task. + doc_ids (list, optional): The IDs of the documents to be retrieved. Defaults to None. + filters (dict, optional): The filters to be applied. Defaults to None. + + Returns: + dict: The retrieved documents. + """ + collection = self.client.get_or_create_collection(task_id) + kwargs = {} + if doc_ids: + kwargs["ids"] = doc_ids + if filters: + kwargs["where"] = filters + return collection.get(**kwargs) + + def update(self, task_id: str, doc_ids: list, documents: list, metadatas: list): + """ + Update documents in the MemStore. + + Args: + task_id (str): The ID of the task. + doc_ids (list): The IDs of the documents to be updated. + documents (list): The updated documents. + metadatas (list): The updated metadata. + """ + collection = self.client.get_or_create_collection(task_id) + collection.update(ids=doc_ids, documents=documents, metadatas=metadatas) + + def delete(self, task_id: str, doc_id: str): + """ + Delete a document from the MemStore. + + Args: + task_id (str): The ID of the task. + doc_id (str): The ID of the document to be deleted. + """ + collection = self.client.get_or_create_collection(task_id) + collection.delete(ids=[doc_id]) + + +if __name__ == "__main__": + print("#############################################") + # Initialize MemStore + mem = MemStore(".agent_mem_store") + + # Test add function + task_id = "test_task" + document = "This is a another new test document." + metadatas = {"metadata": "test_metadata"} + mem.add(task_id, document, metadatas) + + task_id = "test_task" + document = "The quick brown fox jumps over the lazy dog." + metadatas = {"metadata": "test_metadata"} + mem.add(task_id, document, metadatas) + + task_id = "test_task" + document = "AI is a new technology that will change the world." + metadatas = {"timestamp": 1623936000} + mem.add(task_id, document, metadatas) + + doc_id = hashlib.sha256(document.encode()).hexdigest()[:20] + # Test query function + query = "test" + filters = {"metadata": {"$eq": "test"}} + search_string = {"$contains": "test"} + doc_ids = [doc_id] + documents = ["This is an updated test document."] + updated_metadatas = {"metadata": "updated_test_metadata"} + + print("Query:") + print(mem.query(task_id, query)) + + # Test get function + print("Get:") + + print(mem.get(task_id)) + + # Test update function + print("Update:") + print(mem.update(task_id, doc_ids, documents, updated_metadatas)) + + print("Delete:") + # Test delete function + print(mem.delete(task_id, doc_ids[0])) diff --git a/forge/autogpt/sdk/memory/memstore_test.py b/forge/autogpt/sdk/memory/memstore_test.py new file mode 100644 index 0000000..925982d --- /dev/null +++ b/forge/autogpt/sdk/memory/memstore_test.py @@ -0,0 +1,58 @@ +import hashlib +import shutil + +import pytest + +from autogpt.sdk.memory.memstore import MemStore + + +@pytest.fixture +def memstore(): + mem = MemStore(".test_mem_store") + yield mem + shutil.rmtree(".test_mem_store") + + +def test_add(memstore): + task_id = "test_task" + document = "This is a test document." + metadatas = {"metadata": "test_metadata"} + memstore.add(task_id, document, metadatas) + doc_id = hashlib.sha256(document.encode()).hexdigest()[:20] + assert memstore.client.get_or_create_collection(task_id).count() == 1 + + +def test_query(memstore): + task_id = "test_task" + document = "This is a test document." + metadatas = {"metadata": "test_metadata"} + memstore.add(task_id, document, metadatas) + query = "test" + assert len(memstore.query(task_id, query)["documents"]) == 1 + + +def test_update(memstore): + task_id = "test_task" + document = "This is a test document." + metadatas = {"metadata": "test_metadata"} + memstore.add(task_id, document, metadatas) + doc_id = hashlib.sha256(document.encode()).hexdigest()[:20] + updated_document = "This is an updated test document." + updated_metadatas = {"metadata": "updated_test_metadata"} + memstore.update(task_id, [doc_id], [updated_document], [updated_metadatas]) + assert memstore.get(task_id, [doc_id]) == { + "documents": [updated_document], + "metadatas": [updated_metadatas], + "embeddings": None, + "ids": [doc_id], + } + + +def test_delete(memstore): + task_id = "test_task" + document = "This is a test document." + metadatas = {"metadata": "test_metadata"} + memstore.add(task_id, document, metadatas) + doc_id = hashlib.sha256(document.encode()).hexdigest()[:20] + memstore.delete(task_id, doc_id) + assert memstore.client.get_or_create_collection(task_id).count() == 0 diff --git a/forge/poetry.lock b/forge/poetry.lock index a757d5a..1da4238 100644 --- a/forge/poetry.lock +++ b/forge/poetry.lock @@ -1,89 +1,5 @@ # This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. -[[package]] -name = "aenum" -version = "3.1.15" -description = "Advanced Enumerations (compatible with Python's stdlib Enum), NamedTuples, and NamedConstants" -optional = false -python-versions = "*" -files = [ - {file = "aenum-3.1.15-py2-none-any.whl", hash = "sha256:27b1710b9d084de6e2e695dab78fe9f269de924b51ae2850170ee7e1ca6288a5"}, - {file = "aenum-3.1.15-py3-none-any.whl", hash = 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