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Harrison/combined memory (#3935)
Co-authored-by: engkheng <60956360+outday29@users.noreply.github.com>
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@ -1,4 +1,6 @@
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from typing import Any, Dict, List
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from typing import Any, Dict, List, Set
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from pydantic import validator
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from langchain.schema import BaseMemory
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@ -9,6 +11,22 @@ class CombinedMemory(BaseMemory):
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memories: List[BaseMemory]
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"""For tracking all the memories that should be accessed."""
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@validator("memories")
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def check_repeated_memory_variable(
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cls, value: List[BaseMemory]
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) -> List[BaseMemory]:
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all_variables: Set[str] = set()
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for val in value:
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overlap = all_variables.intersection(val.memory_variables)
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if overlap:
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raise ValueError(
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f"The same variables {overlap} are found in multiple"
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"memory object, which is not allowed by CombinedMemory."
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)
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all_variables |= set(val.memory_variables)
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return value
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@property
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def memory_variables(self) -> List[str]:
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"""All the memory variables that this instance provides."""
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37
tests/unit_tests/memory/test_combined_memory.py
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37
tests/unit_tests/memory/test_combined_memory.py
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"""Test for CombinedMemory class"""
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# from langchain.prompts import PromptTemplate
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from typing import List
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import pytest
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from langchain.memory import CombinedMemory, ConversationBufferMemory
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@pytest.fixture()
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def example_memory() -> List[ConversationBufferMemory]:
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example_1 = ConversationBufferMemory(memory_key="foo")
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example_2 = ConversationBufferMemory(memory_key="bar")
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example_3 = ConversationBufferMemory(memory_key="bar")
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return [example_1, example_2, example_3]
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def test_basic_functionality(example_memory: List[ConversationBufferMemory]) -> None:
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"""Test basic functionality of methods exposed by class"""
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combined_memory = CombinedMemory(memories=[example_memory[0], example_memory[1]])
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assert combined_memory.memory_variables == ["foo", "bar"]
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assert combined_memory.load_memory_variables({}) == {"foo": "", "bar": ""}
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combined_memory.save_context(
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{"input": "Hello there"}, {"output": "Hello, how can I help you?"}
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)
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assert combined_memory.load_memory_variables({}) == {
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"foo": "Human: Hello there\nAI: Hello, how can I help you?",
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"bar": "Human: Hello there\nAI: Hello, how can I help you?",
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}
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combined_memory.clear()
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assert combined_memory.load_memory_variables({}) == {"foo": "", "bar": ""}
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def test_repeated_memory_var(example_memory: List[ConversationBufferMemory]) -> None:
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"""Test raising error when repeated memory variables found"""
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with pytest.raises(ValueError):
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CombinedMemory(memories=[example_memory[1], example_memory[2]])
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