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⚡️ Speed up method ConnectorStateManager._extract_from_state_message by 72% in PR #44444 (artem1205/airbyte-cdk-protocol-dataclasses-serpyco-rs) #44943

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@codeflash-ai codeflash-ai bot commented Aug 30, 2024

⚡️ This pull request contains optimizations for PR #44444

If you approve this dependent PR, these changes will be merged into the original PR branch artem1205/airbyte-cdk-protocol-dataclasses-serpyco-rs.

This PR will be automatically closed if the original PR is merged.


📄 ConnectorStateManager._extract_from_state_message() in airbyte-cdk/python/airbyte_cdk/sources/connector_state_manager.py

📈 Performance improved by 72% (0.72x faster)

⏱️ Runtime went down from 12.8 microseconds to 7.45 microseconds

Explanation and details

To optimize this code, several improvements can be made. We can avoid unnecessary deep copies, reduce redundant checks, and simplify certain parts of the code for better readability and performance. Here's the optimized version.

Key Improvements.

  1. Removal of copy.deepcopy: The use of copy.deepcopy was unnecessary since the original code did not mutate the state.
  2. Single Dictionary Update: Combined two updates into one to reduce the number of dictionary operations in AirbyteStateBlob.__init__.
  3. Simplified Boolean Checks: Simplified boolean checks and avoided redundant type checks for performance.
  4. Removed Redundant Comments: Retained only essential comments to keep the codebase clean and easy to read.

These changes should make the code more efficient and optimize its runtime and memory usage.

Correctness verification

The new optimized code was tested for correctness. The results are listed below.

🔘 (none found) − ⚙️ Existing Unit Tests

✅ 5 Passed − 🌀 Generated Regression Tests

(click to show generated tests)
# imports
from copy import deepcopy
from dataclasses import dataclass
from typing import (Annotated, Any, Dict, List, MutableMapping, Optional,
                    Tuple, Union)

import pytest  # used for our unit tests
from airbyte_cdk.models import (AirbyteStateBlob, AirbyteStateMessage,
                                AirbyteStateType, AirbyteStreamState)
from airbyte_cdk.sources.connector_state_manager import ConnectorStateManager
from serpyco_rs.metadata import Alias


# unit tests




def test_none_input():
    # None input
    shared_state, streams = ConnectorStateManager._extract_from_state_message(None)
    # Outputs were verified to be equal to the original implementation

def test_empty_list_input():
    # Empty list input
    shared_state, streams = ConnectorStateManager._extract_from_state_message([])
    # Outputs were verified to be equal to the original implementation


def test_invalid_state_type():
    # Invalid state type
    state_message = AirbyteStateMessage(type="INVALID_TYPE")
    shared_state, streams = ConnectorStateManager._extract_from_state_message([state_message])
    # Outputs were verified to be equal to the original implementation



def test_stream_state_with_invalid_stream_data():
    # STREAM state with invalid stream data
    state_message = AirbyteStateMessage(type=AirbyteStateType.STREAM, stream="invalid")
    with pytest.raises(AttributeError):
        ConnectorStateManager._extract_from_state_message([state_message])
    # Outputs were verified to be equal to the original implementation








def test_exception_raising():
    # Exception raising for invalid inputs
    state_message = AirbyteStateMessage(type=AirbyteStateType.STREAM, stream="invalid")
    with pytest.raises(AttributeError):
        ConnectorStateManager._extract_from_state_message([state_message])
    # Outputs were verified to be equal to the original implementation

🔘 (none found) − ⏪ Replay Tests

…` by 72% in PR #44444 (`artem1205/airbyte-cdk-protocol-dataclasses-serpyco-rs`)

To optimize this code, several improvements can be made. We can avoid unnecessary deep copies, reduce redundant checks, and simplify certain parts of the code for better readability and performance. Here's the optimized version.



### Key Improvements.

1. **Removal of `copy.deepcopy`**: The use of `copy.deepcopy` was unnecessary since the original code did not mutate the state.
2. **Single Dictionary Update**: Combined two updates into one to reduce the number of dictionary operations in `AirbyteStateBlob.__init__`.
3. **Simplified Boolean Checks**: Simplified boolean checks and avoided redundant type checks for performance.
4. **Removed Redundant Comments**: Retained only essential comments to keep the codebase clean and easy to read.

These changes should make the code more efficient and optimize its runtime and memory usage.
@codeflash-ai codeflash-ai bot added the ⚡️ codeflash Optimization PR opened by Codeflash AI label Aug 30, 2024
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@octavia-squidington-iii octavia-squidington-iii added CDK Connector Development Kit community labels Aug 30, 2024
@codeflash-ai codeflash-ai bot closed this Sep 2, 2024
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codeflash-ai bot commented Sep 2, 2024

This PR has been automatically closed because the original PR #44444 by artem1205 was closed.

@codeflash-ai codeflash-ai bot deleted the codeflash/optimize-pr44444-2024-08-30T22.07.12 branch September 2, 2024 15:48
Base automatically changed from artem1205/airbyte-cdk-protocol-dataclasses-serpyco-rs to master September 2, 2024 15:48
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