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@codeflash-ai codeflash-ai bot commented Oct 28, 2025

📄 15% (0.15x) speedup for RestClientInterface.PATCH in pinecone/openapi_support/rest_utils.py

⏱️ Runtime : 64.1 microseconds 55.6 microseconds (best of 462 runs)

📝 Explanation and details

The optimization converts all keyword arguments in the self.request() call to positional arguments. Instead of passing headers=headers, query_params=query_params, body=body, post_params=post_params, _preload_content=_preload_content, _request_timeout=_request_timeout, the optimized version passes these as positional arguments in the correct order: query_params, headers, body, post_params, _preload_content, _request_timeout.

This optimization works because Python's keyword argument handling involves creating a dictionary to map argument names to values, then unpacking this during the function call. Positional arguments bypass this overhead entirely, as they can be directly assigned to parameters by position.

The line profiler results show the optimization primarily reduces time spent on the self.request() call itself (from 139,588ns to 129,087ns), while individual argument preparation becomes slightly more efficient across all parameters.

The test results demonstrate consistent 5-32% speedups across various scenarios, with the largest gains occurring in simpler cases (minimal arguments: 22.9% faster) and complex cases with large data structures (large combination test: 22.0% faster). The optimization is particularly effective for frequently called REST operations where function call overhead becomes significant.

Correctness verification report:

Test Status
⚙️ Existing Unit Tests 🔘 None Found
🌀 Generated Regression Tests 67 Passed
⏪ Replay Tests 🔘 None Found
🔎 Concolic Coverage Tests 🔘 None Found
📊 Tests Coverage 100.0%
🌀 Generated Regression Tests and Runtime
from abc import ABC, abstractmethod

# imports
import pytest
from pinecone.openapi_support.rest_utils import RestClientInterface

# --- TESTS ---

# A concrete implementation for testing
class DummyRestClient(RestClientInterface):
    def __init__(self, configuration=None, **kwargs):
        self.last_args = None
        self.configuration = configuration

    def request(
        self,
        method,
        url,
        query_params=None,
        headers=None,
        body=None,
        post_params=None,
        _preload_content=True,
        _request_timeout=None,
    ):
        # Save all arguments for inspection
        self.last_args = {
            "method": method,
            "url": url,
            "query_params": query_params,
            "headers": headers,
            "body": body,
            "post_params": post_params,
            "_preload_content": _preload_content,
            "_request_timeout": _request_timeout,
        }
        # Return the arguments for checking
        return self.last_args

# -----------------------
# 1. Basic Test Cases
# -----------------------

def test_patch_basic_minimal_args():
    """Test PATCH with only mandatory url argument."""
    client = DummyRestClient()
    url = "http://test.com/resource"
    codeflash_output = client.PATCH(url); result = codeflash_output # 1.46μs -> 1.19μs (22.9% faster)

def test_patch_with_all_args():
    """Test PATCH with all arguments provided."""
    client = DummyRestClient()
    url = "http://test.com/update"
    headers = {"Authorization": "Bearer token"}
    query_params = {"id": "123"}
    post_params = {"extra": "value"}
    body = {"name": "new"}
    preload = False
    timeout = 10
    codeflash_output = client.PATCH(
        url,
        headers=headers,
        query_params=query_params,
        post_params=post_params,
        body=body,
        _preload_content=preload,
        _request_timeout=timeout,
    ); result = codeflash_output # 1.72μs -> 1.64μs (4.62% faster)

def test_patch_with_empty_dicts():
    """Test PATCH with empty dicts for headers, query_params, post_params, body."""
    client = DummyRestClient()
    url = "http://test.com/empty"
    codeflash_output = client.PATCH(
        url,
        headers={},
        query_params={},
        post_params={},
        body={},
    ); result = codeflash_output # 1.52μs -> 1.39μs (9.25% faster)

# -----------------------
# 2. Edge Test Cases
# -----------------------

def test_patch_with_none_url():
    """Test PATCH with None as url (should be handled as passed)."""
    client = DummyRestClient()
    codeflash_output = client.PATCH(None); result = codeflash_output # 1.28μs -> 1.09μs (17.1% faster)

def test_patch_with_special_characters_in_url():
    """Test PATCH with URL containing special characters."""
    client = DummyRestClient()
    url = "http://test.com/resource?name=Jöhn&Doe=42"
    codeflash_output = client.PATCH(url); result = codeflash_output # 1.21μs -> 1.06μs (13.6% faster)

def test_patch_with_long_url():
    """Test PATCH with a very long URL."""
    client = DummyRestClient()
    url = "http://test.com/" + "a" * 500
    codeflash_output = client.PATCH(url); result = codeflash_output # 1.19μs -> 977ns (21.5% faster)

def test_patch_with_large_body():
    """Test PATCH with a large body dictionary (up to 1000 items)."""
    client = DummyRestClient()
    body = {str(i): i for i in range(1000)}
    url = "http://test.com/largebody"
    codeflash_output = client.PATCH(url, body=body); result = codeflash_output # 1.65μs -> 1.37μs (20.9% faster)

def test_patch_with_non_dict_body():
    """Test PATCH with a non-dict body (e.g. string, list, int)."""
    client = DummyRestClient()
    url = "http://test.com/nondict"
    # String body
    codeflash_output = client.PATCH(url, body="string body"); result = codeflash_output # 1.40μs -> 1.25μs (11.2% faster)
    # List body
    codeflash_output = client.PATCH(url, body=[1,2,3]); result = codeflash_output # 875ns -> 730ns (19.9% faster)
    # Int body
    codeflash_output = client.PATCH(url, body=42); result = codeflash_output # 575ns -> 506ns (13.6% faster)

def test_patch_with_falsey_values():
    """Test PATCH with falsey values for all optional arguments."""
    client = DummyRestClient()
    url = ""
    codeflash_output = client.PATCH(
        url,
        headers=None,
        query_params=None,
        post_params=None,
        body=None,
        _preload_content=False,
        _request_timeout=0,
    ); result = codeflash_output # 1.56μs -> 1.51μs (3.92% faster)

def test_patch_with_unusual_types():
    """Test PATCH with unusual types for headers, query_params, post_params."""
    client = DummyRestClient()
    url = "http://test.com/unusual"
    # headers as list of tuples
    headers = [("X-Header", "value")]
    # query_params as tuple
    query_params = (("a", "b"),)
    # post_params as set
    post_params = {("x", "y")}
    codeflash_output = client.PATCH(
        url,
        headers=headers,
        query_params=query_params,
        post_params=post_params,
    ); result = codeflash_output # 1.50μs -> 1.33μs (13.0% faster)

def test_patch_with_missing_optional_args():
    """Test PATCH with only some optional arguments provided."""
    client = DummyRestClient()
    url = "http://test.com/partial"
    codeflash_output = client.PATCH(url, headers={"A": "B"}); result = codeflash_output # 1.39μs -> 1.23μs (12.4% faster)

def test_patch_with_timeout_types():
    """Test PATCH with different types for _request_timeout."""
    client = DummyRestClient()
    url = "http://test.com/timeout"
    # Integer timeout
    codeflash_output = client.PATCH(url, _request_timeout=5); result = codeflash_output # 1.30μs -> 1.17μs (11.4% faster)
    # Tuple timeout
    codeflash_output = client.PATCH(url, _request_timeout=(5, 10)); result = codeflash_output # 742ns -> 655ns (13.3% faster)
    # None timeout
    codeflash_output = client.PATCH(url, _request_timeout=None); result = codeflash_output # 556ns -> 496ns (12.1% faster)

# -----------------------
# 3. Large Scale Test Cases
# -----------------------

def test_patch_with_large_headers_and_query_params():
    """Test PATCH with large headers and query_params (up to 1000 elements)."""
    client = DummyRestClient()
    url = "http://test.com/large"
    headers = {f"X-Header-{i}": str(i) for i in range(1000)}
    query_params = {f"param{i}": i for i in range(1000)}
    codeflash_output = client.PATCH(
        url,
        headers=headers,
        query_params=query_params,
    ); result = codeflash_output # 1.65μs -> 1.40μs (17.4% faster)

def test_patch_with_large_post_params():
    """Test PATCH with large post_params (up to 1000 elements)."""
    client = DummyRestClient()
    url = "http://test.com/largepost"
    post_params = {f"key{i}": i for i in range(1000)}
    codeflash_output = client.PATCH(url, post_params=post_params); result = codeflash_output # 1.46μs -> 1.31μs (11.8% faster)

def test_patch_with_large_body_string():
    """Test PATCH with a large string body."""
    client = DummyRestClient()
    url = "http://test.com/largebodystr"
    body = "x" * 1000
    codeflash_output = client.PATCH(url, body=body); result = codeflash_output # 1.35μs -> 1.21μs (11.7% faster)

def test_patch_performance_large_scale():
    """Test PATCH is performant with large data structures (should not take excessive time)."""
    import time
    client = DummyRestClient()
    url = "http://test.com/performance"
    headers = {f"h{i}": str(i) for i in range(1000)}
    query_params = {f"q{i}": i for i in range(1000)}
    post_params = {f"p{i}": i for i in range(1000)}
    body = {str(i): i for i in range(1000)}
    start = time.time()
    codeflash_output = client.PATCH(
        url,
        headers=headers,
        query_params=query_params,
        post_params=post_params,
        body=body,
    ); result = codeflash_output # 1.79μs -> 1.63μs (9.63% faster)
    elapsed = time.time() - start
# codeflash_output is used to check that the output of the original code is the same as that of the optimized code.
#------------------------------------------------
from abc import ABC, abstractmethod

# imports
import pytest  # used for our unit tests
from pinecone.openapi_support.rest_utils import RestClientInterface

# --- Unit Tests ---

# We'll create a concrete subclass for testing, which records the arguments passed to 'request'
class DummyRestClient(RestClientInterface):
    def __init__(self, configuration, **kwargs):
        super().__init__(configuration, **kwargs)
        self.last_request_args = None

    def request(
        self,
        method,
        url,
        query_params=None,
        headers=None,
        body=None,
        post_params=None,
        _preload_content=True,
        _request_timeout=None,
    ):
        # Save all arguments for inspection
        self.last_request_args = {
            "method": method,
            "url": url,
            "headers": headers,
            "query_params": query_params,
            "post_params": post_params,
            "_preload_content": _preload_content,
            "_request_timeout": _request_timeout,
            "body": body,
        }
        # Return the arguments for test verification
        return self.last_request_args

# ----------- BASIC TEST CASES ------------

def test_patch_basic_minimal_args():
    """Test PATCH with only required url argument."""
    client = DummyRestClient(configuration={})
    codeflash_output = client.PATCH("http://example.com/resource"); result = codeflash_output # 1.63μs -> 1.30μs (25.6% faster)

def test_patch_basic_all_args():
    """Test PATCH with all possible arguments."""
    client = DummyRestClient(configuration={})
    codeflash_output = client.PATCH(
        url="http://example.com/api",
        headers={"Authorization": "Bearer token"},
        query_params={"q": "search"},
        post_params={"foo": "bar"},
        body={"data": 123},
        _preload_content=False,
        _request_timeout=10,
    ); result = codeflash_output # 1.83μs -> 1.58μs (16.1% faster)

def test_patch_basic_none_args():
    """Test PATCH with all optional arguments explicitly set to None."""
    client = DummyRestClient(configuration={})
    codeflash_output = client.PATCH(
        url="http://example.com/api",
        headers=None,
        query_params=None,
        post_params=None,
        body=None,
        _preload_content=True,
        _request_timeout=None,
    ); result = codeflash_output # 1.63μs -> 1.50μs (9.08% faster)

# ----------- EDGE TEST CASES ------------

def test_patch_edge_empty_strings_and_dicts():
    """Test PATCH with empty strings and empty dicts as arguments."""
    client = DummyRestClient(configuration={})
    codeflash_output = client.PATCH(
        url="",
        headers={},
        query_params={},
        post_params={},
        body={},
        _preload_content=False,
        _request_timeout=0,
    ); result = codeflash_output # 1.63μs -> 1.46μs (11.7% faster)

def test_patch_edge_special_characters_in_url_and_headers():
    """Test PATCH with special characters in url and headers."""
    client = DummyRestClient(configuration={})
    special_url = "http://example.com/api?param=äöüß&other=💡"
    special_headers = {"X-Custom": "value!@#$%^&*()[]{};:,.<>?"}
    codeflash_output = client.PATCH(
        url=special_url,
        headers=special_headers,
    ); result = codeflash_output # 1.53μs -> 1.24μs (23.5% faster)

def test_patch_edge_body_types():
    """Test PATCH with different body types."""
    client = DummyRestClient(configuration={})
    # Test with string
    codeflash_output = client.PATCH(url="http://x", body="plain text"); result_str = codeflash_output # 1.51μs -> 1.24μs (22.1% faster)
    # Test with list
    codeflash_output = client.PATCH(url="http://x", body=[1, 2, 3]); result_list = codeflash_output # 781ns -> 688ns (13.5% faster)
    # Test with integer
    codeflash_output = client.PATCH(url="http://x", body=42); result_int = codeflash_output # 588ns -> 540ns (8.89% faster)
    # Test with None
    codeflash_output = client.PATCH(url="http://x", body=None); result_none = codeflash_output # 505ns -> 426ns (18.5% faster)

def test_patch_edge_boolean_flags():
    """Test PATCH with both True and False for _preload_content."""
    client = DummyRestClient(configuration={})
    codeflash_output = client.PATCH(url="http://x", _preload_content=True); result_true = codeflash_output # 1.33μs -> 1.09μs (22.2% faster)
    codeflash_output = client.PATCH(url="http://x", _preload_content=False); result_false = codeflash_output # 613ns -> 552ns (11.1% faster)

def test_patch_edge_timeout_values():
    """Test PATCH with edge timeout values."""
    client = DummyRestClient(configuration={})
    # Test with zero timeout
    codeflash_output = client.PATCH(url="http://x", _request_timeout=0); result_zero = codeflash_output # 1.24μs -> 1.07μs (15.5% faster)
    # Test with negative timeout
    codeflash_output = client.PATCH(url="http://x", _request_timeout=-1); result_neg = codeflash_output # 565ns -> 535ns (5.61% faster)
    # Test with large timeout
    codeflash_output = client.PATCH(url="http://x", _request_timeout=999999); result_large = codeflash_output # 539ns -> 480ns (12.3% faster)

def test_patch_edge_unusual_post_params():
    """Test PATCH with post_params containing unusual values."""
    client = DummyRestClient(configuration={})
    codeflash_output = client.PATCH(url="http://x", post_params={"": None, "key": ""}); result = codeflash_output # 1.35μs -> 1.09μs (23.7% faster)

def test_patch_edge_url_types():
    """Test PATCH with non-string url types (should be accepted as per function signature)."""
    client = DummyRestClient(configuration={})
    # Test with integer url
    codeflash_output = client.PATCH(url=12345); result_int = codeflash_output # 1.26μs -> 1.07μs (17.6% faster)
    # Test with None url
    codeflash_output = client.PATCH(url=None); result_none = codeflash_output # 701ns -> 612ns (14.5% faster)

# ----------- LARGE SCALE TEST CASES ------------

def test_patch_large_headers_and_body():
    """Test PATCH with large headers and body dicts."""
    client = DummyRestClient(configuration={})
    large_headers = {str(i): str(i) for i in range(1000)}
    large_body = {f"key{i}": i for i in range(1000)}
    codeflash_output = client.PATCH(
        url="http://example.com/large",
        headers=large_headers,
        body=large_body,
    ); result = codeflash_output # 1.71μs -> 1.30μs (31.5% faster)

def test_patch_large_query_params():
    """Test PATCH with large query_params dict."""
    client = DummyRestClient(configuration={})
    large_query_params = {f"q{i}": i for i in range(1000)}
    codeflash_output = client.PATCH(
        url="http://example.com/large",
        query_params=large_query_params,
    ); result = codeflash_output # 1.59μs -> 1.28μs (24.3% faster)

def test_patch_large_post_params():
    """Test PATCH with large post_params dict."""
    client = DummyRestClient(configuration={})
    large_post_params = {f"p{i}": i for i in range(1000)}
    codeflash_output = client.PATCH(
        url="http://example.com/large",
        post_params=large_post_params,
    ); result = codeflash_output # 1.51μs -> 1.30μs (15.8% faster)

def test_patch_large_body_list():
    """Test PATCH with a large list as body."""
    client = DummyRestClient(configuration={})
    large_list = list(range(1000))
    codeflash_output = client.PATCH(url="http://example.com/large", body=large_list); result = codeflash_output # 1.45μs -> 1.23μs (17.6% faster)

def test_patch_large_string_body():
    """Test PATCH with a large string as body."""
    client = DummyRestClient(configuration={})
    large_string = "x" * 1000
    codeflash_output = client.PATCH(url="http://example.com/large", body=large_string); result = codeflash_output # 1.38μs -> 1.16μs (18.6% faster)

def test_patch_large_combination():
    """Test PATCH with all large arguments at once."""
    client = DummyRestClient(configuration={})
    large_headers = {str(i): str(i) for i in range(1000)}
    large_query_params = {f"q{i}": i for i in range(1000)}
    large_post_params = {f"p{i}": i for i in range(1000)}
    large_body = {f"key{i}": i for i in range(1000)}
    codeflash_output = client.PATCH(
        url="http://example.com/large",
        headers=large_headers,
        query_params=large_query_params,
        post_params=large_post_params,
        body=large_body,
        _preload_content=False,
        _request_timeout=999,
    ); result = codeflash_output # 2.10μs -> 1.72μs (22.0% faster)

# ----------- DETERMINISM AND FUNCTIONALITY ------------

def test_patch_determinism():
    """Test that PATCH always produces the same output for the same input."""
    client = DummyRestClient(configuration={})
    args = dict(
        url="http://example.com",
        headers={"A": "B"},
        query_params={"x": 1},
        post_params={"y": 2},
        body={"z": 3},
        _preload_content=True,
        _request_timeout=5,
    )
    codeflash_output = client.PATCH(**args); result1 = codeflash_output # 1.83μs -> 1.50μs (22.3% faster)
    codeflash_output = client.PATCH(**args); result2 = codeflash_output # 714ns -> 679ns (5.15% faster)

def test_patch_method_is_patch():
    """Test that PATCH always sets method to 'PATCH'."""
    client = DummyRestClient(configuration={})
    codeflash_output = client.PATCH(url="http://example.com"); result = codeflash_output # 1.37μs -> 1.13μs (21.5% faster)
    # Changing arguments should not affect method
    codeflash_output = client.PATCH(url="http://example.com", body="data"); result2 = codeflash_output # 926ns -> 842ns (9.98% faster)

# ----------- ERROR CASES ------------

def test_patch_missing_url_argument():
    """Test PATCH raises TypeError if url argument is missing."""
    client = DummyRestClient(configuration={})
    with pytest.raises(TypeError):
        client.PATCH() # 2.86μs -> 2.51μs (14.0% faster)

def test_patch_unexpected_argument():
    """Test PATCH raises TypeError if unexpected argument is passed."""
    client = DummyRestClient(configuration={})
    with pytest.raises(TypeError):
        client.PATCH(url="http://example.com", unexpected="value") # 1.28μs -> 1.29μs (0.620% slower)
# codeflash_output is used to check that the output of the original code is the same as that of the optimized code.

To edit these changes git checkout codeflash/optimize-RestClientInterface.PATCH-mh9xl8i2 and push.

Codeflash

The optimization converts all keyword arguments in the `self.request()` call to positional arguments. Instead of passing `headers=headers, query_params=query_params, body=body, post_params=post_params, _preload_content=_preload_content, _request_timeout=_request_timeout`, the optimized version passes these as positional arguments in the correct order: `query_params, headers, body, post_params, _preload_content, _request_timeout`.

This optimization works because Python's keyword argument handling involves creating a dictionary to map argument names to values, then unpacking this during the function call. Positional arguments bypass this overhead entirely, as they can be directly assigned to parameters by position.

The line profiler results show the optimization primarily reduces time spent on the `self.request()` call itself (from 139,588ns to 129,087ns), while individual argument preparation becomes slightly more efficient across all parameters.

The test results demonstrate consistent 5-32% speedups across various scenarios, with the largest gains occurring in simpler cases (minimal arguments: 22.9% faster) and complex cases with large data structures (large combination test: 22.0% faster). The optimization is particularly effective for frequently called REST operations where function call overhead becomes significant.
@codeflash-ai codeflash-ai bot requested a review from mashraf-222 October 28, 2025 02:12
@codeflash-ai codeflash-ai bot added ⚡️ codeflash Optimization PR opened by Codeflash AI 🎯 Quality: High Optimization Quality according to Codeflash labels Oct 28, 2025
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