⚡️ Speed up function function_kind by 93%

[codeflash-ai]

📄 93% (0.93x) speedup for function_kind in codeflash/code_utils/static_analysis.py

⏱️ Runtime : 1.95 milliseconds → 1.01 milliseconds (best of 63 runs)

📝 Explanation and details

Here's an optimized rewrite of your function for both runtime and memory, based on the line profiler output and your code.

Key optimizations:

• Remove the pointless loop (for _i in range(len(parents) - 1, -1, -1): continue), which does nothing but waste time.
• Replace parents[0].type in ["FunctionDef", "AsyncFunctionDef"] with a more efficient set membership {...}.
• Check parents and parents[0].type == "ClassDef" directly (avoid double-checking parents).
• Avoid repeated attribute lookups.
• Short-circuit decorator search using a set, and prefer "class" checks before "static", as the order of checks is clear by code frequency.
• Use early returns.
• You can even use a for loop with an else to avoid redundant returns.

Here’s the rewritten code.

Explanation of removed code:

• The loop for _i in range(len(parents) - 1, -1, -1): continue was a no-op—removing it increases speed by eliminating unnecessary iterations.
• Using a set for in {"FunctionDef", "AsyncFunctionDef"} is O(1) membership instead of O(n) in a list.

This preserves all existing comments as per your instruction.
Let me know if you want further alt optimizations or more detail!

✅ Correctness verification report:

Test	Status
⚙️ Existing Unit Tests	🔘 None Found
🌀 Generated Regression Tests	✅ 3156 Passed
⏪ Replay Tests	🔘 None Found
🔎 Concolic Coverage Tests	🔘 None Found
📊 Tests Coverage	100.0%

🌀 Generated Regression Tests Details

from __future__ import annotations

import ast
from dataclasses import dataclass
from enum import Enum
from typing import List

# imports
import pytest  # used for our unit tests
from codeflash.code_utils.static_analysis import function_kind

# --- Minimal stubs for FunctionParent and FunctionKind for testing ---

class FunctionKind(Enum):
    FUNCTION = "function"
    INSTANCE_METHOD = "instance_method"
    CLASS_METHOD = "class_method"
    STATIC_METHOD = "static_method"

@dataclass
class FunctionParent:
    type: str  # e.g. "Module", "ClassDef", "FunctionDef", "AsyncFunctionDef"
from codeflash.code_utils.static_analysis import function_kind

# --- Helper functions for test case construction ---

def make_funcdef(name="foo", decorators=None, async_=False):
    """Create a FunctionDef or AsyncFunctionDef AST node with given decorators."""
    if decorators is None:
        decorators = []
    if async_:
        node = ast.AsyncFunctionDef(
            name=name,
            args=ast.arguments(posonlyargs=[], args=[], kwonlyargs=[], kw_defaults=[], defaults=[]),
            body=[],
            decorator_list=decorators,
            returns=None,
            type_comment=None
        )
    else:
        node = ast.FunctionDef(
            name=name,
            args=ast.arguments(posonlyargs=[], args=[], kwonlyargs=[], kw_defaults=[], defaults=[]),
            body=[],
            decorator_list=decorators,
            returns=None,
            type_comment=None
        )
    return node

def make_decorator_name(name):
    """Create an ast.Name node representing a decorator."""
    return ast.Name(id=name, ctx=ast.Load())

# --- Unit tests ---

# 1. BASIC TEST CASES

def test_module_level_function():
    """Test a plain function at module level."""
    node = make_funcdef()
    parents = [FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.33μs -> 417ns

def test_module_level_async_function():
    """Test an async function at module level."""
    node = make_funcdef(async_=True)
    parents = [FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 625ns -> 417ns

def test_function_nested_in_function():
    """Test a function nested inside another function."""
    node = make_funcdef()
    parents = [FunctionParent(type="FunctionDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 792ns -> 625ns

def test_function_nested_in_async_function():
    """Test a function nested inside an async function."""
    node = make_funcdef()
    parents = [FunctionParent(type="AsyncFunctionDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 750ns -> 542ns

def test_instance_method_in_class():
    """Test a method in a class with no decorators."""
    node = make_funcdef()
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.62μs -> 708ns

def test_class_method_in_class():
    """Test a class method in a class."""
    node = make_funcdef(decorators=[make_decorator_name("classmethod")])
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.62μs -> 875ns

def test_static_method_in_class():
    """Test a static method in a class."""
    node = make_funcdef(decorators=[make_decorator_name("staticmethod")])
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.54μs -> 1.00μs

def test_method_with_multiple_decorators():
    """Test a method with multiple decorators, including classmethod and staticmethod."""
    node = make_funcdef(decorators=[
        make_decorator_name("custom_decorator"),
        make_decorator_name("classmethod")
    ])
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.92μs -> 1.04μs

def test_method_with_staticmethod_first():
    """Test a method with staticmethod as first decorator."""
    node = make_funcdef(decorators=[
        make_decorator_name("staticmethod"),
        make_decorator_name("custom_decorator")
    ])
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.58μs -> 792ns

def test_method_with_no_decorators_in_class():
    """Test a method in class with no decorators."""
    node = make_funcdef()
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.33μs -> 708ns

# 2. EDGE TEST CASES

def test_no_parents_list():
    """Test with an empty parents list (should be module-level function)."""
    node = make_funcdef()
    parents = []
    codeflash_output = function_kind(node, parents) # 709ns -> 458ns


def test_decorator_not_name():
    """Test a decorator that is not an ast.Name (e.g., ast.Attribute)."""
    decorator = ast.Attribute(value=ast.Name(id="some", ctx=ast.Load()), attr="decorator", ctx=ast.Load())
    node = make_funcdef(decorators=[decorator])
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    # Should be instance method since no classmethod/staticmethod found
    codeflash_output = function_kind(node, parents) # 2.54μs -> 1.21μs

def test_unknown_parent_type():
    """Test with an unknown parent type."""
    node = make_funcdef()
    parents = [FunctionParent(type="UnknownType"), FunctionParent(type="Module")]
    # Should return None, as not a known context
    codeflash_output = function_kind(node, parents) # 1.25μs -> 500ns

def test_function_in_nested_class():
    """Test a function inside a class inside another class."""
    node = make_funcdef()
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.58μs -> 709ns

def test_class_method_with_attribute_decorator():
    """Test a classmethod decorator written as an attribute (should not be detected)."""
    decorator = ast.Attribute(value=ast.Name(id="abc", ctx=ast.Load()), attr="classmethod", ctx=ast.Load())
    node = make_funcdef(decorators=[decorator])
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    # Should not detect as classmethod, so should be instance method
    codeflash_output = function_kind(node, parents) # 1.75μs -> 833ns

def test_static_method_with_attribute_decorator():
    """Test a staticmethod decorator written as an attribute (should not be detected)."""
    decorator = ast.Attribute(value=ast.Name(id="abc", ctx=ast.Load()), attr="staticmethod", ctx=ast.Load())
    node = make_funcdef(decorators=[decorator])
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    # Should not detect as staticmethod, so should be instance method
    codeflash_output = function_kind(node, parents) # 1.38μs -> 833ns

def test_function_with_multiple_parents():
    """Test a function nested several layers deep in classes and functions."""
    node = make_funcdef()
    parents = [
        FunctionParent(type="FunctionDef"),
        FunctionParent(type="ClassDef"),
        FunctionParent(type="ClassDef"),
        FunctionParent(type="Module")
    ]
    # Since top parent is a function, should be FUNCTION
    codeflash_output = function_kind(node, parents) # 917ns -> 625ns

def test_async_method_in_class():
    """Test an async method in a class."""
    node = make_funcdef(async_=True)
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.33μs -> 667ns

def test_class_method_and_static_method_decorators():
    """Test a method with both classmethod and staticmethod decorators (should prefer classmethod)."""
    node = make_funcdef(decorators=[
        make_decorator_name("classmethod"),
        make_decorator_name("staticmethod")
    ])
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    # Should return CLASS_METHOD because it finds classmethod first
    codeflash_output = function_kind(node, parents) # 1.58μs -> 1.00μs

def test_static_method_and_class_method_decorators():
    """Test a method with both staticmethod and classmethod decorators (should prefer staticmethod if first)."""
    node = make_funcdef(decorators=[
        make_decorator_name("staticmethod"),
        make_decorator_name("classmethod")
    ])
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    # Should return STATIC_METHOD because it finds staticmethod first
    codeflash_output = function_kind(node, parents) # 1.83μs -> 958ns

def test_function_with_empty_decorator_list():
    """Test a function with an explicitly empty decorator list."""
    node = make_funcdef(decorators=[])
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.38μs -> 667ns

# 3. LARGE SCALE TEST CASES

def test_many_module_level_functions():
    """Test many module-level functions for scalability."""
    nodes = [make_funcdef(name=f"func_{i}") for i in range(500)]
    parents = [FunctionParent(type="Module")]
    for node in nodes:
        codeflash_output = function_kind(node, parents) # 250ns -> 83ns

def test_many_class_methods_in_class():
    """Test many class methods in a class."""
    nodes = [make_funcdef(name=f"cm_{i}", decorators=[make_decorator_name("classmethod")]) for i in range(500)]
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    for node in nodes:
        codeflash_output = function_kind(node, parents) # 500ns -> 291ns

def test_many_static_methods_in_class():
    """Test many static methods in a class."""
    nodes = [make_funcdef(name=f"sm_{i}", decorators=[make_decorator_name("staticmethod")]) for i in range(500)]
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    for node in nodes:
        codeflash_output = function_kind(node, parents) # 541ns -> 292ns

def test_many_methods_with_varied_decorators():
    """Test many methods in a class with varied decorators."""
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    for i in range(0, 500, 3):
        # Every third is a classmethod, next is staticmethod, next is instance
        node1 = make_funcdef(name=f"cm_{i}", decorators=[make_decorator_name("classmethod")])
        node2 = make_funcdef(name=f"sm_{i+1}", decorators=[make_decorator_name("staticmethod")])
        node3 = make_funcdef(name=f"im_{i+2}")
        codeflash_output = function_kind(node1, parents) # 458ns -> 208ns
        codeflash_output = function_kind(node2, parents) # 458ns -> 208ns
        codeflash_output = function_kind(node3, parents) # 458ns -> 208ns

def test_large_nested_function_depth():
    """Test a function nested deeply in functions (should always be FUNCTION)."""
    node = make_funcdef()
    # 1000 nested functions
    parents = [FunctionParent(type="FunctionDef")] * 1000
    codeflash_output = function_kind(node, parents) # 1.38μs -> 667ns

def test_large_nested_class_depth():
    """Test a method nested deeply in classes (should always be INSTANCE_METHOD if no decorator)."""
    node = make_funcdef()
    # 999 nested classes, then module
    parents = [FunctionParent(type="ClassDef")] * 999 + [FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 14.1μs -> 625ns

def test_large_mixed_nesting():
    """Test a function with mixed deep nesting of classes and functions."""
    node = make_funcdef()
    # 500 functions, 499 classes, then module
    parents = [FunctionParent(type="FunctionDef")] * 500 + [FunctionParent(type="ClassDef")] * 499 + [FunctionParent(type="Module")]
    # Because the top parent is a function, should be FUNCTION
    codeflash_output = function_kind(node, parents) # 709ns -> 542ns

def test_large_list_of_static_and_class_methods():
    """Test a large number of methods with alternating staticmethod/classmethod decorators."""
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="Module")]
    for i in range(1000):
        if i % 2 == 0:
            node = make_funcdef(name=f"sm_{i}", decorators=[make_decorator_name("staticmethod")])
            codeflash_output = function_kind(node, parents) # 500ns -> 250ns
        else:
            node = make_funcdef(name=f"cm_{i}", decorators=[make_decorator_name("classmethod")])
            codeflash_output = function_kind(node, parents) # 500ns -> 250ns
# codeflash_output is used to check that the output of the original code is the same as that of the optimized code.

from __future__ import annotations

import ast
from dataclasses import dataclass
from enum import Enum
from typing import List

# imports
import pytest  # used for our unit tests
from codeflash.code_utils.static_analysis import function_kind


# Mocking FunctionKind and FunctionParent for testing purposes
class FunctionKind(Enum):
    FUNCTION = "function"
    INSTANCE_METHOD = "instance_method"
    CLASS_METHOD = "class_method"
    STATIC_METHOD = "static_method"

@dataclass
class FunctionParent:
    type: str  # e.g., "ClassDef", "FunctionDef", "AsyncFunctionDef"
from codeflash.code_utils.static_analysis import function_kind


# Helper function to create a minimal ast.FunctionDef or ast.AsyncFunctionDef node
def make_func(name="f", decorators=None, async_func=False):
    if decorators is None:
        decorators = []
    args = ast.arguments(posonlyargs=[], args=[], kwonlyargs=[], kw_defaults=[], defaults=[])
    if async_func:
        return ast.AsyncFunctionDef(
            name=name,
            args=args,
            body=[],
            decorator_list=decorators,
            returns=None,
            type_comment=None
        )
    else:
        return ast.FunctionDef(
            name=name,
            args=args,
            body=[],
            decorator_list=decorators,
            returns=None,
            type_comment=None
        )

# -------------------
# Unit Tests
# -------------------

# 1. BASIC TEST CASES

def test_module_level_function():
    # No parents: module-level function
    node = make_func()
    parents = []
    codeflash_output = function_kind(node, parents) # 1.33μs -> 417ns

def test_module_level_async_function():
    # No parents: module-level async function
    node = make_func(async_func=True)
    parents = []
    codeflash_output = function_kind(node, parents) # 625ns -> 417ns

def test_nested_function():
    # Parent is a function: nested function
    node = make_func()
    parents = [FunctionParent(type="FunctionDef")]
    codeflash_output = function_kind(node, parents) # 834ns -> 666ns

def test_nested_async_function():
    # Parent is an async function: nested function
    node = make_func()
    parents = [FunctionParent(type="AsyncFunctionDef")]
    codeflash_output = function_kind(node, parents) # 917ns -> 666ns

def test_instance_method():
    # Parent is a class, no decorators: instance method
    node = make_func()
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 2.50μs -> 833ns

def test_class_method():
    # Parent is a class, with @classmethod decorator
    decorator = ast.Name(id="classmethod", ctx=ast.Load())
    node = make_func(decorators=[decorator])
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 2.00μs -> 875ns

def test_static_method():
    # Parent is a class, with @staticmethod decorator
    decorator = ast.Name(id="staticmethod", ctx=ast.Load())
    node = make_func(decorators=[decorator])
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 1.58μs -> 875ns

def test_class_method_with_multiple_decorators():
    # Parent is a class, with multiple decorators including @classmethod
    decorator1 = ast.Name(id="some_decorator", ctx=ast.Load())
    decorator2 = ast.Name(id="classmethod", ctx=ast.Load())
    node = make_func(decorators=[decorator1, decorator2])
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 1.92μs -> 1.04μs

def test_static_method_with_multiple_decorators():
    # Parent is a class, with multiple decorators including @staticmethod
    decorator1 = ast.Name(id="staticmethod", ctx=ast.Load())
    decorator2 = ast.Name(id="another", ctx=ast.Load())
    node = make_func(decorators=[decorator1, decorator2])
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 1.75μs -> 875ns

# 2. EDGE TEST CASES

def test_empty_parents():
    # parents is empty (module-level function)
    node = make_func()
    parents = []
    codeflash_output = function_kind(node, parents) # 667ns -> 458ns

def test_parents_with_unknown_type():
    # Parent is not a class or function, should return None
    node = make_func()
    parents = [FunctionParent(type="Module")]
    codeflash_output = function_kind(node, parents) # 1.12μs -> 500ns

def test_class_method_decorator_as_attribute():
    # Decorator is an attribute, not a name (should not match)
    decorator = ast.Attribute(value=ast.Name(id="abc", ctx=ast.Load()), attr="classmethod", ctx=ast.Load())
    node = make_func(decorators=[decorator])
    parents = [FunctionParent(type="ClassDef")]
    # Should be detected as instance method, since decorator is not ast.Name
    codeflash_output = function_kind(node, parents) # 1.75μs -> 917ns

def test_static_method_decorator_as_call():
    # Decorator is a call, not a name (should not match)
    decorator = ast.Call(func=ast.Name(id="staticmethod", ctx=ast.Load()), args=[], keywords=[])
    node = make_func(decorators=[decorator])
    parents = [FunctionParent(type="ClassDef")]
    # Should be detected as instance method, since decorator is not ast.Name
    codeflash_output = function_kind(node, parents) # 1.54μs -> 792ns

def test_multiple_parents_class_first():
    # Multiple parents: class is first, then function
    node = make_func()
    parents = [FunctionParent(type="ClassDef"), FunctionParent(type="FunctionDef")]
    codeflash_output = function_kind(node, parents) # 1.46μs -> 708ns

def test_multiple_parents_function_first():
    # Multiple parents: function is first, then class
    node = make_func()
    parents = [FunctionParent(type="FunctionDef"), FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 708ns -> 584ns

def test_no_decorators_in_class():
    # Parent is a class, decorator_list is empty
    node = make_func(decorators=[])
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 1.38μs -> 709ns

def test_unknown_decorator_in_class():
    # Parent is a class, decorator is unknown
    decorator = ast.Name(id="my_decorator", ctx=ast.Load())
    node = make_func(decorators=[decorator])
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 1.75μs -> 1.00μs

def test_async_method_in_class():
    # Async function in class, no decorators: instance method
    node = make_func(async_func=True)
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 1.33μs -> 667ns

def test_async_class_method():
    # Async function in class, with @classmethod
    decorator = ast.Name(id="classmethod", ctx=ast.Load())
    node = make_func(decorators=[decorator], async_func=True)
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 1.79μs -> 833ns

def test_async_static_method():
    # Async function in class, with @staticmethod
    decorator = ast.Name(id="staticmethod", ctx=ast.Load())
    node = make_func(decorators=[decorator], async_func=True)
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 1.67μs -> 875ns

def test_classdef_parent_but_not_first():
    # ClassDef is not the first parent, should not be treated as method
    node = make_func()
    parents = [FunctionParent(type="FunctionDef"), FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 750ns -> 542ns

def test_unexpected_parent_types():
    # Unexpected parent types, should return None
    node = make_func()
    parents = [FunctionParent(type="Module"), FunctionParent(type="Whatever")]
    codeflash_output = function_kind(node, parents) # 1.25μs -> 500ns


def test_decorator_case_sensitivity():
    # Decorator is 'ClassMethod' (case sensitive, should not match)
    decorator = ast.Name(id="ClassMethod", ctx=ast.Load())
    node = make_func(decorators=[decorator])
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 1.92μs -> 917ns

# 3. LARGE SCALE TEST CASES

def test_large_number_of_parents_module_level():
    # Large parents list, but all are functions: should be FUNCTION
    node = make_func()
    parents = [FunctionParent(type="FunctionDef")] * 500
    codeflash_output = function_kind(node, parents) # 666ns -> 625ns

def test_large_number_of_parents_with_class_first():
    # Large parents list, first is ClassDef: should be INSTANCE_METHOD
    node = make_func()
    parents = [FunctionParent(type="ClassDef")] + [FunctionParent(type="FunctionDef")] * 999
    codeflash_output = function_kind(node, parents) # 14.1μs -> 708ns

def test_large_number_of_parents_with_unknown_first():
    # Large parents list, first is unknown type: should return None
    node = make_func()
    parents = [FunctionParent(type="Unknown")] + [FunctionParent(type="ClassDef")] * 999
    codeflash_output = function_kind(node, parents) # 12.5μs -> 458ns

def test_large_decorator_list_with_classmethod():
    # Large decorator list, classmethod is at the end
    decorators = [ast.Name(id=f"decorator_{i}", ctx=ast.Load()) for i in range(998)]
    decorators.append(ast.Name(id="classmethod", ctx=ast.Load()))
    node = make_func(decorators=decorators)
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 69.6μs -> 48.9μs

def test_large_decorator_list_with_staticmethod():
    # Large decorator list, staticmethod is at the beginning
    decorators = [ast.Name(id="staticmethod", ctx=ast.Load())] + [ast.Name(id=f"decorator_{i}", ctx=ast.Load()) for i in range(998)]
    node = make_func(decorators=decorators)
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 1.83μs -> 958ns

def test_large_decorator_list_no_special_method():
    # Large decorator list, none are classmethod/staticmethod
    decorators = [ast.Name(id=f"decorator_{i}", ctx=ast.Load()) for i in range(1000)]
    node = make_func(decorators=decorators)
    parents = [FunctionParent(type="ClassDef")]
    codeflash_output = function_kind(node, parents) # 72.1μs -> 50.7μs

def test_large_scale_async_functions():
    # Large number of async functions, all as module-level
    for i in range(100):
        node = make_func(name=f"f_{i}", async_func=True)
        parents = []
        codeflash_output = function_kind(node, parents) # 166ns -> 125ns

def test_large_scale_nested_functions():
    # Deeply nested functions (up to 1000), should always be FUNCTION
    node = make_func()
    parents = [FunctionParent(type="FunctionDef")] * 1000
    codeflash_output = function_kind(node, parents) # 875ns -> 625ns
# 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-function_kind-mbtnfboc and push.

[codeflash-ai]

This PR has been automatically closed because the original PR #309 by KRRT7 was closed.