from __future__ import annotations

import gc
import inspect
import os
import time
from pathlib import Path
from typing import Any, Callable, Optional

import dill as pickle
import pytest
from inference.core.workflows.core_steps.visualizations.text_display.utils import \
    clamp_box


def codeflash_wrap(
    codeflash_wrapped: Callable[..., Any],
    codeflash_test_module_name: str,
    codeflash_test_class_name: str | None,
    codeflash_test_name: str,
    codeflash_function_name: str,
    codeflash_line_id: str,
    codeflash_loop_index: int,
    *args: Any,
    **kwargs: Any,
) -> Any:
    test_id = f"{codeflash_test_module_name}:{codeflash_test_class_name}:{codeflash_test_name}:{codeflash_line_id}:{codeflash_loop_index}"
    if not hasattr(codeflash_wrap, "index"):
        codeflash_wrap.index = {}
    if test_id in codeflash_wrap.index:
        codeflash_wrap.index[test_id] += 1
    else:
        codeflash_wrap.index[test_id] = 0
    codeflash_test_index = codeflash_wrap.index[test_id]
    invocation_id = f"{codeflash_line_id}_{codeflash_test_index}"
    test_stdout_tag = f"{codeflash_test_module_name}:{(codeflash_test_class_name + '.' if codeflash_test_class_name else '')}{codeflash_test_name}:{codeflash_function_name}:{codeflash_loop_index}:{invocation_id}"
    print(
        f"!$######{test_stdout_tag}######$!"
    )
    exception = None
    gc.disable()
    try:
        counter = time.perf_counter_ns()
        return_value = codeflash_wrapped(*args, **kwargs)
        codeflash_duration = time.perf_counter_ns() - counter
    except Exception as e:
        codeflash_duration = time.perf_counter_ns() - counter
        exception = e
    gc.enable()
    print(f"!######{test_stdout_tag}######!")
    iteration = os.environ["CODEFLASH_TEST_ITERATION"]
    with Path(
        "{codeflash_run_tmp_dir_client_side}", f"test_return_values_{iteration}.bin"
    ).open("ab") as f:
        pickled_values = (
            pickle.dumps((args, kwargs, exception))
            if exception
            else pickle.dumps((args, kwargs, return_value))
        )
        _test_name = f"{codeflash_test_module_name}:{(codeflash_test_class_name + '.' if codeflash_test_class_name else '')}{codeflash_test_name}:{codeflash_function_name}:{codeflash_line_id}".encode(
            "ascii"
        )
        f.write(len(_test_name).to_bytes(4, byteorder="big"))
        f.write(_test_name)
        f.write(codeflash_duration.to_bytes(8, byteorder="big"))
        f.write(len(pickled_values).to_bytes(4, byteorder="big"))
        f.write(pickled_values)
        f.write(codeflash_loop_index.to_bytes(8, byteorder="big"))
        f.write(len(invocation_id).to_bytes(4, byteorder="big"))
        f.write(invocation_id.encode("ascii"))
    if exception:
        raise exception
    return return_value

class TestClampBoxBasicCases:
    """Test basic functionality under normal conditions."""

    def test_box_at_origin(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box positioned at (0, 0) - should remain unchanged.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(0, 0, 50, 50, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxBasicCases', 'test_box_at_origin', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_box_in_middle(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box positioned in the middle of the image - should remain unchanged.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(40, 40, 20, 20, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxBasicCases', 'test_box_in_middle', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_box_at_maximum_valid_position(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box at the rightmost and bottommost valid position.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(70, 70, 30, 30, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxBasicCases', 'test_box_at_maximum_valid_position', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_box_at_right_edge(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box positioned exactly at the right edge.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(50, 10, 50, 20, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxBasicCases', 'test_box_at_right_edge', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_box_at_bottom_edge(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box positioned exactly at the bottom edge.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(10, 50, 20, 50, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxBasicCases', 'test_box_at_bottom_edge', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

class TestClampBoxOutOfBoundsCases:
    """Test behavior when box position is out of bounds."""

    def test_negative_x_position(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box with negative x coordinate - should clamp to 0.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(-10, 20, 30, 30, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOutOfBoundsCases', 'test_negative_x_position', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_negative_y_position(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box with negative y coordinate - should clamp to 0.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(20, -10, 30, 30, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOutOfBoundsCases', 'test_negative_y_position', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_both_negative_positions(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box with both negative coordinates - should clamp both to 0.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(-5, -15, 30, 30, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOutOfBoundsCases', 'test_both_negative_positions', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_x_beyond_right_edge(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box positioned beyond the right edge - should clamp x.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(80, 20, 30, 30, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOutOfBoundsCases', 'test_x_beyond_right_edge', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_y_beyond_bottom_edge(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box positioned beyond the bottom edge - should clamp y.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(20, 80, 30, 30, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOutOfBoundsCases', 'test_y_beyond_bottom_edge', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_both_beyond_edges(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box positioned beyond both right and bottom edges.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(90, 85, 30, 30, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOutOfBoundsCases', 'test_both_beyond_edges', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_far_beyond_edges(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box positioned very far beyond image bounds.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(1000, 2000, 20, 20, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOutOfBoundsCases', 'test_far_beyond_edges', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

class TestClampBoxOversizedBoxCases:
    """Test behavior when box is larger than the image."""

    def test_box_wider_than_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box wider than image - x should be clamped to 0.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(10, 20, 150, 30, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOversizedBoxCases', 'test_box_wider_than_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_box_taller_than_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box taller than image - y should be clamped to 0.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(20, 10, 30, 150, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOversizedBoxCases', 'test_box_taller_than_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_box_larger_in_both_dimensions(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box larger than image in both dimensions - both should be 0.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(50, 50, 200, 200, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOversizedBoxCases', 'test_box_larger_in_both_dimensions', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_box_exactly_wider_than_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box exactly one pixel wider than image.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(5, 10, 101, 50, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOversizedBoxCases', 'test_box_exactly_wider_than_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_box_exactly_taller_than_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box exactly one pixel taller than image.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(10, 5, 50, 101, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOversizedBoxCases', 'test_box_exactly_taller_than_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_oversized_box_with_negative_position(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test oversized box with negative position - should still clamp to 0.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(-10, -20, 150, 150, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxOversizedBoxCases', 'test_oversized_box_with_negative_position', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

class TestClampBoxEdgeCases:
    """Test edge cases and boundary conditions."""

    def test_box_same_size_as_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box exactly the same size as image - only valid position is (0, 0).'
        _call__bound__arguments = inspect.signature(clamp_box).bind(0, 0, 100, 100, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_box_same_size_as_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_box_same_size_as_image_with_offset(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box same size as image but with non-zero position - should clamp to 0.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(10, 20, 100, 100, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_box_same_size_as_image_with_offset', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_zero_width_box(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box with zero width.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(50, 25, 0, 50, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_zero_width_box', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_zero_height_box(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box with zero height.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(25, 50, 50, 0, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_zero_height_box', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_zero_size_box(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test box with zero width and height.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(30, 40, 0, 0, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_zero_size_box', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_zero_width_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test with zero width image.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(10, 10, 50, 50, 0, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_zero_width_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_zero_height_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test with zero height image.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(10, 10, 50, 50, 100, 0)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_zero_height_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_zero_size_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test with zero size image.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(10, 10, 50, 50, 0, 0)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_zero_size_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_one_pixel_box(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test 1x1 pixel box.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(50, 60, 1, 1, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_one_pixel_box', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_one_pixel_box_at_edge(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test 1x1 pixel box at maximum position.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(99, 99, 1, 1, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_one_pixel_box_at_edge', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_one_pixel_box_beyond_edge(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test 1x1 pixel box beyond edge.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(100, 100, 1, 1, 100, 100)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_one_pixel_box_beyond_edge', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_one_pixel_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test with 1x1 pixel image.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(0, 0, 1, 1, 1, 1)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxEdgeCases', 'test_one_pixel_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

class TestClampBoxLargeScaleCases:
    """Test performance and scalability with large data samples."""

    def test_very_large_image_dimensions(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test with very large image dimensions (4K resolution).'
        _call__bound__arguments = inspect.signature(clamp_box).bind(2000, 1500, 100, 100, 3840, 2160)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxLargeScaleCases', 'test_very_large_image_dimensions', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_very_large_image_with_clamping(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test clamping with very large image dimensions.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(10000, 5000, 200, 200, 3840, 2160)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxLargeScaleCases', 'test_very_large_image_with_clamping', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_8k_resolution_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test with 8K resolution image.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(4000, 2000, 500, 500, 7680, 4320)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxLargeScaleCases', 'test_8k_resolution_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_extremely_large_box_on_large_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test very large box on large image.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(1000, 500, 5000, 3000, 7680, 4320)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxLargeScaleCases', 'test_extremely_large_box_on_large_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_oversized_box_on_large_image(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test oversized box on large image.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(100, 200, 10000, 5000, 7680, 4320)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxLargeScaleCases', 'test_oversized_box_on_large_image', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_multiple_clamp_operations(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test multiple clamping operations to ensure consistency.'
        for i in range(500):
            _call__bound__arguments = inspect.signature(clamp_box).bind(i * 2, i * 3, 50, 50, 1000, 1000)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxLargeScaleCases', 'test_multiple_clamp_operations', 'clamp_box', '1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            box_x, box_y = codeflash_return_value

    def test_rapid_clamping_with_varying_positions(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test rapid clamping with varying positions.'
        for x in range(0, 3000, 10):
            _call__bound__arguments = inspect.signature(clamp_box).bind(x, x // 2, 100, 100, 1920, 1080)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxLargeScaleCases', 'test_rapid_clamping_with_varying_positions', 'clamp_box', '1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            box_x, box_y = codeflash_return_value

    def test_large_negative_positions(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test with very large negative positions.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(-10000, -5000, 200, 150, 1920, 1080)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxLargeScaleCases', 'test_large_negative_positions', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_large_positive_positions(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Test with very large positive positions.'
        _call__bound__arguments = inspect.signature(clamp_box).bind(1000000, 500000, 200, 150, 1920, 1080)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxLargeScaleCases', 'test_large_positive_positions', 'clamp_box', '1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        box_x, box_y = codeflash_return_value

    def test_stress_test_various_box_sizes(self):
        codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
        'Stress test with various box sizes.'
        img_w, img_h = (2000, 2000)
        for size in range(10, 2010, 10):
            _call__bound__arguments = inspect.signature(clamp_box).bind(100, 100, size, size, img_w, img_h)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(clamp_box, 'tests.inference.unit_tests.test_clamp_box__unit_test_1', 'TestClampBoxLargeScaleCases', 'test_stress_test_various_box_sizes', 'clamp_box', '2_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            box_x, box_y = codeflash_return_value
            if size > img_w:
                pass
            else:
                pass
            if size > img_h:
                pass
            else:
                pass