from __future__ import annotations

import gc
import inspect
import logging
import os
import time
from pathlib import Path
from typing import Any, Dict, Optional
from unittest.mock import MagicMock, patch

import dill as pickle
import pytest
from inference.core.exceptions import (MalformedWorkflowResponseError,
                                       RoboflowAPIForbiddenError,
                                       RoboflowAPINotAuthorizedError,
                                       RoboflowAPINotNotFoundError,
                                       RoboflowAPIUsagePausedError)
from inference.core.workflows.core_steps.composition.workflow_caller.v1 import \
    _fetch_workflow_spec_for_validation


def codeflash_wrap(codeflash_wrapped, codeflash_test_module_name, codeflash_test_class_name, codeflash_test_name, codeflash_function_name, codeflash_line_id, codeflash_loop_index, *args, **kwargs):
    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

def test_fetch_workflow_spec_basic_success():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test successful workflow spec retrieval with valid parameters.'
    mock_spec = {'id': 'workflow_1', 'name': 'Test Workflow', 'steps': []}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_api_key', workspace_name='test_workspace', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_basic_success', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output
        mock_get.assert_called_once_with(api_key='test_api_key', workspace_id='test_workspace', workflow_id='workflow_1', workflow_version_id=None)

def test_fetch_workflow_spec_with_version_id():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test successful workflow spec retrieval with workflow version ID.'
    mock_spec = {'id': 'workflow_1', 'version': 'v2', 'name': 'Test Workflow v2'}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_api_key', workspace_name='test_workspace', workflow_id='workflow_1', workflow_version_id='v2')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_with_version_id', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output
        mock_get.assert_called_once_with(api_key='test_api_key', workspace_id='test_workspace', workflow_id='workflow_1', workflow_version_id='v2')

def test_fetch_workflow_spec_with_none_api_key():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test workflow spec retrieval with None api_key (public workflows).'
    mock_spec = {'id': 'public_workflow', 'public': True}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key=None, workspace_name='public_workspace', workflow_id='public_workflow')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_with_none_api_key', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output
        mock_get.assert_called_once_with(api_key=None, workspace_id='public_workspace', workflow_id='public_workflow', workflow_version_id=None)

def test_fetch_workflow_spec_complex_structure():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test retrieval of workflow spec with complex nested structure.'
    mock_spec = {'id': 'complex_workflow', 'name': 'Complex Workflow', 'steps': [{'name': 'step_1', 'type': 'detection', 'inputs': ['image'], 'outputs': ['predictions']}, {'name': 'step_2', 'type': 'filter', 'inputs': ['predictions'], 'outputs': ['filtered']}], 'metadata': {'created': '2023-01-01', 'tags': ['production', 'v1']}}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='complex_workflow')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_complex_structure', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_malformed_response_error():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of MalformedWorkflowResponseError.'
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.side_effect = MalformedWorkflowResponseError('Invalid workflow response')
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='bad_workflow')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_malformed_response_error', '_fetch_workflow_spec_for_validation', '1_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_not_authorized_error():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of RoboflowAPINotAuthorizedError (401).'
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.side_effect = RoboflowAPINotAuthorizedError('Invalid API key')
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='invalid_key', workspace_name='test_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_not_authorized_error', '_fetch_workflow_spec_for_validation', '1_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_forbidden_error():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of RoboflowAPIForbiddenError (403).'
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.side_effect = RoboflowAPIForbiddenError('Access denied to this resource')
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='restricted_key', workspace_name='restricted_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_forbidden_error', '_fetch_workflow_spec_for_validation', '1_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_not_found_error():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of RoboflowAPINotNotFoundError (404).'
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.side_effect = RoboflowAPINotNotFoundError('Workflow not found')
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='nonexistent_workflow')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_not_found_error', '_fetch_workflow_spec_for_validation', '1_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_usage_paused_error():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of RoboflowAPIUsagePausedError (423).'
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.side_effect = RoboflowAPIUsagePausedError('API usage is paused')
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='paused_key', workspace_name='test_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_usage_paused_error', '_fetch_workflow_spec_for_validation', '1_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_generic_exception():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of generic Exception.'
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.side_effect = ValueError('Unexpected error')
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_generic_exception', '_fetch_workflow_spec_for_validation', '1_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_connection_error():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of connection errors.'
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.side_effect = ConnectionError('Network error')
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_connection_error', '_fetch_workflow_spec_for_validation', '1_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_timeout_error():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of timeout errors.'
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.side_effect = TimeoutError('Request timed out')
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_timeout_error', '_fetch_workflow_spec_for_validation', '1_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_empty_string_api_key():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test with empty string API key.'
    mock_spec = {'id': 'workflow_1'}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='', workspace_name='test_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_empty_string_api_key', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output
        mock_get.assert_called_once_with(api_key='', workspace_id='test_ws', workflow_id='workflow_1', workflow_version_id=None)

def test_fetch_workflow_spec_empty_string_workspace():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test with empty string workspace name.'
    mock_spec = {'id': 'workflow_1'}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_empty_string_workspace', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_empty_string_workflow_id():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test with empty string workflow ID.'
    mock_spec = {'id': ''}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_empty_string_workflow_id', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_empty_dict_response():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test when API returns empty dict.'
    mock_spec = {}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_empty_dict_response', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_special_characters_in_ids():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test with special characters in workspace and workflow IDs.'
    mock_spec = {'id': 'workflow-1.0_test'}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='workspace-test_prod.v1', workflow_id='workflow-1.0_test')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_special_characters_in_ids', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output
        mock_get.assert_called_once_with(api_key='test_key', workspace_id='workspace-test_prod.v1', workflow_id='workflow-1.0_test', workflow_version_id=None)

def test_fetch_workflow_spec_unicode_in_spec():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test when workflow spec contains unicode characters.'
    mock_spec = {'id': 'workflow_1', 'name': 'Workflow with émojis 🎉', 'description': '测试工作流'}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_unicode_in_spec', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_very_long_ids():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test with very long workflow and workspace IDs.'
    long_workspace = 'w' * 500
    long_workflow = 'wf' * 500
    mock_spec = {'id': long_workflow}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name=long_workspace, workflow_id=long_workflow)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_very_long_ids', '_fetch_workflow_spec_for_validation', '4_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_debug_logging_on_error(caplog):
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that debug logging occurs on error.'
    with caplog.at_level(logging.DEBUG):
        with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
            mock_get.side_effect = ValueError('Test error')
            _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='workflow_1')
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_debug_logging_on_error', '_fetch_workflow_spec_for_validation', '1_0_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_fetch_workflow_spec_debug_logging_includes_error_type(caplog):
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that debug logging includes the error type name.'
    with caplog.at_level(logging.DEBUG):
        with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
            mock_get.side_effect = MalformedWorkflowResponseError('Bad response')
            _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='test_workflow')
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_debug_logging_includes_error_type', '_fetch_workflow_spec_for_validation', '1_0_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)

def test_fetch_workflow_spec_returns_dict_type():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that function returns dict type when successful.'
    mock_spec = {'id': 'workflow_1', 'name': 'Test'}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_returns_dict_type', '_fetch_workflow_spec_for_validation', '2_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_returns_none_on_error():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that function returns None (not raises) on error.'
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.side_effect = Exception('Any error')
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='workflow_1')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_returns_none_on_error', '_fetch_workflow_spec_for_validation', '1_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_large_workflow_specification():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test with a large, realistic workflow specification.'
    steps = []
    for i in range(100):
        steps.append({'id': f'step_{i}', 'name': f'Step {i}', 'type': 'processing', 'inputs': [f'input_{j}' for j in range(5)], 'outputs': [f'output_{j}' for j in range(3)], 'parameters': {f'param_{k}': f'value_{k}' for k in range(10)}})
    mock_spec = {'id': 'large_workflow', 'name': 'Large Workflow with 100 steps', 'steps': steps, 'metadata': {'step_count': len(steps), 'complexity': 'high'}}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='large_workflow')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_large_workflow_specification', '_fetch_workflow_spec_for_validation', '4_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_deeply_nested_structure():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test with deeply nested workflow specification.'

    def create_nested_dict(depth):
        if depth == 0:
            return {'value': 'leaf'}
        return {'nested': create_nested_dict(depth - 1)}
    mock_spec = {'id': 'nested_workflow', 'deep_config': create_nested_dict(50)}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='nested_workflow')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_deeply_nested_structure', '_fetch_workflow_spec_for_validation', '3_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_many_calls_success():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test making many successful calls in sequence.'
    mock_spec = {'id': 'workflow_1'}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        for i in range(100):
            _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id=f'workflow_{i}')
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_many_calls_success', '_fetch_workflow_spec_for_validation', '2_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_fetch_workflow_spec_many_calls_mixed_success_failure():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test many calls alternating between success and failure.'
    success_spec = {'id': 'success_workflow'}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        for i in range(100):
            if i % 2 == 0:
                mock_get.return_value = success_spec
            else:
                mock_get.side_effect = ValueError('Error')
            _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id=f'workflow_{i}')
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_many_calls_mixed_success_failure', '_fetch_workflow_spec_for_validation', '2_0_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output
            if i % 2 == 0:
                pass
            else:
                pass

def test_fetch_workflow_spec_large_number_of_parameters():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test workflow spec with many parameters.'
    parameters = {f'param_{i}': f'value_{i}' for i in range(1000)}
    mock_spec = {'id': 'param_heavy_workflow', 'parameters': parameters}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='param_heavy_workflow')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_large_number_of_parameters', '_fetch_workflow_spec_for_validation', '3_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_large_arrays_in_spec():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test workflow spec containing large arrays.'
    large_array = list(range(1000))
    mock_spec = {'id': 'array_workflow', 'data': large_array, 'nested_arrays': [list(range(100)) for _ in range(50)]}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='array_workflow')
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_large_arrays_in_spec', '_fetch_workflow_spec_for_validation', '3_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_fetch_workflow_spec_repeated_errors():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling repeated errors.'
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        error_types = [RoboflowAPINotAuthorizedError('401'), RoboflowAPIForbiddenError('403'), RoboflowAPINotNotFoundError('404'), MalformedWorkflowResponseError('Bad response'), ValueError('Generic error')]
        for i in range(100):
            error = error_types[i % len(error_types)]
            mock_get.side_effect = error
            _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id=f'workflow_{i}')
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_repeated_errors', '_fetch_workflow_spec_for_validation', '1_1_2', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_fetch_workflow_spec_workflow_version_id_variations():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test with many different workflow version ID formats.'
    version_ids = ['v1', 'v2', 'v10', 'version_1', '1.0', '1.0.0', 'alpha', 'beta', 'rc1', '2024-01-01', 'uuid-12345'] + [f'v{i}' for i in range(100)]
    mock_spec = {'id': 'versioned_workflow'}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        for version_id in version_ids:
            _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='workflow_1', workflow_version_id=version_id)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_workflow_version_id_variations', '_fetch_workflow_spec_for_validation', '3_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output
            mock_get.assert_called_with(api_key='test_key', workspace_id='test_ws', workflow_id='workflow_1', workflow_version_id=version_id)

def test_fetch_workflow_spec_consistency_across_calls():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that repeated calls with same parameters return consistent results.'
    mock_spec = {'id': 'workflow_1', 'name': 'Test'}
    with patch('inference.core.workflows.core_steps.composition.workflow_caller.v1.get_workflow_specification') as mock_get:
        mock_get.return_value = mock_spec
        results = []
        for _ in range(100):
            _call__bound__arguments = inspect.signature(_fetch_workflow_spec_for_validation).bind(api_key='test_key', workspace_name='test_ws', workflow_id='workflow_1')
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(_fetch_workflow_spec_for_validation, 'tests.inference.unit_tests.test__fetch_workflow_spec_for_validation__unit_test_1', None, 'test_fetch_workflow_spec_consistency_across_calls', '_fetch_workflow_spec_for_validation', '2_2_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output
            results.append(result)
        for result in results:
            pass