from __future__ import annotations

import gc
import inspect
import json
import os
import tempfile
import time
from pathlib import Path
from unittest.mock import MagicMock, patch

import dill as pickle
import pytest
from inference.core.cache.base import BaseCache
from inference.core.exceptions import MalformedWorkflowResponseError
from inference.core.roboflow_api import get_workflow_specification


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

class SimpleMemoryCache(BaseCache):
    """A simple in-memory cache for testing purposes."""

    def __init__(self):
        self._store = {}

    def get(self, key: str):
        """Get value from cache."""
        return self._store.get(key)

    def set(self, key: str, value, expire=None):
        """Set value in cache."""
        self._store[key] = value

def test_get_workflow_specification_from_cache():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that workflow specification is retrieved from ephemeral cache when available.'
    cache = SimpleMemoryCache()
    workflow_spec = {'specification': {'id': 'test-workflow', 'tasks': []}}
    cache_key = 'workflow_definition:test-workspace:test-workflow:test-fingerprint'
    cache._store[cache_key] = workflow_spec
    with patch('inference.core.roboflow_api._prepare_workflow_response_cache_key') as mock_key:
        mock_key.return_value = cache_key
        _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=True, ephemeral_cache=cache)
        _call__bound__arguments.apply_defaults()
        codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_from_cache', 'get_workflow_specification', '5_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
        codeflash_output = codeflash_return_value
        result = codeflash_output

def test_get_workflow_specification_local_workflow():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test retrieving a local workflow specification.'
    with tempfile.TemporaryDirectory() as tmpdir:
        workflow_config = {'specification': {'version': '1.0', 'tasks': [{'type': 'detection', 'model': 'test'}]}}
        with patch('inference.core.roboflow_api.MODEL_CACHE_DIR', tmpdir):
            workflow_dir = Path(tmpdir) / 'workflow' / 'local'
            workflow_dir.mkdir(parents=True, exist_ok=True)
            from hashlib import sha256
            workflow_hash = sha256('test-workflow'.encode()).hexdigest()
            workflow_file = workflow_dir / f'{workflow_hash}.json'
            with open(workflow_file, 'w') as f:
                json.dump(workflow_config, f)
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key=None, workspace_id='local', workflow_id='test-workflow', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_local_workflow', 'get_workflow_specification', '1_1_6', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_api_response_structure():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that API response is correctly parsed to extract specification.'
    api_response = {'workflow': {'id': 'workflow-123', 'config': json.dumps({'specification': {'version': '1.0', 'tasks': []}})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_api_response_structure', 'get_workflow_specification', '2_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_missing_workflow_in_response():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    "Test error handling when 'workflow' key is missing from API response."
    api_response = {'data': {}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            with pytest.raises(MalformedWorkflowResponseError):
                _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
                _call__bound__arguments.apply_defaults()
                codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_missing_workflow_in_response', 'get_workflow_specification', '2_1_0_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)

def test_get_workflow_specification_missing_config_in_workflow():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    "Test error handling when 'config' key is missing from workflow object."
    api_response = {'workflow': {'id': 'workflow-123'}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            with pytest.raises(MalformedWorkflowResponseError):
                _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
                _call__bound__arguments.apply_defaults()
                codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_missing_config_in_workflow', 'get_workflow_specification', '2_1_0_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)

def test_get_workflow_specification_invalid_json_config():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test error handling when workflow config is not valid JSON.'
    api_response = {'workflow': {'id': 'workflow-123', 'config': 'not valid json{'}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            with pytest.raises(MalformedWorkflowResponseError):
                _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
                _call__bound__arguments.apply_defaults()
                codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_invalid_json_config', 'get_workflow_specification', '2_1_0_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)

def test_get_workflow_specification_missing_specification_in_config():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    "Test error handling when 'specification' key is missing from config."
    api_response = {'workflow': {'id': 'workflow-123', 'config': json.dumps({'version': '1.0'})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            with pytest.raises(MalformedWorkflowResponseError):
                _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
                _call__bound__arguments.apply_defaults()
                codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_missing_specification_in_config', 'get_workflow_specification', '2_1_0_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)

def test_get_workflow_specification_none_api_key():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that None api_key is handled correctly.'
    api_response = {'workflow': {'id': 'workflow-123', 'config': json.dumps({'specification': {'version': '1.0'}})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key=None, workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_none_api_key', 'get_workflow_specification', '2_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_workflow_version_id():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that workflow_version_id parameter is properly used.'
    api_response = {'workflow': {'id': 'workflow-123', 'config': json.dumps({'specification': {'version': '2.0'}})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', workflow_version_id='v2', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_workflow_version_id', 'get_workflow_specification', '2_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_empty_string_workspace_id():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of empty string as workspace_id.'
    api_response = {'workflow': {'id': 'workflow-123', 'config': json.dumps({'specification': {'version': '1.0'}})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='', workflow_id='test-workflow', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_empty_string_workspace_id', 'get_workflow_specification', '2_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_specification_as_non_dict():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that non-dict specification values are handled correctly.'
    api_response = {'workflow': {'id': 'workflow-123', 'config': json.dumps({'specification': 'string-specification'})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_specification_as_non_dict', 'get_workflow_specification', '2_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_use_cache_false():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that use_cache=False bypasses cache.'
    cache = SimpleMemoryCache()
    cached_spec = {'cached': True}
    cache._store['some-key'] = cached_spec
    api_response = {'workflow': {'id': 'workflow-123', 'config': json.dumps({'specification': {'from_api': True}})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False, ephemeral_cache=cache)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_use_cache_false', 'get_workflow_specification', '5_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_invalid_local_workflow_id():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test that invalid local workflow ID format raises ValueError.'
    with patch('inference.core.roboflow_api.MODEL_CACHE_DIR', '/tmp'):
        with pytest.raises(ValueError):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key=None, workspace_id='local', workflow_id='invalid@#$%workflow', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_invalid_local_workflow_id', 'get_workflow_specification', '1_0_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)

def test_get_workflow_specification_local_workflow_file_not_found():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    "Test FileNotFoundError when local workflow file doesn't exist."
    with tempfile.TemporaryDirectory() as tmpdir:
        with patch('inference.core.roboflow_api.MODEL_CACHE_DIR', tmpdir):
            with pytest.raises(FileNotFoundError):
                _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key=None, workspace_id='local', workflow_id='nonexistent', use_cache=False)
                _call__bound__arguments.apply_defaults()
                codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_local_workflow_file_not_found', 'get_workflow_specification', '1_0_0_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)

def test_get_workflow_specification_large_config():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of large workflow configuration.'
    large_spec = {'version': '1.0', 'tasks': [{'id': f'task_{i}', 'type': 'detection', 'model': f'model_{i}', 'parameters': {'confidence': 0.5, 'iou_threshold': 0.4, 'custom_params': {f'param_{j}': f'value_{j}' for j in range(100)}}} for i in range(100)]}
    api_response = {'workflow': {'id': 'large-workflow', 'config': json.dumps({'specification': large_spec})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_large_config', 'get_workflow_specification', '3_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_deeply_nested_config():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of deeply nested workflow configuration.'
    nested_spec = {'level': 0}
    current = nested_spec
    for i in range(1, 100):
        current['nested'] = {'level': i}
        current = current['nested']
    api_response = {'workflow': {'id': 'nested-workflow', 'config': json.dumps({'specification': nested_spec})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_deeply_nested_config', 'get_workflow_specification', '5_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output
    current = result
    for i in range(0, 99):
        current = current['nested']

def test_get_workflow_specification_many_cache_operations():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test cache performance with many repeated lookups.'
    cache = SimpleMemoryCache()
    workflows = []
    for i in range(100):
        cache_key = f'workflow_definition:workspace:{i}:'
        workflow_spec = {'id': f'workflow_{i}', 'version': f'{i}.0'}
        cache._store[cache_key] = workflow_spec
        workflows.append((i, cache_key))
    with patch('inference.core.roboflow_api._prepare_workflow_response_cache_key') as mock_key:
        for _ in range(10):
            for idx, key in workflows:
                mock_key.return_value = key
                _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id=f'workspace', workflow_id=f'workflow_{idx}', use_cache=True, ephemeral_cache=cache)
                _call__bound__arguments.apply_defaults()
                codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_many_cache_operations', 'get_workflow_specification', '4_0_0_1', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
                codeflash_output = codeflash_return_value
                result = codeflash_output

def test_get_workflow_specification_special_characters_in_config():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of special characters in workflow configuration.'
    special_spec = {'version': '1.0', 'description': 'Test with special chars: 你好 🎉 \n \t \r', 'tasks': [{'id': 'task_1', 'unicode_test': 'Привет Мир', 'symbols': '!@#$%^&*()_+-={}[]|:;<>?,./', 'quotes': 'He said "Hello" and \'goodbye\'', 'newlines': 'line1\nline2\nline3'}]}
    api_response = {'workflow': {'id': 'special-workflow', 'config': json.dumps({'specification': special_spec})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_special_characters_in_config', 'get_workflow_specification', '3_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_numeric_string_workflow_id():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of numeric strings as workflow IDs.'
    api_response = {'workflow': {'id': '12345', 'config': json.dumps({'specification': {'version': '1.0'}})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='12345', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_numeric_string_workflow_id', 'get_workflow_specification', '2_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_workflow_id_with_hyphens():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of workflow IDs with hyphens.'
    api_response = {'workflow': {'id': 'my-workflow-v1-2-3', 'config': json.dumps({'specification': {'version': '1.0'}})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='my-workflow-v1-2-3', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_workflow_id_with_hyphens', 'get_workflow_specification', '2_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_empty_specification_dict():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of empty specification dictionary.'
    api_response = {'workflow': {'id': 'empty-workflow', 'config': json.dumps({'specification': {}})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='test-workflow', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_empty_specification_dict', 'get_workflow_specification', '2_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_workflow_id_with_underscores():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of workflow IDs with underscores.'
    api_response = {'workflow': {'id': 'my_workflow_v1_0_0', 'config': json.dumps({'specification': {'version': '1.0'}})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id='my_workflow_v1_0_0', use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_workflow_id_with_underscores', 'get_workflow_specification', '2_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output

def test_get_workflow_specification_very_long_workflow_id():
    codeflash_loop_index = int(os.environ['CODEFLASH_LOOP_INDEX'])
    'Test handling of very long workflow IDs.'
    long_id = 'w' * 500
    api_response = {'workflow': {'id': long_id, 'config': json.dumps({'specification': {'version': '1.0'}})}}
    with patch('inference.core.roboflow_api._get_from_url') as mock_get:
        mock_get.return_value = api_response
        with patch('inference.core.roboflow_api.USE_FILE_CACHE_FOR_WORKFLOWS_DEFINITIONS', False):
            _call__bound__arguments = inspect.signature(get_workflow_specification).bind(api_key='test-key', workspace_id='test-workspace', workflow_id=long_id, use_cache=False)
            _call__bound__arguments.apply_defaults()
            codeflash_return_value = codeflash_wrap(get_workflow_specification, 'tests.inference.unit_tests.test_get_workflow_specification__unit_test_1', None, 'test_get_workflow_specification_very_long_workflow_id', 'get_workflow_specification', '3_1_0', codeflash_loop_index, *_call__bound__arguments.args, **_call__bound__arguments.kwargs)
            codeflash_output = codeflash_return_value
            result = codeflash_output