def fixed_litellm_completions(**params):
    """
    Just uses a dummy API key, since we use litellm without an API key sometimes.
    Hopefully they will fix this!
    """

    # Run completion
    first_error = None
    try:
        yield from litellm.completion(**params)
    except Exception as e:
        # Store the first error
        first_error = e
        # LiteLLM can fail if there's no API key,
        # even though some models (like local ones) don't require it.

        if "api key" in str(first_error).lower() and "api_key" not in params:
            print(
                "LiteLLM requires an API key. Please set a dummy API key to prevent this message. (e.g `interpreter --api_key x` or `interpreter.llm.api_key = 'x'`)"
            )

        # So, let's try one more time with a dummy API key:
        params["api_key"] = "x"

        try:
            yield from litellm.completion(**params)
        except:
            # If the second attempt also fails, raise the first error
            raise first_error

fixed_litellm_completions(params={'model': 'gpt-3.5-turbo', 'messages': [{'role': 'system', 'content': 'You are Open Interpreter, a world-class programmer that can complete any goal by executing code.\nFirst, write a plan. **Always recap the plan between each code block** (you have extreme short-term memory loss, so you need to recap the plan between each message block to retain it).\nWhen you execute code, it will be executed **on the user\'s machine**. The user has given you **full and complete permission** to execute any code necessary to complete the task. Execute the code.\nIf you want to send data between programming languages, save the data to a txt or json.\nYou can access the internet. Run **any code** to achieve the goal, and if at first you don\'t succeed, try again and again.\nYou can install new packages.\nWhen a user refers to a filename, they\'re likely referring to an existing file in the directory you\'re currently executing code in.\nWrite messages to the user in Markdown.\nIn general, try to **make plans** with as few steps as possible. As for actually executing code to carry out that plan, for *stateful* languages (like python, javascript, shell, but NOT for html which starts from 0 every time) **it\'s critical not to try to do everything in one code block.** You should try something, print information about it, then continue from there in tiny, informed steps. You will never get it on the first try, and attempting it in one go will often lead to errors you cant see.\nYou are capable of **any** task.\n\n[User Info]\n\nName: \'XXX\'\nCWD: \'/local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/KillianLucas+open-interpreter/KillianLucas+open-interpreter\'\nSHELL: \'/bin/bash\'\nOS: \'Linux\'"\n\nWhen you execute code with `react`, your react code will be run in a script tag after being inserted into the HTML template, following the installation of React, ReactDOM, and Babel for JSX parsing. **We will handle this! Don\'t make an HTML file to run React, just execute `react`.**\nUse ONLY the function you have been provided with — \'execute(language, code)\'.'}, {'role': 'user', 'content': "What's 38023*40334? Use Python\nNo talk or plan, just immediatly code, then tell me the answer."}], 'stream': True, 'functions': [{'name': 'execute', 'description': "Executes code on the user's machine **in the users local environment** and returns the output", 'parameters': {'type': 'object', 'properties': {'language': {'type': 'string', 'description': 'The programming language (required parameter to the `execute` function)', 'enum': ['python', 'shell', 'javascript', 'html', 'applescript', 'r', 'powershell', 'react']}, 'code': {'type': 'string', 'description': 'The code to execute (required)'}}, 'required': ['language', 'code']}}]})

{'model': 'gpt-3.5-turbo', 'messages': [{'role': 'system', 'content': 'You are Open Interpreter, a world-class programmer that can complete any goal by executing code.\nFirst, write a plan. **Always recap the plan between each code block** (you have extreme short-term memory loss, so you need to recap the plan between each message block to retain it).\nWhen you execute code, it will be executed **on the user\'s machine**. The user has given you **full and complete permission** to execute any code necessary to complete the task. Execute the code.\nIf you want to send data between programming languages, save the data to a txt or json.\nYou can access the internet. Run **any code** to achieve the goal, and if at first you don\'t succeed, try again and again.\nYou can install new packages.\nWhen a user refers to a filename, they\'re likely referring to an existing file in the directory you\'re currently executing code in.\nWrite messages to the user in Markdown.\nIn general, try to **make plans** with as few steps as possible. As for actually executing code to carry out that plan, for *stateful* languages (like python, javascript, shell, but NOT for html which starts from 0 every time) **it\'s critical not to try to do everything in one code block.** You should try something, print information about it, then continue from there in tiny, informed steps. You will never get it on the first try, and attempting it in one go will often lead to errors you cant see.\nYou are capable of **any** task.\n\n[User Info]\n\nName: \'XXX\'\nCWD: \'/local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/KillianLucas+open-interpreter/KillianLucas+open-interpreter\'\nSHELL: \'/bin/bash\'\nOS: \'Linux\'"\n\nWhen you execute code with `react`, your react code will be run in a script tag after being inserted into the HTML template, following the installation of React, ReactDOM, and Babel for JSX parsing. **We will handle this! Don\'t make an HTML file to run React, just execute `react`.**\nUse ONLY the function you have been provided with — \'execute(language, code)\'.'}, {'role': 'user', 'content': "What's 38023*40334? Use Python\nNo talk or plan, just immediatly code, then tell me the answer."}], 'stream': True, 'functions': [{'name': 'execute', 'description': "Executes code on the user's machine **in the users local environment** and returns the output", 'parameters': {'type': 'object', 'properties': {'language': {'type': 'string', 'description': 'The programming language (required parameter to the `execute` function)', 'enum': ['python', 'shell', 'javascript', 'html', 'applescript', 'r', 'powershell', 'react']}, 'code': {'type': 'string', 'description': 'The code to execute (required)'}}, 'required': ['language', 'code']}}], 'api_key': 'x'}

APIError('OpenAIException - The api_key client option must be set either by passing api_key to the client or by setting the OPENAI_API_KEY environment variable')


def count_messages_tokens(messages=[], model=None):
    """
    Count the number of tokens in a list of messages
    """
    try:
        tokens_used = 0

        for message in messages:
            if isinstance(message, str):
                tokens_used += count_tokens(message, model=model)
            elif "message" in message:
                tokens_used += count_tokens(message["message"], model=model)

                if "code" in message:
                    tokens_used += count_tokens(message["code"], model=model)

                if "output" in message:
                    tokens_used += count_tokens(message["output"], model=model)

        prompt_cost = token_cost(tokens_used, model=model)

        return (tokens_used, prompt_cost)
    except:
        # Non-essential feature
        return (0, 0)

count_messages_tokens(messages=[{'role': 'system', 'message': 'You are Open Interpreter, a world-class programmer that can complete any goal by executing code.\nFirst, write a plan. **Always recap the plan between each code block** (you have extreme short-term memory loss, so you need to recap the plan between each message block to retain it).\nWhen you execute code, it will be executed **on the user\'s machine**. The user has given you **full and complete permission** to execute any code necessary to complete the task. Execute the code.\nIf you want to send data between programming languages, save the data to a txt or json.\nYou can access the internet. Run **any code** to achieve the goal, and if at first you don\'t succeed, try again and again.\nYou can install new packages.\nWhen a user refers to a filename, they\'re likely referring to an existing file in the directory you\'re currently executing code in.\nWrite messages to the user in Markdown.\nIn general, try to **make plans** with as few steps as possible. As for actually executing code to carry out that plan, for *stateful* languages (like python, javascript, shell, but NOT for html which starts from 0 every time) **it\'s critical not to try to do everything in one code block.** You should try something, print information about it, then continue from there in tiny, informed steps. You will never get it on the first try, and attempting it in one go will often lead to errors you cant see.\nYou are capable of **any** task.\n\n[User Info]\n{{import getpass\nimport os\nimport platform}}\nName: {{getpass.getuser()}}\nCWD: {{os.getcwd()}}\nSHELL: {{os.environ.get(\'SHELL\')}}\nOS: {{platform.system()}}"'}], model='gpt-3.5-turbo')


def _check_if_valid_subspec(spec: Union[dict, core.SchemaBase], classname: str) -> None:
    """Check if the spec is a valid sub-spec.

    If it is not, then raise a ValueError
    """
    err = (
        'Objects with "{0}" attribute cannot be used within {1}. '
        "Consider defining the {0} attribute in the {1} object instead."
    )

    if not isinstance(spec, (core.SchemaBase, dict)):
        raise ValueError("Only chart objects can be used in {0}.".format(classname))
    for attr in TOPLEVEL_ONLY_KEYS:
        if isinstance(spec, core.SchemaBase):
            val = getattr(spec, attr, Undefined)
        else:
            val = spec.get(attr, Undefined)
        if val is not Undefined:
            raise ValueError(err.format(attr, classname))

_check_if_valid_subspec(spec=alt.Chart(...), classname='LayerChart')

( # [STATE] err = 'Objects with "{0}" attribute cannot be used within {1}. Consider defining the {0} attribute in the {1} object instead.' [/STATE]
        'Objects with "{0}" attribute cannot be used within {1}. '
        "Consider defining the {0} attribute in the {1} object instead."
    )


def _generate_id():
        """ Generate a unique event ID """
        id = ''
        for i in range(0, 16):
            id += '%.2x' % random.randint(0, 255)
        return id

_generate_id()


def driver():
    TEST_BROWSER = os.environ.get("TEST_BROWSER", "chrome").lower()

    if TEST_BROWSER == "chrome":
        options = webdriver.ChromeOptions()
        options.headless = True
        capabilities = DesiredCapabilities.CHROME
        capabilities["goog:loggingPrefs"] = {"browser": "ALL"}

        if platform.system() == "Windows":
            options.binary_location = "C:/Program Files/Google/Chrome/Application/chrome.exe"

        driver = webdriver.Chrome(
            ChromeDriverManager().install(),
            options=options,
            desired_capabilities=capabilities,
            service_log_path=os.path.devnull,
        )

    # Firefox doesn't currently supported pulling JavaScript console logs, which we currently scan to affirm that
    # JS/Python can communicate in some places. So for now, we can't really use firefox/geckodriver during testing.
    # This may be added in the future: https://github.com/mozilla/geckodriver/issues/284

    # elif TEST_BROWSER == "firefox":
    #     options = webdriver.FirefoxOptions()
    #     options.headless = True
    #     capabilities = DesiredCapabilities.FIREFOX
    #     capabilities['loggingPrefs'] = {"browser": "ALL"}
    #
    #     driver = webdriver.Firefox(options=options, capabilities=capabilities, service_log_path=os.path.devnull)

    else:
        raise ValueError(f"Unsupported browser for testing: {TEST_BROWSER}")

    with mock.patch("eel.browsers.open"):
        yield driver

driver()

{_caps={'browserName': 'chrome', 'goog:loggingPrefs': {'browser': 'ALL'}, 'pageLoadStrategy': <PageLoadStrategy.normal: 'normal'>}, _proxy=None, mobile_options=None, _arguments=[], _ignore_local_proxy=False, _binary_location='', _extension_files=[], _extensions=[], _experimental_options={}, _debugger_address=None}

{_caps={'browserName': 'chrome', 'goog:loggingPrefs': {'browser': 'ALL'}, 'pageLoadStrategy': <PageLoadStrategy.normal: 'normal'>}, _proxy=None, mobile_options=None, _arguments=[], _ignore_local_proxy=False, _binary_location='', _extension_files=[], _extensions=[], _experimental_options={}, _debugger_address=None, headless=True}

{'browserName': 'chrome', 'goog:loggingPrefs': {'browser': 'ALL'}}


def get_google_drive_folder_location():
    """
    Try to locate the Google Drive folder.

    Returns:
        (str) Full path to the current Google Drive folder
    """
    gdrive_db_path = "Library/Application Support/Google/Drive/sync_config.db"
    yosemite_gdrive_db_path = (
        "Library/Application Support/Google/Drive/" "user_default/sync_config.db"
    )
    yosemite_gdrive_db = os.path.join(os.environ["HOME"], yosemite_gdrive_db_path)
    if os.path.isfile(yosemite_gdrive_db):
        gdrive_db_path = yosemite_gdrive_db

    googledrive_home = None

    gdrive_db = os.path.join(os.environ["HOME"], gdrive_db_path)
    if os.path.isfile(gdrive_db):
        con = sqlite3.connect(gdrive_db)
        if con:
            cur = con.cursor()
            query = (
                "SELECT data_value "
                "FROM data "
                "WHERE entry_key = 'local_sync_root_path';"
            )
            cur.execute(query)
            data = cur.fetchone()
            googledrive_home = str(data[0])
            con.close()

    if not googledrive_home:
        error(
            constants.ERROR_UNABLE_TO_FIND_STORAGE.format(
                provider="Google Drive install"
            )
        )

    return googledrive_home

get_google_drive_folder_location()

Question: "SELECT data_value FROM data WHERE entry_key = 'local_sync_root_path';"


def can_file_be_synced_on_current_platform(path):
    """
    Check if the given path can be synced locally.

    Check if it makes sense to sync the file at the given path on the current
    platform.
    For now we don't sync any file in the ~/Library folder on GNU/Linux.
    There might be other exceptions in the future.

    Args:
        (str): Path to the file or folder to check. If relative, prepend it
               with the home folder.
               'abc' becomes '~/abc'
               '/def' stays '/def'

    Returns:
        (bool): True if given file can be synced
    """
    can_be_synced = True

    # If the given path is relative, prepend home
    fullpath = os.path.join(os.environ["HOME"], path)

    # Compute the ~/Library path on macOS
    # End it with a slash because we are looking for this specific folder and
    # not any file/folder named LibrarySomething
    library_path = os.path.join(os.environ["HOME"], "Library/")

    if platform.system() == constants.PLATFORM_LINUX:
        if fullpath.startswith(library_path):
            can_be_synced = False

    return can_be_synced

can_file_be_synced_on_current_platform(path='some/file')


def is_process_running(process_name):
    """
    Check if a process with the given name is running.

    Args:
        (str): Process name, e.g. "Sublime Text"

    Returns:
        (bool): True if the process is running
    """
    is_running = False

    # On systems with pgrep, check if the given process is running
    if os.path.isfile("/usr/bin/pgrep"):
        dev_null = open(os.devnull, "wb")
        returncode = subprocess.call(["/usr/bin/pgrep", process_name], stdout=dev_null)
        is_running = bool(returncode == 0)

    return is_running

is_process_running(process_name='a*')


def _get_part(self, s, decimal):
        "Strips first part of string containing either non-decimal or decimal characters." \
        + " Returns tuple (part, remider)."
        div = 0
        for c in s:
            if decimal and not c.isdecimal():
                break
            elif not decimal and c.isdecimal():
                break
            else:
                div += 1

        return (s[:div], s[div:])

_get_part(self=2.2.0~rc5, s='2.2.0~rc5', decimal=False, self.epoch=0, self.revision='0', self.revision_allowed_chars=('.', '+', '~'), self.upstream_version='2.2.0~rc5', self.upstream_version_allowed_chars=('.', '+', '~', '-', ':'), self.version='2.2.0~rc5')


def _copy(src, dst, src_is_storage, dst_is_storage):
    """
    Copies file from source to destination

    Args:
        src (str or file-like object): Source file.
        dst (str or file-like object): Destination file.
        src_is_storage (bool): Source is storage.
        dst_is_storage (bool): Destination is storage.
    """
    # If both storage: Tries to perform same storage direct copy
    if src_is_storage and dst_is_storage:
        system = get_instance(src)
        if system is get_instance(dst):

            # Checks if same file
            if system.relpath(src) == system.relpath(dst):
                raise same_file_error(
                    "'%s' and '%s' are the same file" % (src, dst))

            # Tries to copy
            try:
                return system.copy(src, dst)
            except (UnsupportedOperation, ObjectException):
                pass

    # At least one storage object: copies streams
    with cos_open(src, 'rb') as fsrc:
        with cos_open(dst, 'wb') as fdst:

            # Get stream buffer size
            for stream in (fdst, fsrc):
                try:
                    buffer_size = getattr(stream, '_buffer_size')
                    break
                except AttributeError:
                    continue
            else:
                buffer_size = 16384

            # Read and write
            copyfileobj(fsrc, fdst, buffer_size)

_copy(src='dummy_read://file.txt', dst='/tmp/pytest-of-XXX/pytest-198/test_cos_open0/file_dst.txt', src_is_storage=True, dst_is_storage=False)


def _setHeaderBaseData(array, coeff_name, hao, long_name) -> None:
        if not isinstance(array, (np.ndarray, np.float32, np.int32,np.float64)):
            print(type(array))
            raise HeaderArrayObj.UnsupportedArrayType("'array' must be of numpy.ndarray type.")

        # Defaults handling
        if coeff_name is None:
            coeff_name = " " * 12
        if long_name is None:
            long_name = coeff_name
        if len(coeff_name) < 12:
            coeff_name = coeff_name.ljust(12)
        if len(long_name) < 70:
            long_name = long_name.ljust(70)
        hao.array = array
        hao.coeff_name = coeff_name
        hao.long_name = long_name

_setHeaderBaseData(array=array(['at 2/03/2018 4:22:38 PM                                               '],      dtype='<U70'), coeff_name=None, hao={_coeff_name='', _array=None, _sets=None, _long_name=''}, long_name='Creation Date and Time                                                ')

'Creation Date and Time                                                '

{_coeff_name='            ', _array=array(['at 2/03/2018 4:22:38 PM                                               '],      dtype='<U70'), _sets=None, _long_name='Creation Date and Time                                                '}


def convert_type(ty, default=None):
    """Converts a callable or python ty into the most appropriate param
    ty.
    """
    guessed_type = False
    if ty is None and default is not None:
        if isinstance(default, tuple):
            ty = tuple(map(type, default))
        else:
            ty = type(default)
        guessed_type = True

    if isinstance(ty, tuple):
        return Tuple(ty)
    if isinstance(ty, ParamType):
        return ty
    if ty is text_type or ty is str or ty is None:
        return STRING
    if ty is int:
        return INT
    # Booleans are only okay if not guessed.  This is done because for
    # flags the default value is actually a bit of a lie in that it
    # indicates which of the flags is the one we want.  See get_default()
    # for more information.
    if ty is bool and not guessed_type:
        return BOOL
    if ty is float:
        return FLOAT
    if guessed_type:
        return STRING

    # Catch a common mistake
    if __debug__:
        try:
            if issubclass(ty, ParamType):
                raise AssertionError('Attempted to use an uninstantiated '
                                     'parameter type (%s).' % ty)
        except TypeError:
            pass
    return FuncParamType(ty)

convert_type(ty=None, default=None)


def make_default_short_help(help, max_length=45):
    words = help.split()
    total_length = 0
    result = []
    done = False

    for word in words:
        if word[-1:] == '.':
            done = True
        new_length = result and 1 + len(word) or len(word)
        if total_length + new_length > max_length:
            result.append('...')
            done = True
        else:
            if result:
                result.append(' ')
            result.append(word)
        if done:
            break
        total_length += new_length

    return ''.join(result)

make_default_short_help(help='Hello World!', max_length=45)


def join_options(options):
    """Given a list of option strings this joins them in the most appropriate
    way and returns them in the form ``(formatted_string,
    any_prefix_is_slash)`` where the second item in the tuple is a flag that
    indicates if any of the option prefixes was a slash.
    """
    rv = []
    any_prefix_is_slash = False
    for opt in options:
        prefix = split_opt(opt)[0]
        if prefix == '/':
            any_prefix_is_slash = True
        rv.append((len(prefix), opt))

    rv.sort(key=lambda x: x[0])

    rv = ', '.join(x[1] for x in rv)
    return rv, any_prefix_is_slash

join_options(options=['--help'])


Output: '{time:YYYY-MM-DD HH:mm:ss.SSS}'

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | '

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8}'

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | '

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}'

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:'

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}'

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}:'

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line}'

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} - '

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} - {message}'

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} - {message}\n'

Output: '{time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} - {message}\n{exception}'


def parse_search_terms(raw_search_value):
    search_regexp = r'(?:[^\s,"]|"(?:\\.|[^"])*")+'  # splits by space, ignores space in quotes
    if not raw_search_value:
        return {}
    parsed_search = {}
    for query_part in re.findall(search_regexp, raw_search_value):
        if not query_part:
            continue
        if query_part.startswith('result:'):
            parsed_search['result'] = preprocess_search_value(query_part[len('result:'):])
        elif query_part.startswith('args:'):
            if 'args' not in parsed_search:
                parsed_search['args'] = []
            parsed_search['args'].append(preprocess_search_value(query_part[len('args:'):]))
        elif query_part.startswith('kwargs:'):
            if 'kwargs'not in parsed_search:
                parsed_search['kwargs'] = {}
            try:
                key, value = [p.strip() for p in query_part[len('kwargs:'):].split('=')]
            except ValueError:
                continue
            parsed_search['kwargs'][key] = preprocess_search_value(value)
        elif query_part.startswith('state'):
            if 'state' not in parsed_search:
                parsed_search['state'] = []
            parsed_search['state'].append(preprocess_search_value(query_part[len('state:'):]))
        else:
            parsed_search['any'] = preprocess_search_value(query_part)
    return parsed_search

parse_search_terms(raw_search_value={})


def test_integration(install_vspec, path):
    output = subprocess.check_output(
        [VSPEC_RUNNER, '.', VSPEC_FOLDER, os.path.relpath(path, root)],
        cwd=root,
    )
    had_ok = False
    for line in output.splitlines():
        if (line.startswith(b'not ok') or
                line.startswith(b'Error') or
                line.startswith(b'Bail out!')):
            pytest.fail(u"{0} failed:\n{1}".format(
                path, output.decode('utf-8')), pytrace=False)
        if not had_ok and line.startswith(b'ok'):
            had_ok = True
    if not had_ok:
        pytest.fail(u"{0} failed: no 'ok' found:\n{1}".format(
            path, output.decode('utf-8')), pytrace=False)

test_integration(install_vspec=None, path='test/vspec/signatures.vim')

Output: b'not found in \'runtimepath\': "ftdetect/*.vim"\nok 1 - signatures simple\n4 buffers wiped out\n--- Autocommands ---\njedi_call_signatures  CursorHoldI\n<buffer=6>\ncall jedi#show_call_signatures()\n\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 612\njedi_call_signatures  InsertEnter\n<buffer=6>\nlet s:show_call_signatures_last = [0, 0, \'\']\n\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 603\nlet b:_jedi_orig_updatetime = &updatetime | let &updatetime = g:jedi#show_call_signatures_delay\n\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 606\njedi_call_signatures  InsertLeave\n<buffer=6>\ncall jedi#clear_call_signatures()\n\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 604\nif exists(\'b:_jedi_orig_updatetime\') |   let &updatetime = b:_jedi_orig_updatetime |   unlet b:_jedi_orig_updatetime | endif\n\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 608\n--- Autocommands ---\njedi_call_signatures  CursorHoldI\n<buffer=5>\ncall jedi#show_call_signatures()\n\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 612\njedi_call_signatures  InsertEnter\n<buffer=5>\nlet s:show_call_signatures_last = [0, 0, \'\']\n\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 603\nlet b:_jedi_orig_updatetime = &updatetime | let &updatetime = g:jedi#show_call_signatures_delay\n\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 606\njedi_call_signatures  InsertLeave\n<buffer=5>\ncall jedi#clear_call_signatures()\n\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 604\nif exists(\'b:_jedi_orig_updatetime\') |   let &updatetime = b:_jedi_orig_updatetime |   unlet b:_jedi_orig_updatetime | endif\n\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 608\nok 2 - signatures multiple buffers\n2 buffers wiped out\nok 3 - signatures simple after CursorHoldI with only parenthesis\nok 4 - signatures highlights correct argument\nok 5 - signatures no signature\nok 6 - signatures signatures disabled\nstaticmethod(f: Callable[..., Any])\nfoo(a, b)\nok 7 - signatures command line simple\x07\naaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa(arg1, \xe2\x80\xa6)\naaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa(\xe2\x80\xa6, arg2, \xe2\x80\xa6)\naaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa(\xe2\x80\xa6, a, b, c)\naaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa(\xe2\x80\xa6, c)\naaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa(\xe2\x80\xa6)\nok 8 - signatures command line truncation\nok 9 - signatures command line no signature\n1..9\n'

b'not found in \'runtimepath\': "ftdetect/*.vim"'

b'\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 612'

b"let s:show_call_signatures_last = [0, 0, '']"

b'\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 603'

b'let b:_jedi_orig_updatetime = &updatetime | let &updatetime = g:jedi#show_call_signatures_delay'

b'\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 606'

b'\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 604'

b"if exists('b:_jedi_orig_updatetime') |   let &updatetime = b:_jedi_orig_updatetime |   unlet b:_jedi_orig_updatetime | endif"

b'\tLast set from /local/rcs/XXX/code/pytrace-collector/logs/self_collected/tried/davidhalter+jedi-vim/davidhalter+jedi-vim/autoload/jedi.vim line 608'

b'ok 3 - signatures simple after CursorHoldI with only parenthesis'

b'ok 4 - signatures highlights correct argument'

b'ok 6 - signatures signatures disabled'

b'ok 7 - signatures command line simple\x07'

b'aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa(\xe2\x80\xa6, a, b, c)'

b'ok 8 - signatures command line truncation'

b'ok 9 - signatures command line no signature'


def _remove_command(text, command, keep_text=False):
  """Removes '\\command{*}' from the string 'text'.

  Regex `base_pattern` used to match balanced parentheses taken from:
  https://stackoverflow.com/questions/546433/regular-expression-to-match-balanced-parentheses/35271017#35271017
  """
  base_pattern = r'\\' + command + r'\{((?:[^{}]+|\{(?1)\})*)\}'
  # Loops in case of nested commands that need to retain text, e.g.,
  # \red{hello \red{world}}.
  while True:
    all_substitutions = []
    has_match = False
    for match in regex.finditer(base_pattern, text):
      # In case there are only spaces or nothing up to the following newline,
      # adds a percent, not to alter the newlines.
      has_match = True
      new_substring = (
          ''
          if not keep_text
          else text[match.span()[0] + len(command) + 2 : match.span()[1] - 1]
      )
      if match.span()[1] < len(text):
        next_newline = text[match.span()[1] :].find('\n')
        if next_newline != -1:
          text_until_newline = text[
              match.span()[1] : match.span()[1] + next_newline
          ]
          if (
              not text_until_newline or text_until_newline.isspace()
          ) and not keep_text:
            new_substring = '%'
      all_substitutions.append(
          (match.span()[0], match.span()[1], new_substring)
      )

    for start, end, new_substring in reversed(all_substitutions):
      text = text[:start] + new_substring + text[end:]

    if not keep_text or not has_match:
      break

  return text

_remove_command(text='A\\todo{B\nC}D\nE\n\\end{document}', command='todo', keep_text=False)

'A\\todo{B\nC}D\nE\n\\end{document}'

'A\\todo{B\nC}D\nE\n\\end{document}'

'AD\nE\n\\end{document}'

<regex.Match object; span=(1, 11), match='\\todo{B\nC}'>


def _remove_comments_inline(text):
  """Removes the comments from the string 'text' and ignores % inside \\url{}."""
  if 'auto-ignore' in text:
    return text
  if text.lstrip(' ').lstrip('\t').startswith('%'):
    return ''

  url_pattern = r'\\url\{(?>[^{}]|(?R))*\}'

  def remove_comments(segment):
    """Remove comments from a segment of text."""
    if segment.lstrip().startswith('%'):
      return ''
    match = regex.search(r'(?<!\\)%', segment)
    if match:
      return segment[: match.end()] + '\n'
    else:
      return segment

  # split the text into segments based on \url{} tags
  segments = regex.split(f'({url_pattern})', text)

  for i in range(len(segments)):
    # only process segments that are not part of a \url{} tag
    if not regex.match(url_pattern, segments[i]):
      segments[i] = remove_comments(segments[i])

  final_text = ''.join(segments)
  return (
      final_text
      if final_text.endswith('\n') or final_text.endswith('\\n')
      else final_text + '\n'
  )

_remove_comments_inline(text='Foo %Comment\n')

'Foo %Comment\n'

'Foo %Comment\n'

<function _remove_comments_inline.<locals>.remove_comments at 0x7f185616f280>


def _remove_iffalse_block(text):
  """Removes possibly nested r'\iffalse*\fi' blocks from 'text'."""
  p = regex.compile(r'\\if\s*(\w+)|\\fi(?!\w)')
  level = -1
  positions_to_delete = []
  start, end = 0, 0
  for m in p.finditer(text):
    if (
        m.group().replace(' ', '') == r'\iffalse'
        or m.group().replace(' ', '') == r'\if0'
    ) and level == -1:
      level += 1
      start = m.start()
    elif m.group().startswith(r'\if') and level >= 0:
      level += 1
    elif m.group() == r'\fi' and level >= 0:
      if level == 0:
        end = m.end()
        positions_to_delete.append((start, end))
      level -= 1
    else:
      pass

  for start, end in reversed(positions_to_delete):
    if end < len(text) and text[end].isspace():
      end_to_del = end + 1
    else:
      end_to_del = end
    text = text[:start] + text[end_to_del:]

  return text

_remove_iffalse_block(text='\\newcommand\\figref[1]{Figure~\\ref{fig:\\#1}}')


def _search_reference(filename, contents, strict=False):
  """Returns a match object if filename is referenced in contents, and None otherwise.

  If not strict mode, path prefix and extension are optional.
  """
  if strict:
    # regex pattern for strict=True for path/to/img.ext:
    # \{[\s%]*path/to/img\.ext[\s%]*\}
    filename_regex = filename.replace('.', r'\.')
  else:
    filename_path = Path(filename)

    # make extension optional
    root, extension = filename_path.stem, filename_path.suffix
    basename_regex = '{}({})?'.format(
        regex.escape(root), regex.escape(extension)
    )

    # iterate through parent fragments to make path prefix optional
    path_prefix_regex = ''
    for fragment in reversed(filename_path.parents):
      if fragment.name == '.':
        continue
      fragment = regex.escape(fragment.name)
      path_prefix_regex = '({}{}{})?'.format(
          path_prefix_regex, fragment, os.sep
      )

    # Regex pattern for strict=True for path/to/img.ext:
    # \{[\s%]*(<path_prefix>)?<basename>(<ext>)?[\s%]*\}
    filename_regex = path_prefix_regex + basename_regex

  # Some files 'path/to/file' are referenced in tex as './path/to/file' thus
  # adds prefix for relative paths starting with './' or '.\' to regex search.
  filename_regex = r'(.' + os.sep + r')?' + filename_regex

  # Pads with braces and optional whitespace/comment characters.
  patn = r'\{{[\s%]*{}[\s%]*\}}'.format(filename_regex)
  # Picture references in LaTeX are allowed to be in different cases.
  return regex.search(patn, contents, regex.IGNORECASE)

_search_reference(filename='to/img.ext', contents='{img.ext}', strict=False)

'{img.ext}'

'{img.ext}'


def parse_layout(layout_str):
    """Parse a layout string

    Return a dict
        {'walls': list_of_wall_coordinates,
         'food' : list_of_food_coordinates,
         'bot'  : list_of_4_bot_coordinate}

    A layout string is composed of wall characters '#', food characters '.', and
    bot characters '0', '1', '2', and '3'.

    Valid layouts must be enclosed by walls and be of rectangular shape. Example:

     ########
     #0  .  #
     #2    1#
     #  .  3#
     ########

    If items are overlapping, several layout strings can be concateneted:
     ########
     #0  .  #
     #     1#
     #  .  3#
     ########
     ########
     #2  .  #
     #     1#
     #  .  3#
     ########

     In this case, bot '0' and bot '2' are on top of each other at position (1,1)
    """
    layout_list = []
    start = False
    for i, line in enumerate(layout_str.splitlines()):
        row = line.strip()
        if not row:
            # ignore emptylines
            continue
        if not start:
            # start a new layout
            # check that row is a valid opening string
            if row.count('#') != len(row):
                raise ValueError(f"Layout does not start with a row of walls (line: {i})!")
            current_layout = [row]
            start = True
            continue
        # we are in the middle of a layout, just append to the current
        # layout unless we detect the closing string
        current_layout.append(row)
        if row.count('#') == len(row):
            # this is a closing string
            # append the layout to tha layout list
            layout_list.append('\n'.join(current_layout))
            start = False

    if start:
        # the last layout has not been closed, complain here!
        raise ValueError(f"Layout does not end with a row of walls (line: {i})!")

    # initialize walls, food and bots from the first layout
    out = parse_single_layout(layout_list.pop(0))
    for layout in layout_list:
        items = parse_layout(layout)
        # walls should always be the same
        if items['walls'] != out['walls']:
            raise ValueError('Walls are not equal in all layouts!')
        # add the food, removing duplicates
        out['food'] = list(set(out['food'] + items['food']))
        # add the bots
        for bot_idx, bot_pos in enumerate(items['bots']):
            if bot_pos:
                # this bot position is not None, overwrite whatever we had before
                out['bots'][bot_idx] = bot_pos

    return out

parse_layout(layout_str='\n        ##################\n        #. ... .##.     3#\n        # # #  .  .### #1#\n        # # ##.   .      #\n        #      .   .## # #\n        #0# ###.  .  # # #\n        #2     .##. ... .#\n        ################## ')


def parse_single_layout(layout_str):
    """Parse a single layout from a string

    See parse_layout for details about valid layout strings.
    """
    # width of the layout (x-axis)
    width = None
    # list of layout rows
    rows = []
    start = False
    for i, line in enumerate(layout_str.splitlines()):
        row = line.strip()
        if not row:
            # always ignore empty lines
            continue
        # a layout is always started by a full row of walls
        if not start:
            if row.count('#') != len(row):
                raise ValueError(f"Layout must be enclosed by walls (line: {i})!")
            else:
                # start the layout parsing
                start = True
                # set width of layout
                width = len(row)
                # check that width is even
                if width % 2:
                    raise ValueError(f"Layout width must be even (found {width})!")
                rows.append(row)
                continue
        # Here we are within the layout
        # every row must have the same length
        if len(row) != width:
            raise ValueError(f"Layout rows have differing widths (line: {i})!")
        # rows are always enclosed by walls
        if row[0] != '#' or row[-1] != '#':
            raise ValueError(f"Layout must be enclosed by walls (line:{i})!")
        # append current row to the list of rows
        rows.append(row)
        # detect closing row and ignore whatever follows
        if row.count('#') == len(row):
            start = False
            break

    if start:
        # layout has not been closed!
        raise ValueError(f"Layout must be enclosed by walls (line:{i})!")

    # height of the layout (y-axis)
    height = len(rows)
    walls = []
    food = []
    # bot positions (we assume 4 bots)
    bots = [None]*4

    # iterate through the grid of characters
    for y, row in enumerate(rows):
        for x, char in enumerate(row):
            coord = (x, y)
            # assign the char to the corresponding list
            if char == '#':
                # wall
                walls.append(coord)
            elif char == '.':
                # food
                food.append(coord)
            elif char == ' ':
                # empty
                continue
            else:
                # bot
                try:
                    # we expect an 0<=index<=3
                    bot_idx = int(char)
                    if bot_idx >= len(bots):
                        # reuse the except below
                        raise ValueError
                except ValueError:
                    raise ValueError(f"Unknown character {char} in maze!")
                bots[bot_idx] = coord
    walls.sort()
    food.sort()
    return {'walls':walls, 'food':food, 'bots':bots}

parse_single_layout(layout_str='##################\n#. ... .##.     3#\n# # #  .  .### #1#\n# # ##.   .      #\n#      .   .## # #\n#0# ###.  .  # # #\n#2     .##. ... .#\n##################')


def initial_positions(walls):
    """Calculate initial positions.

    Given the list of walls, returns the free positions that are closest to the
    bottom left and top right corner. The algorithm starts searching from
    (1, height-2) and (width-2, 1) respectively and uses the Manhattan distance
    for judging what is closest. On equal distances, a smaller distance in the
    x value is preferred.
    """
    width = max(walls)[0] + 1
    height = max(walls)[1] + 1

    left_start = (1, height - 2)
    left = []
    right_start = (width - 2, 1)
    right = []

    dist = 0
    while len(left) < 2:
        # iterate through all possible x distances (inclusive)
        for x_dist in range(dist + 1):
            y_dist = dist - x_dist
            pos = (left_start[0] + x_dist, left_start[1] - y_dist)
            # if both coordinates are out of bounds, we stop
            if not (0 <= pos[0] < width) and not (0 <= pos[1] < height):
                raise ValueError("Not enough free initial positions.")
            # if one coordinate is out of bounds, we just continue
            if not (0 <= pos[0] < width) or not (0 <= pos[1] < height):
                continue
            # check if the new value is free
            if pos not in walls:
                left.append(pos)

            if len(left) == 2:
                break

        dist += 1

    dist = 0
    while len(right) < 2:
        # iterate through all possible x distances (inclusive)
        for x_dist in range(dist + 1):
            y_dist = dist - x_dist
            pos = (right_start[0] - x_dist, right_start[1] + y_dist)
            # if both coordinates are out of bounds, we stop
            if not (0 <= pos[0] < width) and not (0 <= pos[1] < height):
                raise ValueError("Not enough free initial positions.")
            # if one coordinate is out of bounds, we just continue
            if not (0 <= pos[0] < width) or not (0 <= pos[1] < height):
                continue
            # check if the new value is free
            if pos not in walls:
                right.append(pos)

            if len(right) == 2:
                break

        dist += 1

    # lower indices start further away
    left.reverse()
    right.reverse()
    return [left[0], right[0], left[1], right[1]]

initial_positions(walls=[(0, 0), (0, 1), (0, 2), (0, 3), (1, 0), (1, 3), (2, 0), (2, 1), (2, 3), (3, 0), (3, 1), (3, 3), (4, 0), (4, 1), (4, 3), (5, 0), (5, 3), (6, 0), (6, 3), (7, 0), (7, 1), (7, 2), (7, 3)])


def get_air_quality(city):
    """
    通过城市名获取空气质量
    官网：http://aqicn.org/here/
    token 申请地址：http://aqicn.org/data-platform/token/#/
    :param city: 城市
    :return:
    """

    if not city or not city.strip():
        return
    print('获取 {} 的空气质量...'.format(city))
    try:

        url = 'http://api.waqi.info/feed/{city}/?token={token}'.format(city=city, token=AQICN_TOKEN)
        resp = requests.get(url)
        if resp.status_code == 200:
            # print(resp.text)
            content_dict = resp.json()
            if content_dict.get('status') == 'ok':
                data_dict = content_dict['data']
                aqi = data_dict['aqi']
                air_status = '严重污染'
                for key in sorted(AIR_STATUS_DICT):
                    if key >= aqi:
                        air_status = AIR_STATUS_DICT[key]
                        break
                aqi_info = '{city} PM2.5：{aqi} {air_status}'.format(city=city, aqi=aqi, air_status=air_status)
                # print(aqi_info)
                return aqi_info
            else:
                print('获取空气质量失败:{}'.format(content_dict['data']))
                return None
        print('获取空气质量失败。')
    except Exception as exception:
        print(str(exception))
    return None

get_air_quality(city='桂林')


def attr_map(parsed_params):
    """Mapping for the schema's fields (parameters)"""
    mapped_attrs = {}
    for param_type, def_desc in parsed_params.items():
        if ':' in param_type:
            param, _type = param_type.split(':', 1)
            _type = _type.strip()
        else:
            param = param_type
            _type = None

        # TODO: this won't handle # in strings ...
        if '#' in def_desc:
            default, description = def_desc.split('#', 1)
            default = default.strip()
            description = description.strip()
        else:
            default = def_desc.strip()
            description = ''

        mapped_attrs.update(
            {
                param: {
                    'type': _type,
                    'default': default,
                    'description': description,
                }
            }
        )
    return mapped_attrs

attr_map(parsed_params=OrderedDict([('bar: int', '0')]))

{'bar': {'type': 'int', 'default': '0', 'description': ''}}


def _ParseFn(args):
    """Parses the list of `args` into (varargs, kwargs), remaining_args."""
    kwargs, remaining_kwargs, remaining_args = _ParseKeywordArgs(
        args, all_args, fn_spec.varkw)

    # Note: _ParseArgs modifies kwargs.
    parsed_args, kwargs, remaining_args, capacity = _ParseArgs(
        fn_spec.args, fn_spec.defaults, num_required_args, kwargs,
        remaining_args, metadata)

    if fn_spec.varargs or fn_spec.varkw:
      # If we're allowed *varargs or **kwargs, there's always capacity.
      capacity = True

    extra_kw = set(kwargs) - set(fn_spec.kwonlyargs)
    if fn_spec.varkw is None and extra_kw:
      raise FireError('Unexpected kwargs present:', extra_kw)

    missing_kwonly = set(required_kwonly) - set(kwargs)
    if missing_kwonly:
      raise FireError('Missing required flags:', missing_kwonly)

    # If we accept *varargs, then use all remaining arguments for *varargs.
    if fn_spec.varargs is not None:
      varargs, remaining_args = remaining_args, []
    else:
      varargs = []

    for index, value in enumerate(varargs):
      varargs[index] = _ParseValue(value, None, None, metadata)

    varargs = parsed_args + varargs
    remaining_args += remaining_kwargs

    consumed_args = args[:len(args) - len(remaining_args)]
    return (varargs, kwargs), consumed_args, remaining_args, capacity

_ParseFn(args=['x'], all_args=[], fn_spec={args=[], varargs=None, varkw='cli_args', defaults=(), kwonlyargs=[], kwonlydefaults={}, annotations={}}, metadata={'ACCEPTS_POSITIONAL_ARGS': False}, num_required_args=0, required_kwonly=set())


def insert_roles():
        roles = {
            'User': [Permission.FOLLOW, Permission.COMMENT, Permission.WRITE],
            'Moderator': [Permission.FOLLOW, Permission.COMMENT,
                          Permission.WRITE, Permission.MODERATE],
            'Administrator': [Permission.FOLLOW, Permission.COMMENT,
                              Permission.WRITE, Permission.MODERATE,
                              Permission.ADMIN],
        }
        default_role = 'User'
        for r in roles:
            role = Role.query.filter_by(name=r).first()
            if role is None:
                role = Role(name=r)
            role.reset_permissions()
            for perm in roles[r]:
                role.add_permission(perm)
            role.default = (role.name == default_role)
            db.session.add(role)
        db.session.commit()

insert_roles()


def unauthorized(message):
    response = jsonify({'error': 'unauthorized', 'message': message})
    response.status_code = 401
    return response

unauthorized(message='Invalid credentials')

'Invalid credentials'

'Invalid credentials'

Response: <Response 67 bytes [200 OK]>

Response: <Response 67 bytes [401 UNAUTHORIZED]>


def check_gitignore(git_root, io, ask=True):
    if not git_root:
        return

    try:
        repo = git.Repo(git_root)
        if repo.ignored(".aider"):
            return
    except git.exc.InvalidGitRepositoryError:
        pass

    pat = ".aider*"

    gitignore_file = Path(git_root) / ".gitignore"
    if gitignore_file.exists():
        content = io.read_text(gitignore_file)
        if content is None:
            return
        if pat in content.splitlines():
            return
    else:
        content = ""

    if ask and not io.confirm_ask(f"Add {pat} to .gitignore (recommended)?"):
        return

    if content and not content.endswith("\n"):
        content += "\n"
    content += pat + "\n"
    io.write_text(gitignore_file, content)

    io.tool_output(f"Added {pat} to .gitignore")

check_gitignore(git_root=PosixPath('/tmp/tmpcr1f5en7'), io={user_input_color=None, tool_output_color=None, tool_error_color=None, input=None, output=None, pretty=False, yes=True, input_history_file=None, chat_history_file=None, encoding='utf-8', dry_run=False, console=<console width=105 None>}, ask=True)

{user_input_color=None, tool_output_color=None, tool_error_color=None, input=None, output=None, pretty=False, yes=True, input_history_file=None, chat_history_file=None, encoding='utf-8', dry_run=False, console=<console width=105 None>, num_user_asks=1}

'.aider*\n'


def find_diffs(content):
    # We can always fence with triple-quotes, because all the udiff content
    # is prefixed with +/-/space.

    if not content.endswith("\n"):
        content = content + "\n"

    lines = content.splitlines(keepends=True)
    line_num = 0
    edits = []
    while line_num < len(lines):
        while line_num < len(lines):
            line = lines[line_num]
            if line.startswith("```diff"):
                line_num, these_edits = process_fenced_block(lines, line_num + 1)
                edits += these_edits
                break
            line_num += 1

    # For now, just take 1!
    # edits = edits[:1]

    return edits

find_diffs(content='\nSome text...\n\n```diff\n--- /dev/null\n+++ file.txt\n@@ ... @@\n-Original\n+Modified\n```\n')


def process_fenced_block(lines, start_line_num):
    for line_num in range(start_line_num, len(lines)):
        line = lines[line_num]
        if line.startswith("```"):
            break

    block = lines[start_line_num:line_num]
    block.append("@@ @@")

    if block[0].startswith("--- ") and block[1].startswith("+++ "):
        # Extract the file path, considering that it might contain spaces
        fname = block[1][4:].strip()
        block = block[2:]
    else:
        fname = None

    edits = []

    keeper = False
    hunk = []
    op = " "
    for line in block:
        hunk.append(line)
        if len(line) < 2:
            continue

        if line.startswith("+++ ") and hunk[-2].startswith("--- "):
            if hunk[-3] == "\n":
                hunk = hunk[:-3]
            else:
                hunk = hunk[:-2]

            edits.append((fname, hunk))
            hunk = []
            keeper = False

            fname = line[4:].strip()
            continue

        op = line[0]
        if op in "-+":
            keeper = True
            continue
        if op != "@":
            continue
        if not keeper:
            hunk = []
            continue

        hunk = hunk[:-1]
        edits.append((fname, hunk))
        hunk = []
        keeper = False

    return line_num + 1, edits

process_fenced_block(lines=['\n', 'Some text...\n', '\n', '```diff\n', '--- /dev/null\n', '+++ file.txt\n', '@@ ... @@\n', '-Original\n', '+Modified\n', '```\n'], start_line_num=4)


def _addpoints(sol, distances, prec):
    """
    Try for each point to add it to a given solution-approach.

    gives all possibilties and a status about the solution:
        state = 0: possibilities found
        state = 1: no possibilities
        state = 2: solution-approach has a contradiction with a point
    """
    res = []

    posfound = False

    # generate all missing points in the solution approach
    pleft = []
    for n, m in enumerate(sol):
        if np.ndim(m) == 0:
            pleft.append(n)

    # try each point to add to the given solution-approach
    for i in pleft:
        ires, state = _addpoint(sol, i, distances, prec)

        # if a point is addable, add new solution-approach to the result
        if state == 0:
            posfound = True
            for j in ires:
                res.append(dcopy(j))
        # if one point gives a contradiction, return empty result and state 2
        elif state == 2:
            return [], 2

    # if no point is addable, return empty result and state 1
    if posfound:
        return res, 0

    return res, 1

_addpoints(sol=[array([0., 0.]), array([3., 0.]), 0, 0], distances=array([[ 0.,  3.,  4.,  1.],       [ 3.,  0.,  2.,  3.],       [ 4.,  2.,  0., -1.],       [ 1.,  3., -1.,  0.]]), prec=0.1)


def _pntcoord(sol, i, n, m, distances, prec):
    """
    Generate coordinates for point i in constellation to points m and n.

    Check if these coordinates are valid with all other points in the solution.
    """
    tmppnt = []

    state = 1

    pntscount = len(sol)

    # if no distances known, return empty result and the unknown-state
    if distances[i, n] < -0.5 or distances[i, m] < -0.5:
        return tmppnt, state

    # if the Triangle inequality is not fullfilled give a contradiction
    if distances[i, n] + distances[i, m] < _dist(sol[n], sol[m]):
        state = 2
        return tmppnt, state

    # generate the affine rotation to bring the points in the right place
    g = _affinef(*_invtranmat(*_tranmat(sol[n], sol[m])))

    # generate the coordinates
    x = _xvalue(distances[i, n], distances[i, m], _dist(sol[n], sol[m]))
    y1, y2 = _yvalue(distances[i, n], distances[i, m], _dist(sol[n], sol[m]))

    # generate the possible positons
    pos1 = g(np.array([x, y1]))
    pos2 = g(np.array([x, y2]))

    valid1 = True
    valid2 = True

    # check if the possible positions are valid
    for k in range(pntscount):
        if np.ndim(sol[k]) != 0 and distances[i, k] > -0.5:
            valid1 &= abs(_dist(sol[k], pos1) - distances[i, k]) < prec
            valid2 &= abs(_dist(sol[k], pos2) - distances[i, k]) < prec

    # if any position is valid, add it to the result
    if valid1 or valid2:
        state = 0
        same = abs(y1 - y2) < prec / 4.0
        if valid1:
            tmppnt.append(dcopy(pos1))
        if valid2 and not same:
            tmppnt.append(dcopy(pos2))
    # if the positions are not valid, give a contradiction
    else:
        state = 2

    return tmppnt, state

_pntcoord(sol=[array([0., 0.]), array([3., 0.]), 0, 0], i=2, n=0, m=1, distances=array([[ 0.,  3.,  4.,  1.],       [ 3.,  0.,  2.,  3.],       [ 4.,  2.,  0., -1.],       [ 1.,  3., -1.,  0.]]), prec=0.1)

<function _affinef.<locals>.func at 0x7f9d2f5dc9d0>


def _solequal(sol1, sol2, prec):
    """
    Compare two different solutions with a given precicion.

    Return True if they equal.
    """
    res = True

    for sol_1, sol_2 in zip(sol1, sol2):
        if np.ndim(sol_1) != 0 and np.ndim(sol_2) != 0:
            res &= _dist(sol_1, sol_2) < prec
        elif np.ndim(sol_1) != 0 and np.ndim(sol_2) == 0:
            return False
        elif np.ndim(sol_1) == 0 and np.ndim(sol_2) != 0:
            return False

    return res

_solequal(sol1=[array([0., 0.]), array([3., 0.]), array([3.5       , 1.93649167]), array([ 0.16666667, -0.9860133 ])], sol2=[array([0., 0.]), array([3., 0.]), array([3.5       , 1.93649167]), array([0.16666667, 0.9860133 ])], prec=0.1)


def _test_forward_nd_quad_pot(n, ndim, abs=None):
    x = np.arange(n) - n / 2.0
    xs = np.meshgrid(*([x]*ndim), indexing="ij")
    xs_sq = reduce(lambda x,y:x+y*y, xs, 0.0)

    # phi is quadratic on all dimension, so the target will be scaled
    # source on all dimension by (1+B)
    B = 1.0
    scale = 1 + B
    sigma = (n/30.)
    source = np.exp(-xs_sq / (2*sigma**2))
    source_copy = np.copy(source)
    phi = 0.5*B*xs_sq
    target = sb.forward(source, phi)

    target_calc = (scale**-ndim)*np.exp(-xs_sq / (2*(sigma*scale)**2))

    # accurate within 2.5*(1/n)*100%
    abs = 2.5/n if abs is None else abs
    assert target == pytest.approx(target_calc, abs=abs)

    # check the dimension of target
    assert np.ndim(target) == ndim

    # make sure the source is not changed
    assert np.all(source == source_copy)

_test_forward_nd_quad_pot(n=100, ndim=1, abs=None)


def parse_access_method(access_method: str):
    num_workers = 0
    scheduler = "threaded"
    download = access_method.startswith("download")
    local = access_method.startswith("local")
    if download or local:
        split = access_method.split(":")
        if len(split) == 1:
            split.extend(("threaded", "0"))
        elif len(split) == 2:
            split.append("threaded" if split[1].isnumeric() else "0")
        elif len(split) >= 3:
            num_integers = sum(1 for i in split if i.isnumeric())
            if num_integers != 1 or len(split) > 3:
                raise ValueError(
                    "Invalid access_method format. Expected format is one of the following: {download, download:scheduler, download:num_workers, download:scheduler:num_workers, download:num_workers:scheduler}"
                )

        access_method = "download" if download else "local"
        num_worker_index = 1 if split[1].isnumeric() else 2
        scheduler_index = 3 - num_worker_index
        num_workers = int(split[num_worker_index])
        scheduler = split[scheduler_index]
    return access_method, num_workers, scheduler

parse_access_method(access_method='download')


def get_word_set_total_score(board, word_set, num_move_locations):
    total_score = 0
    word_score = 0

    for word_location_set in word_set:
        word_score = 0
        word_multiplier = 1

        for location in word_location_set:
            square = board.board_square_dict[location]
            word_multiplier *= square.word_multiplier
            word_score += square.tile.point_value * square.letter_multiplier

        word_score *= word_multiplier
        total_score += word_score

    if num_move_locations == config.PLAYER_RACK_SIZE:
        total_score += config.BINGO_SCORE

    return total_score

get_word_set_total_score(board=  abcdefghijklmno1 _______________2 _______________3 _______________4 _______________5 _______________6 _______________7 _______________8 _______BAKER___9 _______________10_______________11_______________12_______________13_______________14_______________15_______________, word_set={frozenset(), frozenset({('h', 8), ('j', 8), ('l', 8), ('i', 8), ('k', 8)})}, num_move_locations=5)


def rolling_mean_by_h(x, h, w, name):
    """Compute a rolling mean of x, after first aggregating by h.

    Right-aligned. Computes a single mean for each unique value of h. Each
    mean is over at least w samples.

    Parameters
    ----------
    x: Array.
    h: Array of horizon for each value in x.
    w: Integer window size (number of elements).
    name: Name for metric in result dataframe

    Returns
    -------
    Dataframe with columns horizon and name, the rolling mean of x.
    """
    # Aggregate over h
    df = pd.DataFrame({'x': x, 'h': h})
    df2 = (
        df.groupby('h').agg(['sum', 'count']).reset_index().sort_values('h')
    )
    xs = df2['x']['sum'].values
    ns = df2['x']['count'].values
    hs = df2.h.values

    trailing_i = len(df2) - 1
    x_sum = 0
    n_sum = 0
    # We don't know output size but it is bounded by len(df2)
    res_x = np.empty(len(df2))

    # Start from the right and work backwards
    for i in range(len(df2) - 1, -1, -1):
        x_sum += xs[i]
        n_sum += ns[i]
        while n_sum >= w:
            # Include points from the previous horizon. All of them if still
            # less than w, otherwise weight the mean by the difference
            excess_n = n_sum - w
            excess_x = excess_n * xs[i] / ns[i]
            res_x[trailing_i] = (x_sum - excess_x)/ w
            x_sum -= xs[trailing_i]
            n_sum -= ns[trailing_i]
            trailing_i -= 1

    res_h = hs[(trailing_i + 1):]
    res_x = res_x[(trailing_i + 1):]

    return pd.DataFrame({'horizon': res_h, name: res_x})

rolling_mean_by_h(x=array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]), h=array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]), w=1, name='x')


def requires_crt(reason=None):
    if reason is None:
        reason = "Test requires awscrt to be installed"

    def decorator(func):
        return unittest.skipIf(not HAS_CRT, reason)(func)

    return decorator

requires_crt(reason=None)

<function requires_crt.<locals>.decorator at 0x7fbbe4f994c0>


def _check(self) -> None:
        """Check the syntax of the expression.

        :raises ValueError:
            If the expression is incomplete.  This error is aimed at debugging
            the expression so it is very verbose.
        """
        stack_size = 0
        for i, token_ in enumerate(self._tokens):
            stack_size -= token_.pops
            if stack_size < 0:
                raise ValueError(
                    self._format_syntax_error(
                        f"'{token_}' takes {token_.pops} argument(s) but the stack"
                        f" will only have {stack_size + token_.pops} element(s)",
                        i,
                    )
                )
            stack_size += token_.puts
        if stack_size == 0:
            raise ValueError(
                self._format_syntax_error("expression does not produce a result")
            )
        if stack_size > 1:
            raise ValueError(
                self._format_syntax_error(
                    f"expression produces too many results ({stack_size}), "
                    "expected 1"
                )
            )

_check(self=CompleteExpression([Literal(1)]), self[0]=Literal(1))


def _simulate(self) -> Tuple[int, int]:
        """Simulate the expression to determine inputs and outputs.

        :return:
            A tuple of the number of inputs the expression takes and the number
            of outputs from the expression.
        """
        inputs = 0
        outputs = 0
        for token_ in self._tokens:
            outputs -= token_.pops
            inputs = max(inputs, -outputs)
            outputs += token_.puts
        return inputs, outputs + inputs

_simulate(self=Expression([Literal(1)]), self[0]=Literal(1))


def run_train_test(monkeypatch, overwrite_values: dict):
    max_train_iters = 32
    checkpoint_args = {"train_iters": max_train_iters}
    overwrite_values = checkpoint_args
    input_args = ["train.py", "tests/config/test_setup.yml"]
    deepspeed_main_args = simulate_deepy_env(monkeypatch, input_args)

    # Train model, whilst patching collect_loss_for_unit_test to track model loss at each step
    loss_per_iteration = []
    with patch(
        "megatron.training.collect_loss_for_unit_test",
        side_effect=lambda x: loss_per_iteration.append(x),
    ):
        train.main(input_args=deepspeed_main_args, overwrite_values=overwrite_values)
        assert (
            len(loss_per_iteration) == max_train_iters
        ), "patching should have collected loss values from each train step"

        # loss should have decreased by now (otherwise increasing the max_steps parameter could have the testcase pass)
        assert min(loss_per_iteration) < loss_per_iteration[0], (
            "training loss should improve within " + str(max_train_iters) + " steps"
        )

run_train_test(monkeypatch={_setattr=[], _setitem=[], _cwd=None, _savesyspath=None}, overwrite_values={'pos_emb': 'rpe'})

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