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gregorian_date
Gregorian Date is defined as a year and a julian day (1-based index into the days of the year). >>> gregorian_date(2007, 15) datetime.date(2007, 1, 15)
def gregorian_date(year, julian_day): """ Gregorian Date is defined as a year and a julian day (1-based index into the days of the year). >>> gregorian_date(2007, 15) datetime.date(2007, 1, 15) """ result = datetime.date(year, 1, 1) result += datetime.timedelta(days=julian_day - 1) return result
(year, julian_day)
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21,538
tempora
infer_datetime
null
def infer_datetime(ob: Union[AnyDatetime, StructDatetime]) -> datetime.datetime: if isinstance(ob, (time.struct_time, tuple)): ob = datetime.datetime(*ob[:6]) # type: ignore return ensure_datetime(ob)
(ob: Union[datetime.datetime, datetime.date, datetime.time, Tuple[int, ...], time.struct_time]) -> datetime.datetime
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21,540
tempora
parse_timedelta
Take a string representing a span of time and parse it to a time delta. Accepts any string of comma-separated numbers each with a unit indicator. >>> parse_timedelta('1 day') datetime.timedelta(days=1) >>> parse_timedelta('1 day, 30 seconds') datetime.timedelta(days=1, seconds=30) >>> parse_timedelta('47.32 days, 20 minutes, 15.4 milliseconds') datetime.timedelta(days=47, seconds=28848, microseconds=15400) Supports weeks, months, years >>> parse_timedelta('1 week') datetime.timedelta(days=7) >>> parse_timedelta('1 year, 1 month') datetime.timedelta(days=395, seconds=58685) Note that months and years strict intervals, not aligned to a calendar: >>> date = datetime.datetime.fromisoformat('2000-01-01') >>> later = date + parse_timedelta('1 year') >>> diff = later.replace(year=date.year) - date >>> diff.seconds 20940 >>> parse_timedelta('foo') Traceback (most recent call last): ... ValueError: Unexpected 'foo' >>> parse_timedelta('14 seconds foo') Traceback (most recent call last): ... ValueError: Unexpected 'foo' Supports abbreviations: >>> parse_timedelta('1s') datetime.timedelta(seconds=1) >>> parse_timedelta('1sec') datetime.timedelta(seconds=1) >>> parse_timedelta('5min1sec') datetime.timedelta(seconds=301) >>> parse_timedelta('1 ms') datetime.timedelta(microseconds=1000) >>> parse_timedelta('1 µs') datetime.timedelta(microseconds=1) >>> parse_timedelta('1 us') datetime.timedelta(microseconds=1) And supports the common colon-separated duration: >>> parse_timedelta('14:00:35.362') datetime.timedelta(seconds=50435, microseconds=362000) TODO: Should this be 14 hours or 14 minutes? >>> parse_timedelta('14:00') datetime.timedelta(seconds=50400) >>> parse_timedelta('14:00 minutes') Traceback (most recent call last): ... ValueError: Cannot specify units with composite delta Nanoseconds get rounded to the nearest microsecond: >>> parse_timedelta('600 ns') datetime.timedelta(microseconds=1) >>> parse_timedelta('.002 µs, 499 ns') datetime.timedelta(microseconds=1) Expect ValueError for other invalid inputs. >>> parse_timedelta('13 feet') Traceback (most recent call last): ... ValueError: Invalid unit feets
def parse_timedelta(str): """ Take a string representing a span of time and parse it to a time delta. Accepts any string of comma-separated numbers each with a unit indicator. >>> parse_timedelta('1 day') datetime.timedelta(days=1) >>> parse_timedelta('1 day, 30 seconds') datetime.timedelta(days=1, seconds=30) >>> parse_timedelta('47.32 days, 20 minutes, 15.4 milliseconds') datetime.timedelta(days=47, seconds=28848, microseconds=15400) Supports weeks, months, years >>> parse_timedelta('1 week') datetime.timedelta(days=7) >>> parse_timedelta('1 year, 1 month') datetime.timedelta(days=395, seconds=58685) Note that months and years strict intervals, not aligned to a calendar: >>> date = datetime.datetime.fromisoformat('2000-01-01') >>> later = date + parse_timedelta('1 year') >>> diff = later.replace(year=date.year) - date >>> diff.seconds 20940 >>> parse_timedelta('foo') Traceback (most recent call last): ... ValueError: Unexpected 'foo' >>> parse_timedelta('14 seconds foo') Traceback (most recent call last): ... ValueError: Unexpected 'foo' Supports abbreviations: >>> parse_timedelta('1s') datetime.timedelta(seconds=1) >>> parse_timedelta('1sec') datetime.timedelta(seconds=1) >>> parse_timedelta('5min1sec') datetime.timedelta(seconds=301) >>> parse_timedelta('1 ms') datetime.timedelta(microseconds=1000) >>> parse_timedelta('1 µs') datetime.timedelta(microseconds=1) >>> parse_timedelta('1 us') datetime.timedelta(microseconds=1) And supports the common colon-separated duration: >>> parse_timedelta('14:00:35.362') datetime.timedelta(seconds=50435, microseconds=362000) TODO: Should this be 14 hours or 14 minutes? >>> parse_timedelta('14:00') datetime.timedelta(seconds=50400) >>> parse_timedelta('14:00 minutes') Traceback (most recent call last): ... ValueError: Cannot specify units with composite delta Nanoseconds get rounded to the nearest microsecond: >>> parse_timedelta('600 ns') datetime.timedelta(microseconds=1) >>> parse_timedelta('.002 µs, 499 ns') datetime.timedelta(microseconds=1) Expect ValueError for other invalid inputs. >>> parse_timedelta('13 feet') Traceback (most recent call last): ... ValueError: Invalid unit feets """ return _parse_timedelta_nanos(str).resolve()
(str)
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21,542
tempora
strftime
Portable strftime. In the stdlib, strftime has `known portability problems <https://bugs.python.org/issue13305>`_. This function aims to smooth over those issues and provide a consistent experience across the major platforms. >>> strftime('%Y', datetime.datetime(1890, 1, 1)) '1890' >>> strftime('%Y', datetime.datetime(900, 1, 1)) '0900' Supports time.struct_time, tuples, and datetime.datetime objects. >>> strftime('%Y-%m-%d', (1976, 5, 7)) '1976-05-07' Also supports date objects >>> strftime('%Y', datetime.date(1976, 5, 7)) '1976' Also supports milliseconds using %s. >>> strftime('%s', datetime.time(microsecond=20000)) '020' Also supports microseconds (3 digits) using %µ >>> strftime('%µ', datetime.time(microsecond=123456)) '456' Historically, %u was used for microseconds, but now it honors the value rendered by stdlib. >>> strftime('%u', datetime.date(1976, 5, 7)) '5' Also supports microseconds (6 digits) using %f >>> strftime('%f', datetime.time(microsecond=23456)) '023456' Even supports time values on date objects (discouraged): >>> strftime('%f', datetime.date(1976, 1, 1)) '000000' >>> strftime('%µ', datetime.date(1976, 1, 1)) '000' >>> strftime('%s', datetime.date(1976, 1, 1)) '000' And vice-versa: >>> strftime('%Y', datetime.time()) '1900'
def strftime(fmt: str, t: Union[AnyDatetime, tuple, time.struct_time]) -> str: """ Portable strftime. In the stdlib, strftime has `known portability problems <https://bugs.python.org/issue13305>`_. This function aims to smooth over those issues and provide a consistent experience across the major platforms. >>> strftime('%Y', datetime.datetime(1890, 1, 1)) '1890' >>> strftime('%Y', datetime.datetime(900, 1, 1)) '0900' Supports time.struct_time, tuples, and datetime.datetime objects. >>> strftime('%Y-%m-%d', (1976, 5, 7)) '1976-05-07' Also supports date objects >>> strftime('%Y', datetime.date(1976, 5, 7)) '1976' Also supports milliseconds using %s. >>> strftime('%s', datetime.time(microsecond=20000)) '020' Also supports microseconds (3 digits) using %µ >>> strftime('%µ', datetime.time(microsecond=123456)) '456' Historically, %u was used for microseconds, but now it honors the value rendered by stdlib. >>> strftime('%u', datetime.date(1976, 5, 7)) '5' Also supports microseconds (6 digits) using %f >>> strftime('%f', datetime.time(microsecond=23456)) '023456' Even supports time values on date objects (discouraged): >>> strftime('%f', datetime.date(1976, 1, 1)) '000000' >>> strftime('%µ', datetime.date(1976, 1, 1)) '000' >>> strftime('%s', datetime.date(1976, 1, 1)) '000' And vice-versa: >>> strftime('%Y', datetime.time()) '1900' """ t = infer_datetime(t) subs = ( ('%s', '%03d' % (t.microsecond // 1000)), ('%µ', '%03d' % (t.microsecond % 1000)), ) + (('%Y', '%04d' % t.year),) * _needs_year_help() def doSub(s, sub): return s.replace(*sub) def doSubs(s): return functools.reduce(doSub, subs, s) fmt = '%%'.join(map(doSubs, fmt.split('%%'))) return t.strftime(fmt)
(fmt: str, t: Union[datetime.datetime, datetime.date, datetime.time, tuple, time.struct_time]) -> str
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21,546
cptree.cptree
cptree
call _cptree with work_dir from argument or a temp dir
def cptree(*args, output_dir=None, **kwargs): """call _cptree with work_dir from argument or a temp dir""" if output_dir: output_dir = Path(output_dir) if not output_dir.is_dir(): output_dir.mkdir() kwargs["output_dir"] = output_dir return _cptree(*args, **kwargs) else: with TemporaryDirectory() as temp_dir: kwargs["output_dir"] = Path(temp_dir) return _cptree(*args, **kwargs)
(*args, output_dir=None, **kwargs)
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21,556
cleanco.classify
countrysources
business countries / type abbreviations sorted by length of type abbreviations
def countrysources(): "business countries / type abbreviations sorted by length of type abbreviations" countries = [] for country in terms_by_country: for item in terms_by_country[country]: countries.append((country, item)) return sorted(countries, key=lambda part: len(part[1]), reverse=True)
()
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21,557
cleanco.classify
matches
get types or countries matching with the legal terms in name
def matches(name, sources): "get types or countries matching with the legal terms in name" name = strip_tail(name) parts = name.split() nparts = [normalized(p) for p in parts] matches = [] for classifier, term in sources: nterm = normalized(term) try: idx = nparts.index(nterm) except ValueError: pass else: matches.append(classifier) return matches
(name, sources)
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21,559
cleanco.clean
prepare_default_terms
construct an optimized term structure for basename extraction
def prepare_default_terms(): "construct an optimized term structure for basename extraction" terms = get_unique_terms() nterms = normalize_terms(terms) ntermparts = (t.split() for t in nterms) # make sure that the result is deterministic, sort terms descending by number of tokens, ascending by names sntermparts = sorted(ntermparts, key=lambda x: (-len(x), x)) return [(len(tp), tp) for tp in sntermparts]
()
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21,561
cleanco.classify
typesources
business types / abbreviations sorted by length of business type
def typesources(): "business types / abbreviations sorted by length of business type" types = [] for business_type in terms_by_type: for item in terms_by_type[business_type]: types.append((business_type, item)) return sorted(types, key=lambda part: len(part[1]), reverse=True)
()
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21,562
ldsso.ld_sso
SSO
null
class SSO: LD_SSO_SERVICE_API = os.environ.get("LD_SSO_SERVICE_API") LD_KEYCLOAK_CLIENT_ID = os.environ.get("LD_KEYCLOAK_CLIENT_ID") LD_NAMESPACE = os.environ.get("LD_NAMESPACE") LD_HOSTNAME = os.environ.get("HOSTNAME", "") LD_URI_PREFIX = os.environ.get("LD_URI_PREFIX", "") URI_USERINFO = "userinfo" URI_JUDGE = "judge" URI_POLICY = "policies" def __init__( self, token, host=None, api_prefix="/api/access-policy/", max_retries=3 ): assert token, "token must be provided" if not host: host = self.LD_SSO_SERVICE_API assert host, f"environment variable $LD_SSO_SERVICE_API not set" self.sso_url = urljoin(host, api_prefix) if not self.sso_url.endswith("/"): self.sso_url = self.sso_url + "/" self.r = requests.Session() self.r.mount("http://", HTTPAdapter(max_retries=max_retries)) self.r.mount("https://", HTTPAdapter(max_retries=max_retries)) self.r.headers = { "Content-Type": "application/vnd.api+json", "Authorization": token, } self.userinfo = self.get_userinfo(token) def __handle_response(self, response: Response, success_code=200): status_code = response.status_code if status_code != success_code: try: error_message = response.json()["error_message"] except: error_message = response.text abort(status_code, error_message) def get_userinfo(self, token=None): """获取用户信息""" url = urljoin(self.sso_url, self.URI_USERINFO) headers = self.r.headers if token: headers = {**headers, "Authorization": token} response = self.r.get(url, headers=headers) self.__handle_response(response) return response.json() def judge_api(self, ld_project, api_url, method): """检测用户是否允许请求服务""" url = urljoin(self.sso_url, self.URI_JUDGE) headers = {**self.r.headers, "Ld-Project": quote(ld_project)} params = {"url": api_url, "method": method} response = self.r.get(url, params=params, headers=headers) self.__handle_response(response) res = response.json() return res["effect"] == "allow", res def judge_resource(self, action, resource): """检测用户是否允许请求数据""" url = urljoin(self.sso_url, self.URI_JUDGE) data = [{"action": action, "resource": resource}] response = self.r.post(url, json=data) self.__handle_response(response) res = response.json() return res["effect"] == "allow", res def create_policy( self, name: str, statements: list[dict[str, str]], description: str = None, version: str = None, ): """ 创建policy声明 statements: [ { "sid": "xxxxx", "effect": "Allow", "action": ["x"], "resource": ["x"], } ] """ url = urljoin(self.sso_url, self.URI_POLICY) if description is None: description = name if version is None: version = "v1" assert statements, '"statements" must be provided' data = { "name": name, "description": description, "statements": {"Version": version, "Statement": statements}, } response = self.r.post(url, json=data) self.__handle_response(response) return response.json() @classmethod def decorator_judge_api( cls, client_name: str = None, api_url: str = None, **sso_kwargs, ): """装饰器, 检测用户是否允许请求当前接口. - 从被装饰函数的Request参数中解析method. - 从环境变量LD_NAMESPACE中提取ld_project. Args: client_name (str, optional): 默认从环境变量LD_KEYCLOAK_CLIENT_ID中提取client_name. api_url (str, optional): 应与action的apis中一致. 默认先从环境变量LD_URI_PREFIX取, 取不到再从pod的hostname中解析, 本地调试请手动传入该参数. Returns: 装饰后,Request参数会追加ld_account,ld_roles,ld_userinfo属性 """ if not api_url: if cls.LD_URI_PREFIX: api_url = cls.LD_URI_PREFIX elif cls.LD_HOSTNAME.startswith("func-"): api_url = f'/api/{"_".join(cls.LD_HOSTNAME.split("-")[:-2])}' assert api_url, '"api_url" is required' ld_namespace = cls.LD_NAMESPACE assert ld_namespace, "ENV $LD_NAMESPACE is required" func = None if client_name and callable(client_name): func = client_name client_name = None if not client_name: client_name = cls.LD_KEYCLOAK_CLIENT_ID assert client_name, f"ENV $LD_KEYCLOAK_CLIENT_ID is required" def decorator(func): def wrapper(*args, **kwargs): req = None for req in (*args, *kwargs.values()): if isinstance(req, Request): break if getattr(req, "request", None) and isinstance( req.request, Request ): req = req.request break method = getattr(req, "method", None) assert method, "decorated function must have a Request argument" token = req.headers.get("Authorization") assert token, "Authorization is required" sso = cls(token=token, **sso_kwargs) api_allowed, res = sso.judge_api(unquote(ld_namespace), api_url, method) assert api_allowed, f"Deny. Sid: {res['sid']}" account = sso.userinfo["preferred_username"] all_roles = ( sso.userinfo["resource_access"] .get(client_name, {}) .get("roles", []) ) setattr(req, "ld_account", account) setattr(req, "ld_roles", all_roles) setattr(req, "ld_userinfo", sso.userinfo) return func(*args, **kwargs) return wrapper if func and callable(func): return decorator(func) return decorator @classmethod def decorator_cors(cls, func): """装饰器. 修改view返回的Response的headers, 允许所有跨域请求""" def wrapper(*args, **kwargs): req = None for req in (*args, *kwargs.values()): if isinstance(req, Request): break if getattr(req, "request", None) and isinstance(req.request, Request): req = req.request break assert req, "Decorated function must have a Request argument" response_headers = { "Access-Control-Allow-Origin": req.headers.get("Origin") or "*", "Access-Control-Allow-Headers": "Ld-Client,Ld-Project,Content-Type,Content-Length,User-Agent,Authorization,Accept,X-Requested-With", "Access-Control-Allow-Methods": "GET,POST,PUT,PATCH,DELETE,OPTIONS", "Access-Control-Allow-Credentials": "true", } if req.method == "OPTIONS": resp = make_response() else: try: view_res = func(*args, **kwargs) except HTTPException as e: view_res = e.get_response() except: logging.exception("View has not catch error.") view_res = "", 500 if isinstance(view_res, Response): resp = view_res else: resp = make_response(view_res) for h, v in response_headers.items(): resp.headers[h] = v return resp return wrapper
(token, host=None, api_prefix='/api/access-policy/', max_retries=3)
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21,563
ldsso.ld_sso
__handle_response
null
def __handle_response(self, response: Response, success_code=200): status_code = response.status_code if status_code != success_code: try: error_message = response.json()["error_message"] except: error_message = response.text abort(status_code, error_message)
(self, response: flask.wrappers.Response, success_code=200)
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21,564
ldsso.ld_sso
__init__
null
def __init__( self, token, host=None, api_prefix="/api/access-policy/", max_retries=3 ): assert token, "token must be provided" if not host: host = self.LD_SSO_SERVICE_API assert host, f"environment variable $LD_SSO_SERVICE_API not set" self.sso_url = urljoin(host, api_prefix) if not self.sso_url.endswith("/"): self.sso_url = self.sso_url + "/" self.r = requests.Session() self.r.mount("http://", HTTPAdapter(max_retries=max_retries)) self.r.mount("https://", HTTPAdapter(max_retries=max_retries)) self.r.headers = { "Content-Type": "application/vnd.api+json", "Authorization": token, } self.userinfo = self.get_userinfo(token)
(self, token, host=None, api_prefix='/api/access-policy/', max_retries=3)
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21,565
ldsso.ld_sso
create_policy
创建policy声明 statements: [ { "sid": "xxxxx", "effect": "Allow", "action": ["x"], "resource": ["x"], } ]
def create_policy( self, name: str, statements: list[dict[str, str]], description: str = None, version: str = None, ): """ 创建policy声明 statements: [ { "sid": "xxxxx", "effect": "Allow", "action": ["x"], "resource": ["x"], } ] """ url = urljoin(self.sso_url, self.URI_POLICY) if description is None: description = name if version is None: version = "v1" assert statements, '"statements" must be provided' data = { "name": name, "description": description, "statements": {"Version": version, "Statement": statements}, } response = self.r.post(url, json=data) self.__handle_response(response) return response.json()
(self, name: str, statements: list[dict[str, str]], description: Optional[str] = None, version: Optional[str] = None)
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21,566
ldsso.ld_sso
get_userinfo
获取用户信息
def get_userinfo(self, token=None): """获取用户信息""" url = urljoin(self.sso_url, self.URI_USERINFO) headers = self.r.headers if token: headers = {**headers, "Authorization": token} response = self.r.get(url, headers=headers) self.__handle_response(response) return response.json()
(self, token=None)
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21,567
ldsso.ld_sso
judge_api
检测用户是否允许请求服务
def judge_api(self, ld_project, api_url, method): """检测用户是否允许请求服务""" url = urljoin(self.sso_url, self.URI_JUDGE) headers = {**self.r.headers, "Ld-Project": quote(ld_project)} params = {"url": api_url, "method": method} response = self.r.get(url, params=params, headers=headers) self.__handle_response(response) res = response.json() return res["effect"] == "allow", res
(self, ld_project, api_url, method)
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21,568
ldsso.ld_sso
judge_resource
检测用户是否允许请求数据
def judge_resource(self, action, resource): """检测用户是否允许请求数据""" url = urljoin(self.sso_url, self.URI_JUDGE) data = [{"action": action, "resource": resource}] response = self.r.post(url, json=data) self.__handle_response(response) res = response.json() return res["effect"] == "allow", res
(self, action, resource)
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21,570
delorean.dates
Delorean
The class `Delorean <Delorean>` object. This method accepts naive datetime objects, with a string timezone.
class Delorean(object): """ The class `Delorean <Delorean>` object. This method accepts naive datetime objects, with a string timezone. """ _VALID_SHIFT_DIRECTIONS = ('last', 'next') _VALID_SHIFT_UNITS = ('second', 'minute', 'hour', 'day', 'week', 'month', 'year', 'monday', 'tuesday', 'wednesday', 'thursday', 'friday', 'saturday', 'sunday') def __init__(self, datetime=None, timezone=None): # maybe set timezone on the way in here. if here set it if not # use UTC is_datetime_instance(datetime) if datetime: if is_datetime_naive(datetime): if timezone: if isinstance(timezone, tzoffset): utcoffset = timezone.utcoffset(None) total_seconds = ( (utcoffset.microseconds + ( utcoffset.seconds + utcoffset.days * 24 * 3600) * 10 ** 6) / 10 ** 6) self._tzinfo = pytz.FixedOffset(total_seconds / 60) elif isinstance(timezone, tzinfo): self._tzinfo = timezone else: self._tzinfo = pytz.timezone(timezone) self._dt = localize(datetime, self._tzinfo) self._tzinfo = self._dt.tzinfo else: # TODO(mlew, 2015-08-09): # Should we really throw an error here, or should this # default to UTC?) raise DeloreanInvalidTimezone('Provide a valid timezone') else: self._tzinfo = datetime.tzinfo self._dt = datetime else: if timezone: if isinstance(timezone, tzoffset): self._tzinfo = pytz.FixedOffset(timezone.utcoffset(None).total_seconds() / 60) elif isinstance(timezone, tzinfo): self._tzinfo = timezone else: self._tzinfo = pytz.timezone(timezone) self._dt = datetime_timezone(self._tzinfo) self._tzinfo = self._dt.tzinfo else: self._tzinfo = pytz.utc self._dt = datetime_timezone('UTC') def __repr__(self): dt = self.datetime.replace(tzinfo=None) if isinstance(self.timezone, pytz._FixedOffset): tz = self.timezone else: tz = self.timezone.tzname(None) return 'Delorean(datetime=%r, timezone=%r)' % (dt, tz) def __eq__(self, other): if isinstance(other, Delorean): return self.epoch == other.epoch return False def __lt__(self, other): return self.epoch < other.epoch def __gt__(self, other): return self.epoch > other.epoch def __ge__(self, other): return self.epoch >= other.epoch def __le__(self, other): return self.epoch <= other.epoch def __ne__(self, other): return not self == other def __add__(self, other): if not isinstance(other, timedelta): raise TypeError("Delorean objects can only be added with timedelta objects") dt = self._dt + other return Delorean(datetime=dt, timezone=self.timezone) def __sub__(self, other): if isinstance(other, timedelta): dt = self._dt - other return Delorean(datetime=dt, timezone=self.timezone) elif isinstance(other, Delorean): return self._dt - other._dt else: raise TypeError("Delorean objects can only be subtracted with timedelta or other Delorean objects") def __getattr__(self, name): """ Implement __getattr__ to call `shift_date` function when function called does not exist """ func_parts = name.split('_') # is the func we are trying to call the right length? if len(func_parts) != 2: raise AttributeError # is the function we are trying to call valid? if (func_parts[0] not in self._VALID_SHIFT_DIRECTIONS or func_parts[1] not in self._VALID_SHIFT_UNITS): return AttributeError # dispatch our function func = partial(self._shift_date, func_parts[0], func_parts[1]) # update our partial with self.shift_date attributes update_wrapper(func, self._shift_date) return func def _shift_date(self, direction, unit, *args): """ Shift datetime in `direction` in _VALID_SHIFT_DIRECTIONS and by some unit in _VALID_SHIFTS and shift that amount by some multiple, defined by by args[0] if it exists """ this_module = sys.modules[__name__] num_shifts = 1 if len(args) > 0: num_shifts = int(args[0]) if unit in ['monday', 'tuesday', 'wednesday', 'thursday', 'friday', 'saturday', 'sunday']: shift_func = move_datetime_namedday dt = shift_func(self._dt, direction, unit) if num_shifts > 1: for n in range(num_shifts - 1): dt = shift_func(dt, direction, unit) else: shift_func = getattr(this_module, 'move_datetime_%s' % unit) dt = shift_func(self._dt, direction, num_shifts) return Delorean(datetime=dt.replace(tzinfo=None), timezone=self.timezone) @property def timezone(self): """ Returns a valid tzinfo object associated with the Delorean object. .. testsetup:: from datetime import datetime from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1), timezone='UTC') >>> d.timezone <UTC> """ return self._tzinfo def truncate(self, s): """ Truncate the delorian object to the nearest s (second, minute, hour, day, month, year) This is a destructive method, modifies the internal datetime object associated with the Delorean object. .. testsetup:: from datetime import datetime from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1, 12, 10), timezone='US/Pacific') >>> d.truncate('hour') Delorean(datetime=datetime.datetime(2015, 1, 1, 12, 0), timezone='US/Pacific') """ if s == 'second': self._dt = self._dt.replace(microsecond=0) elif s == 'minute': self._dt = self._dt.replace(second=0, microsecond=0) elif s == 'hour': self._dt = self._dt.replace(minute=0, second=0, microsecond=0) elif s == 'day': self._dt = self._dt.replace(hour=0, minute=0, second=0, microsecond=0) elif s == 'month': self._dt = self._dt.replace(day=1, hour=0, minute=0, second=0, microsecond=0) elif s == 'year': self._dt = self._dt.replace(month=1, day=1, hour=0, minute=0, second=0, microsecond=0) else: raise ValueError("Invalid truncation level") return self @property def naive(self): """ Returns a naive datetime object associated with the Delorean object, this method simply converts the localize datetime to UTC and removes the tzinfo that is associated with it modifying the Delorean object. .. testsetup:: from datetime import datetime from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1), timezone='US/Pacific') >>> d.naive datetime.datetime(2015, 1, 1, 8, 0) """ self.shift('UTC') return self._dt.replace(tzinfo=None) @classmethod def now(cls, timezone=None): if timezone: return cls(timezone=timezone) else: return cls(timezone=get_localzone()) @classmethod def utcnow(cls): return cls() @property def midnight(self): """
(datetime=None, timezone=None)
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21,571
delorean.dates
__add__
null
def __add__(self, other): if not isinstance(other, timedelta): raise TypeError("Delorean objects can only be added with timedelta objects") dt = self._dt + other return Delorean(datetime=dt, timezone=self.timezone)
(self, other)
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21,572
delorean.dates
__eq__
null
def __eq__(self, other): if isinstance(other, Delorean): return self.epoch == other.epoch return False
(self, other)
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21,573
delorean.dates
__ge__
null
def __ge__(self, other): return self.epoch >= other.epoch
(self, other)
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21,574
delorean.dates
__getattr__
Implement __getattr__ to call `shift_date` function when function called does not exist
def __getattr__(self, name): """ Implement __getattr__ to call `shift_date` function when function called does not exist """ func_parts = name.split('_') # is the func we are trying to call the right length? if len(func_parts) != 2: raise AttributeError # is the function we are trying to call valid? if (func_parts[0] not in self._VALID_SHIFT_DIRECTIONS or func_parts[1] not in self._VALID_SHIFT_UNITS): return AttributeError # dispatch our function func = partial(self._shift_date, func_parts[0], func_parts[1]) # update our partial with self.shift_date attributes update_wrapper(func, self._shift_date) return func
(self, name)
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21,575
delorean.dates
__gt__
null
def __gt__(self, other): return self.epoch > other.epoch
(self, other)
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21,576
delorean.dates
__init__
null
def __init__(self, datetime=None, timezone=None): # maybe set timezone on the way in here. if here set it if not # use UTC is_datetime_instance(datetime) if datetime: if is_datetime_naive(datetime): if timezone: if isinstance(timezone, tzoffset): utcoffset = timezone.utcoffset(None) total_seconds = ( (utcoffset.microseconds + ( utcoffset.seconds + utcoffset.days * 24 * 3600) * 10 ** 6) / 10 ** 6) self._tzinfo = pytz.FixedOffset(total_seconds / 60) elif isinstance(timezone, tzinfo): self._tzinfo = timezone else: self._tzinfo = pytz.timezone(timezone) self._dt = localize(datetime, self._tzinfo) self._tzinfo = self._dt.tzinfo else: # TODO(mlew, 2015-08-09): # Should we really throw an error here, or should this # default to UTC?) raise DeloreanInvalidTimezone('Provide a valid timezone') else: self._tzinfo = datetime.tzinfo self._dt = datetime else: if timezone: if isinstance(timezone, tzoffset): self._tzinfo = pytz.FixedOffset(timezone.utcoffset(None).total_seconds() / 60) elif isinstance(timezone, tzinfo): self._tzinfo = timezone else: self._tzinfo = pytz.timezone(timezone) self._dt = datetime_timezone(self._tzinfo) self._tzinfo = self._dt.tzinfo else: self._tzinfo = pytz.utc self._dt = datetime_timezone('UTC')
(self, datetime=None, timezone=None)
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21,577
delorean.dates
__le__
null
def __le__(self, other): return self.epoch <= other.epoch
(self, other)
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21,578
delorean.dates
__lt__
null
def __lt__(self, other): return self.epoch < other.epoch
(self, other)
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21,580
delorean.dates
__repr__
null
def __repr__(self): dt = self.datetime.replace(tzinfo=None) if isinstance(self.timezone, pytz._FixedOffset): tz = self.timezone else: tz = self.timezone.tzname(None) return 'Delorean(datetime=%r, timezone=%r)' % (dt, tz)
(self)
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21,581
delorean.dates
__sub__
null
def __sub__(self, other): if isinstance(other, timedelta): dt = self._dt - other return Delorean(datetime=dt, timezone=self.timezone) elif isinstance(other, Delorean): return self._dt - other._dt else: raise TypeError("Delorean objects can only be subtracted with timedelta or other Delorean objects")
(self, other)
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21,582
delorean.dates
_shift_date
Shift datetime in `direction` in _VALID_SHIFT_DIRECTIONS and by some unit in _VALID_SHIFTS and shift that amount by some multiple, defined by by args[0] if it exists
def _shift_date(self, direction, unit, *args): """ Shift datetime in `direction` in _VALID_SHIFT_DIRECTIONS and by some unit in _VALID_SHIFTS and shift that amount by some multiple, defined by by args[0] if it exists """ this_module = sys.modules[__name__] num_shifts = 1 if len(args) > 0: num_shifts = int(args[0]) if unit in ['monday', 'tuesday', 'wednesday', 'thursday', 'friday', 'saturday', 'sunday']: shift_func = move_datetime_namedday dt = shift_func(self._dt, direction, unit) if num_shifts > 1: for n in range(num_shifts - 1): dt = shift_func(dt, direction, unit) else: shift_func = getattr(this_module, 'move_datetime_%s' % unit) dt = shift_func(self._dt, direction, num_shifts) return Delorean(datetime=dt.replace(tzinfo=None), timezone=self.timezone)
(self, direction, unit, *args)
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21,583
delorean.dates
format_datetime
Return a date string formatted to the given pattern. .. testsetup:: from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1, 12, 30), timezone='US/Pacific') >>> d.format_datetime(locale='en_US') u'Jan 1, 2015, 12:30:00 PM' >>> d.format_datetime(format='long', locale='de_DE') u'1. Januar 2015 12:30:00 -0800' :param format: one of "full", "long", "medium", "short", or a custom datetime pattern :param locale: a locale identifier
def format_datetime(self, format='medium', locale='en_US'): """ Return a date string formatted to the given pattern. .. testsetup:: from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1, 12, 30), timezone='US/Pacific') >>> d.format_datetime(locale='en_US') u'Jan 1, 2015, 12:30:00 PM' >>> d.format_datetime(format='long', locale='de_DE') u'1. Januar 2015 12:30:00 -0800' :param format: one of "full", "long", "medium", "short", or a custom datetime pattern :param locale: a locale identifier """ return format_datetime(self._dt, format=format, locale=locale)
(self, format='medium', locale='en_US')
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21,584
delorean.dates
humanize
Humanize relative to now: .. testsetup:: from datetime import timedelta from delorean import Delorean .. doctest:: >>> past = Delorean.utcnow() - timedelta(hours=1) >>> past.humanize() 'an hour ago'
def humanize(self): """ Humanize relative to now: .. testsetup:: from datetime import timedelta from delorean import Delorean .. doctest:: >>> past = Delorean.utcnow() - timedelta(hours=1) >>> past.humanize() 'an hour ago' """ now = self.now(self.timezone) return humanize.naturaltime(now - self)
(self)
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21,585
delorean.dates
replace
Returns a new Delorean object after applying replace on the existing datetime object. .. testsetup:: from datetime import datetime from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1, 12, 15), timezone='UTC') >>> d.replace(hour=8) Delorean(datetime=datetime.datetime(2015, 1, 1, 8, 15), timezone='UTC')
def replace(self, **kwargs): """ Returns a new Delorean object after applying replace on the existing datetime object. .. testsetup:: from datetime import datetime from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1, 12, 15), timezone='UTC') >>> d.replace(hour=8) Delorean(datetime=datetime.datetime(2015, 1, 1, 8, 15), timezone='UTC') """ return Delorean(datetime=self._dt.replace(**kwargs), timezone=self.timezone)
(self, **kwargs)
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0.022620659321546555, 0.027353014796972275, 0.02438109554350376 ]
21,586
delorean.dates
shift
Shifts the timezone from the current timezone to the specified timezone associated with the Delorean object, modifying the Delorean object and returning the modified object. .. testsetup:: from datetime import datetime from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1), timezone='US/Pacific') >>> d.shift('UTC') Delorean(datetime=datetime.datetime(2015, 1, 1, 8, 0), timezone='UTC')
def shift(self, timezone): """ Shifts the timezone from the current timezone to the specified timezone associated with the Delorean object, modifying the Delorean object and returning the modified object. .. testsetup:: from datetime import datetime from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1), timezone='US/Pacific') >>> d.shift('UTC') Delorean(datetime=datetime.datetime(2015, 1, 1, 8, 0), timezone='UTC') """ try: self._tzinfo = pytz.timezone(timezone) except pytz.UnknownTimeZoneError: raise DeloreanInvalidTimezone('Provide a valid timezone') self._dt = self._tzinfo.normalize(self._dt.astimezone(self._tzinfo)) self._tzinfo = self._dt.tzinfo return self
(self, timezone)
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21,587
delorean.dates
truncate
Truncate the delorian object to the nearest s (second, minute, hour, day, month, year) This is a destructive method, modifies the internal datetime object associated with the Delorean object. .. testsetup:: from datetime import datetime from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1, 12, 10), timezone='US/Pacific') >>> d.truncate('hour') Delorean(datetime=datetime.datetime(2015, 1, 1, 12, 0), timezone='US/Pacific')
def truncate(self, s): """ Truncate the delorian object to the nearest s (second, minute, hour, day, month, year) This is a destructive method, modifies the internal datetime object associated with the Delorean object. .. testsetup:: from datetime import datetime from delorean import Delorean .. doctest:: >>> d = Delorean(datetime(2015, 1, 1, 12, 10), timezone='US/Pacific') >>> d.truncate('hour') Delorean(datetime=datetime.datetime(2015, 1, 1, 12, 0), timezone='US/Pacific') """ if s == 'second': self._dt = self._dt.replace(microsecond=0) elif s == 'minute': self._dt = self._dt.replace(second=0, microsecond=0) elif s == 'hour': self._dt = self._dt.replace(minute=0, second=0, microsecond=0) elif s == 'day': self._dt = self._dt.replace(hour=0, minute=0, second=0, microsecond=0) elif s == 'month': self._dt = self._dt.replace(day=1, hour=0, minute=0, second=0, microsecond=0) elif s == 'year': self._dt = self._dt.replace(month=1, day=1, hour=0, minute=0, second=0, microsecond=0) else: raise ValueError("Invalid truncation level") return self
(self, s)
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21,588
delorean.exceptions
DeloreanInvalidDatetime
Exception that is raised when an improper datetime object is passed in.
class DeloreanInvalidDatetime(DeloreanError): """ Exception that is raised when an improper datetime object is passed in. """ pass
(msg)
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21,589
delorean.exceptions
__init__
null
def __init__(self, msg): self.msg = str(msg) Exception.__init__(self, msg)
(self, msg)
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21,590
delorean.exceptions
__str__
null
def __str__(self): return self.msg
(self)
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21,591
delorean.exceptions
DeloreanInvalidTimezone
Exception that is raised when an invalid timezone is passed in.
class DeloreanInvalidTimezone(DeloreanError): """ Exception that is raised when an invalid timezone is passed in. """ pass
(msg)
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21,595
delorean.dates
datetime_timezone
This method given a timezone returns a localized datetime object.
def datetime_timezone(tz): """ This method given a timezone returns a localized datetime object. """ utc_datetime_naive = datetime.utcnow() # return a localized datetime to UTC utc_localized_datetime = localize(utc_datetime_naive, 'UTC') # normalize the datetime to given timezone normalized_datetime = normalize(utc_localized_datetime, tz) return normalized_datetime
(tz)
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21,596
delorean.interface
epoch
null
def epoch(s): dt = datetime.utcfromtimestamp(s) return Delorean(datetime=dt, timezone='UTC')
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21,598
delorean.interface
flux
null
def flux(): print("If you put your mind to it, you can accomplish anything.")
()
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21,600
delorean.dates
localize
Given a naive datetime object this method will return a localized datetime object
def localize(dt, tz): """ Given a naive datetime object this method will return a localized datetime object """ if not isinstance(tz, tzinfo): tz = pytz.timezone(tz) return tz.localize(dt)
(dt, tz)
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21,601
delorean.dates
move_datetime_day
null
def move_datetime_day(dt, direction, num_shifts): delta = relativedelta(days=+num_shifts) return _move_datetime(dt, direction, delta)
(dt, direction, num_shifts)
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0.035297926515340805, 0.03972572833299637 ]
21,602
delorean.dates
move_datetime_hour
null
def move_datetime_hour(dt, direction, num_shifts): delta = relativedelta(hours=+num_shifts) return _move_datetime(dt, direction, delta)
(dt, direction, num_shifts)
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21,603
delorean.dates
move_datetime_minute
null
def move_datetime_minute(dt, direction, num_shifts): delta = relativedelta(minutes=+num_shifts) return _move_datetime(dt, direction, delta)
(dt, direction, num_shifts)
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21,604
delorean.dates
move_datetime_month
Move datetime 1 month in the chosen direction. unit is a no-op, to keep the API the same as the day case
def move_datetime_month(dt, direction, num_shifts): """ Move datetime 1 month in the chosen direction. unit is a no-op, to keep the API the same as the day case """ delta = relativedelta(months=+num_shifts) return _move_datetime(dt, direction, delta)
(dt, direction, num_shifts)
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21,605
delorean.dates
move_datetime_namedday
null
def move_datetime_namedday(dt, direction, unit): TOTAL_DAYS = 7 days = { 'monday': 1, 'tuesday': 2, 'wednesday': 3, 'thursday': 4, 'friday': 5, 'saturday': 6, 'sunday': 7, } current_day = days[dt.strftime('%A').lower()] target_day = days[unit.lower()] if direction == 'next': if current_day < target_day: delta_days = target_day - current_day else: delta_days = (target_day - current_day) + TOTAL_DAYS elif direction == 'last': if current_day <= target_day: delta_days = (current_day - target_day) + TOTAL_DAYS else: delta_days = current_day - target_day delta = relativedelta(days=+delta_days) return _move_datetime(dt, direction, delta)
(dt, direction, unit)
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21,606
delorean.dates
move_datetime_second
null
def move_datetime_second(dt, direction, num_shifts): delta = relativedelta(seconds=+num_shifts) return _move_datetime(dt, direction, delta)
(dt, direction, num_shifts)
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21,607
delorean.dates
move_datetime_week
Move datetime 1 week in the chosen direction. unit is a no-op, to keep the API the same as the day case
def move_datetime_week(dt, direction, num_shifts): """ Move datetime 1 week in the chosen direction. unit is a no-op, to keep the API the same as the day case """ delta = relativedelta(weeks=+num_shifts) return _move_datetime(dt, direction, delta)
(dt, direction, num_shifts)
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21,608
delorean.dates
move_datetime_year
Move datetime 1 year in the chosen direction. unit is a no-op, to keep the API the same as the day case
def move_datetime_year(dt, direction, num_shifts): """ Move datetime 1 year in the chosen direction. unit is a no-op, to keep the API the same as the day case """ delta = relativedelta(years=+num_shifts) return _move_datetime(dt, direction, delta)
(dt, direction, num_shifts)
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21,609
delorean.dates
normalize
Given a object with a timezone return a datetime object normalized to the proper timezone. This means take the give localized datetime and returns the datetime normalized to match the specificed timezone.
def normalize(dt, tz): """ Given a object with a timezone return a datetime object normalized to the proper timezone. This means take the give localized datetime and returns the datetime normalized to match the specificed timezone. """ if not isinstance(tz, tzinfo): tz = pytz.timezone(tz) dt = tz.normalize(dt) return dt
(dt, tz)
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21,610
delorean.interface
now
Return a Delorean object for the current local date and time, setting the timezone to the local timezone of the caller.
def now(): """ Return a Delorean object for the current local date and time, setting the timezone to the local timezone of the caller. """ return Delorean(timezone=get_localzone())
()
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21,611
delorean.interface
parse
Parses a datetime string and returns a `Delorean` object. :param datetime_str: The string to be interpreted into a `Delorean` object. :param timezone: Pass this parameter and the returned Delorean object will be normalized to this timezone. Any offsets passed as part of datetime_str will be ignored. :param dayfirst: Whether to interpret the first value in an ambiguous 3-integer date (ex. 01/05/09) as the day (True) or month (False). If yearfirst is set to True, this distinguishes between YDM and YMD. :param yearfirst: Whether to interpret the first value in an ambiguous 3-integer date (ex. 01/05/09) as the year. If True, the first number is taken to be the year, otherwise the last number is taken to be the year. .. testsetup:: from delorean import Delorean from delorean import parse .. doctest:: >>> parse('2015-01-01 00:01:02') Delorean(datetime=datetime.datetime(2015, 1, 1, 0, 1, 2), timezone='UTC') If a fixed offset is provided in the datetime_str, it will be parsed and the returned `Delorean` object will store a `pytz.FixedOffest` as it's timezone. .. doctest:: >>> parse('2015-01-01 00:01:02 -0800') Delorean(datetime=datetime.datetime(2015, 1, 1, 0, 1, 2), timezone=pytz.FixedOffset(-480)) If the timezone argument is supplied, the returned Delorean object will be in the timezone supplied. Any offsets in the datetime_str will be ignored. .. doctest:: >>> parse('2015-01-01 00:01:02 -0500', timezone='US/Pacific') Delorean(datetime=datetime.datetime(2015, 1, 1, 0, 1, 2), timezone='US/Pacific') If an unambiguous timezone is detected in the datetime string, a Delorean object with that datetime and timezone will be returned. .. doctest:: >>> parse('2015-01-01 00:01:02 PST') Delorean(datetime=datetime.datetime(2015, 1, 1, 0, 1, 2), timezone='America/Los_Angeles') However if the provided timezone is ambiguous, parse will ignore the timezone and return a `Delorean` object in UTC time. >>> parse('2015-01-01 00:01:02 EST') Delorean(datetime=datetime.datetime(2015, 1, 1, 0, 1, 2), timezone='UTC')
def parse(datetime_str, timezone=None, dayfirst=True, yearfirst=True): """ Parses a datetime string and returns a `Delorean` object. :param datetime_str: The string to be interpreted into a `Delorean` object. :param timezone: Pass this parameter and the returned Delorean object will be normalized to this timezone. Any offsets passed as part of datetime_str will be ignored. :param dayfirst: Whether to interpret the first value in an ambiguous 3-integer date (ex. 01/05/09) as the day (True) or month (False). If yearfirst is set to True, this distinguishes between YDM and YMD. :param yearfirst: Whether to interpret the first value in an ambiguous 3-integer date (ex. 01/05/09) as the year. If True, the first number is taken to be the year, otherwise the last number is taken to be the year. .. testsetup:: from delorean import Delorean from delorean import parse .. doctest:: >>> parse('2015-01-01 00:01:02') Delorean(datetime=datetime.datetime(2015, 1, 1, 0, 1, 2), timezone='UTC') If a fixed offset is provided in the datetime_str, it will be parsed and the returned `Delorean` object will store a `pytz.FixedOffest` as it's timezone. .. doctest:: >>> parse('2015-01-01 00:01:02 -0800') Delorean(datetime=datetime.datetime(2015, 1, 1, 0, 1, 2), timezone=pytz.FixedOffset(-480)) If the timezone argument is supplied, the returned Delorean object will be in the timezone supplied. Any offsets in the datetime_str will be ignored. .. doctest:: >>> parse('2015-01-01 00:01:02 -0500', timezone='US/Pacific') Delorean(datetime=datetime.datetime(2015, 1, 1, 0, 1, 2), timezone='US/Pacific') If an unambiguous timezone is detected in the datetime string, a Delorean object with that datetime and timezone will be returned. .. doctest:: >>> parse('2015-01-01 00:01:02 PST') Delorean(datetime=datetime.datetime(2015, 1, 1, 0, 1, 2), timezone='America/Los_Angeles') However if the provided timezone is ambiguous, parse will ignore the timezone and return a `Delorean` object in UTC time. >>> parse('2015-01-01 00:01:02 EST') Delorean(datetime=datetime.datetime(2015, 1, 1, 0, 1, 2), timezone='UTC') """ dt = capture(datetime_str, dayfirst=dayfirst, yearfirst=yearfirst) if timezone: dt = dt.replace(tzinfo=None) do = Delorean(datetime=dt, timezone=timezone) elif dt.tzinfo is None: # assuming datetime object passed in is UTC do = Delorean(datetime=dt, timezone='UTC') elif isinstance(dt.tzinfo, tzoffset): utcoffset = dt.tzinfo.utcoffset(None) total_seconds = ( (utcoffset.microseconds + (utcoffset.seconds + utcoffset.days * 24 * 3600) * 10**6) / 10**6) tz = pytz.FixedOffset(total_seconds / 60) dt = dt.replace(tzinfo=None) do = Delorean(dt, timezone=tz) elif isinstance(dt.tzinfo, tzlocal): tz = get_localzone() dt = dt.replace(tzinfo=None) do = Delorean(dt, timezone=tz) else: dt = pytz.utc.normalize(dt) # making dt naive so we can pass it to Delorean dt = dt.replace(tzinfo=None) # if parse string has tzinfo we return a normalized UTC # delorean object that represents the time. do = Delorean(datetime=dt, timezone='UTC') return do
(datetime_str, timezone=None, dayfirst=True, yearfirst=True)
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21,612
delorean.interface
range_daily
This an alternative way to generating sets of Delorean objects with DAILY stops
def range_daily(start=None, stop=None, timezone='UTC', count=None): """ This an alternative way to generating sets of Delorean objects with DAILY stops """ return stops(start=start, stop=stop, freq=DAILY, timezone=timezone, count=count)
(start=None, stop=None, timezone='UTC', count=None)
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21,613
delorean.interface
range_hourly
This an alternative way to generating sets of Delorean objects with HOURLY stops
def range_hourly(start=None, stop=None, timezone='UTC', count=None): """ This an alternative way to generating sets of Delorean objects with HOURLY stops """ return stops(start=start, stop=stop, freq=HOURLY, timezone=timezone, count=count)
(start=None, stop=None, timezone='UTC', count=None)
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21,614
delorean.interface
range_monthly
This an alternative way to generating sets of Delorean objects with MONTHLY stops
def range_monthly(start=None, stop=None, timezone='UTC', count=None): """ This an alternative way to generating sets of Delorean objects with MONTHLY stops """ return stops(start=start, stop=stop, freq=MONTHLY, timezone=timezone, count=count)
(start=None, stop=None, timezone='UTC', count=None)
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21,615
delorean.interface
range_yearly
This an alternative way to generating sets of Delorean objects with YEARLY stops
def range_yearly(start=None, stop=None, timezone='UTC', count=None): """ This an alternative way to generating sets of Delorean objects with YEARLY stops """ return stops(start=start, stop=stop, freq=YEARLY, timezone=timezone, count=count)
(start=None, stop=None, timezone='UTC', count=None)
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21,616
delorean.interface
stops
This will create a list of delorean objects the apply to setting possed in.
def stops(freq, interval=1, count=None, wkst=None, bysetpos=None, bymonth=None, bymonthday=None, byyearday=None, byeaster=None, byweekno=None, byweekday=None, byhour=None, byminute=None, bysecond=None, timezone='UTC', start=None, stop=None): """ This will create a list of delorean objects the apply to setting possed in. """ # check to see if datetimees passed in are naive if so process them # with given timezone. if all([(start is None or is_datetime_naive(start)), (stop is None or is_datetime_naive(stop))]): pass else: raise DeloreanInvalidDatetime('Provide a naive datetime object') # if no datetimes are passed in create a proper datetime object for # start default because default in dateutil is datetime.now() :( if start is None: start = datetime_timezone(timezone) for dt in rrule(freq, interval=interval, count=count, wkst=wkst, bysetpos=bysetpos, bymonth=bymonth, bymonthday=bymonthday, byyearday=byyearday, byeaster=byeaster, byweekno=byweekno, byweekday=byweekday, byhour=byhour, byminute=byminute, bysecond=bysecond, until=stop, dtstart=start): # make the delorean object # yield it. # doing this to make sure delorean receives a naive datetime. dt = dt.replace(tzinfo=None) d = Delorean(datetime=dt, timezone=timezone) yield d
(freq, interval=1, count=None, wkst=None, bysetpos=None, bymonth=None, bymonthday=None, byyearday=None, byeaster=None, byweekno=None, byweekday=None, byhour=None, byminute=None, bysecond=None, timezone='UTC', start=None, stop=None)
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21,617
delorean.interface
utcnow
Return a Delorean object for the current UTC date and time, setting the timezone to UTC.
def utcnow(): """ Return a Delorean object for the current UTC date and time, setting the timezone to UTC. """ return Delorean()
()
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21,618
python_usernames.validators
is_safe_username
null
def is_safe_username( username: str, whitelist=None, blacklist=None, regex=username_regex, max_length=None ) -> bool: # check for max length if max_length and len(username) > max_length: return False # check against provided regex if not re.match(regex, username): return False # ensure the word is not in the blacklist and is not a reserved word if whitelist is None: whitelist = [] if blacklist is None: blacklist = [] default_words = get_reserved_words() whitelist = set( [each_whitelisted_name.lower() for each_whitelisted_name in whitelist] ) blacklist = set( [each_blacklisted_name.lower() for each_blacklisted_name in blacklist] ) default_words = default_words - whitelist default_words = default_words.union(blacklist) return False if username.lower() in default_words else True
(username: str, whitelist=None, blacklist=None, regex=re.compile('\n ^ # beginning of string\n (?!_$) # no only _\n (?![-.]) # no - or . at the beginning\n (?!.*[_.-]{2}) # no __ or _. or ._, re.VERBOSE), max_length=None) -> bool
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21,621
smartypants
_Attr
class for instantiation of module attribute :attr:`Attr`.
class _Attr(object): """ class for instantiation of module attribute :attr:`Attr`. """ q = 1 << 0 """ flag for normal quotes (``"``) and (``'``) to curly ones. .. seealso:: :func:`convert_quotes` """ b = 1 << 1 """ flag for double quotes (````backticks''``) to curly ones. .. seealso:: :func:`convert_backticks` """ B = 1 << 2 | b """ flag for double quotes (````backticks''``) and single quotes (```single'``) to curly ones. .. seealso:: :func:`convert_backticks` and :func:`convert_single_backticks` """ mask_b = b | B d = 1 << 3 """ flag for dashes (``--``) to em-dashes. .. seealso:: :func:`convert_dashes` """ D = 1 << 4 | d """ flag for old-school typewriter dashes (``--``) to en-dashes and dashes (``---``) to em-dashes. .. seealso:: :func:`convert_dashes_oldschool` """ i = 1 << 5 | d """ flag for inverted old-school typewriter dashes (``--``) to em-dashes and dashes (``---``) to en-dashes. .. seealso:: :func:`convert_dashes_oldschool_inverted` """ mask_d = d | D | i e = 1 << 6 """ flag for dashes (``...``) to ellipses. .. seealso:: :func:`convert_ellipses` """ w = 1 << 7 """ flag for dashes (``&quot;``) to ASCII double quotes (``"``). This should be of no interest to most people, but of particular interest to anyone who writes their posts using Dreamweaver, as Dreamweaver inexplicably uses this entity to represent a literal double-quote character. SmartyPants only educates normal quotes, not entities (because ordinarily, entities are used for the explicit purpose of representing the specific character they represent). The "w" option must be used in conjunction with one (or both) of the other quote options ("q" or "b"). Thus, if you wish to apply all SmartyPants transformations (quotes, en- and em-dashes, and ellipses) and also convert ``&quot;`` entities into regular quotes so SmartyPants can educate them. """ u = 0 << 9 | 1 << 8 """ Output Unicode characters instead of numeric character references, for example, from ``&#8220;`` to left double quotation mark (``“``) (U+201C). .. seealso:: :func:`convert_entities` """ h = 1 << 9 | 0 << 8 """ Output HTML named entities instead of numeric character references, for example, from ``&#8220;`` to ``&ldquo;``. .. seealso:: :func:`convert_entities` """ s = 1 << 9 | 1 << 8 """ Output ASCII equivalents instead of numeric character references, for example, from ``&#8212;`` to ``--``. .. seealso:: :func:`convert_entities` """ mask_o = u | h | s set0 = 0 "suppress all transformations. (Do nothing.)" set1 = q | b | d | e "equivalent to :attr:`q` | :attr:`b` | :attr:`d` | :attr:`e`" set2 = q | b | D | e """ equivalent to :attr:`q` | :attr:`b` | :attr:`D` | :attr:`e` For old school en- and em- dash. """ set3 = q | b | i | e """ equivalent to :attr:`q` | :attr:`b` | :attr:`i` | :attr:`e` For inverted old school en & em- dash." """ @property def default(self): "Default value of attributes, same value as :attr:`set1`" global default_smartypants_attr return default_smartypants_attr @default.setter def default(self, attr): global default_smartypants_attr default_smartypants_attr = attr
()
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21,622
smartypants
_tags_to_skip_regex
Convert a list of skipped tags into regular expression The default *tags* are :attr:`tags_to_skip`. >>> f = _tags_to_skip_regex >>> print(f(['foo', 'bar']).pattern) <(/)?(foo|bar)[^>]*>
def _tags_to_skip_regex(tags=None): """ Convert a list of skipped tags into regular expression The default *tags* are :attr:`tags_to_skip`. >>> f = _tags_to_skip_regex >>> print(f(['foo', 'bar']).pattern) <(/)?(foo|bar)[^>]*> """ if tags is None: tags = tags_to_skip if isinstance(tags, (list, tuple)): tags = '|'.join(tags) return re.compile('<(/)?(%s)[^>]*>' % tags, re.I)
(tags=None)
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21,623
smartypants
_tokenize
Reference to an array of the tokens comprising the input string. Each token is either a tag (possibly with nested, tags contained therein, such as ``<a href="<MTFoo>">``, or a run of text between tags. Each element of the array is a two-element array; the first is either 'tag' or 'text'; the second is the actual value. Based on the _tokenize() subroutine from `Brad Choate's MTRegex plugin`__. __ http://www.bradchoate.com/past/mtregex.php
def _tokenize(text): """ Reference to an array of the tokens comprising the input string. Each token is either a tag (possibly with nested, tags contained therein, such as ``<a href="<MTFoo>">``, or a run of text between tags. Each element of the array is a two-element array; the first is either 'tag' or 'text'; the second is the actual value. Based on the _tokenize() subroutine from `Brad Choate's MTRegex plugin`__. __ http://www.bradchoate.com/past/mtregex.php """ tokens = [] tag_soup = re.compile(r'([^<]*)(<!--.*?--\s*>|<[^>]*>)', re.S) token_match = tag_soup.match(text) previous_end = 0 while token_match: if token_match.group(1): tokens.append(['text', token_match.group(1)]) # if -- in text part of comment, then it's not a comment, therefore it # should be converted. # # In HTML4 [1]: # [...] Authors should avoid putting two or more adjacent hyphens # inside comments. # # In HTML5 [2]: # [...] the comment may have text, with the additional restriction # that the text must not [...], nor contain two consecutive U+002D # HYPHEN-MINUS characters (--) # # [1]: http://www.w3.org/TR/REC-html40/intro/sgmltut.html#h-3.2.4 # [2]: http://www.w3.org/TR/html5/syntax.html#comments tag = token_match.group(2) type_ = 'tag' if tag.startswith('<!--'): # remove --[white space]> from the end of tag if '--' in tag[4:].rstrip('>').rstrip().rstrip('-'): type_ = 'text' tokens.append([type_, tag]) previous_end = token_match.end() token_match = tag_soup.match(text, token_match.end()) if previous_end < len(text): tokens.append(['text', text[previous_end:]]) return tokens
(text)
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21,624
smartypants
convert_backticks
Convert ````backticks''``-style double quotes in *text* into HTML curly quote entities. >>> print(convert_backticks("``Isn't this fun?''")) &#8220;Isn't this fun?&#8221;
def convert_backticks(text): """ Convert ````backticks''``-style double quotes in *text* into HTML curly quote entities. >>> print(convert_backticks("``Isn't this fun?''")) &#8220;Isn't this fun?&#8221; """ text = re.sub('``', '&#8220;', text) text = re.sub("''", '&#8221;', text) return text
(text)
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21,625
smartypants
convert_dashes
Convert ``--`` in *text* into em-dash HTML entities. >>> quote = 'Nothing endures but change. -- Heraclitus' >>> print(convert_dashes(quote)) Nothing endures but change. &#8212; Heraclitus
def convert_dashes(text): """ Convert ``--`` in *text* into em-dash HTML entities. >>> quote = 'Nothing endures but change. -- Heraclitus' >>> print(convert_dashes(quote)) Nothing endures but change. &#8212; Heraclitus """ text = re.sub('--', '&#8212;', text) return text
(text)
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21,626
smartypants
convert_dashes_oldschool
Convert ``--`` and ``---`` in *text* into en-dash and em-dash HTML entities, respectively. >>> quote = 'Life itself is the proper binge. --- Julia Child (1912--2004)' >>> print(convert_dashes_oldschool(quote)) Life itself is the proper binge. &#8212; Julia Child (1912&#8211;2004)
def convert_dashes_oldschool(text): """ Convert ``--`` and ``---`` in *text* into en-dash and em-dash HTML entities, respectively. >>> quote = 'Life itself is the proper binge. --- Julia Child (1912--2004)' >>> print(convert_dashes_oldschool(quote)) Life itself is the proper binge. &#8212; Julia Child (1912&#8211;2004) """ text = re.sub('---', '&#8212;', text) # em (yes, backwards) text = re.sub('--', '&#8211;', text) # en (yes, backwards) return text
(text)
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21,627
smartypants
convert_dashes_oldschool_inverted
Convert ``--`` and ``---`` in *text* into em-dash and en-dash HTML entities, respectively. Two reasons why: * First, unlike the en- and em-dash syntax supported by :func:`convert_dashes_oldschool`, it's compatible with existing entries written before SmartyPants 1.1, back when ``--`` was only used for em-dashes. * Second, em-dashes are more common than en-dashes, and so it sort of makes sense that the shortcut should be shorter to type. (Thanks to Aaron Swartz for the idea.) >>> quote = 'Dare to be naïve. -- Buckminster Fuller (1895---1983)' >>> print(convert_dashes_oldschool_inverted(quote)) Dare to be naïve. &#8212; Buckminster Fuller (1895&#8211;1983)
def convert_dashes_oldschool_inverted(text): """ Convert ``--`` and ``---`` in *text* into em-dash and en-dash HTML entities, respectively. Two reasons why: * First, unlike the en- and em-dash syntax supported by :func:`convert_dashes_oldschool`, it's compatible with existing entries written before SmartyPants 1.1, back when ``--`` was only used for em-dashes. * Second, em-dashes are more common than en-dashes, and so it sort of makes sense that the shortcut should be shorter to type. (Thanks to Aaron Swartz for the idea.) >>> quote = 'Dare to be naïve. -- Buckminster Fuller (1895---1983)' >>> print(convert_dashes_oldschool_inverted(quote)) Dare to be naïve. &#8212; Buckminster Fuller (1895&#8211;1983) """ text = re.sub('---', '&#8211;', text) # em text = re.sub('--', '&#8212;', text) # en return text
(text)
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21,628
smartypants
convert_ellipses
Convert ``...`` in *text* into ellipsis HTML entities >>> print(convert_ellipses('Huh...?')) Huh&#8230;?
def convert_ellipses(text): """ Convert ``...`` in *text* into ellipsis HTML entities >>> print(convert_ellipses('Huh...?')) Huh&#8230;? """ text = re.sub(r"""\.\.\.""", '&#8230;', text) text = re.sub(r"""\. \. \.""", '&#8230;', text) return text
(text)
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21,629
smartypants
convert_entities
Convert numeric character references to, if *mode* is - *0*: Unicode characters - *1*: HTML named entities - *2*: ASCII equivalents >>> print(convert_entities('&#8216;', 0)) ‘ >>> print(convert_entities('&#8216;SmartyPants&#8217;', 1)) &lsquo;SmartyPants&rsquo; >>> print(convert_entities('&#8220;Hello &#8212; world.&#8221;', 2)) "Hello -- world."
def convert_entities(text, mode): """ Convert numeric character references to, if *mode* is - *0*: Unicode characters - *1*: HTML named entities - *2*: ASCII equivalents >>> print(convert_entities('&#8216;', 0)) ‘ >>> print(convert_entities('&#8216;SmartyPants&#8217;', 1)) &lsquo;SmartyPants&rsquo; >>> print(convert_entities('&#8220;Hello &#8212; world.&#8221;', 2)) "Hello -- world." """ CTBL = { '&#8211;': ('–', '&ndash;', '-'), '&#8212;': ('—', '&mdash;', '--'), '&#8216;': ('‘', '&lsquo;', "'"), '&#8217;': ('’', '&rsquo;', "'"), '&#8220;': ('“', '&ldquo;', '"'), '&#8221;': ('”', '&rdquo;', '"'), '&#8230;': ('…', '&hellip;', '...'), } for k, v in CTBL.items(): text = text.replace(k, v[mode]) return text
(text, mode)
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21,630
smartypants
convert_quotes
Convert quotes in *text* into HTML curly quote entities. >>> print(convert_quotes('"Isn\'t this fun?"')) &#8220;Isn&#8217;t this fun?&#8221;
def convert_quotes(text): """ Convert quotes in *text* into HTML curly quote entities. >>> print(convert_quotes('"Isn\\'t this fun?"')) &#8220;Isn&#8217;t this fun?&#8221; """ punct_class = r"""[!"#\$\%'()*+,-.\/:;<=>?\@\[\\\]\^_`{|}~]""" # Special case if the very first character is a quote # followed by punctuation at a non-word-break. Close the quotes by brute # force: text = re.sub(r"""^'(?=%s\\B)""" % (punct_class,), '&#8217;', text) text = re.sub(r"""^"(?=%s\\B)""" % (punct_class,), '&#8221;', text) # Special case for double sets of quotes, e.g.: # <p>He said, "'Quoted' words in a larger quote."</p> text = re.sub(r""""'(?=\w)""", '&#8220;&#8216;', text) text = re.sub(r"""'"(?=\w)""", '&#8216;&#8220;', text) # Special case for decade abbreviations (the '80s): text = re.sub(r"""\b'(?=\d{2}s)""", '&#8217;', text) close_class = r'[^\ \t\r\n\[\{\(\-]' dec_dashes = '&#8211;|&#8212;' # Get most opening single quotes: opening_single_quotes_regex = re.compile(r""" ( \s | # a whitespace char, or &nbsp; | # a non-breaking space entity, or -- | # dashes, or &[mn]dash; | # named dash entities %s | # or decimal entities &\#x201[34]; # or hex ) ' # the quote (?=\w) # followed by a word character """ % (dec_dashes,), re.VERBOSE) text = opening_single_quotes_regex.sub(r'\1&#8216;', text) closing_single_quotes_regex = re.compile(r""" (%s) ' (?!\s | s\b | \d) """ % (close_class,), re.VERBOSE) text = closing_single_quotes_regex.sub(r'\1&#8217;', text) closing_single_quotes_regex = re.compile(r""" (%s) ' (\s | s\b) """ % (close_class,), re.VERBOSE) text = closing_single_quotes_regex.sub(r'\1&#8217;\2', text) # Any remaining single quotes should be opening ones: text = re.sub("'", '&#8216;', text) # Get most opening double quotes: opening_double_quotes_regex = re.compile(r""" ( \s | # a whitespace char, or &nbsp; | # a non-breaking space entity, or -- | # dashes, or &[mn]dash; | # named dash entities %s | # or decimal entities &\#x201[34]; # or hex ) " # the quote (?=\w) # followed by a word character """ % (dec_dashes,), re.VERBOSE) text = opening_double_quotes_regex.sub(r'\1&#8220;', text) # Double closing quotes: closing_double_quotes_regex = re.compile(r""" #(%s)? # character that indicates the quote should be closing " (?=\s) """ % (close_class,), re.VERBOSE) text = closing_double_quotes_regex.sub('&#8221;', text) closing_double_quotes_regex = re.compile(r""" (%s) # character that indicates the quote should be closing " """ % (close_class,), re.VERBOSE) text = closing_double_quotes_regex.sub(r'\1&#8221;', text) # Any remaining quotes should be opening ones. text = re.sub('"', '&#8220;', text) return text
(text)
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21,631
smartypants
convert_single_backticks
Convert ```backticks'``-style single quotes in *text* into HTML curly quote entities. >>> print(convert_single_backticks("`Isn't this fun?'")) &#8216;Isn&#8217;t this fun?&#8217;
def convert_single_backticks(text): """ Convert ```backticks'``-style single quotes in *text* into HTML curly quote entities. >>> print(convert_single_backticks("`Isn't this fun?'")) &#8216;Isn&#8217;t this fun?&#8217; """ text = re.sub('`', '&#8216;', text) text = re.sub("'", '&#8217;', text) return text
(text)
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21,632
smartypants
process_escapes
Processe the following backslash escape sequences in *text*. This is useful if you want to force a "dumb" quote or other character to appear. +--------+-----------+-----------+ | Escape | Value | Character | +========+===========+===========+ | ``\\`` | ``&#92;`` | ``\`` | +--------+-----------+-----------+ | ``\"`` | ``&#34;`` | ``"`` | +--------+-----------+-----------+ | ``\'`` | ``&#39;`` | ``'`` | +--------+-----------+-----------+ | ``\.`` | ``&#46;`` | ``.`` | +--------+-----------+-----------+ | ``\-`` | ``&#45;`` | ``-`` | +--------+-----------+-----------+ | ``\``` | ``&#96;`` | ``\``` | +--------+-----------+-----------+ >>> print(process_escapes(r'\\')) &#92; >>> print(smartypants(r'"smarty" \"pants\"')) &#8220;smarty&#8221; &#34;pants&#34;
def process_escapes(text): r""" Processe the following backslash escape sequences in *text*. This is useful if you want to force a "dumb" quote or other character to appear. +--------+-----------+-----------+ | Escape | Value | Character | +========+===========+===========+ | ``\\`` | ``&#92;`` | ``\`` | +--------+-----------+-----------+ | ``\"`` | ``&#34;`` | ``"`` | +--------+-----------+-----------+ | ``\'`` | ``&#39;`` | ``'`` | +--------+-----------+-----------+ | ``\.`` | ``&#46;`` | ``.`` | +--------+-----------+-----------+ | ``\-`` | ``&#45;`` | ``-`` | +--------+-----------+-----------+ | ``\``` | ``&#96;`` | ``\``` | +--------+-----------+-----------+ >>> print(process_escapes(r'\\')) &#92; >>> print(smartypants(r'"smarty" \"pants\"')) &#8220;smarty&#8221; &#34;pants&#34; """ text = re.sub(r'\\\\', '&#92;', text) text = re.sub(r'\\"', '&#34;', text) text = re.sub(r"\\'", '&#39;', text) text = re.sub(r'\\\.', '&#46;', text) text = re.sub(r'\\-', '&#45;', text) text = re.sub(r'\\`', '&#96;', text) return text
(text)
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21,634
smartypants
smartypants
SmartyPants function >>> print(smartypants('"foo" -- bar')) &#8220;foo&#8221; &#8212; bar >>> print(smartypants('"foo" -- bar', Attr.d)) "foo" &#8212; bar
def smartypants(text, attr=None): """ SmartyPants function >>> print(smartypants('"foo" -- bar')) &#8220;foo&#8221; &#8212; bar >>> print(smartypants('"foo" -- bar', Attr.d)) "foo" &#8212; bar """ skipped_tag_stack = [] if attr is None: attr = Attr.default do_quotes = attr & Attr.q do_backticks = attr & Attr.mask_b do_dashes = attr & Attr.mask_d do_ellipses = attr & Attr.e do_entities = attr & Attr.mask_o convert_quot = attr & Attr.w tokens = _tokenize(text) result = [] in_pre = False prev_token_last_char = "" # This is a cheat, used to get some context # for one-character tokens that consist of # just a quote char. What we do is remember # the last character of the previous text # token, to use as context to curl single- # character quote tokens correctly. tags_to_skip_regex = _tags_to_skip_regex() for cur_token in tokens: if cur_token[0] == "tag": # Don't mess with quotes inside some tags. This does not handle # self <closing/> tags! result.append(cur_token[1]) skip_match = tags_to_skip_regex.match(cur_token[1]) if skip_match: if not skip_match.group(1): skipped_tag_stack.append(skip_match.group(2).lower()) in_pre = True else: if len(skipped_tag_stack) > 0: _tag = skipped_tag_stack[-1] if skip_match.group(2).lower() == _tag: skipped_tag_stack.pop() else: pass # This close doesn't match the open. This isn't # XHTML. We should barf here. if len(skipped_tag_stack) == 0: in_pre = False else: t = cur_token[1] # Remember last char of this token before processing. last_char = t[-1:] if not in_pre: t = process_escapes(t) if convert_quot: t = re.sub('&quot;', '"', t) if do_dashes: if do_dashes == Attr.d: t = convert_dashes(t) if do_dashes == Attr.D: t = convert_dashes_oldschool(t) if do_dashes == Attr.i: t = convert_dashes_oldschool_inverted(t) if do_ellipses: t = convert_ellipses(t) # Note: backticks need to be processed before quotes. if do_backticks == Attr.b: t = convert_backticks(t) if do_backticks == Attr.B: t = convert_single_backticks(t) if do_quotes: if t == "'": # Special case: single-character ' token if re.match("\S", prev_token_last_char): t = "&#8217;" else: t = "&#8216;" elif t == '"': # Special case: single-character " token if re.match("\S", prev_token_last_char): t = "&#8221;" else: t = "&#8220;" else: # Normal case: t = convert_quotes(t) if do_entities: mode = (0 if do_entities == Attr.u else 1 if do_entities == Attr.h else 2 if do_entities == Attr.s else 3) # would result in key error t = convert_entities(t, mode) prev_token_last_char = last_char result.append(t) return "".join(result)
(text, attr=None)
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21,635
auto_gptq.modeling.auto
AutoGPTQForCausalLM
null
class AutoGPTQForCausalLM: def __init__(self): raise EnvironmentError( "AutoGPTQModelForCausalLM is designed to be instantiated\n" "using `AutoGPTQModelForCausalLM.from_pretrained` if want to quantize a pretrained model.\n" "using `AutoGPTQModelForCausalLM.from_quantized` if want to inference with quantized model." ) @classmethod def from_pretrained( cls, pretrained_model_name_or_path: str, quantize_config: BaseQuantizeConfig, max_memory: Optional[dict] = None, trust_remote_code: bool = False, **model_init_kwargs, ) -> BaseGPTQForCausalLM: model_type = check_and_get_model_type(pretrained_model_name_or_path, trust_remote_code) return GPTQ_CAUSAL_LM_MODEL_MAP[model_type].from_pretrained( pretrained_model_name_or_path=pretrained_model_name_or_path, quantize_config=quantize_config, max_memory=max_memory, trust_remote_code=trust_remote_code, **model_init_kwargs, ) @classmethod def from_quantized( cls, model_name_or_path: Optional[str], device_map: Optional[Union[str, Dict[str, Union[str, int]]]] = None, max_memory: Optional[dict] = None, device: Optional[Union[str, int]] = None, low_cpu_mem_usage: bool = False, use_triton: bool = False, inject_fused_attention: bool = False, inject_fused_mlp: bool = False, use_cuda_fp16: bool = True, quantize_config: Optional[BaseQuantizeConfig] = None, model_basename: Optional[str] = None, use_safetensors: bool = True, trust_remote_code: bool = False, warmup_triton: bool = False, trainable: bool = False, disable_exllama: Optional[bool] = None, disable_exllamav2: bool = False, use_marlin: bool = False, **kwargs, ) -> BaseGPTQForCausalLM: # If disable_exllamav2 is True, we want to fall back on the exllama kernel and not the cuda/cuda_old ones. if disable_exllama is None: if disable_exllamav2: disable_exllama = False else: disable_exllama = True model_type = check_and_get_model_type(model_name_or_path, trust_remote_code) quant_func = GPTQ_CAUSAL_LM_MODEL_MAP[model_type].from_quantized # A static list of kwargs needed for huggingface_hub huggingface_kwargs = [ "cache_dir", "force_download", "proxies", "resume_download", "local_files_only", "use_auth_token", "revision", "subfolder", "_raise_exceptions_for_missing_entries", "_commit_hash", ] # TODO: do we need this filtering of kwargs? @PanQiWei is there a reason we can't just pass all kwargs? keywords = { key: kwargs[key] for key in list(signature(quant_func).parameters.keys()) + huggingface_kwargs if key in kwargs } return quant_func( model_name_or_path=model_name_or_path, device_map=device_map, max_memory=max_memory, device=device, low_cpu_mem_usage=low_cpu_mem_usage, use_triton=use_triton, inject_fused_attention=inject_fused_attention, inject_fused_mlp=inject_fused_mlp, use_cuda_fp16=use_cuda_fp16, quantize_config=quantize_config, model_basename=model_basename, use_safetensors=use_safetensors, trust_remote_code=trust_remote_code, warmup_triton=warmup_triton, trainable=trainable, disable_exllama=disable_exllama, disable_exllamav2=disable_exllamav2, use_marlin=use_marlin, **keywords, )
()
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21,636
auto_gptq.modeling.auto
__init__
null
def __init__(self): raise EnvironmentError( "AutoGPTQModelForCausalLM is designed to be instantiated\n" "using `AutoGPTQModelForCausalLM.from_pretrained` if want to quantize a pretrained model.\n" "using `AutoGPTQModelForCausalLM.from_quantized` if want to inference with quantized model." )
(self)
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21,637
auto_gptq.modeling._base
BaseQuantizeConfig
BaseQuantizeConfig(bits: int = 4, group_size: int = -1, damp_percent: float = 0.01, desc_act: bool = True, static_groups: bool = False, sym: bool = True, true_sequential: bool = True, is_marlin_format: bool = False, model_name_or_path: Optional[str] = None, model_file_base_name: Optional[str] = None, awq_gemm_checkpoint: Optional[bool] = False)
class BaseQuantizeConfig(PushToHubMixin): bits: int = field(default=4, metadata={"choices": [2, 3, 4, 8]}) group_size: int = field(default=-1) damp_percent: float = field(default=0.01) desc_act: bool = field(default=True) static_groups: bool = field(default=False) sym: bool = field(default=True) true_sequential: bool = field(default=True) is_marlin_format: bool = field(default=False) model_name_or_path: Optional[str] = field(default=None) model_file_base_name: Optional[str] = field(default=None) awq_gemm_checkpoint: Optional[bool] = field(default=False) def __post_init__(self): fields_info = fields(self) if self.bits not in fields_info[0].metadata["choices"]: raise ValueError(f"only support quantize to {fields_info[0].metadata['choices']} bits.") if self.group_size != -1 and self.group_size <= 0: raise ValueError("unless equal to -1, group_size must greater then 0.") if not (0 < self.damp_percent < 1): raise ValueError("damp_percent must between 0 and 1.") def save_pretrained(self, save_dir: str, **kwargs): with open(join(save_dir, "quantize_config.json"), "w", encoding="utf-8") as f: json.dump(self.to_dict(), f, indent=2) @classmethod def from_pretrained(cls, save_dir: str, **kwargs): # Parameters related to loading from Hugging Face Hub cache_dir = kwargs.pop("cache_dir", None) force_download = kwargs.pop("force_download", False) resume_download = kwargs.pop("resume_download", False) proxies = kwargs.pop("proxies", None) local_files_only = kwargs.pop("local_files_only", False) use_auth_token = kwargs.pop("use_auth_token", None) revision = kwargs.pop("revision", None) subfolder = kwargs.pop("subfolder", None) commit_hash = kwargs.pop("_commit_hash", None) transformers_config = False for quantize_config_filename in [ "quantize_config.json", "quant_config.json", "config.json", ]: if os.path.isdir(save_dir): # Local resolved_config_file = join(save_dir, quantize_config_filename) else: # Remote resolved_config_file = cached_file( save_dir, quantize_config_filename, cache_dir=cache_dir, force_download=force_download, resume_download=resume_download, proxies=proxies, use_auth_token=use_auth_token, revision=revision, local_files_only=local_files_only, subfolder=subfolder, _raise_exceptions_for_missing_entries=False, _raise_exceptions_for_connection_errors=False, _commit_hash=commit_hash, ) if resolved_config_file is not None: if quantize_config_filename == "config.json": transformers_config = True break if resolved_config_file is None: raise ValueError( "No quantize_config.json, quant_config.json or config.json file was found in the model repository." ) field_names = [field.name for field in fields(cls)] with open(resolved_config_file, "r", encoding="utf-8") as f: args_from_json = json.load(f) if transformers_config: args_from_json = args_from_json["quantization_config"] filtered_args = {"awq_gemm_checkpoint": False} for key, val in args_from_json.items(): if key == "version" and val == "GEMM": filtered_args["awq_gemm_checkpoint"] = True elif key in field_names: filtered_args[key] = val elif key in SYNONYMS and SYNONYMS[key] in field_names: filtered_args[SYNONYMS[key]] = val else: logger.warning(f"ignoring unknown parameter in {quantize_config_filename}: {key}.") if filtered_args["awq_gemm_checkpoint"]: # AWQ does not reorder the rows. filtered_args["desc_act"] = False if "sym" not in args_from_json: logger.warning( f"The quantization configuration {quantize_config_filename} does not contain an entry `sym` (symetric quantization). This may result in silent errors." ) return cls(**filtered_args) def to_dict(self): return { "bits": self.bits, "group_size": self.group_size, "damp_percent": self.damp_percent, "desc_act": self.desc_act, "static_groups": self.static_groups, "sym": self.sym, "true_sequential": self.true_sequential, "model_name_or_path": self.model_name_or_path, "model_file_base_name": self.model_file_base_name, "is_marlin_format": self.is_marlin_format, "quant_method": "gptq", }
(bits: int = 4, group_size: int = -1, damp_percent: float = 0.01, desc_act: bool = True, static_groups: bool = False, sym: bool = True, true_sequential: bool = True, is_marlin_format: bool = False, model_name_or_path: Optional[str] = None, model_file_base_name: Optional[str] = None, awq_gemm_checkpoint: Optional[bool] = False) -> None
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21,638
auto_gptq.modeling._base
__eq__
null
import copy import json import logging import os from dataclasses import dataclass, field, fields from os.path import isdir, join from typing import Dict, List, Optional, Union import accelerate import huggingface_hub import torch import torch.nn as nn import transformers from accelerate.hooks import remove_hook_from_module from safetensors import safe_open from safetensors.torch import load_file as safe_load from safetensors.torch import save_file as safe_save from tqdm import tqdm from transformers import AutoConfig, AutoModelForCausalLM, PreTrainedModel from transformers.modeling_utils import no_init_weights from transformers.utils.generic import ContextManagers from transformers.utils.hub import ( CommitOperationAdd, PushToHubMixin, cached_file, create_commit, create_repo, ) from ..nn_modules._fused_base import FusedBaseAttentionModule, FusedBaseMLPModule from ..nn_modules.qlinear import GeneralQuantLinear from ..quantization import GPTQ from ..utils.data_utils import collate_data from ..utils.import_utils import ( AUTOGPTQ_CUDA_AVAILABLE, EXLLAMA_KERNELS_AVAILABLE, EXLLAMAV2_KERNELS_AVAILABLE, MARLIN_AVAILABLE, QIGEN_AVAILABLE, TRITON_AVAILABLE, dynamically_import_QuantLinear, ) from ..utils.marlin_utils import ( _validate_marlin_compatibility, _validate_marlin_device_support, prepare_model_for_marlin_load, ) from ._const import CPU, CUDA_0, SUPPORTED_MODELS from ._utils import ( autogptq_post_init, find_layers, get_checkpoints, get_device, get_module_by_name_prefix, get_module_by_name_suffix, make_quant, make_sure_no_tensor_in_meta_device, move_to_device, pack_from_tensors, pack_model, preprocess_checkpoint_qigen, simple_dispatch_model, unpack_awq, ) logger = logging.getLogger(__name__) handler = logging.StreamHandler() formatter = logging.Formatter("%(levelname)s - %(message)s") handler.setFormatter(formatter) logger.addHandler(handler) logger.setLevel(logging.INFO) SYNONYMS = { "w_bit": "bits", "q_group_size": "group_size", } @dataclass class BaseQuantizeConfig(PushToHubMixin): bits: int = field(default=4, metadata={"choices": [2, 3, 4, 8]}) group_size: int = field(default=-1) damp_percent: float = field(default=0.01) desc_act: bool = field(default=True) static_groups: bool = field(default=False) sym: bool = field(default=True) true_sequential: bool = field(default=True) is_marlin_format: bool = field(default=False) model_name_or_path: Optional[str] = field(default=None) model_file_base_name: Optional[str] = field(default=None) awq_gemm_checkpoint: Optional[bool] = field(default=False) def __post_init__(self): fields_info = fields(self) if self.bits not in fields_info[0].metadata["choices"]: raise ValueError(f"only support quantize to {fields_info[0].metadata['choices']} bits.") if self.group_size != -1 and self.group_size <= 0: raise ValueError("unless equal to -1, group_size must greater then 0.") if not (0 < self.damp_percent < 1): raise ValueError("damp_percent must between 0 and 1.") def save_pretrained(self, save_dir: str, **kwargs): with open(join(save_dir, "quantize_config.json"), "w", encoding="utf-8") as f: json.dump(self.to_dict(), f, indent=2) @classmethod def from_pretrained(cls, save_dir: str, **kwargs): # Parameters related to loading from Hugging Face Hub cache_dir = kwargs.pop("cache_dir", None) force_download = kwargs.pop("force_download", False) resume_download = kwargs.pop("resume_download", False) proxies = kwargs.pop("proxies", None) local_files_only = kwargs.pop("local_files_only", False) use_auth_token = kwargs.pop("use_auth_token", None) revision = kwargs.pop("revision", None) subfolder = kwargs.pop("subfolder", None) commit_hash = kwargs.pop("_commit_hash", None) transformers_config = False for quantize_config_filename in [ "quantize_config.json", "quant_config.json", "config.json", ]: if os.path.isdir(save_dir): # Local resolved_config_file = join(save_dir, quantize_config_filename) else: # Remote resolved_config_file = cached_file( save_dir, quantize_config_filename, cache_dir=cache_dir, force_download=force_download, resume_download=resume_download, proxies=proxies, use_auth_token=use_auth_token, revision=revision, local_files_only=local_files_only, subfolder=subfolder, _raise_exceptions_for_missing_entries=False, _raise_exceptions_for_connection_errors=False, _commit_hash=commit_hash, ) if resolved_config_file is not None: if quantize_config_filename == "config.json": transformers_config = True break if resolved_config_file is None: raise ValueError( "No quantize_config.json, quant_config.json or config.json file was found in the model repository." ) field_names = [field.name for field in fields(cls)] with open(resolved_config_file, "r", encoding="utf-8") as f: args_from_json = json.load(f) if transformers_config: args_from_json = args_from_json["quantization_config"] filtered_args = {"awq_gemm_checkpoint": False} for key, val in args_from_json.items(): if key == "version" and val == "GEMM": filtered_args["awq_gemm_checkpoint"] = True elif key in field_names: filtered_args[key] = val elif key in SYNONYMS and SYNONYMS[key] in field_names: filtered_args[SYNONYMS[key]] = val else: logger.warning(f"ignoring unknown parameter in {quantize_config_filename}: {key}.") if filtered_args["awq_gemm_checkpoint"]: # AWQ does not reorder the rows. filtered_args["desc_act"] = False if "sym" not in args_from_json: logger.warning( f"The quantization configuration {quantize_config_filename} does not contain an entry `sym` (symetric quantization). This may result in silent errors." ) return cls(**filtered_args) def to_dict(self): return { "bits": self.bits, "group_size": self.group_size, "damp_percent": self.damp_percent, "desc_act": self.desc_act, "static_groups": self.static_groups, "sym": self.sym, "true_sequential": self.true_sequential, "model_name_or_path": self.model_name_or_path, "model_file_base_name": self.model_file_base_name, "is_marlin_format": self.is_marlin_format, "quant_method": "gptq", }
(self, other)
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-0.015631278976798058, 0.01649002730846405, -0.02267506532371044 ]
21,640
auto_gptq.modeling._base
__post_init__
null
def __post_init__(self): fields_info = fields(self) if self.bits not in fields_info[0].metadata["choices"]: raise ValueError(f"only support quantize to {fields_info[0].metadata['choices']} bits.") if self.group_size != -1 and self.group_size <= 0: raise ValueError("unless equal to -1, group_size must greater then 0.") if not (0 < self.damp_percent < 1): raise ValueError("damp_percent must between 0 and 1.")
(self)
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21,641
auto_gptq.modeling._base
__repr__
null
def __init__( self, model: PreTrainedModel, quantized: bool, quantize_config: BaseQuantizeConfig, is_triton_backend: bool = False, injected_fused_attention: bool = False, injected_fused_mlp: bool = False, trainable: bool = False, ): super().__init__() self.model = model self.model_type = self.model.config.model_type self._quantized = quantized self.quantize_config = quantize_config self.config = self.model.config self.is_triton_backend = is_triton_backend self.injected_fused_attention = injected_fused_attention self.injected_fused_mlp = injected_fused_mlp self.trainable = trainable
(self)
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21,645
transformers.utils.hub
push_to_hub
Upload the {object_files} to the 🤗 Model Hub. Parameters: repo_id (`str`): The name of the repository you want to push your {object} to. It should contain your organization name when pushing to a given organization. use_temp_dir (`bool`, *optional*): Whether or not to use a temporary directory to store the files saved before they are pushed to the Hub. Will default to `True` if there is no directory named like `repo_id`, `False` otherwise. commit_message (`str`, *optional*): Message to commit while pushing. Will default to `"Upload {object}"`. private (`bool`, *optional*): Whether or not the repository created should be private. token (`bool` or `str`, *optional*): The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated when running `huggingface-cli login` (stored in `~/.huggingface`). Will default to `True` if `repo_url` is not specified. max_shard_size (`int` or `str`, *optional*, defaults to `"5GB"`): Only applicable for models. The maximum size for a checkpoint before being sharded. Checkpoints shard will then be each of size lower than this size. If expressed as a string, needs to be digits followed by a unit (like `"5MB"`). We default it to `"5GB"` so that users can easily load models on free-tier Google Colab instances without any CPU OOM issues. create_pr (`bool`, *optional*, defaults to `False`): Whether or not to create a PR with the uploaded files or directly commit. safe_serialization (`bool`, *optional*, defaults to `True`): Whether or not to convert the model weights in safetensors format for safer serialization. revision (`str`, *optional*): Branch to push the uploaded files to. commit_description (`str`, *optional*): The description of the commit that will be created tags (`List[str]`, *optional*): List of tags to push on the Hub. Examples: ```python from transformers import {object_class} {object} = {object_class}.from_pretrained("google-bert/bert-base-cased") # Push the {object} to your namespace with the name "my-finetuned-bert". {object}.push_to_hub("my-finetuned-bert") # Push the {object} to an organization with the name "my-finetuned-bert". {object}.push_to_hub("huggingface/my-finetuned-bert") ```
def push_to_hub( self, repo_id: str, use_temp_dir: Optional[bool] = None, commit_message: Optional[str] = None, private: Optional[bool] = None, token: Optional[Union[bool, str]] = None, max_shard_size: Optional[Union[int, str]] = "5GB", create_pr: bool = False, safe_serialization: bool = True, revision: str = None, commit_description: str = None, tags: Optional[List[str]] = None, **deprecated_kwargs, ) -> str: """ Upload the {object_files} to the 🤗 Model Hub. Parameters: repo_id (`str`): The name of the repository you want to push your {object} to. It should contain your organization name when pushing to a given organization. use_temp_dir (`bool`, *optional*): Whether or not to use a temporary directory to store the files saved before they are pushed to the Hub. Will default to `True` if there is no directory named like `repo_id`, `False` otherwise. commit_message (`str`, *optional*): Message to commit while pushing. Will default to `"Upload {object}"`. private (`bool`, *optional*): Whether or not the repository created should be private. token (`bool` or `str`, *optional*): The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated when running `huggingface-cli login` (stored in `~/.huggingface`). Will default to `True` if `repo_url` is not specified. max_shard_size (`int` or `str`, *optional*, defaults to `"5GB"`): Only applicable for models. The maximum size for a checkpoint before being sharded. Checkpoints shard will then be each of size lower than this size. If expressed as a string, needs to be digits followed by a unit (like `"5MB"`). We default it to `"5GB"` so that users can easily load models on free-tier Google Colab instances without any CPU OOM issues. create_pr (`bool`, *optional*, defaults to `False`): Whether or not to create a PR with the uploaded files or directly commit. safe_serialization (`bool`, *optional*, defaults to `True`): Whether or not to convert the model weights in safetensors format for safer serialization. revision (`str`, *optional*): Branch to push the uploaded files to. commit_description (`str`, *optional*): The description of the commit that will be created tags (`List[str]`, *optional*): List of tags to push on the Hub. Examples: ```python from transformers import {object_class} {object} = {object_class}.from_pretrained("google-bert/bert-base-cased") # Push the {object} to your namespace with the name "my-finetuned-bert". {object}.push_to_hub("my-finetuned-bert") # Push the {object} to an organization with the name "my-finetuned-bert". {object}.push_to_hub("huggingface/my-finetuned-bert") ``` """ use_auth_token = deprecated_kwargs.pop("use_auth_token", None) ignore_metadata_errors = deprecated_kwargs.pop("ignore_metadata_errors", False) if use_auth_token is not None: warnings.warn( "The `use_auth_token` argument is deprecated and will be removed in v5 of Transformers. Please use `token` instead.", FutureWarning, ) if token is not None: raise ValueError( "`token` and `use_auth_token` are both specified. Please set only the argument `token`." ) token = use_auth_token repo_path_or_name = deprecated_kwargs.pop("repo_path_or_name", None) if repo_path_or_name is not None: # Should use `repo_id` instead of `repo_path_or_name`. When using `repo_path_or_name`, we try to infer # repo_id from the folder path, if it exists. warnings.warn( "The `repo_path_or_name` argument is deprecated and will be removed in v5 of Transformers. Use " "`repo_id` instead.", FutureWarning, ) if repo_id is not None: raise ValueError( "`repo_id` and `repo_path_or_name` are both specified. Please set only the argument `repo_id`." ) if os.path.isdir(repo_path_or_name): # repo_path: infer repo_id from the path repo_id = repo_id.split(os.path.sep)[-1] working_dir = repo_id else: # repo_name: use it as repo_id repo_id = repo_path_or_name working_dir = repo_id.split("/")[-1] else: # Repo_id is passed correctly: infer working_dir from it working_dir = repo_id.split("/")[-1] # Deprecation warning will be sent after for repo_url and organization repo_url = deprecated_kwargs.pop("repo_url", None) organization = deprecated_kwargs.pop("organization", None) repo_id = self._create_repo( repo_id, private=private, token=token, repo_url=repo_url, organization=organization ) # Create a new empty model card and eventually tag it model_card = create_and_tag_model_card( repo_id, tags, token=token, ignore_metadata_errors=ignore_metadata_errors ) if use_temp_dir is None: use_temp_dir = not os.path.isdir(working_dir) with working_or_temp_dir(working_dir=working_dir, use_temp_dir=use_temp_dir) as work_dir: files_timestamps = self._get_files_timestamps(work_dir) # Save all files. self.save_pretrained(work_dir, max_shard_size=max_shard_size, safe_serialization=safe_serialization) # Update model card if needed: model_card.save(os.path.join(work_dir, "README.md")) return self._upload_modified_files( work_dir, repo_id, files_timestamps, commit_message=commit_message, token=token, create_pr=create_pr, revision=revision, commit_description=commit_description, )
(self, repo_id: str, use_temp_dir: Optional[bool] = None, commit_message: Optional[str] = None, private: Optional[bool] = None, token: Union[bool, str, NoneType] = None, max_shard_size: Union[int, str, NoneType] = '5GB', create_pr: bool = False, safe_serialization: bool = True, revision: Optional[str] = None, commit_description: Optional[str] = None, tags: Optional[List[str]] = None, **deprecated_kwargs) -> str
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21,646
auto_gptq.modeling._base
save_pretrained
null
def save_pretrained(self, save_dir: str, **kwargs): with open(join(save_dir, "quantize_config.json"), "w", encoding="utf-8") as f: json.dump(self.to_dict(), f, indent=2)
(self, save_dir: str, **kwargs)
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21,647
auto_gptq.modeling._base
to_dict
null
def to_dict(self): return { "bits": self.bits, "group_size": self.group_size, "damp_percent": self.damp_percent, "desc_act": self.desc_act, "static_groups": self.static_groups, "sym": self.sym, "true_sequential": self.true_sequential, "model_name_or_path": self.model_name_or_path, "model_file_base_name": self.model_file_base_name, "is_marlin_format": self.is_marlin_format, "quant_method": "gptq", }
(self)
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21,648
auto_gptq.utils.exllama_utils
exllama_set_max_input_length
This method does not necessarily require `model` to inherit from BaseGPTQForCausalLM. When using the exllama backend with act-order, it is necessary to initialize a buffer that depends on the maximum expected input length. In case the default used (EXLLAMA_DEFAULT_MAX_INPUT_LENGTH) is too short, this method can be called to extend the buffer size without reloading the whole model.
def exllama_set_max_input_length(model, max_input_length: int): """ This method does not necessarily require `model` to inherit from BaseGPTQForCausalLM. When using the exllama backend with act-order, it is necessary to initialize a buffer that depends on the maximum expected input length. In case the default used (EXLLAMA_DEFAULT_MAX_INPUT_LENGTH) is too short, this method can be called to extend the buffer size without reloading the whole model. """ # The import is set here to avoid a global import. Arguably this is quite ugly, it would be better to have lazy loading. from exllama_kernels import cleanup_buffers_cuda, prepare_buffers if not model.quantize_config.desc_act: raise ValueError( "The method exllama_set_max_input_length should be called only when using the exllama backend **with act-order**." ) uses_exllama = False for name, submodule in model.named_modules(): if isinstance(submodule, ExllamaQuantLinear): uses_exllama = True if not uses_exllama: raise ValueError( f"The function exllama_set_max_input_length was called, but the model (instance of {model.__class__.__name__}) does not use the exllama backend for GPTQ. An other implementation is used (exllamav2, cuda, cuda-old, triton) and that the call to exllama_set_max_input_length is unnecessary. Please remove the call to exllama_set_max_input_length or use the exllama v1 backend." ) device_to_buffers_size = {} for device, buffers in model.device_to_buffers.items(): device_to_buffers_size[device] = { "max_dq_buffer_size": buffers["max_dq_buffer_size"], "max_inner_outer_dim": buffers["max_inner_outer_dim"], } # For an unknown reason calling just `del model.device_to_buffers` raises an AttributeError. for key in list(model.device_to_buffers.keys()): del model.device_to_buffers[key] model.device_to_buffers = None del model.device_to_buffers gc.collect() torch.cuda.empty_cache() cleanup_buffers_cuda() device_to_buffers = {} for device, buffers_size in device_to_buffers_size.items(): # The temp_state buffer is required to reorder X in the act-order case. # The temp_dq buffer is required to dequantize weights when using cuBLAS, typically for the prefill. device_to_buffers[device] = { "temp_state": torch.zeros( (max_input_length, buffers_size["max_inner_outer_dim"]), dtype=torch.float16, device=device, ), "temp_dq": torch.zeros( (1, buffers_size["max_dq_buffer_size"]), dtype=torch.float16, device=device, ), "max_dq_buffer_size": buffers_size["max_dq_buffer_size"], "max_inner_outer_dim": buffers_size["max_inner_outer_dim"], } prepare_buffers( device, device_to_buffers[device]["temp_state"], device_to_buffers[device]["temp_dq"], ) # Buffers need to be persistent to avoid any bug. model.device_to_buffers = device_to_buffers return model
(model, max_input_length: int)
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21,649
auto_gptq.utils.peft_utils
get_gptq_peft_model
null
def get_gptq_peft_model( model: BaseGPTQForCausalLM, peft_config: PeftConfig = None, model_id: str = None, adapter_name: str = "default", auto_find_all_linears: bool = True, train_mode: bool = False, ): if train_mode and not model.trainable: model.enable_trainable_mode() if train_mode and not peft_config: raise ValueError("peft_config not specified when in train mode.") if not train_mode and not model_id: raise ValueError("model_id(where to load adapters) not specified when in inference mode.") if model.fused_attn_module_type is not None and not model.injected_fused_attention: peft_types = [PeftType.LORA.value, PeftType.ADALORA.value] warnings.warn( f"You can just ignore this warning if the peft type you use isn't in {peft_types}.\n" f"{model.__class__.__name__} supports injecting fused attention but not enables this time. " "If you are training adapters, you must also disable fused attention injection when loading quantized " "base model at inference time, otherwise adapters may not be added to base model properly. " "If you are loading adapters to do inference, you can reference to adapter's config file to check " "whether the adapters are trained using base model that not enable fused attention injection." ) if model.injected_fused_mlp: raise NotImplementedError( "GPTQ model that enables fused mlp injection is not supported to integrate with peft." ) if train_mode: peft_type = peft_config.peft_type if not isinstance(peft_type, str): peft_type = peft_type.value if peft_type in [PeftType.LORA.value, PeftType.ADALORA.value]: if auto_find_all_linears: peft_config.target_modules = find_all_linear_names(model, ignore_lm_head=True) if peft_type == PeftType.LORA.value and not isinstance(peft_config, GPTQLoraConfig): peft_config = GPTQLoraConfig(**peft_config.to_dict()) if peft_type == PeftType.ADALORA.value and not isinstance(peft_config, GPTQAdaLoraConfig): peft_config = GPTQAdaLoraConfig(**peft_config.to_dict()) peft_config.injected_fused_attention = model.injected_fused_attention peft_config.injected_fused_mlp = model.injected_fused_mlp if peft_type == PeftType.ADAPTION_PROMPT.value: if peft_config.adapter_layers > model.config.num_hidden_layers: warnings.warn( f"model has only {model.config.num_hidden_layers} layers " f"but adapter_layers is set to {peft_config.adapter_layers}, " f"will reset value to {model.config.num_hidden_layers}." ) peft_config.adapter_layers = model.config.num_hidden_layers if model.injected_fused_attention: raise NotImplementedError( "model with fused attention injected isn't supported to use ADAPTION_PROMPT peft type yet." ) with hijack_peft_mappings(): try: if train_mode: peft_model = get_peft_model(model.model, peft_config, adapter_name=adapter_name) else: peft_model = PeftModel.from_pretrained(model.model, model_id, adapter_name) except: raise raise NotImplementedError( f"{model.__class__.__name__} not support {peft_config.peft_type.value} peft type yet." ) return peft_model
(model: auto_gptq.modeling._base.BaseGPTQForCausalLM, peft_config: Optional[peft.config.PeftConfig] = None, model_id: Optional[str] = None, adapter_name: str = 'default', auto_find_all_linears: bool = True, train_mode: bool = False)
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21,654
magic_filter.attrdict
AttrDict
A wrapper over dict which where element can be accessed as regular attributes
class AttrDict(Dict[KT, VT]): """ A wrapper over dict which where element can be accessed as regular attributes """ def __init__(self, *args: Any, **kwargs: Any) -> None: super(AttrDict, self).__init__(*args, **kwargs) self.__dict__ = self # type: ignore
(*args: Any, **kwargs: Any) -> None
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21,655
magic_filter.attrdict
__init__
null
def __init__(self, *args: Any, **kwargs: Any) -> None: super(AttrDict, self).__init__(*args, **kwargs) self.__dict__ = self # type: ignore
(self, *args: Any, **kwargs: Any) -> NoneType
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21,656
magic_filter.magic
MagicFilter
null
class MagicFilter: __slots__ = ("_operations",) def __init__(self, operations: Tuple[BaseOperation, ...] = ()) -> None: self._operations = operations # An instance of MagicFilter cannot be used as an iterable object because objects # with a __getitem__ method can be endlessly iterated, which is not the desired behavior. __iter__ = None @classmethod def ilter(cls, magic: "MagicFilter") -> Callable[[Any], Any]: @wraps(magic.resolve) def wrapper(value: Any) -> Any: return magic.resolve(value) return wrapper @classmethod def _new(cls: Type[MagicT], operations: Tuple[BaseOperation, ...]) -> MagicT: return cls(operations=operations) def _extend(self: MagicT, operation: BaseOperation) -> MagicT: return self._new(self._operations + (operation,)) def _replace_last(self: MagicT, operation: BaseOperation) -> MagicT: return self._new(self._operations[:-1] + (operation,)) def _exclude_last(self: MagicT) -> MagicT: return self._new(self._operations[:-1]) def _resolve(self, value: Any, operations: Optional[Tuple[BaseOperation, ...]] = None) -> Any: initial_value = value if operations is None: operations = self._operations rejected = False for index, operation in enumerate(operations): if rejected and not operation.important: continue try: value = operation.resolve(value=value, initial_value=initial_value) except SwitchModeToAll: return all(self._resolve(value=item, operations=operations[index + 1 :]) for item in value) except SwitchModeToAny: return any(self._resolve(value=item, operations=operations[index + 1 :]) for item in value) except RejectOperations: rejected = True value = None continue rejected = False return value def __bool__(self) -> bool: return True def resolve(self: MagicT, value: Any) -> Any: return self._resolve(value=value) def __getattr__(self: MagicT, item: Any) -> MagicT: if item.startswith("_"): raise AttributeError(f"{type(self).__name__!r} object has no attribute {item!r}") return self._extend(GetAttributeOperation(name=item)) attr_ = __getattr__ def __getitem__(self: MagicT, item: Any) -> MagicT: if isinstance(item, MagicFilter): return self._extend(SelectorOperation(inner=item)) return self._extend(GetItemOperation(key=item)) def __len__(self) -> int: raise TypeError(f"Length can't be taken using len() function. Use {type(self).__name__}.len() instead.") def __eq__(self: MagicT, other: Any) -> MagicT: # type: ignore return self._extend(ComparatorOperation(right=other, comparator=operator.eq)) def __ne__(self: MagicT, other: Any) -> MagicT: # type: ignore return self._extend(ComparatorOperation(right=other, comparator=operator.ne)) def __lt__(self: MagicT, other: Any) -> MagicT: return self._extend(ComparatorOperation(right=other, comparator=operator.lt)) def __gt__(self: MagicT, other: Any) -> MagicT: return self._extend(ComparatorOperation(right=other, comparator=operator.gt)) def __le__(self: MagicT, other: Any) -> MagicT: return self._extend(ComparatorOperation(right=other, comparator=operator.le)) def __ge__(self: MagicT, other: Any) -> MagicT: return self._extend(ComparatorOperation(right=other, comparator=operator.ge)) def __invert__(self: MagicT) -> MagicT: if ( self._operations and isinstance(self._operations[-1], ImportantFunctionOperation) and self._operations[-1].function == operator.not_ ): return self._exclude_last() return self._extend(ImportantFunctionOperation(function=operator.not_)) def __call__(self: MagicT, *args: Any, **kwargs: Any) -> MagicT: return self._extend(CallOperation(args=args, kwargs=kwargs)) def __and__(self: MagicT, other: Any) -> MagicT: if isinstance(other, MagicFilter): return self._extend(CombinationOperation(right=other, combinator=and_op)) return self._extend(CombinationOperation(right=other, combinator=operator.and_)) def __rand__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.and_)) def __or__(self: MagicT, other: Any) -> MagicT: if isinstance(other, MagicFilter): return self._extend(ImportantCombinationOperation(right=other, combinator=or_op)) return self._extend(ImportantCombinationOperation(right=other, combinator=operator.or_)) def __ror__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.or_)) def __xor__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.xor)) def __rxor__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.xor)) def __rshift__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.rshift)) def __rrshift__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.rshift)) def __lshift__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.lshift)) def __rlshift__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.lshift)) def __add__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.add)) def __radd__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.add)) def __sub__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.sub)) def __rsub__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.sub)) def __mul__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.mul)) def __rmul__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.mul)) def __truediv__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.truediv)) def __rtruediv__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.truediv)) def __floordiv__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.floordiv)) def __rfloordiv__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.floordiv)) def __mod__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.mod)) def __rmod__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.mod)) def __matmul__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.matmul)) def __rmatmul__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=operator.matmul)) def __pow__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.pow)) def __rpow__(self: MagicT, other: Any) -> MagicT: return self._extend(RCombinationOperation(left=other, combinator=ope
(operations: Tuple[magic_filter.operations.base.BaseOperation, ...] = ()) -> None
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21,657
magic_filter.magic
__add__
null
def __add__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.add))
(self: ~MagicT, other: Any) -> ~MagicT
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21,658
magic_filter.magic
__and__
null
def __and__(self: MagicT, other: Any) -> MagicT: if isinstance(other, MagicFilter): return self._extend(CombinationOperation(right=other, combinator=and_op)) return self._extend(CombinationOperation(right=other, combinator=operator.and_))
(self: ~MagicT, other: Any) -> ~MagicT
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21,659
magic_filter.magic
__bool__
null
def __bool__(self) -> bool: return True
(self) -> bool
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21,660
magic_filter.magic
__call__
null
def __call__(self: MagicT, *args: Any, **kwargs: Any) -> MagicT: return self._extend(CallOperation(args=args, kwargs=kwargs))
(self: ~MagicT, *args: Any, **kwargs: Any) -> ~MagicT
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21,661
magic_filter.magic
__eq__
null
def __eq__(self: MagicT, other: Any) -> MagicT: # type: ignore return self._extend(ComparatorOperation(right=other, comparator=operator.eq))
(self: ~MagicT, other: Any) -> ~MagicT
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21,662
magic_filter.magic
__floordiv__
null
def __floordiv__(self: MagicT, other: Any) -> MagicT: return self._extend(CombinationOperation(right=other, combinator=operator.floordiv))
(self: ~MagicT, other: Any) -> ~MagicT
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0.02059239149093628, 0.04053268954157829, 0.03219277411699295 ]
21,663
magic_filter.magic
__ge__
null
def __ge__(self: MagicT, other: Any) -> MagicT: return self._extend(ComparatorOperation(right=other, comparator=operator.ge))
(self: ~MagicT, other: Any) -> ~MagicT
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21,664
magic_filter.magic
__getattr__
null
def __getattr__(self: MagicT, item: Any) -> MagicT: if item.startswith("_"): raise AttributeError(f"{type(self).__name__!r} object has no attribute {item!r}") return self._extend(GetAttributeOperation(name=item))
(self: ~MagicT, item: Any) -> ~MagicT
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21,665
magic_filter.magic
__getitem__
null
def __getitem__(self: MagicT, item: Any) -> MagicT: if isinstance(item, MagicFilter): return self._extend(SelectorOperation(inner=item)) return self._extend(GetItemOperation(key=item))
(self: ~MagicT, item: Any) -> ~MagicT
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21,666
magic_filter.magic
__gt__
null
def __gt__(self: MagicT, other: Any) -> MagicT: return self._extend(ComparatorOperation(right=other, comparator=operator.gt))
(self: ~MagicT, other: Any) -> ~MagicT
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21,667
magic_filter.magic
__init__
null
def __init__(self, operations: Tuple[BaseOperation, ...] = ()) -> None: self._operations = operations
(self, operations: Tuple[magic_filter.operations.base.BaseOperation, ...] = ()) -> NoneType
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21,668
magic_filter.magic
__invert__
null
def __invert__(self: MagicT) -> MagicT: if ( self._operations and isinstance(self._operations[-1], ImportantFunctionOperation) and self._operations[-1].function == operator.not_ ): return self._exclude_last() return self._extend(ImportantFunctionOperation(function=operator.not_))
(self: ~MagicT) -> ~MagicT
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21,669
magic_filter.magic
__le__
null
def __le__(self: MagicT, other: Any) -> MagicT: return self._extend(ComparatorOperation(right=other, comparator=operator.le))
(self: ~MagicT, other: Any) -> ~MagicT
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21,670
magic_filter.magic
__len__
null
def __len__(self) -> int: raise TypeError(f"Length can't be taken using len() function. Use {type(self).__name__}.len() instead.")
(self) -> int
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