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def dict_as_tuple_list(d, as_list=False):
"""
Format a dict to a list of tuples
:param d: the dictionary
:param as_list: return a list of lists rather than a list of tuples
:return: formatted dictionary list
"""
dd = list()
for k, v in d.items():
dd.append([k, v] if as_list else (k, v))
return dd |
def tuple_search(t, i, v):
"""
Search tuple array by index and value
:param t: tuple array
:param i: index of the value in each tuple
:param v: value
:return: the first tuple in the array with the specific index / value
"""
for e in t:
if e[i] == v:
return e
return None |
def parse_comment_telemetry(text):
"""
Looks for base91 telemetry found in comment field
Returns [remaining_text, telemetry]
"""
parsed = {}
match = re.findall(r"^(.*?)\|([!-{]{4,14})\|(.*)$", text)
if match and len(match[0][1]) % 2 == 0:
text, telemetry, post = match[0]
text += post
temp = [0] * 7
for i in range(7):
temp[i] = base91.to_decimal(telemetry[i*2:i*2+2])
parsed.update({
'telemetry': {
'seq': temp[0],
'vals': temp[1:6]
}
})
if temp[6] != '':
parsed['telemetry'].update({
'bits': "{0:08b}".format(temp[6] & 0xFF)[::-1]
})
return (text, parsed) |
def parse(packet):
"""
Parses an APRS packet and returns a dict with decoded data
- All attributes are in metric units
"""
if not isinstance(packet, string_type_parse):
raise TypeError("Expected packet to be str/unicode/bytes, got %s", type(packet))
if len(packet) == 0:
raise ParseError("packet is empty", packet)
# attempt to detect encoding
if isinstance(packet, bytes):
packet = _unicode_packet(packet)
packet = packet.rstrip("\r\n")
logger.debug("Parsing: %s", packet)
# split into head and body
try:
(head, body) = packet.split(':', 1)
except:
raise ParseError("packet has no body", packet)
if len(body) == 0:
raise ParseError("packet body is empty", packet)
parsed = {
'raw': packet,
}
# parse head
try:
parsed.update(parse_header(head))
except ParseError as msg:
raise ParseError(str(msg), packet)
# parse body
packet_type = body[0]
body = body[1:]
if len(body) == 0 and packet_type != '>':
raise ParseError("packet body is empty after packet type character", packet)
# attempt to parse the body
try:
_try_toparse_body(packet_type, body, parsed)
# capture ParseErrors and attach the packet
except (UnknownFormat, ParseError) as exp:
exp.packet = packet
raise
# if we fail all attempts to parse, try beacon packet
if 'format' not in parsed:
if not re.match(r"^(AIR.*|ALL.*|AP.*|BEACON|CQ.*|GPS.*|DF.*|DGPS.*|"
"DRILL.*|DX.*|ID.*|JAVA.*|MAIL.*|MICE.*|QST.*|QTH.*|"
"RTCM.*|SKY.*|SPACE.*|SPC.*|SYM.*|TEL.*|TEST.*|TLM.*|"
"WX.*|ZIP.*|UIDIGI)$", parsed['to']):
raise UnknownFormat("format is not supported", packet)
parsed.update({
'format': 'beacon',
'text': packet_type + body,
})
logger.debug("Parsed ok.")
return parsed |
def to_decimal(text):
"""
Takes a base91 char string and returns decimal
"""
if not isinstance(text, string_type):
raise TypeError("expected str or unicode, %s given" % type(text))
if findall(r"[\x00-\x20\x7c-\xff]", text):
raise ValueError("invalid character in sequence")
text = text.lstrip('!')
decimal = 0
length = len(text) - 1
for i, char in enumerate(text):
decimal += (ord(char) - 33) * (91 ** (length - i))
return decimal if text != '' else 0 |
def from_decimal(number, width=1):
"""
Takes a decimal and returns base91 char string.
With optional parameter for fix with output
"""
text = []
if not isinstance(number, int_type):
raise TypeError("Expected number to be int, got %s", type(number))
elif not isinstance(width, int_type):
raise TypeError("Expected width to be int, got %s", type(number))
elif number < 0:
raise ValueError("Expected number to be positive integer")
elif number > 0:
max_n = ceil(log(number) / log(91))
for n in _range(int(max_n), -1, -1):
quotient, number = divmod(number, 91**n)
text.append(chr(33 + quotient))
return "".join(text).lstrip('!').rjust(max(1, width), '!') |
def passcode(callsign):
"""
Takes a CALLSIGN and returns passcode
"""
assert isinstance(callsign, str)
callsign = callsign.split('-')[0].upper()
code = 0x73e2
for i, char in enumerate(callsign):
code ^= ord(char) << (8 if not i % 2 else 0)
return code & 0x7fff |
def parse_header(head):
"""
Parses the header part of packet
Returns a dict
"""
try:
(fromcall, path) = head.split('>', 1)
except:
raise ParseError("invalid packet header")
if (not 1 <= len(fromcall) <= 9 or
not re.findall(r"^[a-z0-9]{0,9}(\-[a-z0-9]{1,8})?$", fromcall, re.I)):
raise ParseError("fromcallsign is invalid")
path = path.split(',')
if len(path[0]) == 0:
raise ParseError("no tocallsign in header")
tocall = path[0]
path = path[1:]
validate_callsign(tocall, "tocallsign")
for digi in path:
if not re.findall(r"^[A-Z0-9\-]{1,9}\*?$", digi, re.I):
raise ParseError("invalid callsign in path")
parsed = {
'from': fromcall,
'to': tocall,
'path': path,
}
viacall = ""
if len(path) >= 2 and re.match(r"^q..$", path[-2]):
viacall = path[-1]
parsed.update({'via': viacall})
return parsed |
def set_filter(self, filter_text):
"""
Set a specified aprs-is filter for this connection
"""
self.filter = filter_text
self.logger.info("Setting filter to: %s", self.filter)
if self._connected:
self._sendall("#filter %s\r\n" % self.filter) |
def set_login(self, callsign, passwd="-1", skip_login=False):
"""
Set callsign and password
"""
self.__dict__.update(locals()) |
def connect(self, blocking=False, retry=30):
"""
Initiate connection to APRS server and attempt to login
blocking = False - Should we block until connected and logged-in
retry = 30 - Retry interval in seconds
"""
if self._connected:
return
while True:
try:
self._connect()
if not self.skip_login:
self._send_login()
break
except (LoginError, ConnectionError):
if not blocking:
raise
self.logger.info("Retrying connection is %d seconds." % retry)
time.sleep(retry) |
def close(self):
"""
Closes the socket
Called internally when Exceptions are raised
"""
self._connected = False
self.buf = b''
if self.sock is not None:
self.sock.close() |
def sendall(self, line):
"""
Send a line, or multiple lines sperapted by '\\r\\n'
"""
if isinstance(line, APRSPacket):
line = str(line)
elif not isinstance(line, string_type):
raise TypeError("Expected line to be str or APRSPacket, got %s", type(line))
if not self._connected:
raise ConnectionError("not connected")
if line == "":
return
line = line.rstrip("\r\n") + "\r\n"
try:
self.sock.setblocking(1)
self.sock.settimeout(5)
self._sendall(line)
except socket.error as exp:
self.close()
raise ConnectionError(str(exp)) |
def consumer(self, callback, blocking=True, immortal=False, raw=False):
"""
When a position sentence is received, it will be passed to the callback function
blocking: if true (default), runs forever, otherwise will return after one sentence
You can still exit the loop, by raising StopIteration in the callback function
immortal: When true, consumer will try to reconnect and stop propagation of Parse exceptions
if false (default), consumer will return
raw: when true, raw packet is passed to callback, otherwise the result from aprs.parse()
"""
if not self._connected:
raise ConnectionError("not connected to a server")
line = b''
while True:
try:
for line in self._socket_readlines(blocking):
if line[0:1] != b'#':
if raw:
callback(line)
else:
callback(self._parse(line))
else:
self.logger.debug("Server: %s", line.decode('utf8'))
except ParseError as exp:
self.logger.log(11, "%s\n Packet: %s", exp.message, exp.packet)
except UnknownFormat as exp:
self.logger.log(9, "%s\n Packet: %s", exp.message, exp.packet)
except LoginError as exp:
self.logger.error("%s: %s", exp.__class__.__name__, exp.message)
except (KeyboardInterrupt, SystemExit):
raise
except (ConnectionDrop, ConnectionError):
self.close()
if not immortal:
raise
else:
self.connect(blocking=blocking)
continue
except GenericError:
pass
except StopIteration:
break
except:
self.logger.error("APRS Packet: %s", line)
raise
if not blocking:
break |
def _connect(self):
"""
Attemps connection to the server
"""
self.logger.info("Attempting connection to %s:%s", self.server[0], self.server[1])
try:
self._open_socket()
peer = self.sock.getpeername()
self.logger.info("Connected to %s", str(peer))
# 5 second timeout to receive server banner
self.sock.setblocking(1)
self.sock.settimeout(5)
self.sock.setsockopt(socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1)
banner = self.sock.recv(512)
if is_py3:
banner = banner.decode('latin-1')
if banner[0] == "#":
self.logger.debug("Banner: %s", banner.rstrip())
else:
raise ConnectionError("invalid banner from server")
except ConnectionError as e:
self.logger.error(str(e))
self.close()
raise
except (socket.error, socket.timeout) as e:
self.close()
self.logger.error("Socket error: %s" % str(e))
if str(e) == "timed out":
raise ConnectionError("no banner from server")
else:
raise ConnectionError(e)
self._connected = True |
def _send_login(self):
"""
Sends login string to server
"""
login_str = "user {0} pass {1} vers aprslib {3}{2}\r\n"
login_str = login_str.format(
self.callsign,
self.passwd,
(" filter " + self.filter) if self.filter != "" else "",
__version__
)
self.logger.info("Sending login information")
try:
self._sendall(login_str)
self.sock.settimeout(5)
test = self.sock.recv(len(login_str) + 100)
if is_py3:
test = test.decode('latin-1')
test = test.rstrip()
self.logger.debug("Server: %s", test)
_, _, callsign, status, _ = test.split(' ', 4)
if callsign == "":
raise LoginError("Server responded with empty callsign???")
if callsign != self.callsign:
raise LoginError("Server: %s" % test)
if status != "verified," and self.passwd != "-1":
raise LoginError("Password is incorrect")
if self.passwd == "-1":
self.logger.info("Login successful (receive only)")
else:
self.logger.info("Login successful")
except LoginError as e:
self.logger.error(str(e))
self.close()
raise
except:
self.close()
self.logger.error("Failed to login")
raise LoginError("Failed to login") |
def _socket_readlines(self, blocking=False):
"""
Generator for complete lines, received from the server
"""
try:
self.sock.setblocking(0)
except socket.error as e:
self.logger.error("socket error when setblocking(0): %s" % str(e))
raise ConnectionDrop("connection dropped")
while True:
short_buf = b''
newline = b'\r\n'
select.select([self.sock], [], [], None if blocking else 0)
try:
short_buf = self.sock.recv(4096)
# sock.recv returns empty if the connection drops
if not short_buf:
self.logger.error("socket.recv(): returned empty")
raise ConnectionDrop("connection dropped")
except socket.error as e:
self.logger.error("socket error on recv(): %s" % str(e))
if "Resource temporarily unavailable" in str(e):
if not blocking:
if len(self.buf) == 0:
break
self.buf += short_buf
while newline in self.buf:
line, self.buf = self.buf.split(newline, 1)
yield line |
def db_value(self, value):
"""
Convert UUID to binary blob
"""
# ensure we have a valid UUID
if not isinstance(value, UUID):
value = UUID(value)
# reconstruct for optimal indexing
parts = str(value).split("-")
reordered = ''.join([parts[2], parts[1], parts[0], parts[3], parts[4]])
value = binascii.unhexlify(reordered)
return super(OrderedUUIDField, self).db_value(value) |
def python_value(self, value):
"""
Convert binary blob to UUID instance
"""
value = super(OrderedUUIDField, self).python_value(value)
u = binascii.b2a_hex(value)
value = u[8:16] + u[4:8] + u[0:4] + u[16:22] + u[22:32]
return UUID(value.decode()) |
def db_value(self, value):
"""Convert the python value for storage in the database."""
value = self.transform_value(value)
return self.hhash.encrypt(value,
salt_size=self.salt_size, rounds=self.rounds) |
def python_value(self, value):
"""Convert the database value to a pythonic value."""
value = coerce_to_bytes(value)
obj = HashValue(value)
obj.field = self
return obj |
def register(self, model_cls):
"""Register model(s) with app"""
assert issubclass(model_cls, peewee.Model)
assert not hasattr(model_cls._meta, 'database_manager')
if model_cls in self:
raise RuntimeError("Model already registered")
self.append(model_cls)
model_cls._meta.database = self.dbm
return model_cls |
def disconnect(self):
"""Disconnect from all databases"""
for name, connection in self.items():
if not connection.is_closed():
connection.close() |
def get_database(self, model):
"""Find matching database router"""
for router in self.routers:
r = router.get_database(model)
if r is not None:
return r
return self.get('default') |
def to_cursor_ref(self):
"""Returns dict of values to uniquely reference this item"""
fields = self._meta.get_primary_keys()
assert fields
values = {field.name:self.__data__[field.name] for field in fields}
return values |
def paginate_query(self, query, count, offset=None, sort=None):
"""
Apply pagination to query
:attr query: Instance of `peewee.Query`
:attr count: Max rows to return
:attr offset: Pagination offset, str/int
:attr sort: List of tuples, e.g. [('id', 'asc')]
:returns: Instance of `peewee.Query`
"""
assert isinstance(query, peewee.Query)
assert isinstance(count, int)
assert isinstance(offset, (str, int, type(None)))
assert isinstance(sort, (list, set, tuple, type(None)))
# ensure our model has a primary key
fields = query.model._meta.get_primary_keys()
if len(fields) == 0:
raise peewee.ProgrammingError(
'Cannot apply pagination on model without primary key')
# ensure our model doesn't use a compound primary key
if len(fields) > 1:
raise peewee.ProgrammingError(
'Cannot apply pagination on model with compound primary key')
# apply offset
if offset is not None:
query = query.where(fields[0] >= offset)
# do we need to apply sorting?
order_bys = []
if sort:
for field, direction in sort:
# does this field have a valid sort direction?
if not isinstance(direction, str):
raise ValueError("Invalid sort direction on field '{}'".format(field))
direction = direction.lower().strip()
if direction not in ['asc', 'desc']:
raise ValueError("Invalid sort direction on field '{}'".format(field))
# apply sorting
order_by = peewee.SQL(field)
order_by = getattr(order_by, direction)()
order_bys += [order_by]
# add primary key ordering after user sorting
order_bys += [fields[0].asc()]
# apply ordering and limits
query = query.order_by(*order_bys)
query = query.limit(count)
return query |
def apply_filters(self, query, filters):
"""
Apply user specified filters to query
"""
assert isinstance(query, peewee.Query)
assert isinstance(filters, dict) |
def list(self, filters, cursor, count):
"""
List items from query
"""
assert isinstance(filters, dict), "expected filters type 'dict'"
assert isinstance(cursor, dict), "expected cursor type 'dict'"
# start with our base query
query = self.get_query()
assert isinstance(query, peewee.Query)
# XXX: convert and apply user specified filters
#filters = {field.name: cursor[field.name] for field in fields}
#query.where(
paginator = self.get_paginator()
assert isinstance(paginator, Pagination)
# always include an extra row for next cursor position
count += 1
# apply pagination to query
pquery = paginator.filter_query(query, cursor, count)
items = [ item for item in pquery ]
# determine next cursor position
next_item = items.pop(1)
next_cursor = next_item.to_cursor_ref()
'''
# is this field allowed for sort?
if field not in self.sort_fields:
raise ValueError("Cannot sort on field '{}'".format(field))
'''
return items, next_cursor |
def retrieve(self, cursor):
"""
Retrieve items from query
"""
assert isinstance(cursor, dict), "expected cursor type 'dict'"
# look for record in query
query = self.get_query()
assert isinstance(query, peewee.Query)
query
return query.get(**cursor) |
def regenerate_signing_key(self, secret_key=None, region=None,
service=None, date=None):
"""
Regenerate the signing key for this instance. Store the new key in
signing_key property.
Take scope elements of the new key from the equivalent properties
(region, service, date) of the current AWS4Auth instance. Scope
elements can be overridden for the new key by supplying arguments to
this function. If overrides are supplied update the current AWS4Auth
instance's equivalent properties to match the new values.
If secret_key is not specified use the value of the secret_key property
of the current AWS4Auth instance's signing key. If the existing signing
key is not storing its secret key (i.e. store_secret_key was set to
False at instantiation) then raise a NoSecretKeyError and do not
regenerate the key. In order to regenerate a key which is not storing
its secret key, secret_key must be supplied to this function.
Use the value of the existing key's store_secret_key property when
generating the new key. If there is no existing key, then default
to setting store_secret_key to True for new key.
"""
if secret_key is None and (self.signing_key is None or
self.signing_key.secret_key is None):
raise NoSecretKeyError
secret_key = secret_key or self.signing_key.secret_key
region = region or self.region
service = service or self.service
date = date or self.date
if self.signing_key is None:
store_secret_key = True
else:
store_secret_key = self.signing_key.store_secret_key
self.signing_key = AWS4SigningKey(secret_key, region, service, date,
store_secret_key)
self.region = region
self.service = service
self.date = self.signing_key.date |
def get_request_date(cls, req):
"""
Try to pull a date from the request by looking first at the
x-amz-date header, and if that's not present then the Date header.
Return a datetime.date object, or None if neither date header
is found or is in a recognisable format.
req -- a requests PreparedRequest object
"""
date = None
for header in ['x-amz-date', 'date']:
if header not in req.headers:
continue
try:
date_str = cls.parse_date(req.headers[header])
except DateFormatError:
continue
try:
date = datetime.datetime.strptime(date_str, '%Y-%m-%d').date()
except ValueError:
continue
else:
break
return date |
def parse_date(date_str):
"""
Check if date_str is in a recognised format and return an ISO
yyyy-mm-dd format version if so. Raise DateFormatError if not.
Recognised formats are:
* RFC 7231 (e.g. Mon, 09 Sep 2011 23:36:00 GMT)
* RFC 850 (e.g. Sunday, 06-Nov-94 08:49:37 GMT)
* C time (e.g. Wed Dec 4 00:00:00 2002)
* Amz-Date format (e.g. 20090325T010101Z)
* ISO 8601 / RFC 3339 (e.g. 2009-03-25T10:11:12.13-01:00)
date_str -- Str containing a date and optional time
"""
months = ['jan', 'feb', 'mar', 'apr', 'may', 'jun', 'jul', 'aug',
'sep', 'oct', 'nov', 'dec']
formats = {
# RFC 7231, e.g. 'Mon, 09 Sep 2011 23:36:00 GMT'
r'^(?:\w{3}, )?(\d{2}) (\w{3}) (\d{4})\D.*$':
lambda m: '{}-{:02d}-{}'.format(
m.group(3),
months.index(m.group(2).lower())+1,
m.group(1)),
# RFC 850 (e.g. Sunday, 06-Nov-94 08:49:37 GMT)
# assumes current century
r'^\w+day, (\d{2})-(\w{3})-(\d{2})\D.*$':
lambda m: '{}{}-{:02d}-{}'.format(
str(datetime.date.today().year)[:2],
m.group(3),
months.index(m.group(2).lower())+1,
m.group(1)),
# C time, e.g. 'Wed Dec 4 00:00:00 2002'
r'^\w{3} (\w{3}) (\d{1,2}) \d{2}:\d{2}:\d{2} (\d{4})$':
lambda m: '{}-{:02d}-{:02d}'.format(
m.group(3),
months.index(m.group(1).lower())+1,
int(m.group(2))),
# x-amz-date format dates, e.g. 20100325T010101Z
r'^(\d{4})(\d{2})(\d{2})T\d{6}Z$':
lambda m: '{}-{}-{}'.format(*m.groups()),
# ISO 8601 / RFC 3339, e.g. '2009-03-25T10:11:12.13-01:00'
r'^(\d{4}-\d{2}-\d{2})(?:[Tt].*)?$':
lambda m: m.group(1),
}
out_date = None
for regex, xform in formats.items():
m = re.search(regex, date_str)
if m:
out_date = xform(m)
break
if out_date is None:
raise DateFormatError
else:
return out_date |
def handle_date_mismatch(self, req):
"""
Handle a request whose date doesn't match the signing key scope date.
This AWS4Auth class implementation regenerates the signing key. See
StrictAWS4Auth class if you would prefer an exception to be raised.
req -- a requests prepared request object
"""
req_datetime = self.get_request_date(req)
new_key_date = req_datetime.strftime('%Y%m%d')
self.regenerate_signing_key(date=new_key_date) |
def encode_body(req):
"""
Encode body of request to bytes and update content-type if required.
If the body of req is Unicode then encode to the charset found in
content-type header if present, otherwise UTF-8, or ASCII if
content-type is application/x-www-form-urlencoded. If encoding to UTF-8
then add charset to content-type. Modifies req directly, does not
return a modified copy.
req -- Requests PreparedRequest object
"""
if isinstance(req.body, text_type):
split = req.headers.get('content-type', 'text/plain').split(';')
if len(split) == 2:
ct, cs = split
cs = cs.split('=')[1]
req.body = req.body.encode(cs)
else:
ct = split[0]
if (ct == 'application/x-www-form-urlencoded' or
'x-amz-' in ct):
req.body = req.body.encode()
else:
req.body = req.body.encode('utf-8')
req.headers['content-type'] = ct + '; charset=utf-8' |
def get_canonical_request(self, req, cano_headers, signed_headers):
"""
Create the AWS authentication Canonical Request string.
req -- Requests PreparedRequest object. Should already
include an x-amz-content-sha256 header
cano_headers -- Canonical Headers section of Canonical Request, as
returned by get_canonical_headers()
signed_headers -- Signed Headers, as returned by
get_canonical_headers()
"""
url = urlparse(req.url)
path = self.amz_cano_path(url.path)
# AWS handles "extreme" querystrings differently to urlparse
# (see post-vanilla-query-nonunreserved test in aws_testsuite)
split = req.url.split('?', 1)
qs = split[1] if len(split) == 2 else ''
qs = self.amz_cano_querystring(qs)
payload_hash = req.headers['x-amz-content-sha256']
req_parts = [req.method.upper(), path, qs, cano_headers,
signed_headers, payload_hash]
cano_req = '\n'.join(req_parts)
return cano_req |
def get_canonical_headers(cls, req, include=None):
"""
Generate the Canonical Headers section of the Canonical Request.
Return the Canonical Headers and the Signed Headers strs as a tuple
(canonical_headers, signed_headers).
req -- Requests PreparedRequest object
include -- List of headers to include in the canonical and signed
headers. It's primarily included to allow testing against
specific examples from Amazon. If omitted or None it
includes host, content-type and any header starting 'x-amz-'
except for x-amz-client context, which appears to break
mobile analytics auth if included. Except for the
x-amz-client-context exclusion these defaults are per the
AWS documentation.
"""
if include is None:
include = cls.default_include_headers
include = [x.lower() for x in include]
headers = req.headers.copy()
# Temporarily include the host header - AWS requires it to be included
# in the signed headers, but Requests doesn't include it in a
# PreparedRequest
if 'host' not in headers:
headers['host'] = urlparse(req.url).netloc.split(':')[0]
# Aggregate for upper/lowercase header name collisions in header names,
# AMZ requires values of colliding headers be concatenated into a
# single header with lowercase name. Although this is not possible with
# Requests, since it uses a case-insensitive dict to hold headers, this
# is here just in case you duck type with a regular dict
cano_headers_dict = {}
for hdr, val in headers.items():
hdr = hdr.strip().lower()
val = cls.amz_norm_whitespace(val).strip()
if (hdr in include or '*' in include or
('x-amz-*' in include and hdr.startswith('x-amz-') and not
hdr == 'x-amz-client-context')):
vals = cano_headers_dict.setdefault(hdr, [])
vals.append(val)
# Flatten cano_headers dict to string and generate signed_headers
cano_headers = ''
signed_headers_list = []
for hdr in sorted(cano_headers_dict):
vals = cano_headers_dict[hdr]
val = ','.join(sorted(vals))
cano_headers += '{}:{}\n'.format(hdr, val)
signed_headers_list.append(hdr)
signed_headers = ';'.join(signed_headers_list)
return (cano_headers, signed_headers) |
def get_sig_string(req, cano_req, scope):
"""
Generate the AWS4 auth string to sign for the request.
req -- Requests PreparedRequest object. This should already
include an x-amz-date header.
cano_req -- The Canonical Request, as returned by
get_canonical_request()
"""
amz_date = req.headers['x-amz-date']
hsh = hashlib.sha256(cano_req.encode())
sig_items = ['AWS4-HMAC-SHA256', amz_date, scope, hsh.hexdigest()]
sig_string = '\n'.join(sig_items)
return sig_string |
def amz_cano_path(self, path):
"""
Generate the canonical path as per AWS4 auth requirements.
Not documented anywhere, determined from aws4_testsuite examples,
problem reports and testing against the live services.
path -- request path
"""
safe_chars = '/~'
qs = ''
fixed_path = path
if '?' in fixed_path:
fixed_path, qs = fixed_path.split('?', 1)
fixed_path = posixpath.normpath(fixed_path)
fixed_path = re.sub('/+', '/', fixed_path)
if path.endswith('/') and not fixed_path.endswith('/'):
fixed_path += '/'
full_path = fixed_path
# If Python 2, switch to working entirely in str as quote() has problems
# with Unicode
if PY2:
full_path = full_path.encode('utf-8')
safe_chars = safe_chars.encode('utf-8')
qs = qs.encode('utf-8')
# S3 seems to require unquoting first. 'host' service is used in
# amz_testsuite tests
if self.service in ['s3', 'host']:
full_path = unquote(full_path)
full_path = quote(full_path, safe=safe_chars)
if qs:
qm = b'?' if PY2 else '?'
full_path = qm.join((full_path, qs))
if PY2:
full_path = unicode(full_path)
return full_path |
def amz_cano_querystring(qs):
"""
Parse and format querystring as per AWS4 auth requirements.
Perform percent quoting as needed.
qs -- querystring
"""
safe_qs_amz_chars = '&=+'
safe_qs_unresvd = '-_.~'
# If Python 2, switch to working entirely in str
# as quote() has problems with Unicode
if PY2:
qs = qs.encode('utf-8')
safe_qs_amz_chars = safe_qs_amz_chars.encode()
safe_qs_unresvd = safe_qs_unresvd.encode()
qs = unquote(qs)
space = b' ' if PY2 else ' '
qs = qs.split(space)[0]
qs = quote(qs, safe=safe_qs_amz_chars)
qs_items = {}
for name, vals in parse_qs(qs, keep_blank_values=True).items():
name = quote(name, safe=safe_qs_unresvd)
vals = [quote(val, safe=safe_qs_unresvd) for val in vals]
qs_items[name] = vals
qs_strings = []
for name, vals in qs_items.items():
for val in vals:
qs_strings.append('='.join([name, val]))
qs = '&'.join(sorted(qs_strings))
if PY2:
qs = unicode(qs)
return qs |
def generate_key(cls, secret_key, region, service, date,
intermediates=False):
"""
Generate the signing key string as bytes.
If intermediate is set to True, returns a 4-tuple containing the key
and the intermediate keys:
( signing_key, date_key, region_key, service_key )
The intermediate keys can be used for testing against examples from
Amazon.
"""
init_key = ('AWS4' + secret_key).encode('utf-8')
date_key = cls.sign_sha256(init_key, date)
region_key = cls.sign_sha256(date_key, region)
service_key = cls.sign_sha256(region_key, service)
key = cls.sign_sha256(service_key, 'aws4_request')
if intermediates:
return (key, date_key, region_key, service_key)
else:
return key |
def sign_sha256(key, msg):
"""
Generate an SHA256 HMAC, encoding msg to UTF-8 if not
already encoded.
key -- signing key. bytes.
msg -- message to sign. unicode or bytes.
"""
if isinstance(msg, text_type):
msg = msg.encode('utf-8')
return hmac.new(key, msg, hashlib.sha256).digest() |
def _format_datetime(dttm):
"""Convert a datetime object into a valid STIX timestamp string.
1. Convert to timezone-aware
2. Convert to UTC
3. Format in ISO format
4. Ensure correct precision
a. Add subsecond value if non-zero and precision not defined
5. Add "Z"
"""
if dttm.tzinfo is None or dttm.tzinfo.utcoffset(dttm) is None:
# dttm is timezone-naive; assume UTC
zoned = pytz.utc.localize(dttm)
else:
zoned = dttm.astimezone(pytz.utc)
ts = zoned.strftime("%Y-%m-%dT%H:%M:%S")
ms = zoned.strftime("%f")
precision = getattr(dttm, "precision", None)
if precision == "second":
pass # Already precise to the second
elif precision == "millisecond":
ts = ts + "." + ms[:3]
elif zoned.microsecond > 0:
ts = ts + "." + ms.rstrip("0")
return ts + "Z" |
def _ensure_datetime_to_string(maybe_dttm):
"""If maybe_dttm is a datetime instance, convert to a STIX-compliant
string representation. Otherwise return the value unchanged."""
if isinstance(maybe_dttm, datetime.datetime):
maybe_dttm = _format_datetime(maybe_dttm)
return maybe_dttm |
def _filter_kwargs_to_query_params(filter_kwargs):
"""
Convert API keyword args to a mapping of URL query parameters. Except for
"added_after", all keywords are mapped to match filters, i.e. to a query
parameter of the form "match[<kwarg>]". "added_after" is left alone, since
it's a special filter, as defined in the spec.
Each value can be a single value or iterable of values. "version" and
"added_after" get special treatment, since they are timestamp-valued:
datetime.datetime instances are supported and automatically converted to
STIX-compliant strings. Other than that, all values must be strings. None
values, empty lists, etc are silently ignored.
Args:
filter_kwargs: The filter information, as a mapping.
Returns:
query_params (dict): The query parameter map, mapping strings to
strings.
"""
query_params = {}
for kwarg, arglist in six.iteritems(filter_kwargs):
# If user passes an empty list, None, etc, silently skip?
if not arglist:
continue
# force iterability, for the sake of code uniformity
if not hasattr(arglist, "__iter__") or \
isinstance(arglist, six.string_types):
arglist = arglist,
if kwarg == "version":
query_params["match[version]"] = ",".join(
_ensure_datetime_to_string(val) for val in arglist
)
elif kwarg == "added_after":
if len(arglist) > 1:
raise InvalidArgumentsError("No more than one value for filter"
" 'added_after' may be given")
query_params["added_after"] = ",".join(
_ensure_datetime_to_string(val) for val in arglist
)
else:
query_params["match[" + kwarg + "]"] = ",".join(arglist)
return query_params |
def _to_json(resp):
"""
Factors out some JSON parse code with error handling, to hopefully improve
error messages.
:param resp: A "requests" library response
:return: Parsed JSON.
:raises: InvalidJSONError If JSON parsing failed.
"""
try:
return resp.json()
except ValueError as e:
# Maybe better to report the original request URL?
six.raise_from(InvalidJSONError(
"Invalid JSON was received from " + resp.request.url
), e) |
def refresh(self, accept=MEDIA_TYPE_TAXII_V20):
"""Updates Status information"""
response = self.__raw = self._conn.get(self.url,
headers={"Accept": accept})
self._populate_fields(**response) |
def wait_until_final(self, poll_interval=1, timeout=60):
"""It will poll the URL to grab the latest status resource in a given
timeout and time interval.
Args:
poll_interval (int): how often to poll the status service.
timeout (int): how long to poll the URL until giving up. Use <= 0
to wait forever
"""
start_time = time.time()
elapsed = 0
while (self.status != "complete" and
(timeout <= 0 or elapsed < timeout)):
time.sleep(poll_interval)
self.refresh()
elapsed = time.time() - start_time |
def _validate_status(self):
"""Validates Status information. Raises errors for required
properties."""
if not self.id:
msg = "No 'id' in Status for request '{}'"
raise ValidationError(msg.format(self.url))
if not self.status:
msg = "No 'status' in Status for request '{}'"
raise ValidationError(msg.format(self.url))
if self.total_count is None:
msg = "No 'total_count' in Status for request '{}'"
raise ValidationError(msg.format(self.url))
if self.success_count is None:
msg = "No 'success_count' in Status for request '{}'"
raise ValidationError(msg.format(self.url))
if self.failure_count is None:
msg = "No 'failure_count' in Status for request '{}'"
raise ValidationError(msg.format(self.url))
if self.pending_count is None:
msg = "No 'pending_count' in Status for request '{}'"
raise ValidationError(msg.format(self.url))
if len(self.successes) != self.success_count:
msg = "Found successes={}, but success_count={} in status '{}'"
raise ValidationError(msg.format(self.successes,
self.success_count,
self.id))
if len(self.pendings) != self.pending_count:
msg = "Found pendings={}, but pending_count={} in status '{}'"
raise ValidationError(msg.format(self.pendings,
self.pending_count,
self.id))
if len(self.failures) != self.failure_count:
msg = "Found failures={}, but failure_count={} in status '{}'"
raise ValidationError(msg.format(self.failures,
self.failure_count,
self.id))
if (self.success_count + self.pending_count + self.failure_count !=
self.total_count):
msg = ("(success_count={} + pending_count={} + "
"failure_count={}) != total_count={} in status '{}'")
raise ValidationError(msg.format(self.success_count,
self.pending_count,
self.failure_count,
self.total_count,
self.id)) |
def _validate_collection(self):
"""Validates Collection information. Raises errors for required
properties."""
if not self._id:
msg = "No 'id' in Collection for request '{}'"
raise ValidationError(msg.format(self.url))
if not self._title:
msg = "No 'title' in Collection for request '{}'"
raise ValidationError(msg.format(self.url))
if self._can_read is None:
msg = "No 'can_read' in Collection for request '{}'"
raise ValidationError(msg.format(self.url))
if self._can_write is None:
msg = "No 'can_write' in Collection for request '{}'"
raise ValidationError(msg.format(self.url))
if self._id not in self.url:
msg = "The collection '{}' does not match the url for queries '{}'"
raise ValidationError(msg.format(self._id, self.url)) |
def get_objects(self, accept=MEDIA_TYPE_STIX_V20, **filter_kwargs):
"""Implement the ``Get Objects`` endpoint (section 5.3)"""
self._verify_can_read()
query_params = _filter_kwargs_to_query_params(filter_kwargs)
return self._conn.get(self.objects_url, headers={"Accept": accept},
params=query_params) |
def get_object(self, obj_id, version=None, accept=MEDIA_TYPE_STIX_V20):
"""Implement the ``Get an Object`` endpoint (section 5.5)"""
self._verify_can_read()
url = self.objects_url + str(obj_id) + "/"
query_params = None
if version:
query_params = _filter_kwargs_to_query_params({"version": version})
return self._conn.get(url, headers={"Accept": accept},
params=query_params) |
def add_objects(self, bundle, wait_for_completion=True, poll_interval=1,
timeout=60, accept=MEDIA_TYPE_TAXII_V20,
content_type=MEDIA_TYPE_STIX_V20):
"""Implement the ``Add Objects`` endpoint (section 5.4)
Add objects to the collection. This may be performed either
synchronously or asynchronously. To add asynchronously, set
wait_for_completion to False. If False, the latter two args are
unused. If the caller wishes to monitor the status of the addition,
it may do so in its own way. To add synchronously, set
wait_for_completion to True, and optionally set the poll and timeout
intervals. After initiating the addition, the caller will block,
and the TAXII "status" service will be polled until the timeout
expires, or the operation completes.
Args:
bundle: A STIX bundle with the objects to add (string, dict, binary)
wait_for_completion (bool): Whether to wait for the add operation
to complete before returning
poll_interval (int): If waiting for completion, how often to poll
the status service (seconds)
timeout (int): If waiting for completion, how long to poll until
giving up (seconds). Use <= 0 to wait forever
accept (str): media type to include in the ``Accept:`` header.
content_type (str): media type to include in the ``Content-Type:``
header.
Returns:
If ``wait_for_completion`` is False, a Status object corresponding
to the initial status data returned from the service, is returned.
The status may not yet be complete at this point.
If ``wait_for_completion`` is True, a Status object corresponding
to the completed operation is returned if it didn't time out;
otherwise a Status object corresponding to the most recent data
obtained before the timeout, is returned.
"""
self._verify_can_write()
headers = {
"Accept": accept,
"Content-Type": content_type,
}
if isinstance(bundle, dict):
json_text = json.dumps(bundle, ensure_ascii=False)
data = json_text.encode("utf-8")
elif isinstance(bundle, six.text_type):
data = bundle.encode("utf-8")
elif isinstance(bundle, six.binary_type):
data = bundle
else:
raise TypeError("Don't know how to handle type '{}'".format(
type(bundle).__name__))
status_json = self._conn.post(self.objects_url, headers=headers,
data=data)
status_url = urlparse.urljoin(
self.url,
"../../status/{}".format(status_json["id"])
)
status = Status(url=status_url, conn=self._conn,
status_info=status_json)
if not wait_for_completion or status.status == "complete":
return status
status.wait_until_final(poll_interval, timeout)
return status |
def get_manifest(self, accept=MEDIA_TYPE_TAXII_V20, **filter_kwargs):
"""Implement the ``Get Object Manifests`` endpoint (section 5.6)."""
self._verify_can_read()
query_params = _filter_kwargs_to_query_params(filter_kwargs)
return self._conn.get(self.url + "manifest/",
headers={"Accept": accept},
params=query_params) |
def _validate_api_root(self):
"""Validates API Root information. Raises errors for required
properties."""
if not self._title:
msg = "No 'title' in API Root for request '{}'"
raise ValidationError(msg.format(self.url))
if not self._versions:
msg = "No 'versions' in API Root for request '{}'"
raise ValidationError(msg.format(self.url))
if self._max_content_length is None:
msg = "No 'max_content_length' in API Root for request '{}'"
raise ValidationError(msg.format(self.url)) |
def refresh(self, accept=MEDIA_TYPE_TAXII_V20):
"""Update the API Root's information and list of Collections"""
self.refresh_information(accept)
self.refresh_collections(accept) |
def refresh_information(self, accept=MEDIA_TYPE_TAXII_V20):
"""Update the properties of this API Root.
This invokes the ``Get API Root Information`` endpoint.
"""
response = self.__raw = self._conn.get(self.url,
headers={"Accept": accept})
self._populate_fields(**response)
self._loaded_information = True |
def refresh_collections(self, accept=MEDIA_TYPE_TAXII_V20):
"""Update the list of Collections contained by this API Root.
This invokes the ``Get Collections`` endpoint.
"""
url = self.url + "collections/"
response = self._conn.get(url, headers={"Accept": accept})
self._collections = []
for item in response.get("collections", []): # optional
collection_url = url + item["id"] + "/"
collection = Collection(collection_url, conn=self._conn,
collection_info=item)
self._collections.append(collection)
self._loaded_collections = True |
def _validate_server(self):
"""Validates server information. Raises errors for required properties.
"""
if not self._title:
msg = "No 'title' in Server Discovery for request '{}'"
raise ValidationError(msg.format(self.url)) |
def refresh(self):
"""Update the Server information and list of API Roots"""
response = self.__raw = self._conn.get(self.url)
self._populate_fields(**response)
self._loaded = True |
def valid_content_type(self, content_type, accept):
"""Check that the server is returning a valid Content-Type
Args:
content_type (str): ``Content-Type:`` header value
accept (str): media type to include in the ``Accept:`` header.
"""
accept_tokens = accept.replace(' ', '').split(';')
content_type_tokens = content_type.replace(' ', '').split(';')
return (
all(elem in content_type_tokens for elem in accept_tokens) and
(content_type_tokens[0] == 'application/vnd.oasis.taxii+json' or
content_type_tokens[0] == 'application/vnd.oasis.stix+json')
) |
def get(self, url, headers=None, params=None):
"""Perform an HTTP GET, using the saved requests.Session and auth info.
If "Accept" isn't one of the given headers, a default TAXII mime type is
used. Regardless, the response type is checked against the accept
header value, and an exception is raised if they don't match.
Args:
url (str): URL to retrieve
headers (dict): Any other headers to be added to the request.
params: dictionary or bytes to be sent in the query string for the
request. (optional)
"""
merged_headers = self._merge_headers(headers)
if "Accept" not in merged_headers:
merged_headers["Accept"] = MEDIA_TYPE_TAXII_V20
accept = merged_headers["Accept"]
resp = self.session.get(url, headers=merged_headers, params=params)
resp.raise_for_status()
content_type = resp.headers["Content-Type"]
if not self.valid_content_type(content_type=content_type, accept=accept):
msg = "Unexpected Response. Got Content-Type: '{}' for Accept: '{}'"
raise TAXIIServiceException(msg.format(content_type, accept))
return _to_json(resp) |
def post(self, url, headers=None, params=None, **kwargs):
"""Send a JSON POST request with the given request headers, additional
URL query parameters, and the given JSON in the request body. The
extra query parameters are merged with any which already exist in the
URL. The 'json' and 'data' parameters may not both be given.
Args:
url (str): URL to retrieve
headers (dict): Any other headers to be added to the request.
params: dictionary or bytes to be sent in the query string for the
request. (optional)
json: json to send in the body of the Request. This must be a
JSON-serializable object. (optional)
data: raw request body data. May be a dictionary, list of tuples,
bytes, or file-like object to send in the body of the Request.
(optional)
"""
if len(kwargs) > 1:
raise InvalidArgumentsError("Too many extra args ({} > 1)".format(
len(kwargs)))
if kwargs:
kwarg = next(iter(kwargs))
if kwarg not in ("json", "data"):
raise InvalidArgumentsError("Invalid kwarg: " + kwarg)
resp = self.session.post(url, headers=headers, params=params, **kwargs)
resp.raise_for_status()
return _to_json(resp) |
def _merge_headers(self, call_specific_headers):
"""
Merge headers from different sources together. Headers passed to the
post/get methods have highest priority, then headers associated with
the connection object itself have next priority.
:param call_specific_headers: A header dict from the get/post call, or
None (the default for those methods).
:return: A key-case-insensitive MutableMapping object which contains
the merged headers. (This doesn't actually return a dict.)
"""
# A case-insensitive mapping is necessary here so that there is
# predictable behavior. If a plain dict were used, you'd get keys in
# the merged dict which differ only in case. The requests library
# would merge them internally, and it would be unpredictable which key
# is chosen for the final set of headers. Another possible approach
# would be to upper/lower-case everything, but this seemed easier. On
# the other hand, I don't know if CaseInsensitiveDict is public API...?
# First establish defaults
merged_headers = requests.structures.CaseInsensitiveDict({
"User-Agent": self.user_agent
})
# Then overlay with specifics from post/get methods
if call_specific_headers:
merged_headers.update(call_specific_headers)
# Special "User-Agent" header check, to ensure one is always sent.
# The call-specific overlay could have null'd out that header.
if not merged_headers.get("User-Agent"):
merged_headers["User-Agent"] = self.user_agent
return merged_headers |
def total_memory():
""" Returns the the amount of memory available for use.
The memory is obtained from MemTotal entry in /proc/meminfo.
Notes
=====
This function is not very useful and not very portable.
"""
with file('/proc/meminfo', 'r') as f:
for line in f:
words = line.split()
if words[0].upper() == 'MEMTOTAL:':
return int(words[1]) * 1024
raise IOError('MemTotal unknown') |
def cpu_count():
""" Returns the default number of slave processes to be spawned.
The default value is the number of physical cpu cores seen by python.
:code:`OMP_NUM_THREADS` environment variable overrides it.
On PBS/torque systems if OMP_NUM_THREADS is empty, we try to
use the value of :code:`PBS_NUM_PPN` variable.
Notes
-----
On some machines the physical number of cores does not equal
the number of cpus shall be used. PSC Blacklight for example.
"""
num = os.getenv("OMP_NUM_THREADS")
if num is None:
num = os.getenv("PBS_NUM_PPN")
try:
return int(num)
except:
return multiprocessing.cpu_count() |
def empty_like(array, dtype=None):
""" Create a shared memory array from the shape of array.
"""
array = numpy.asarray(array)
if dtype is None:
dtype = array.dtype
return anonymousmemmap(array.shape, dtype) |
def full_like(array, value, dtype=None):
""" Create a shared memory array with the same shape and type as a given array, filled with `value`.
"""
shared = empty_like(array, dtype)
shared[:] = value
return shared |
def full(shape, value, dtype='f8'):
""" Create a shared memory array of given shape and type, filled with `value`.
"""
shared = empty(shape, dtype)
shared[:] = value
return shared |
def copy(a):
""" Copy an array to the shared memory.
Notes
-----
copy is not always necessary because the private memory is always copy-on-write.
Use :code:`a = copy(a)` to immediately dereference the old 'a' on private memory
"""
shared = anonymousmemmap(a.shape, dtype=a.dtype)
shared[:] = a[:]
return shared |
def get(self, Q):
""" Protected get. Get an item from Q.
Will block. but if the process group has errors,
raise an StopProcessGroup exception.
A slave process will terminate upon StopProcessGroup.
The master process shall read the error from the process group.
"""
while self.Errors.empty():
try:
return Q.get(timeout=1)
except queue.Empty:
# check if the process group is dead
if not self.is_alive():
# todo : can be graceful, in which
# case the last item shall have been
# flushed to Q.
try:
return Q.get(timeout=0)
except queue.Empty:
raise StopProcessGroup
else:
continue
else:
raise StopProcessGroup |
def wait(self):
""" Wait and join the child process.
The return value of the function call is returned.
If any exception occurred it is wrapped and raised.
"""
e, r = self.result.get()
self.slave.join()
self.slave = None
self.result = None
if isinstance(e, Exception):
raise SlaveException(e, r)
return r |
def map(self, func, sequence, reduce=None, star=False, minlength=0):
""" Map-reduce with multile processes.
Apply func to each item on the sequence, in parallel.
As the results are collected, reduce is called on the result.
The reduced result is returned as a list.
Parameters
----------
func : callable
The function to call. It must accept the same number of
arguments as the length of an item in the sequence.
.. warning::
func is not supposed to use exceptions for flow control.
In non-debug mode all exceptions will be wrapped into
a :py:class:`SlaveException`.
sequence : list or array_like
The sequence of arguments to be applied to func.
reduce : callable, optional
Apply an reduction operation on the
return values of func. If func returns a tuple, they
are treated as positional arguments of reduce.
star : boolean
if True, the items in sequence are treated as positional
arguments of reduce.
minlength: integer
Minimal length of `sequence` to start parallel processing.
if len(sequence) < minlength, fall back to sequential
processing. This can be used to avoid the overhead of starting
the worker processes when there is little work.
Returns
-------
results : list
The list of reduced results from the map operation, in
the order of the arguments of sequence.
Raises
------
SlaveException
If any of the slave process encounters
an exception. Inspect :py:attr:`SlaveException.reason` for the underlying exception.
"""
def realreduce(r):
if reduce:
if isinstance(r, tuple):
return reduce(*r)
else:
return reduce(r)
return r
def realfunc(i):
if star: return func(*i)
else: return func(i)
if len(sequence) <= 0 or self.np == 0 or get_debug():
# Do this in serial
self.local = lambda : None
self.local.rank = 0
rt = [realreduce(realfunc(i)) for i in sequence]
self.local = None
return rt
# never use more than len(sequence) processes
np = min([self.np, len(sequence)])
Q = self.backend.QueueFactory(64)
R = self.backend.QueueFactory(64)
self.ordered.reset()
pg = ProcessGroup(main=self._main, np=np,
backend=self.backend,
args=(Q, R, sequence, realfunc))
pg.start()
L = []
N = []
def feeder(pg, Q, N):
# will fail silently if any error occurs.
j = 0
try:
for i, work in enumerate(sequence):
if not hasattr(sequence, '__getitem__'):
pg.put(Q, (i, work))
else:
pg.put(Q, (i, ))
j = j + 1
N.append(j)
for i in range(np):
pg.put(Q, None)
except StopProcessGroup:
return
finally:
pass
feeder = threading.Thread(None, feeder, args=(pg, Q, N))
feeder.start()
# we run fetcher on main thread to catch exceptions
# raised by reduce
count = 0
try:
while True:
try:
capsule = pg.get(R)
except queue.Empty:
continue
except StopProcessGroup:
raise pg.get_exception()
capsule = capsule[0], realreduce(capsule[1])
heapq.heappush(L, capsule)
count = count + 1
if len(N) > 0 and count == N[0]:
# if finished feeding see if all
# results have been obtained
break
rt = []
# R.close()
# R.join_thread()
while len(L) > 0:
rt.append(heapq.heappop(L)[1])
pg.join()
feeder.join()
assert N[0] == len(rt)
return rt
except BaseException as e:
pg.killall()
pg.join()
feeder.join()
raise |
def savetxt2(fname, X, delimiter=' ', newline='\n', comment_character='#',
header='', save_dtype=False, fmt={}):
""" format of table header:
# ID [type]:name(index) .... * number of items
user's header is not prefixed by comment_character
name of nested dtype elements are split by .
"""
prefixfmt = {}
for key in fmt:
prefixfmt[key] = fmt[key]
olddtype = X.dtype
newdtype = flatten_dtype(numpy.dtype([('', (X.dtype, X.shape[1:]))]))
X = X.view(dtype=newdtype)
dtype = X.dtype
X = numpy.atleast_1d(X.squeeze())
header2 = _mkheader(dtype)
fmtstr = _mkfmtstr(dtype, prefixfmt, delimiter, _default_fmt)
if hasattr(fname, 'write'):
fh = fname
cleanup = lambda : None
else:
fh = file(fname, 'w+')
cleanup = lambda : fh.close()
try:
fh.write (header)
if header[:-1] != newline:
fh.write(newline)
fh.write (comment_character)
fh.write ('!')
fh.write (header2)
fh.write (delimiter)
fh.write ('*%d' % len(X))
fh.write(newline)
if save_dtype:
fh.write (comment_character)
fh.write ('?')
fh.write (base64.b64encode(pickle.dumps(olddtype)))
fh.write (newline)
for row in X:
fh.write(fmtstr % tuple(row))
fh.write(newline)
if hasattr(fh, 'flush'):
fh.flush()
finally:
cleanup() |
def loadtxt2(fname, dtype=None, delimiter=' ', newline='\n', comment_character='#',
skiplines=0):
""" Known issues delimiter and newline is not respected.
string quotation with space is broken.
"""
dtypert = [None, None, None]
def preparedtype(dtype):
dtypert[0] = dtype
flatten = flatten_dtype(dtype)
dtypert[1] = flatten
dtypert[2] = numpy.dtype([('a', (numpy.int8,
flatten.itemsize))])
buf = numpy.empty((), dtype=dtypert[1])
converters = [_default_conv[flatten[name].char] for name in flatten.names]
return buf, converters, flatten.names
def fileiter(fh):
converters = []
buf = None
if dtype is not None:
buf, converters, names = preparedtype(dtype)
yield None
for lineno, line in enumerate(fh):
if lineno < skiplines: continue
if line[0] in comment_character:
if buf is None and line[1] == '?':
ddtype = pickle.loads(base64.b64decode(line[2:]))
buf, converters, names = preparedtype(ddtype)
yield None
continue
for word, c, name in zip(line.split(), converters, names):
buf[name] = c(word)
buf2 = buf.copy().view(dtype=dtypert[2])
yield buf2
if isinstance(fname, basestring):
fh = file(fh, 'r')
cleanup = lambda : fh.close()
else:
fh = iter(fname)
cleanup = lambda : None
try:
i = fileiter(fh)
i.next()
return numpy.fromiter(i, dtype=dtypert[2]).view(dtype=dtypert[0])
finally:
cleanup() |
def flatten_dtype(dtype, _next=None):
""" Unpack a structured data-type. """
types = []
if _next is None:
_next = [0, '']
primary = True
else:
primary = False
prefix = _next[1]
if dtype.names is None:
for i in numpy.ndindex(dtype.shape):
if dtype.base == dtype:
types.append(('%s%s' % (prefix, simplerepr(i)), dtype))
_next[0] += 1
else:
_next[1] = '%s%s' % (prefix, simplerepr(i))
types.extend(flatten_dtype(dtype.base, _next))
else:
for field in dtype.names:
typ_fields = dtype.fields[field]
if len(prefix) > 0:
_next[1] = prefix + '.' + field
else:
_next[1] = '' + field
flat_dt = flatten_dtype(typ_fields[0], _next)
types.extend(flat_dt)
_next[1] = prefix
if primary:
return numpy.dtype(types)
else:
return types |
def MetaOrdered(parallel, done, turnstile):
"""meta class for Ordered construct."""
class Ordered:
def __init__(self, iterref):
if parallel.master:
done[...] = 0
self.iterref = iterref
parallel.barrier()
@classmethod
def abort(self):
turnstile.release()
def __enter__(self):
while self.iterref != done:
pass
turnstile.acquire()
return self
def __exit__(self, *args):
done[...] += 1
turnstile.release()
return Ordered |
def kill_all(self):
"""kill all slaves and reap the monitor """
for pid in self.children:
try:
os.kill(pid, signal.SIGTRAP)
except OSError:
continue
self.join() |
def join(self):
""" master only """
try:
self.pipe.put('Q')
self.thread.join()
except:
pass
finally:
self.thread = None |
def slaveraise(self, type, error, traceback):
""" slave only """
message = 'E' * 1 + pickle.dumps((type,
''.join(tb.format_exception(type, error, traceback))))
if self.pipe is not None:
self.pipe.put(message) |
def forloop(self, range, ordered=False, schedule=('static', 1)):
""" schedule can be
(sch, chunk) or sch;
sch is 'static', 'dynamic' or 'guided'.
chunk defaults to 1
if ordered, create an ordred
"""
if isinstance(schedule, tuple):
schedule, chunk = schedule
else:
chunk = None
if schedule == 'static':
return self._StaticForLoop(range, ordered, chunk)
elif schedule == 'dynamic':
return self._DynamicForLoop(range, ordered, chunk, guided=False)
elif schedule == 'guided':
return self._DynamicForLoop(range, ordered, chunk, guided=True)
else:
raise "schedule unknown" |
def abort(self):
""" ensure the master exit from Barrier """
self.mutex.release()
self.turnstile.release()
self.mutex.release()
self.turnstile2.release() |
def read(self, n):
""" return at most n array items, move the cursor.
"""
while len(self.pool) < n:
self.cur = self.files.next()
self.pool = numpy.append(self.pool,
self.fetch(self.cur), axis=0)
rt = self.pool[:n]
if n == len(self.pool):
self.pool = self.fetch(None)
else:
self.pool = self.pool[n:]
return rt |
def call(self, args, axis=0, out=None, chunksize=1024 * 1024, **kwargs):
""" axis is the axis to chop it off.
if self.altreduce is set, the results will
be reduced with altreduce and returned
otherwise will be saved to out, then return out.
"""
if self.altreduce is not None:
ret = [None]
else:
if out is None :
if self.outdtype is not None:
dtype = self.outdtype
else:
try:
dtype = numpy.result_type(*[args[i] for i in self.ins] * 2)
except:
dtype = None
out = sharedmem.empty(
numpy.broadcast(*[args[i] for i in self.ins] * 2).shape,
dtype=dtype)
if axis != 0:
for i in self.ins:
args[i] = numpy.rollaxis(args[i], axis)
out = numpy.rollaxis(out, axis)
size = numpy.max([len(args[i]) for i in self.ins])
with sharedmem.MapReduce() as pool:
def work(i):
sl = slice(i, i+chunksize)
myargs = args[:]
for j in self.ins:
try:
tmp = myargs[j][sl]
a, b, c = sl.indices(len(args[j]))
myargs[j] = tmp
except Exception as e:
print tmp
print j, e
pass
if b == a: return None
rt = self.ufunc(*myargs, **kwargs)
if self.altreduce is not None:
return rt
else:
out[sl] = rt
def reduce(rt):
if self.altreduce is None:
return
if ret[0] is None:
ret[0] = rt
elif rt is not None:
ret[0] = self.altreduce(ret[0], rt)
pool.map(work, range(0, size, chunksize), reduce=reduce)
if self.altreduce is None:
if axis != 0:
out = numpy.rollaxis(out, 0, axis + 1)
return out
else:
return ret[0] |
def adapt(cls, source, template):
""" adapt source to a packarray according to the layout of template """
if not isinstance(template, packarray):
raise TypeError('template must be a packarray')
return cls(source, template.start, template.end) |
def argsort(data, out=None, chunksize=None,
baseargsort=None,
argmerge=None, np=None):
"""
parallel argsort, like numpy.argsort
use sizeof(intp) * len(data) as scratch space
use baseargsort for serial sort
ind = baseargsort(data)
use argmerge to merge
def argmerge(data, A, B, out):
ensure data[out] is sorted
and out[:] = A join B
TODO: shall try to use the inplace merge mentioned in
http://keithschwarz.com/interesting/code/?dir=inplace-merge.
"""
if baseargsort is None:
baseargsort = lambda x:x.argsort()
if argmerge is None:
argmerge = default_argmerge
if chunksize is None:
chunksize = 1024 * 1024 * 16
if out is None:
arg1 = numpy.empty(len(data), dtype='intp')
out = arg1
else:
assert out.dtype == numpy.dtype('intp')
assert len(out) == len(data)
arg1 = out
if np is None:
np = sharedmem.cpu_count()
if np <= 1 or len(data) < chunksize:
out[:] = baseargsort(data)
return out
CHK = [slice(i, i + chunksize) for i in range(0, len(data), chunksize)]
DUMMY = slice(len(data), len(data))
if len(CHK) % 2: CHK.append(DUMMY)
with sharedmem.TPool() as pool:
def work(i):
C = CHK[i]
start, stop, step = C.indices(len(data))
arg1[C] = baseargsort(data[C])
arg1[C] += start
pool.map(work, range(len(CHK)))
arg2 = numpy.empty_like(arg1)
flip = 0
while len(CHK) > 1:
with sharedmem.TPool() as pool:
def work(i):
C1 = CHK[i]
C2 = CHK[i+1]
start1, stop1, step1 = C1.indices(len(data))
start2, stop2, step2 = C2.indices(len(data))
# print 'argmerge', start1, stop1, start2, stop2
assert start2 == stop1
argmerge(data, arg1[C1], arg1[C2], arg2[start1:stop2])
return slice(start1, stop2)
CHK = pool.map(work, range(0, len(CHK), 2))
arg1, arg2 = arg2, arg1
flip = flip + 1
if len(CHK) == 1: break
if len(CHK) % 2: CHK.append(DUMMY)
if flip % 2 != 0:
# only even flips out ends up pointing to arg2 and needs to be
# copied
out[:] = arg1
return out |
def day_of_week(abbr=False):
"""Return a random (abbreviated if `abbr`) day of week name."""
if abbr:
return random.choice(DAYS_ABBR)
else:
return random.choice(DAYS) |
def month(abbr=False, numerical=False):
"""Return a random (abbreviated if `abbr`) month name or month number if
`numerical`.
"""
if numerical:
return random.randint(1, 12)
else:
if abbr:
return random.choice(MONTHS_ABBR)
else:
return random.choice(MONTHS) |
def year(past=False, min_delta=0, max_delta=20):
"""Return a random year."""
return dt.date.today().year + _delta(past, min_delta, max_delta) |
def date(past=False, min_delta=0, max_delta=20):
"""Return a random `dt.date` object. Delta args are days."""
timedelta = dt.timedelta(days=_delta(past, min_delta, max_delta))
return dt.date.today() + timedelta |
def get_dictionary(dict_name):
"""
Load a dictionary file ``dict_name`` (if it's not cached) and return its
contents as an array of strings.
"""
global dictionaries_cache
if dict_name not in dictionaries_cache:
try:
dictionary_file = codecs.open(
join(DICTIONARIES_PATH, dict_name), 'r', 'utf-8'
)
except IOError:
None
else:
dictionaries_cache[dict_name] = dictionary_file.readlines()
dictionary_file.close()
return dictionaries_cache[dict_name] |
def check_digit(num):
"""Return a check digit of the given credit card number.
Check digit calculated using Luhn algorithm ("modulus 10")
See: http://www.darkcoding.net/credit-card/luhn-formula/
"""
sum = 0
# drop last digit, then reverse the number
digits = str(num)[:-1][::-1]
for i, n in enumerate(digits):
# select all digits at odd positions starting from 1
if (i + 1) % 2 != 0:
digit = int(n) * 2
if digit > 9:
sum += (digit - 9)
else:
sum += digit
else:
sum += int(n)
return ((divmod(sum, 10)[0] + 1) * 10 - sum) % 10 |
def number(type=None, length=None, prefixes=None):
"""
Return a random credit card number.
:param type: credit card type. Defaults to a random selection.
:param length: length of the credit card number.
Defaults to the length for the selected card type.
:param prefixes: allowed prefixes for the card number.
Defaults to prefixes for the selected card type.
:return: credit card randomly generated number (int)
"""
# select credit card type
if type and type in CARDS:
card = type
else:
card = random.choice(list(CARDS.keys()))
# select a credit card number's prefix
if not prefixes:
prefixes = CARDS[card]['prefixes']
prefix = random.choice(prefixes)
# select length of the credit card number, if it's not set
if not length:
length = CARDS[card]['length']
# generate all digits but the last one
result = str(prefix)
for d in range(length - len(str(prefix))):
result += str(basic.number())
last_digit = check_digit(int(result))
return int(result[:-1] + str(last_digit)) |
def street_number():
"""Return a random street number."""
length = int(random.choice(string.digits[1:6]))
return ''.join(random.sample(string.digits, length)) |
def zip_code():
"""Return a random ZIP code, either in `#####` or `#####-####` format."""
format = '#####'
if random.random() >= 0.5:
format = '#####-####'
result = ''
for item in format:
if item == '#':
result += str(random.randint(0, 9))
else:
result += item
return result |
def phone():
"""Return a random phone number in `#-(###)###-####` format."""
format = '#-(###)###-####'
result = ''
for item in format:
if item == '#':
result += str(random.randint(0, 9))
else:
result += item
return result |
def job_title():
"""Return a random job title."""
result = random.choice(get_dictionary('job_titles')).strip()
result = result.replace('#{N}', job_title_suffix())
return result |
def body(quantity=2, separator='\n\n', wrap_start='', wrap_end='',
html=False, sentences_quantity=3, as_list=False):
"""Return a random email text."""
return lorem_ipsum.paragraphs(quantity=quantity, separator=separator,
wrap_start=wrap_start, wrap_end=wrap_end,
html=html,
sentences_quantity=sentences_quantity,
as_list=as_list) |
def money(min=0, max=10):
"""Return a str of decimal with two digits after a decimal mark."""
value = random.choice(range(min * 100, max * 100))
return "%1.2f" % (float(value) / 100) |
def words(quantity=10, as_list=False):
"""Return random words."""
global _words
if not _words:
_words = ' '.join(get_dictionary('lorem_ipsum')).lower().\
replace('\n', '')
_words = re.sub(r'\.|,|;/', '', _words)
_words = _words.split(' ')
result = random.sample(_words, quantity)
if as_list:
return result
else:
return ' '.join(result) |
def title(words_quantity=4):
"""Return a random sentence to be used as e.g. an e-mail subject."""
result = words(quantity=words_quantity)
result += random.choice('?.!')
return result.capitalize() |
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