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def random_choice(sequence): return random.choice(tuple(sequence) if isinstance(sequence, set) else sequence)
Same as :meth:`random.choice`, but also supports :class:`set` type to be passed as sequence.
def render_markdown(text, context=None): if context is None or not isinstance(context, dict): context = {} markdown_html = _transform_markdown_into_html(text) sanitised_markdown_html = _sanitise_markdown_html(markdown_html) return mark_safe(sanitised_markdown_html)
Turn markdown into HTML.
def render(text, context=None): warning = ( "wagtailmarkdown.utils.render() is deprecated. Use " "wagtailmarkdown.utils.render_markdown() instead." ) warnings.warn(warning, WagtailMarkdownDeprecationWarning, stacklevel=2) return render_markdown(text, context)
Depreceated call to render_markdown().
def run(self, parent, blocks): block = blocks.pop(0).split('\n') header = block[0].strip() seperator = block[1].strip() rows = block[2:] # Get format type (bordered by pipes or not) border = False if header.startswith('|'): border = T...
Parse a table block and build table.
def _build_row(self, row, parent, align, border): tr = etree.SubElement(parent, 'tr') tag = 'td' if parent.tag == 'thead': tag = 'th' cells = self._split_row(row, border) # We use align here rather than cells to ensure every row # contains the...
Given a row of text, build table cells.
def _split_row(self, row, border): if border: if row.startswith('|'): row = row[1:] if row.endswith('|'): row = row[:-1] return row.split('|')
split a row of text into list of cells.
def extendMarkdown(self, md, md_globals): md.parser.blockprocessors.add('table', TableProcessor(md.parser), '<hashheader')
Add an instance of TableProcessor to BlockParser.
def get_all_static(): static_dirs = set() for finder in settings.STATICFILES_FINDERS: finder = finders.get_finder(finder) if hasattr(finder, 'storages'): for storage in finder.storages.values(): static_dirs.add(storage.location) if hasattr(finder, 'storag...
Get all the static files directories found by ``STATICFILES_FINDERS`` :return: set of paths (top-level folders only)
def input(self, **kwargs): if self.infile is None and "{infile}" in self.command: if self.filename is None: self.infile = NamedTemporaryFile(mode='wb', suffix=self.infile_ext) self.infile.write(self.content.encode(self.default_encoding)) self....
Specify temporary input file extension. Browserify requires explicit file extension (".js" or ".json" by default). https://github.com/substack/node-browserify/issues/1469
def graph_hash(obj): obj_type = type(obj) try: # this works for hashables return hash((obj_type, obj)) except: # this works for object containers since graphdb # wants to identify different containers # instead of the sum of their current internals return...
this hashes all types to a hash without colissions. python's hashing algorithms are not cross type compatable but hashing tuples with the type as the first element seems to do the trick
def store_item(self, item): assert not isinstance(item, RamGraphDBNode) item_hash = graph_hash(item) if item_hash not in self.nodes: self.nodes[item_hash] = RamGraphDBNode(item) return self.nodes[item_hash]
use this function to store a python object in the database
def store_relation(self, src, name, dst): self.__require_string__(name) #print('storing relation', src, name, dst) # make sure both items are stored self.store_item(src).link(name, self.store_item(dst))
use this to store a relation between two objects
def delete_relation(self, src, relation, target): self.__require_string__(relation) if src in self and target in self: self._get_item_node(src).unlink(relation, self._get_item_node(target))
can be both used as (src, relation, dest) for a single relation or (src, relation) to delete all relations of that type from the src
def delete_item(self, item): for relation, dst in self.relations_of(item, True): self.delete_relation(item, relation, dst) #print(item, relation, dst) for src, relation in self.relations_to(item, True): self.delete_relation(src, relation, item) #p...
removes an item from the db
def relations_of(self, target, include_object=False): relations = (target if isinstance(target, RamGraphDBNode) else self._get_item_node(target)).outgoing if include_object: for k in relations: for v in relations[k]: if hasattr(v, 'obj'): # filter...
list all relations the originate from target
def relations_to(self, target, include_object=False): relations = self._get_item_node(target).incoming if include_object: for k in relations: for v in relations[k]: if hasattr(v, 'obj'): # filter dead links yield v.obj, k ...
list all relations pointing at an object
def show_objects(self): for key in self.nodes: node = self.nodes[key] value = node.obj print(key, '-', repr(value), '-', node)
display the entire of objects with their (id, value, node)
def list_relations(self): for node in self.iter_nodes(): for relation, target in self.relations_of(node.obj, True): yield node.obj, relation, target
list every relation in the database as (src, relation, dst)
def show_relations(self): for src_node in self.iter_nodes(): for relation in src_node.outgoing: for dst_node in src_node.outgoing[relation]: print(repr(src_node.obj), '-', relation, '-', repr(dst_node.obj))
display every relation in the database as (src, relation, dst)
def where(self, relation, filter_fn): assert type(relation).__name__ in {'str','unicode'}, 'where needs the first arg to be a string' assert callable(filter_fn), 'filter_fn needs to be callable' return VList(i for i in self if relation in i._relations() and any(filter_fn(_()) for _ in i...
use this to filter VLists, simply provide a filter function and what relation to apply it to
def _where(self, filter_fn): assert callable(filter_fn), 'filter_fn needs to be callable' return VList(i for i in self if filter_fn(i()))
use this to filter VLists, simply provide a filter function to filter the current found objects
def _where(self, **kwargs): out = self for k,v in kwargs.items(): out = out.where(k, lambda i:i==v) return out
use this to filter VLists with kv pairs
def _create_file(path=''): from os.path import isfile if not isfile(path): # only do the following if the file doesn't exist yet from os import chmod from stat import S_IRUSR, S_IWUSR open(path, "a").close() # create the file attempt(lambda: chmo...
creates a file at the given path and sets the permissions to user only read/write
def store_item(self, item): #print('storing item', item) item_id = self._id_of(item) #print('item_id', item_id) if item_id is None: #print('storing item', item) blob = self.serialize(item) with self._write_lock: self._execute( ...
use this function to store a python object in the database
def delete_item(self, item): for relation in self.relations_of(item): self.delete_relation(item, relation) for origin, relation in self.relations_to(item, True): self.delete_relation(origin, relation, item) with self._write_lock: self._execute(, (self...
removes an item from the db
def store_relation(self, src, name, dst): self.__require_string__(name) #print('storing relation', src, name, dst) # make sure both items are stored self.store_item(src) self.store_item(dst) with self._write_lock: #print(locals()) # run th...
use this to store a relation between two objects
def _delete_single_relation(self, src, relation, dst): self.__require_string__(relation) src_id = self._id_of(src) dst_id = self._id_of(dst) with self._write_lock: self._execute(, (src_id, relation, dst_id)) self.autocommit()
deletes a single relation between objects
def delete_relation(self, src, relation, *targets): self.__require_string__(relation) if len(targets): for i in targets: self._delete_single_relation(src, relation, i) else: # delete all connections of that relation from src for i in l...
can be both used as (src, relation, dest) for a single relation or (src, relation) to delete all relations of that type from the src
def find(self, target, relation): query = 'select ob1.code from objects as ob1, objects as ob2, relations where relations.dst=ob1.id and relations.name=? and relations.src=ob2.id and ob2.code=?' # src is id not source :/ for i in self._execute(query, (relation, self.serialize(target))): ...
returns back all elements the target has a relation to
def relations_of(self, target, include_object=False): if include_object: _ = self._execute(, (self.serialize(target),)) for i in _: yield i[0], self.deserialize(i[1]) else: _ = self._execute(, (self.serialize(target),)) for i in _:...
list all relations the originate from target
def relations_to(self, target, include_object=False): if include_object: _ = self._execute(, (self._id_of(target),)) for i in _: yield self.deserialize(i[1]), i[0] else: _ = self._execute(, (self._id_of(target),)) for i in _: ...
list all relations pointing at an object
def connections_of(self, target): return gen.chain( ((r,i) for i in self.find(target,r)) for r in self.relations_of(target) )
generate tuples containing (relation, object_that_applies)
def list_objects(self): for i in self._execute('select * from objects'): _id, code = i yield _id, code, self.deserialize(code)
list the entire of objects with their (id, serialized_form, actual_value)
def list_relations(self): _ = self._execute('select * from relations').fetchall() for i in _: #print(i) src, name, dst = i src = self.deserialize( next(self._execute('select code from objects where id=?',(src,)))[0] ) d...
list every relation in the database as (src, relation, dst)
def calc_changes(db, ignore_tables=None): migrator = None # expose eventually? if migrator is None: migrator = auto_detect_migrator(db) existing_tables = [unicode(t) for t in db.get_tables()] existing_indexes = {table:get_indexes_by_table(db, table) for table in existing_tables} existing_columns_by_table ...
to_run += calc_perms_changes($schema_tables, noop) unless $check_perms_for.empty?
def set_keep_alive(self, sock, after_idle_sec=5, interval_sec=60, max_fails=5): # OSX if platform.system() == "Darwin": # scraped from /usr/include, not exported by python's socket module TCP_KEEPALIVE = 0x10 sock.setsockopt(socket.SOL_...
This function instructs the TCP socket to send a heart beat every n seconds to detect dead connections. It's the TCP equivalent of the IRC ping-pong protocol and allows for better cleanup / detection of dead TCP connections. It activates after 1 second (after_idle_sec) of idleness, then...
def parse_buf(self, encoding="unicode"): buf_len = len(self.buf) replies = [] reply = b"" chop = 0 skip = 0 i = 0 buf_len = len(self.buf) for i in range(0, buf_len): ch = self.buf[i:i + 1] if skip: skip -= 1...
Since TCP is a stream-orientated protocol, responses aren't guaranteed to be complete when they arrive. The buffer stores all the data and this function splits the data into replies based on the new line delimiter.
def get_chunks(self, fixed_limit=None, encoding="unicode"): # Socket is disconnected. if not self.connected: return # Recv chunks until network buffer is empty. repeat = 1 wait = 0.2 chunk_no = 0 max_buf = self.max_buf max_chunks = sel...
This is the function which handles retrieving new data chunks. It's main logic is avoiding a recv call blocking forever and halting the program flow. To do this, it manages errors and keeps an eye on the buffer to avoid overflows and DoS attacks. http://stackoverflow.com/questions/16745...
def validate_node(self, node_ip, node_port=None, same_nodes=1): self.debug_print("Validating: " + node_ip) # Is this a valid IP? if not is_ip_valid(node_ip) or node_ip == "0.0.0.0": self.debug_print("Invalid node ip in validate node") return 0 # Is this ...
Don't accept connections from self to passive server or connections to already connected nodes.
def bootstrap(self): # Disable bootstrap. if not self.enable_bootstrap: return None # Avoid raping the rendezvous server. t = time.time() if self.last_bootstrap is not None: if t - self.last_bootstrap <= rendezvous_interval: ...
When the software is first started, it needs to retrieve a list of nodes to connect to the network to. This function asks the server for N nodes which consists of at least N passive nodes and N simultaneous nodes. The simultaneous nodes are prioritized if the node_type for the machin...
def advertise(self): # Advertise is disabled. if not self.enable_advertise: self.debug_print("Advertise is disbled!") return None # Direct net server is reserved for direct connections only. if self.net_type == "direct" and self.node_type == "p...
This function tells the rendezvous server that our node is ready to accept connections from other nodes on the P2P network that run the bootstrap function. It's only used when net_type == p2p
def determine_node(self): # Manually set node_type as simultaneous. if self.node_type == "simultaneous": if self.nat_type != "unknown": return "simultaneous" # Get IP of binding interface. unspecific_bind = ["0.0.0.0", "127.0.0.1", "localho...
Determines the type of node based on a combination of forwarding reachability and NAT type.
def start(self): self.debug_print("Starting networking.") self.debug_print("Make sure to iterate over replies if you need" " connection alive management!") # Register a cnt + c handler signal.signal(signal.SIGINT, self.stop) # Save W...
This function determines node and NAT type, saves connectivity details, and starts any needed servers to be a part of the network. This is usually the first function called after initialising the Net class.
def stop(self, signum=None, frame=None): self.debug_print("Stopping networking.") if self.passive is not None: try: self.passive.shutdown(1) except: pass self.passive.close() self.passive = None if self....
Just let the threads timeout by themselves. Otherwise mutex deadlocks could occur. for unl_thread in self.unl.unl_threads: unl_thread.exit()
def send_remote_port(self): msg = "REMOTE TCP %s" % (str(self.transport.getPeer().port)) self.send_line(msg)
Sends the remote port mapped for the connection. This port is surprisingly often the same as the locally bound port for an endpoint because a lot of NAT types preserve the port.
def cleanup_candidates(self, node_ip): if node_ip in self.factory.candidates: old_candidates = [] for candidate in self.factory.candidates[node_ip]: elapsed = int(time.time() - candidate["time"]) if elapsed > self.challege_timeout: ...
Removes old TCP hole punching candidates for a designated node if a certain amount of time has passed since they last connected.
def propogate_candidates(self, node_ip): if node_ip in self.factory.candidates: old_candidates = [] for candidate in self.factory.candidates[node_ip]: # Not connected. if not candidate["con"].connected: continue ...
Used to progate new candidates to passive simultaneous nodes.
def synchronize_simultaneous(self, node_ip): for candidate in self.factory.candidates[node_ip]: # Only if candidate is connected. if not candidate["con"].connected: continue # Synchronise simultaneous node. if candidate["time"] ...
Because adjacent mappings for certain NAT types can be stolen by other connections, the purpose of this function is to ensure the last connection by a passive simultaneous node is recent compared to the time for a candidate to increase the chance that the precited mappings r...
def connectionLost(self, reason): try: self.connected = False if debug: print(self.log_entry("CLOSED =", "none")) # Every five minutes: cleanup t = time.time() if time.time() - self.factory.last_cleanup >= self.cleanu...
Mostly handles clean-up of node + candidate structures. Avoids memory exhaustion for a large number of connections.
def get_external_ip(self): random.shuffle(self.server_list) myip = '' for server in self.server_list[:3]: myip = self.fetch(server) if myip != '': return myip else: continue return ''
This function gets your IP from a random server
def fetch(self, server): t = None socket_default_timeout = socket.getdefaulttimeout() opener = urllib.build_opener() opener.addheaders = [('User-agent', "Mozilla/5.0 (X11; Linux x86_64; rv:24.0)" " Gecko/20100101...
This function gets your IP from a specific server
def connect_handler(self, their_unl, events, force_master, hairpin, nonce): # Figure out who should make the connection. our_unl = self.value.encode("ascii") their_unl = their_unl.encode("ascii") master = self.is_master(their_unl) if force_master: ma...
Master defines who connects if either side can. It's used to eliminate having multiple connections with the same host.
def connect(self, their_unl, events, force_master=1, hairpin=1, nonce="0" * 64): parms = (their_unl, events, force_master, hairpin, nonce) t = Thread(target=self.connect_handler, args=parms) t.start() self.unl_threads.append(t)
A new thread is spawned because many of the connection techniques rely on sleep to determine connection outcome or to synchronise hole punching techniques. If the sleep is in its own thread it won't block main execution.
def calculate_clock_skew(self): n = self.statx_n(self.data_points) if n < 1: return Decimal("0") avg = self.statx_avg(self.data_points) sdev = self.statx_sdev(self.data_points) for k in range(0, self.clean_steps): mi...
Computer average and standard deviation using all the data points.
def attend_fight(self, mappings, node_ip, predictions, ntp): # Bind listen server socket. mappings = self.add_listen_sock(mappings) log.debug(mappings) # Walk to fight. self.simultaneous_cons = [] predictions = predictions.split(" ") self.simu...
This function is for starting and managing a fight once the details are known. It also handles the task of returning any valid connections (if any) that may be returned from threads in the simultaneous_fight function.
def sequential_connect(self): # Connect to rendezvous server. try: mappings = sequential_bind(self.mapping_no + 1, self.interface) con = self.server_connect(mappings[0]["sock"]) except Exception as e: log.debug(e) log.debug("this...
Sequential connect is designed to return a connection to the Rendezvous Server but it does so in a way that the local port ranges (both for the server and used for subsequent hole punching) are allocated sequentially and predictably. This is because Delta+1 type NATs only preserve th...
def simultaneous_listen(self): # Close socket. if self.server_con is not None: self.server_con.s.close() self.server_con = None # Reset predictions + mappings. self.mappings = None self.predictions = None # Connect to rendez...
This function is called by passive simultaneous nodes who wish to establish themself as such. It sets up a connection to the Rendezvous Server to monitor for new hole punching requests.
def predict_mappings(self, mappings): if self.nat_type not in self.predictable_nats: msg = "Can't predict mappings for non-predictable NAT type." raise Exception(msg) for mapping in mappings: mapping["bound"] = mapping["sock"].getsockname()[1] ...
This function is used to predict the remote ports that a NAT will map a local connection to. It requires the NAT type to be determined before use. Current support for preserving and delta type mapping behaviour.
def throw_punch(self, args, tries=1): # Parse arguments. if len(args) != 3: return 0 sock, node_ip, remote_port = args if sock is None or node_ip is None or remote_port is None: return 0 # Generous timeout. con = Sock(blocking...
Attempt to open a hole by TCP hole punching. This function is called by the simultaneous fight function and its the code that handles doing the actual hole punching / connecting.
def simultaneous_fight(self, my_mappings, node_ip, predictions, origin_ntp): # Get current network time accurate to # ~50 ms over WAN (apparently.) p = request_priority_execution() log.debug("Getting NTP") if self.sys_clock is not None: our_ntp = sel...
TCP hole punching algorithm. It uses network time servers to synchronize two nodes to connect to each other on their predicted remote ports at the exact same time. One thing to note is how sensitive TCP hole punching is to timing. To open a successful connection both sides need to ...
def simultaneous_challenge(self, node_ip, node_port, proto): parts = self.sequential_connect() if parts is None: log.debug("Sequential connect failed") return None con, mappings, predictions = parts # Tell server to list ourselves as a candidat...
Used by active simultaneous nodes to attempt to initiate a simultaneous open to a compatible node after retrieving its details from bootstrapping. The function advertises itself as a potential candidate to the server for the designated node_ip. It also waits for a response from the ...
def parse_remote_port(self, reply): remote_port = re.findall("^REMOTE (TCP|UDP) ([0-9]+)$", reply) if not len(remote_port): remote_port = 0 else: remote_port = int(remote_port[0][1]) if remote_port < 1 or remote_port > 65535: ...
Parses a remote port from a Rendezvous Server's response.
def determine_nat(self, return_instantly=1): # Already set. if self.nat_type != "unknown": return self.nat_type nat_type = "random" # Check collision ration. if self.port_collisions * 5 > self.nat_tests: msg = "Port collision number is t...
This function can predict 4 types of NATS. (Not adequately tested yet.) 1. Preserving. Source port == remote port 2. Delta. Remote port == source port + delta. 3. Delta+1 Same as delta but delta is only preserved when the source port increments by ...
def get_unused_port(port=None): if port is None or port < 1024 or port > 65535: port = random.randint(1024, 65535) assert(1024 <= port <= 65535) while True: s = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: s.bind(('', port)) # Try to open port exce...
Checks if port is already in use.
def get_lan_ip(interface="default"): if sys.version_info < (3, 0, 0): if type(interface) == str: interface = unicode(interface) else: if type(interface) == bytes: interface = interface.decode("utf-8") # Get ID of interface that handles WAN stuff. default_gateway =...
Execution may reach here if the host is using virtual interfaces on Linux and there are no gateways which suggests the host is a VPS or server. In this case
def get_wan_ip(n=0): if n == 2: try: ip = myip() ip = extract_ip(ip) if is_ip_valid(ip): return ip except Exception as e: print(str(e)) return None # Fail-safe: use centralized server for IP lookup. from pyp2p.n...
That IP module sucks. Occasionally it returns an IP address behind cloudflare which probably happens when cloudflare tries to proxy your web request because it thinks you're trying to DoS. It's better if we just run our own infrastructure.
def get_gateway_addr(): try: import netifaces return netifaces.gateways()["default"][netifaces.AF_INET][0] except ImportError: shell_command = 'netstat -rn' if os.name == "posix": pattern = \ re.compile('(?:default|0\.0\.0\.0|::/0)\s+([\w...
Use netifaces to get the gateway address, if we can't import it then fall back to a hack to obtain the current gateway automatically, since Python has no interface to sysctl(). This may or may not be the gateway we should be contacting. It does not guarantee correct results. ...
def get_gateway_socket(gateway): if not gateway: raise NATPMPNetworkError(NATPMP_GATEWAY_NO_VALID_GATEWAY, error_str(NATPMP_GATEWAY_NO_VALID_GATEWAY)) response_socket = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) response_socket.setblocking(0) re...
Takes a gateway address string and returns a non-blocking UDP socket to communicate with its NAT-PMP implementation on NATPMP_PORT. e.g. addr = get_gateway_socket('10.0.1.1')
def get_public_address(gateway_ip=None, retry=9): if gateway_ip is None: gateway_ip = get_gateway_addr() addr_request = PublicAddressRequest() addr_response = send_request_with_retry(gateway_ip, addr_request, response_data_class= ...
A high-level function that returns the public interface IP of the current host by querying the NAT-PMP gateway. IP is returned as string. Takes two possible keyword arguments: gateway_ip - the IP to the NAT-PMP compatible gateway. Defaults to usin...
def map_tcp_port(public_port, private_port, lifetime=3600, gateway_ip=None, retry=9, use_exception=True): return map_port(NATPMP_PROTOCOL_TCP, public_port, private_port, lifetime, gateway_ip=gateway_ip, retry=retry, use_exception=use_exception)
A high-level wrapper to map_port() that requests a mapping for a public TCP port on the NAT to a private TCP port on this host. Returns the complete response on success. public_port - the public port of the mapping requested private_port - the private port of the mappi...
def map_udp_port(public_port, private_port, lifetime=3600, gateway_ip=None, retry=9, use_exception=True): return map_port(NATPMP_PROTOCOL_UDP, public_port, private_port, lifetime, gateway_ip=gateway_ip, retry=retry, use_exception=use_exception)
A high-level wrapper to map_port() that requests a mapping for a public UDP port on the NAT to a private UDP port on this host. Returns the complete response on success. public_port - the public port of the mapping requested private_port - the private port of the mappi...
def map_port(protocol, public_port, private_port, lifetime=3600, gateway_ip=None, retry=9, use_exception=True): if protocol not in [NATPMP_PROTOCOL_UDP, NATPMP_PROTOCOL_TCP]: raise ValueError("Must be either NATPMP_PROTOCOL_UDP or " "NATPMP_PROTOCOL_TCP") ...
A function to map public_port to private_port of protocol. Returns the complete response on success. protocol - NATPMP_PROTOCOL_UDP or NATPMP_PROTOCOL_TCP public_port - the public port of the mapping requested private_port - the private port of the mapping request...
def forward_port(self, proto, src_port, dest_ip, dest_port=None): proto = proto.upper() valid_protos = ["TCP", "UDP"] if proto not in valid_protos: raise Exception("Invalid protocol for forwarding.") valid_ports = range(1, 65535) if src_port not in valid_port...
Creates a new mapping for the default gateway to forward ports. Source port is from the perspective of the original client. For example, if a client tries to connect to us on port 80, the source port is port 80. The destination port isn't necessarily 80, however. We might wish to run our...
def start(self): self.stop() self.initialize() self.handle = self.loop.call_at(self.get_next(), self.call_next)
Start scheduling
def stop(self): if self.handle is not None: self.handle.cancel() self.handle = self.future = self.croniter = None
Stop scheduling
def next(self, *args): self.initialize() self.future = asyncio.Future(loop=self.loop) self.handle = self.loop.call_at(self.get_next(), self.call_func, *args) return self.future
yield from .next()
def initialize(self): if self.croniter is None: self.time = time.time() self.datetime = datetime.now(self.tz) self.loop_time = self.loop.time() self.croniter = croniter(self.spec, start_time=self.datetime)
Initialize croniter and related times
def get_next(self): return self.loop_time + (self.croniter.get_next(float) - self.time)
Return next iteration time related to loop time
def call_next(self): if self.handle is not None: self.handle.cancel() next_time = self.get_next() self.handle = self.loop.call_at(next_time, self.call_next) self.call_func()
Set next hop in the loop. Call task
def call_func(self, *args, **kwargs): asyncio.gather( self.cron(*args, **kwargs), loop=self.loop, return_exceptions=True ).add_done_callback(self.set_result)
Called. Take care of exceptions using gather
def set_result(self, result): result = result.result()[0] if self.future is not None: if isinstance(result, Exception): self.future.set_exception(result) else: self.future.set_result(result) self.future = None elif isin...
Set future's result if needed (can be an exception). Else raise if needed.
def timeparse(sval): match = re.match(r'\s*' + TIMEFORMAT + r'\s*$', sval, re.I) if not match or not match.group(0).strip(): return mdict = match.groupdict() return sum( MULTIPLIERS[k] * cast(v) for (k, v) in mdict.items() if v is not None)
Parse a time expression, returning it as a number of seconds. If possible, the return value will be an `int`; if this is not possible, the return will be a `float`. Returns `None` if a time expression cannot be parsed from the given string. Arguments: - `sval`: the string value to parse >>> ti...
def titlecase(text, callback=None, small_first_last=True): lines = re.split('[\r\n]+', text) processed = [] for line in lines: all_caps = line.upper() == line words = re.split('[\t ]', line) tc_line = [] for word in words: if callback: new_wor...
Titlecases input text This filter changes all words to Title Caps, and attempts to be clever about *un*capitalizing SMALL words like a/an/the in the input. The list of "SMALL words" which are not capped comes from the New York Times Manual of Style, plus 'vs' and 'v'.
def cmd(): # Try to handle any reasonable thing thrown at this. # Consume '-f' and '-o' as input/output, allow '-' for stdin/stdout # and treat any subsequent arguments as a space separated string to # be titlecased (so it still works if people forget quotes) parser = argparse.ArgumentParser() ...
Handler for command line invocation
def add_options(cls, parser: OptionManager) -> None: parser.add_option( '--eradicate-aggressive', default=False, help=( 'Enables aggressive mode for eradicate; ' 'this may result in false positives' ), action='s...
``flake8`` api method to register new plugin options. See :class:`.Configuration` docs for detailed options reference. Arguments: parser: ``flake8`` option parser instance.
def run(self) -> Generator[Tuple[int, int, str, type], None, None]: if self.filename != STDIN: buffer = StringIO() options = _Options(aggressive=self.options.eradicate_aggressive) fix_file(self.filename, options, buffer) traceback = buffer.getvalue() ...
Runs the checker. ``fix_file()`` only mutates the buffer object. It is the only way to find out if some error happened.
def unique(g): yielded = set() for value in g: if value not in yielded: yield value yielded.add(value)
Yield values yielded by ``g``, removing any duplicates. Example ------- >>> list(unique(iter([1, 3, 1, 2, 3]))) [1, 3, 2]
def static_get_type_attr(t, name): for type_ in t.mro(): try: return vars(type_)[name] except KeyError: pass raise AttributeError(name)
Get a type attribute statically, circumventing the descriptor protocol.
def _conflicting_defaults(typename, conflicts): message = "\nclass {C} received conflicting default implementations:".format( C=typename, ) for attrname, interfaces in conflicts.items(): message += dedent( ).format( attr=attrname, interfaces=...
Format an error message for conflicting default implementations. Parameters ---------- typename : str Name of the type for which we're producing an error. conflicts : dict[str -> list[Interface]] Map from strings to interfaces providing a default with that name. Returns -------...
def _diff_signatures(self, type_): missing = [] mistyped = {} mismatched = {} for name, iface_sig in self._signatures.items(): try: # Don't invoke the descriptor protocol here so that we get # staticmethod/classmethod/property objects ...
Diff our method signatures against the methods provided by type_. Parameters ---------- type_ : type The type to check. Returns ------- missing, mistyped, mismatched : list[str], dict[str -> type], dict[str -> signature] # noqa ``missing`` is a l...
def verify(self, type_): raw_missing, mistyped, mismatched = self._diff_signatures(type_) # See if we have defaults for missing methods. missing = [] defaults_to_use = {} for name in raw_missing: try: defaults_to_use[name] = self._defaults[nam...
Check whether a type implements ``self``. Parameters ---------- type_ : type The type to check. Raises ------ TypeError If ``type_`` doesn't conform to our interface. Returns ------- None
def _invalid_implementation(self, t, missing, mistyped, mismatched): assert missing or mistyped or mismatched, "Implementation wasn't invalid." message = "\nclass {C} failed to implement interface {I}:".format( C=getname(t), I=getname(self), ) if missing:...
Make a TypeError explaining why ``t`` doesn't implement our interface.
def from_class(cls, existing_class, subset=None, name=None): if name is None: name = existing_class.__name__ + 'Interface' if subset is None: subset = set(dir(existing_class)) - TRIVIAL_CLASS_ATTRIBUTES return InterfaceMeta( name, (Interfa...
Create an interface from an existing class. Parameters ---------- existing_class : type The type from which to extract an interface. subset : list[str], optional List of methods that should be included in the interface. Default is to use all attribute...
def compatible(impl_sig, iface_sig): return all([ positionals_compatible( takewhile(is_positional, impl_sig.parameters.values()), takewhile(is_positional, iface_sig.parameters.values()), ), keywords_compatible( valfilter(complement(is_positional), imp...
Check whether ``impl_sig`` is compatible with ``iface_sig``. Parameters ---------- impl_sig : inspect.Signature The signature of the implementation function. iface_sig : inspect.Signature The signature of the interface function. In general, an implementation is compatible with an i...
def aggregate_group_loop(*args, **kwargs): func = kwargs['func'] del kwargs['func'] return aggregate_np(*args, func=lambda x: func(x), **kwargs)
wraps func in lambda which prevents aggregate_numpy from recognising and optimising it. Instead it groups and loops.
def step_count(group_idx): cmp_pos = 0 steps = 1 if len(group_idx) < 1: return 0 for i in range(len(group_idx)): if group_idx[cmp_pos] != group_idx[i]: cmp_pos = i steps += 1 return steps
Return the amount of index changes within group_idx.
def step_indices(group_idx): ilen = step_count(group_idx) + 1 indices = np.empty(ilen, np.int64) indices[0] = 0 indices[-1] = group_idx.size cmp_pos = 0 ri = 1 for i in range(len(group_idx)): if group_idx[cmp_pos] != group_idx[i]: cmp_pos = i indices[ri] ...
Return the edges of areas within group_idx, which are filled with the same value.
def callable(cls, nans=False, reverse=False, scalar=False): _valgetter = cls._valgetter_scalar if scalar else cls._valgetter valgetter = nb.njit(_valgetter) outersetter = nb.njit(cls._outersetter) _cls_inner = nb.njit(cls._inner) if nans: def _inner(ri, val, ...
Compile a jitted function doing the hard part of the job
def callable(self, nans=False): jitfunc = nb.njit(self.func, nogil=True) def _loop(sortidx, group_idx, a, ret): size = len(ret) group_idx_srt = group_idx[sortidx] a_srt = a[sortidx] indices = step_indices(group_idx_srt) for i in range(...
Compile a jitted function and loop it over the sorted data.
def get_aliasing(*extra): alias = dict((k, k) for k in funcs_common) alias.update(_alias_str) alias.update((fn, fn) for fn in _alias_builtin.values()) alias.update(_alias_builtin) for d in extra: alias.update(d) alias.update((k, k) for k in set(alias.values())) # Treat nan-funct...
The assembles the dict mapping strings and functions to the list of supported function names: e.g. alias['add'] = 'sum' and alias[sorted] = 'sort' This funciton should only be called during import.