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def array_bytes(array): return np.product(array.shape)*np.dtype(array.dtype).itemsize
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def subpackets(*items): prefixed = [subpacket_prefix_len(item) for item in items] return util.prefix_len('>H', b''.join(prefixed))
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def set_random_state(state): randgen.state_set = True randgen.setstate(state) faker.generator.random.setstate(state)
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def _format_filename(self, prefix, year, week): return "{}{}_{}-{}.csv".format(self.base_path, prefix, year, week)
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def fqn(self): prefix = type(self).cls_key() return '{}:{}'.format(prefix, self.id)
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def execute_sql(self, sql): cursor = self.get_cursor() cursor.execute(sql) return cursor
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def send_stdout(cls, sock, payload): cls.write_chunk(sock, ChunkType.STDOUT, payload)
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def type_map(gtype, fn): cb = ffi.callback('VipsTypeMap2Fn', fn) return vips_lib.vips_type_map(gtype, cb, ffi.NULL, ffi.NULL)
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def unmatched(match): start, end = match.span(0) return match.string[:start]+match.string[end:]
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def postURL(self, url, headers={}, body=None): return self._load_resource("POST", url, headers, body)
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def verify_weekday(self, now): return self.weekdays == "*" or str(now.weekday()) in self.weekdays.split(" ")
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def load(self, path): with open(path, 'rb') as f: self.data = f.read() self.root = et.fromstring(self.data)
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def _reload(self, object, description, data): self._object = object self._description = description self._data = data
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def set_defaults(self): for key, value in self.spec.items(): setattr(self, key.upper(), value.get("default", None))
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def set_creds(self, newCreds): self.creds = newCreds self.on_creds_changed(newCreds) return self
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def filename(self, prefix='', suffix='', extension='.py'): return BASE_NAME.format(prefix, self.num, suffix, extension)
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def load_ui_file(name): ui = gtk.Builder() ui.add_from_file(os.path.join(runtime.data_dir, name)) return ui
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def db_file(self, value): assert not os.path.isfile(value), "%s already exists" % value self._db_file = value
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def disengage(self): if self._driver and self._driver.is_connected(): self._driver.home() self._engaged = False
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def write_listing_to_textfile(textfile, tracklisting): with codecs.open(textfile, 'wb', 'utf-8') as text: text.write(tracklisting)
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def assign(self, experiment): self.experiments.append(experiment) self.farms.append(empty_farm)
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def write_monitor_keyring(keyring, monitor_keyring, uid=-1, gid=-1): write_file(keyring, monitor_keyring, 0o600, None, uid, gid)
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def getCurrentFadeColor(self, bBackground): fn = self.function_table.getCurrentFadeColor result = fn(bBackground) return result
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def print_name(self, indent=0, end='\n'): print(Style.BRIGHT + ' ' * indent + self.name, end=end)
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def centroid(X): C = np.sum(X, axis=0) / len(X) return C
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def cmd(self, value): self.bytearray[self._get_slicers(0)] = bytearray(c_uint8(value or 0))
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def do_quit(self, _: argparse.Namespace) -> bool: self._should_quit = True return self._STOP_AND_EXIT
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def _set_lastpage(self): self.last_page = (len(self._page_data) - 1) // self.screen.page_size
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def seq_ratio(word1, word2): raw_ratio = SequenceMatcher(None, word1, word2).ratio() return int(round(100 * raw_ratio))
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def tables(self): with self.conn.cursor() as cur: cur.execute(self.TABLES_QUERY) for row in cur: yield row
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def create_dir_unless_exists(*args): path = os.path.join(*args) if not os.path.isdir(path): os.makedirs(path)
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def is_retroflex(c, lang): o = get_offset(c, lang) return (o >= RETROFLEX_RANGE[0] and o <= RETROFLEX_RANGE[1])
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def clone(module: torch.nn.Module, num_copies: int) -> torch.nn.ModuleList: return torch.nn.ModuleList([copy.deepcopy(module) for _ in range(num_copies)])
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def write(self, content): self.buffer.write(content) if settings.DEBUG: self.buffer.write('\n')
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def get_notebook_item(name): env = notebook_environment() return google.datalab.utils.get_item(env, name)
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def output_sizes(self): return tuple([l() if callable(l) else l for l in self._output_sizes])
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def _getEventsOnDay(self, request, day): return getAllEventsByDay(request, day, day, home=self)[0]
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def _arg_parser(): parser = argparse.ArgumentParser(description=__doc__) parser.add_argument('xml', nargs='*') return parser
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def clear(self): self.points = [] self.vectors = [] self.point_style = [] self.annotations = []
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def on_moved(self, event): for delegate in self.delegates: if hasattr(delegate, "on_moved"): delegate.on_moved(event)
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def volume_up(self): self._volume_level += self._volume_step / self._max_volume self._device.vol_up(num=self._volume_step)
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def fmt_duration(secs): return ' '.join(fmt.human_duration(secs, 0, precision=2, short=True).strip().split())
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def sha1(s): h = hashlib.new('sha1') h.update(s) return h.hexdigest()
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def item(ctx, appid, title): ctx.obj['appid'] = appid ctx.obj['title'] = title
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def _loads(s): if isinstance(s, bytes): s = s.decode("utf-8") return pyjson.loads(s)
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def get_user_by_id(self, id): return self.db_adapter.get_object(self.UserClass, id=id)
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def get_output_nodes(G: nx.DiGraph) -> List[str]: return [n for n, d in G.out_degree() if d == 0]
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def vsound(H): T = temperature(H) a = np.sqrt(gamma * R * T) return a
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def t_DOT(self, t): r"\." t.endlexpos = t.lexpos + len(t.value) return t
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def mean(self): if len(self) == 0: return float('NaN') arr = self.samples() return sum(arr) / float(len(arr))
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def _run_pants(self, sock, arguments, environment): self.server.runner_factory(sock, arguments, environment).run()
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def call(self, name, *args, **kwargs): return self.request('nvim_call_function', name, args, **kwargs)
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def _processor(self): self.store.cleanup(self._config.timeout) self._load()
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def freeze(self, dest_dir): for resource in self.resources(): if resource.present: resource.freeze(dest_dir)
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def type(self): return ffi.string(lib.EnvGetDefmessageHandlerType( self._env, self._cls, self._idx)).decode()
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def substitute(search, replace, text): 'Regex substitution function. Replaces regex ``search`` with ``replace`` in ``text``' return re.sub(re.compile(str(search)), replace, text)
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def patch(self, spin, header, *args): spawn(spin, 'DCC %s' % args[0], header, *args[1:])
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def find_rep_end(self, text): return self.find_end(text, self.start_rep_token, self.end_rep_token, ignore_end_token=self.end_var_token)
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def gcd(a, b): f = _np.frompyfunc(_fractions.gcd, 2, 1) return f(a, b)
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def pverb(self, *args, **kwargs): if not self.verbose: return self.pstd(*args, **kwargs)
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def _show(self, message, indent=0, enable_verbose=True): # pragma: no cover if enable_verbose: print(" " * indent + message)
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def status(self): return {self._acronym_status(l): l for l in self.resp_text.split('\n') if l.startswith(self.prefix_status)}
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def write(self, fptr): self._validate(writing=True) self._write_superbox(fptr, b'cgrp')
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def save(self): content = self.dumps() fileutils.save_text_to_file(content, self.file_path)
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def parse_term(s): size, s = s.split(b':', 1) size = int(size) return s[:size], s[size:]
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def withIndent(self, indent=1): ctx = copy(self) ctx.indent += indent return ctx
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def retrieve(self, *args, **kwargs): lookup, key = self._lookup(*args, **kwargs) return lookup[key]
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def make_unique_ngrams(s, n): return set(s[i:i + n] for i in range(len(s) - n + 1))
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def _on_write(self, sender, *args, **kwargs): self.on_write(data=kwargs.get('data', None))
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def reload(self): other = type(self).get(self.name, service=self.service) self.request_count = other.request_count
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def nodes(self): getnode = self._nodes.__getitem__ return [getnode(nid) for nid in self._nodeids]
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def to_browser_mode(self): for message_no in range(len(self.messages)): self.__to_browser(message_no)
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def increment(self, gold_set, test_set): "Add examples from sets." self.gold += len(gold_set) self.test += len(test_set) self.correct += len(gold_set & test_set)
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def _calculate_influence(self, influence_lambda): return np.exp(-np.arange(self.num_neurons) / influence_lambda)[:, None]
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def get_definition(self, name): for definition in self.definitions: if definition.name == name: return definition
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def from_schemafile(cls, schemafile): with open(schemafile) as f: return cls(json.load(f))
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def clear(self): self.grid = [[EMPTY for dummy_col in range( self.grid_width)] for dummy_row in range(self.grid_height)]
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def output_aliases(aliases): for alias in aliases: cmd = '!legit ' + alias click.echo(columns([colored.yellow('git ' + alias), 20], [cmd, None]))
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def all_of(value, *args): if len(args): value = (value,) + args return ExpectationAll(value)
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def enriched(self, thresh=0.05, idx=True): return self.upregulated(thresh=thresh, idx=idx)
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def _release_all(self): for i in self.inputs: i.call_release(True) self.available_lock.release()
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def cli(env, account_id, content_url): manager = SoftLayer.CDNManager(env.client) manager.load_content(account_id, content_url)
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def search_datasets(self, search_phrase, limit=None): return self.backend.dataset_index.search(search_phrase, limit=limit)
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def get(self, li): i = li*4 self.__splitEntry(i) return self.data[i]
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def head(self, n=5): col = self.copy() col.query.setLIMIT(n) return col.toPandas()
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def cgi_parameter_exists(form: cgi.FieldStorage, key: str) -> bool: s = get_cgi_parameter_str(form, key) return s is not None
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def detect(self): root = self._actions.detect() prune_empty_node(root, set()) return root
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def rweibull(alpha, beta, size=None): tmp = -np.log(runiform(0, 1, size)) return beta * (tmp ** (1. / alpha))
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def note_on(self, channel, note, velocity): return self.midi_event(NOTE_ON, channel, note, velocity)
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def subtract(self, number1, number2): return self._format_result(int(number1) - int(number2))
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def run_with_pmids(model_path, pmids): from indra.tools.machine.machine import run_with_pmids_helper run_with_pmids_helper(model_path, pmids)
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def normpath(path: Optional[str]) -> Optional[str]: if path is not None: return os.path.normpath(path)
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def get_all(self, request, notifications, mark_as_read=False): return self.list(request, notifications)
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def copy(src_parent, src_idx, dest_parent, dest_idx): if isinstance(dest_parent, list): dest_idx = int(dest_idx) dest_parent[dest_idx] = get_child(src_parent, src_idx)
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def roots(self): return [x for x in self._nodes.values() if x.id not in self._c2p]
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def checks(self): def condition(a): return a.startswith('check_') return (getattr(self, a) for a in dir(self) if condition(a))
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def smartAppend(table, name, value): if name not in list(table.keys()): table[name] = [] table[name].append(value)
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def runstring(self): cfile = self.template % self.last self.last += 1 return cfile
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def get_category_metrics(self, category): slug_list = self._category_slugs(category) return self.get_metrics(slug_list)
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def get_customer(self, customer_id): content = self._fetch("/customer/%s" % customer_id) return FastlyCustomer(self, content)