content
stringlengths
42
6.51k
def _translate_attachment_summary_view(_context, vol): """Maps keys for attachment summary view.""" d = {} conductor_id = vol['id'] # NOTE(justinsb): We use the conductor id as the id of the attachment object d['id'] = conductor_id d['conductor_id'] = conductor_id d['server_id'] = vol['in...
def xyminmax_to_xywh(xmin, ymin, xmax, ymax): """convert box coordinates from (xmin, ymin, xmax, ymax) form to (x, y, w , h) form""" return [xmin, ymin, xmax - xmin, ymax - ymin]
def lowerleft_iou(box1, box2): """ Compute the Intersection-Over-Union of two given boxes. Args: box1: array of 4 elements [cx, cy, width, height]. box2: same as above Returns: iou: a float number in range [0, 1]. iou of the two boxes. """ x0 = max(box1[0]...
def adjust_shell_pattern_to_work_with_fnmatch( pattern ): """ slight modification to the ends of the pattern in order to use fnmatch to simulate basic shell style matching """ if pattern.startswith('^'): pattern = pattern[1:] else: pattern = '*'+pattern if pattern.endswith('...
def day_in_hour(dy): """ Convertion d'un nombre de jours en heure :param int dy: nombre de jours :rtype: int """ nb = int(dy) return nb * 24
def getobjectid(obj): """Try to get the id of an object or dict""" try: return obj.id except AttributeError: try: return obj.get('id', obj.get('_id', None)) except AttributeError: pass return obj
def reverse_it(lines: list) -> list: """ Reverses the line's content. Thus the first char will be the last and the last one the first etc. :param lines: :return: lines rearanged """ newlines = [] for line in lines: newlines.append(''.join(reversed(line))) return newlines
def valid_num(val, rule): """Default True, check against rule if provided.""" return (rule(val) if callable(rule) else val == rule if rule else True)
def make_timestamp_range(start, end, start_timestamp_op=None, end_timestamp_op=None): """Given two possible datetimes and their operations, create the query document to find timestamps within that range. By default, using $gte for the lower bound and $lt for the upper bound. ...
def str2tokenstags(string, delimiter): """ Usage: {% str2tokens 'a/b/c/d' '/' as token_list %} """ token_list = [token.strip() for token in string.split(delimiter)] return token_list
def merge_dicts(dict1: dict, dict2: dict) -> dict: """Merge 2 dictionaries Arguments: dict1 {dict} -- 1st Dictionary dict2 {dict} -- 2nd Dictionary Returns: dict -- Concatenated Dictionary """ return {**dict1, **dict2}
def filecontent(filename,default=''): """ Return the file's content as a string, default in case there's an error """ try: f = open(filename,'rb') except IOError: return default c = f.read() f.close() return c
def recursiveMap(function, sequence): """ Iterate recursively over a structure using a function. :param function: function to apply :param sequence: iterator :return: """ def helper(seq): try: return list(map(helper, seq)) except TypeError: return fun...
def karatsuba(x, y): """Karatsuba method for fast multiplication""" if x < 10 and y < 10: return x * y num1_len = len(str(x)) num2_len = len(str(y)) n = max(num1_len, num2_len) # round decides to be floor or ceil value # by this we can reduce some function calls # of ceil or f...
def multipole_label(T,L): """Get multipole label. T = 0 (electric), 1(magnetic) L = 0,1,2... (order) """ first = ['e', 'm'][T] if L <= 3: last = ['D', 'Q', 'O', 'H'][L] else: last = " (L = {L})".format(L=L) return first + last
def object_list_check_any_has_attribute(object_list,attr_name): """ check if any object in the list has the attribute. """ unique = False for obj in object_list: if hasattr(obj,attr_name): unique = True break else: pass return unique
def absmax(i): """ Returns the largest absolute value present in an array in its raw form (e.g. in [-2, 0, 1] it returns -2, in [-2,0,3] it returns 3.) """ # Use the absolute largest value in its raw form if max(i) > abs(min(i)): return max(i) elif abs(min(i)) >= max(i): ret...
def max_spike_power(FWHM): """ max_spike_power(FWHM): Return the (approx.) ratio of the highest power from a triangular spike pulse profile to the power from a perfect sinusoidal pulse profile. In other words, if a sine gives you a power of 1, what power does a spike profile ...
def ztf_seeing(bands=''): """ Sample from the ZTF seeing distribution """ dist = {'g': 2.1, 'r': 2.0, 'i': 2.1} return [dist[b] for b in bands.split(',')]
def get_consumption( assets_this_period, assets_next_period, pension_benefit, labor_input, interest_rate, wage_rate, income_tax_rate, productivity, efficiency, ): """ Calculate consumption level via household budget constraint. Arguments: assets_this_period: np.float...
def positions2bits(positions): """Converts a list of numerical positions to an integer. Args: positions: list(int). A list of distinct integers in the range 0 through 60 inclusive. """ return sum(1 << pos for pos in positions)
def _check_equal(iterator): """Check if all the values in an iterator are equal. :param iterator: iterator :return: bool """ iterator = iter(iterator) try: first = next(iterator) except StopIteration: return True return all(first == rest for rest in iterator)
def _deep_merge_dict(dict_x, dict_y, path=None): """Recursively merges dict_y into dict_x. """ if path is None: path = [] for key in dict_y: if key in dict_x: if isinstance(dict_x[key], dict) and isinstance(dict_y[key], dict): _deep_merge_dict(dict_x[key], dict_y[key], path + [str(key)]) ...
def _convert_digit_base(digit, alphabet): """ Parameters ---------- digit : int number in base 10 to convert alphabet : list symbols of the conversion base """ baselen = len(alphabet) x = digit if x == 0: return alphabet[0] sign = 1 if x > 0 else -1 x...
def GetHour(acq_time): """ Function which gets the hour number from the FIRMS aquired hour """ aqtime = str(acq_time) size = len(aqtime) hr = aqtime[:size - 2] #get the hours #add the 0 if we need it to match the fire db if len (hr) == 1: hr = '0' + hr return hr
def safe_slice(list_, *args): """safe_slice(list_, [start], stop, [end], [step]) Slices list and truncates if out of bounds """ if len(args) == 3: start = args[0] stop = args[1] step = args[2] else: step = 1 if len(args) == 2: start = args[0] ...
def rep_hill(x, n): """Dimensionless production rate for a gene repressed by x. Parameters ---------- x : float or NumPy array Concentration of repressor. n : float Hill coefficient. Returns ------- output : NumPy array or float 1 / (1 + x**n) """ return...
def getHeaderResponse(station, type='FixedStation'): """ Get header response :param station: station name id :param type: station type (FixedStation or MobileStation) :return: header response """ response = {'id': station} response['station_name'] = station response['scientificName'] = 'CanAirIO Air qua...
def as_words(string): """Split the string into words >>> as_words('\tfred was here ') == ['fred', 'was', 'here'] True """ return string.strip().split()
def iou (box1, box2, x1y1x2y2 = True): """ Intersection Over Union """ if x1y1x2y2: mx = min (box1 [0], box2 [0]) Mx = max (box1 [2], box2 [2]) my = min (box1 [1], box2 [1]) My = max (box1 [3], box2 [3]) w1 = box1 [2] - box1 [0] h1 = box1 [3] - box1 [1] ...
def get_identifier(term): """Convert identifier string to the corresponding identifier property schema Args: term: a string with the format "source:id_content" Returns: a tuple: (property_line,new_source_map). property_line is the identifier property in schema, and new_source_map is ...
def _list(v): """Convert a value (list, string or None) into a list.""" if v is None: return [] elif hasattr(v,'lower'): return [v] assert(isinstance(v, list)) return v
def get_argv(cmd: str) -> list: """ Return a list of arguments from a fully-formed command line. """ return cmd.strip().split(' ')
def convert_datepicker_to_isotime(date_picker_format): """the date_picker_format argument comes from the html forms and it should looks like this: MM/DD/YYYY. We want to transform them into our standart ISO format like this : YYYY-MM-DDThh:mm:ss.ms """ try: year = date_picker_format.sp...
def gauss_units(deriv=None): """ Return string of the magnetic field units given the derivative with time. String is meant to be used in plot labels. Parameters ---------- deriv : int, optional Derivative (defaults to 0). Returns ------- units : str Tex-style unit ...
def predict_data(*args): """ Function to make prediction on an uploaded file """ message = 'Not implemented in the model (predict_data)' return message
def reflow_text(text, linewidth=80): """ Add line breaks to ensure text doesn't exceed a certain line width. Parameters ---------- text : str linewidth : int, optional Returns ------- reflowed_text : str """ "" lines = text.split("\n") linebreak_chars = [" ", "$"] ...
def formatSignificantDigits(q): """ Truncate a float to 2 significant figures, with exceptions for numbers below 1 Only works for numbers [-100;100] Arguments: q : a float Returns: Float with only n s.f. and trailing zeros, but with a possible small overflow. """ if abs(q) < 1...
def group(lst, max_group_size): """ partition `lst` into that the mininal number of groups that as evenly sized as possible and are at most `max_group_size` in size """ if max_group_size is None: return [lst] n_groups = (len(lst) + max_group_size - 1) // max_group_size per_group = len(lst) ...
def get_blocks_headers_columns_indexes(headers_string, delimiter="\t", silent_fail=False): """ Seq_id Strand Start End Length """ headers_string = headers_string.strip() data = headers_string.split(delimiter) seq_id_columns = data.index("Seq_id") strand_column = data.index("Strand") ...
def depth(data): """ Get the depth of a dictionary Args: data: data in dictionary type Returns: the depth of a dictionary """ if isinstance(data, dict): return 1 + (max(map(depth, data.values())) if data else 0) return 0
def pool_url(aws_region, aws_user_pool): """ Create an Amazon cognito issuer URL from a region and pool id Args: aws_region (string): The region the pool was created in. aws_user_pool (string): The Amazon region ID. Returns: string: a URL """ return ( "https://cogni...
def sql_from_dtype(dtype): """Returns a sql datatype given a pandas datatype Args: dtype (str): The pandas datatype to convert Returns: str: the equivalent SQL datatype Examples: >>> sql_from_dtype('bool') 'boolean' >>> sql_from_dtype('float64') 'numeri...
def port_hash(name): """ Given a string, returns a port number between 49152 and 65535 This range (of 2**14 posibilities) is the range for dynamic and/or private ports (ephemeral ports) specified by iana.org. The algorithm is deterministic. """ fac = 0xd2d84a61 val = 0 for c in name: ...
def FindPhaseByID(phase_id, phases): """Find the specified phase, or return None""" for phase in phases: if phase.phase_id == phase_id: return phase return None
def merge(a: list, b: list) -> list: """Merges two sorted lists into one sorted list""" i = 0 j = 0 result = [] while i < len(a) and j < len(b): if a[i] < b[j]: result.append(a[i]) i += 1 else: result.append(b[j]) j += 1 while i < ...
def get_next_prior_import_or_install_required_dict_entry( prior_required_dict, processed_tsr_ids ): """ This method is used in the Tool Shed when exporting a repository and its dependencies, and in Galaxy when a repository and its dependencies are being installed. The order in which the prior_required_dict...
def saveusername(clicks, name): """ Save the username inserted by the user :type clicks: int :param clicks: number of times the user has selected the log in button :type name: string :param name: the username inserted by the user """ if clicks != 0 and name is not None: re...
def solve_approxDP_static_homo_basic(distance_g, k): """solve for `distance_0`, the per-query epsilon and delta :param distance_g: global (epsilon, delta) :param k: compose to `distance_g` in `k` folds """ epsilon_g, delta_g = distance_g return epsilon_g / k, delta_g / k
def check_required_fields(req_fields, input_list): """Check if the required fields are present inside the input list. Keyword arguments: req_fields -- The list of required fields input_list -- The list to validate for required fields Returns: Boolean """ if all(field in req_fields...
def _numbering(numbering): """ Numbering (for csv) """ if numbering == True: return 'Yes' else: return 'No'
def find_first_text(blocks, default=""): """ Find text of first text block in an iterable of blocks. Returns that text, or default, if there are no text blocks. """ for block in blocks: if block.type == "text": return block.value return default
def quintic_easeout(pos): """ Easing function for animations: Quintic Ease Out """ fos = pos - 1 return fos * fos * fos * fos * fos + 1
def _get_max_name_len(instances): """get max length of Tag:Name""" for i in instances: return max([len(i['DBInstanceIdentifier']) for i in instances]) return 0
def deep_get(dikt, path): """Get a value located in `path` from a nested dictionary. Use a string separated by periods as the path to access values in a nested dictionary: deep_get(data, "data.files.0") == data["data"]["files"][0] Taken from jupyter/repo2docker """ value = dikt for co...
def _extension(file_name: str) -> str: """For 'name.ext' return 'ext'.""" return file_name[file_name.rindex(".") + 1:]
def swap_keys_values(_dict: dict): """Swaps the Keys and Values in Dictionary. Parameters ---------- _dict : dict The dictionary that needs to be reversed. Returns ------- swapped_dict : dict Returns the Swapped/Reversed Dictionary. """ swapped_dict = {...
def boolean_flag(name, configurable, set_help='', unset_help=''): """Helper for building basic --trait, --no-trait flags. Parameters ---------- name : str The name of the flag. configurable : str The 'Class.trait' string of the trait to be set/unset with the flag set_help : uni...
def fuzzy_match_threshold(category): """determine the threshold for fuzzy matching""" if category == 'word_jumble': return 60 if category == 'spelling_backwords': return 90 if category == 'simple_math': return 100 if category == 'memory_game': return 60 if categor...
def parse_bool(s: str) -> bool: """ Parses a 'true'/'false' string to a bool, ignoring case. :raises: KaleValueError If neither true nor false """ if s.lower() == 'false': return False if s.lower() == 'true': return True raise ValueError("{} is not true/false".format(s))
def remove_duplicate_context(cmds): """ Helper method to remove duplicate telemetry context commands """ if not cmds: return cmds feature_indices = [ i for i, x in enumerate(cmds) if x == "feature telemetry" ] telemetry_indices = [i for i, x in enumerate(cmds) if x == "telemetry"] ...
def total_time(boutlist): """Takes list of times of bouts in seconds, returns it's last item representing the total trial time.""" total_time = boutlist[-1] return total_time
def combination_of_two_lists(lst1, lst2): """ ["f", "m"] and ["wb", "go", "re"] => ["f_wb", "f_go", "f_re", "m_wb", "m_go", "m_re"] """ return [e1 + "_" + e2 for e1 in lst1 for e2 in lst2]
def dbs_has_min_columns(column_name_list): """ Function determines if DBS headers passed contain the required columns. """ compulsory_header_cols = set([ 'runtype', 'station', 'cast', 'niskin', 'depth', 'bottle', 'date', 'time', ...
def int_from_bytes(bytes_) -> int: """Calculates """ output = 0 for i in range(0, len(bytes_)): output += bytes_[i] * (2**(8*i)) return output
def fibonacci_at_pos(n): """return fibonacci number for given position""" curr_pos = 0 prev_num, curr_num = 0, 1 while curr_pos < n: curr_pos += 1 prev_num, curr_num = curr_num, prev_num + curr_num return prev_num
def squares(s): """Returns a new list containing square roots of the elements of the original list that are perfect squares. >>> seq = [8, 49, 8, 9, 2, 1, 100, 102] >>> squares(seq) [7, 3, 1, 10] >>> seq = [500, 30] >>> squares(seq) [] """ return [int(x ** 0.5) for x in s if int...
def read_file(filename): """ Opens as file and returns it as a single string Arguments: filename (str): full path to the file """ try: with open(filename, 'r') as df: return df.readlines() except Exception as e: print("Error while accessing dependencies file"...
def ipv6exp(ip6addr): """ipv6 address expanding function replace :: in an IPv6address with zeros return the list after split(':') """ ast2=ip6addr.count('::') if(ast2==0): return ip6addr.split(':') ast1=ip6addr.count(':')-2*ast2 num=7-ast1 i=1 pad=':' while i<num: pa...
def invertKey(key): """ Inverts a substitution cipher key so that an encryption key becomes a decryption key and vice versa. """ invkey = {} for (key, subst) in key.items(): if subst in invkey: raise Exception("Duplicate key " + subst) invkey[subst] = key return invkey
def move_from_vertex(vertex, board_size): """Interpret a string representing a vertex, as specified by GTP. Returns a pair of coordinates (row, col) in range(0, board_size) Raises ValueError with an appropriate message if 'vertex' isn't a valid GTP vertex specification for a board of size 'board_size'...
def get_canonical_encoding_name(name): # type: (str) -> str """Given an encoding name, get the canonical name from a codec lookup. :param str name: The name of the codec to lookup :return: The canonical version of the codec name :rtype: str """ import codecs try: codec = codec...
def remove_protocol_from_url(url): """ Supplied URL may be null, if not ensure http:// or https:// etc... is stripped off. """ if url is None: return url # We have a URL if url.find('://') > 0: new_url = url.split('://')[1] else: new_url = url return new_url.rstr...
def _auth_items_to_dict(auth_items): """Takes a list of auth_items and returns a dictionary mapping the items to their respective step names, i.e..: [{"step_name": ..., "threshold": ..., "authorized_functionaries": ...}, ...] --> {<step name> : {"step_name": ..., "threshold": ..., "authorized_..."}, ...} ""...
def f1x_p(x,p): """ General 1/x function: a + b/x Parameters ---------- x : float or array_like of floats independent variable p : iterable of floats parameters (`len(p)=2`) `p[0]` a `p[1]` b Returns ------- float function value(s) """ ...
def set_optimizer_state_devices(state, device_id=None): """ set state in optimizer to a device. move to cpu if device_id==None :param state: optimizer.state :param device_id: None or a number :return: """ for k, v in state.items(): for k2 in v.keys(): if hasattr(v[k2], "c...
def find( s, target ): """version of find that returns len( s ) when target is not found""" result = s.find( target ) if result == -1: result = len( s ) return result
def uh(a): #'12345' -> 0x12345 """Convert a decimal string representation of a number to an integer. Example: uh('12345') == 0x12345 """ return int(a, 16)
def is_url(config_file): """ Returns true if 'config_file` starts with `http` which indicates that it's an url. """ return config_file.startswith('http')
def is_valid_arp(pkt): """Check if a packet is arp.""" try: return pkt[12:14] == b'\x08\x06' except: return False
def pointDistance( x1, y1, x2, y2 ): """Calculates the distance between P1 and P2.""" dist = ( ( float(x2) - float(x1) ) ** 2 + ( float(y2) - float(y1) ) **2 ) ** 0.5 return dist
def correct_cursors_pos(cursors, rows, columns): """ Correct cursors (pixels) so they do not become larger than datastructures shape """ if(cursors['x1'] < 0): cursors['x1'] = 0 if(cursors['x1'] >= columns): cursors['x1'] = columns if(cursors['x2'] < 0): cursors['x2'] =...
def get_text_from_ocr(res): """ Simply extract the text from OCR :param res: OCR result string :return: The text only """ res_string = '' for pages in res['analyzeResult']['readResults']: # Added page for lines in pages['lines']: for words in lines['words']: ...
def extract_html_body(html: str) -> str: """Returns the content of the html <body> tag.""" body_start = html.index("<body>") + 6 body_end = html.index("</body>") return html[body_start:body_end]
def tabify(s): """ Takes an array of strings and outputs a single string separated by tab characters :type s: list :param s: list of strings :raises: N/A :rtype: string """ s = '\t'.join(s) return s
def send_wsgi_response(status, headers, content, start_response, cors_handler=None): """Dump reformatted response to CGI start_response. This calls start_response and returns the response body. Args: status: A string containing the HTTP status code to send. headers: A list of (hea...
def neglect_none(*values): """Return a tuple of values, considering only elements that are not None. If the tuple only has one element, just return that element. """ ret = tuple([v for v in values if v is not None]) if len(ret) == 1: return ret[0] return ret
def graph_is_connected(edges, players): """ Test if the set of edges defines a graph in which each player is connected to at least one other player. This function does not test if the graph is fully connected in the sense that each node is reachable from every other node. Parameters: ------...
def common_stock(trade): """Generate a message for stock transactions.""" trade_type = trade['type'].lower() user = trade['User']['username'] symbol = trade['symbol'].upper() price = "${:,.2f}".format(trade['price_filled']) quantity = trade['quantity'] action = "bought" if "buy" in trade_ty...
def f1_score(this_precision, this_recall): """ Returns f1 score >>> f1_score(test_rank_metrics.precision, test_rank_metrics.recall) 1.0 """ if this_precision + this_recall > 0: return 2 * this_precision * this_recall / (this_precision + this_recall) else: return None
def process_resize_value(resize_spec): """Helper method to process input resize spec. Args: resize_spec: Either None, a python scalar, or a sequence with length <=2. Each value in the sequence should be a python integer. Returns: None if input size is not valid, or 2-tuple of (height, width), deri...
def transaction_update_spents(txs, address): """ Update spent information for list of transactions for a specific address. This method assumes the list of transaction complete and up-to-date. This methods loops through all the transaction and update all transaction outputs for given address, checks ...
def bit_count(i): """Count the number of set bits in *i*.""" # nicked from http://wiki.python.org/moin/BitManipulation count = 0 while i: i &= i - 1 count += 1 return count
def _foreign_keys(value): """_foreign_keys key name is changed to foreign_key """ key = "foreign_key" if value: foreign_keys = [] for col in value: foreign_keys.append(col.target_fullname) if len(foreign_keys) > 1: return {key: foreign_keys} ...
def box_label(key, verbose=False): """Label boxes in graph by chunk index >>> box_label(('x', 1, 2, 3)) '(1, 2, 3)' >>> box_label(('x', 123)) '123' >>> box_label('x') '' """ if isinstance(key, tuple): key = key[1:] if len(key) == 1: [key] = key re...
def output_baseline(lines): """ Output a writable string of the lines :param lines: The lines :return: The string """ result = "" for positions in lines: first_time = True positions = list(positions) for i in range(0, len(positions) // 2): if not first_t...
def to_unsigned(x: int, width: int) -> int: """ Convert signed value into unsigned :param x: original value :param width in bits """ pow2w = 2**width if x < 0: x += pow2w assert 0 <= x < pow2w return x
def count_median(lst): """Computes median of list""" n = len(lst) if n < 1: return None if n % 2 == 1: return sorted(lst)[n//2] else: return sum(sorted(lst)[n//2-1:n//2+1])/2.0
def get_bool(flag: str) -> bool: """ Get boolean from a string. "true" / "t" / "y" -> True "false" / "f" / "n" -> False :param flag: a string representing a boolean :return: boolean """ flag = flag.lower() if flag in {"true", "t", "y"}: return True if flag in {"false",...
def write_file(file, text): """Writes text to file. Returns -1 on failure.""" try: with open(file, "w") as f: f.write(text) f.close() except: return -1