Datasets:

---

euclaise

/

thevault-filtered

like 2

[ "MIT" ]

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[ "Given", "keyword", "arguments", "construct", "a", "JSON", "string", "based", "on", "that", "." ]

[ "'''\n Given keyword arguments, construct a JSON string based on that.\n\n Example:\n \n construct_json(text='\\'Hello\\', \"world\"') \n \n should return \n\n {\n \"text\": \"'Hello', \\\"world\\\"\"\n }\n '''" ]

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[ "MIT" ]

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[ "Every", "participant", "in", "the", "conversation", "should", "be", "a", "contact", "of", "an", "actor", "in", "that", "conversation", "they", "might", "have", "been", "in", "the", "conversation", "before", "or", "the", "actor", "might", "just", "have", "added", "them", "either", "way", "they", "should", "be", "a", "contact", "of", "the", "actor", "." ]

[ "\"\"\"\n Every participant in the conversation should be a contact of an actor in that conversation, they might have been in\n the conversation before or the actor might just have added them, either way they should be a contact of the actor.\n \"\"\"" ]

[ { "param": "conns", "type": "Connections" }, { "param": "conv_id", "type": "int" }, { "param": "actor_id", "type": "int" } ]

[ "MIT" ]

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[ "Diff", "each", "op", "-", "stat", "between", "our", "new", "mountstats", "and", "historical", "version", "Alert", "if", "we", "have", "any", "major_timeouts" ]

[ "'''Diff each op-stat between our new mountstats and historical version\n\tAlert if we have any major_timeouts\n\n\tThe only ops we really care about are:\n\t- Mountstats.GETATTR.major_timeouts\n\t- Mountstats.ACCESS.major_timeouts\n\t'''" ]

[ { "param": "old_ms", "type": null }, { "param": "new_ms", "type": null } ]

[ "MIT" ]

[ "Convert", "python", "date", "or", "datetime", "object", "to", "TJ3", "format" ]

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[ "Convert", "python", "date", "or", "datetime", "object", "to", "TJ3", "format" ]

[ "\"\"\"\n Convert python date or datetime object to TJ3 format\n \n \"\"\"" ]

[ { "param": "dt", "type": null } ]

[ "MIT" ]

[ "This", "static", "method", "returns", "the", "message", "for", "users", "'", "/", "start", "'", "call", "in", "chats" ]

[ "def", "start", "(", ")", ":", "return", "'Bot para remover a necessidade de acessar o site do RU para v\\\ner o cardápio todos os dias, coleta informações diretamente do site.'" ]

[ "This", "static", "method", "returns", "the", "message", "for", "users", "'", "/", "start", "'", "call", "in", "chats" ]

[ "\"\"\"\n This static method returns the message for users '/start' call in chats\n \"\"\"" ]

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[ "MIT" ]

[ "os", ".", "makedirs", "()", "has", "an", "exist_ok", "param", "but", "it", "still", "throws", "errors", "when", "the", "path", "exists", "with", "non", "-", "default", "permissions", ".", "This", "isn", "'", "t", "fixed", "until", "3", ".", "4", ".", "Pathlib", "won", "'", "t", "be", "getting", "an", "exist_ok", "param", "until", "3", ".", "5", "." ]

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[ "'''os.makedirs() has an exist_ok param, but it still throws errors when the\n path exists with non-default permissions. This isn't fixed until 3.4.\n Pathlib won't be getting an exist_ok param until 3.5.'''", "# compatibility with pathlib", "# Use isdir to avoid silently returning if the path exists but isn't a dir." ]

[ { "param": "path", "type": null } ]

[ "MIT" ]

[ "Walks", "a", "list", "of", "CNTK", "layers", "and", "returns", "a", "list", "of", "ELL", "Layer", "objects" ]

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[ "Walks", "a", "list", "of", "CNTK", "layers", "and", "returns", "a", "list", "of", "ELL", "Layer", "objects" ]

[ "\"\"\"Walks a list of CNTK layers and returns a list of ELL Layer objects\"\"\"" ]

[ { "param": "layersToConvert", "type": null } ]

[ "MIT" ]

[ "Sorts", "a", "list", "of", "Records", "in", "-", "place", "by", "COF", "name", "in", "ascending", "order", "." ]

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[ "Sorts", "a", "list", "of", "Records", "in", "-", "place", "by", "COF", "name", "in", "ascending", "order", "." ]

[ "\"\"\"Sorts a list of Records in-place by COF name in ascending order.\n\n :param records: List of `Record`s to sort in-place.\n \"\"\"" ]

[ { "param": "records", "type": "List[Record]" } ]

[ "MIT" ]

[ "A", "formula", "that", "tells", "you", "the", "dilation", "based", "on", "the", "base", "and", "the", "layer", "index", "." ]

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[ "DESCRIPTION", ":", "A", "formula", "that", "tells", "you", "the", "dilation", "based", "on", "the", "base", "and", "the", "layer", "index", "." ]

[ "\"\"\"\n DESCRIPTION:\n A formula that tells you the dilation based on the base and the layer\n index.\n :param dilation_base: [int] the base to compute the dilation, when no \n dilation, base = 1.\n :param layer_index: [int] the level of the layer.\n \"\"\"" ]

[ { "param": "layer_index", "type": null }, { "param": "dilation_base", "type": null } ]

[ "MIT" ]

[ "Converts", "HSV", "floats", "to", "8", "-", "bit", "RGB", "." ]

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[ "Converts", "HSV", "floats", "to", "8", "-", "bit", "RGB", "." ]

[ "\"\"\"Converts HSV floats to 8-bit RGB.\"\"\"" ]

[ { "param": "hsv_tuple", "type": null } ]

[ "MIT" ]

[ "Add", "a", "suffix", "if", "not", "present" ]

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[ "Add", "a", "suffix", "if", "not", "present" ]

[ "\"\"\"\n Add a suffix if not present\n \"\"\"" ]

[ { "param": "f", "type": null }, { "param": "suffix", "type": null } ]

[ "Apache-2.0" ]

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[ "\"\"\"Log return status of a django.http.response.HttpResponse and arrange the response\n into a dict of items generally more convenient to work with from tests.\"\"\"" ]

[ { "param": "response", "type": null } ]

[ "Apache-2.0" ]

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[ "Take", "a", "large", "text", "and", "divide", "it", "into", "chunks" ]

[ "'Take a large text and divide it into chunks'" ]

[ { "param": "data", "type": null }, { "param": "label", "type": null }, { "param": "length", "type": null } ]

[ "Apache-2.0" ]

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[ "Takes", "a", "match", "identifier", "(", "which", "includes", "the", "matched", "annotation", "name", ")", "and", "returns", "the", "node", "name", "." ]

[ "\"\"\" Takes a match identifier (which includes the matched annotation name) and returns the node name. This can take a single string or a list of strings as argument. \n \n >>> m = node_name_from_match(\"tiger::cat::topcorpus/subcorpus/doc1#n2\")\n >>> m == \"topcorpus/subcorpus/doc1#n2\"\n True\n\n \"\"\"" ]

[ { "param": "match", "type": null } ]

[ "MIT" ]

[ "Given", "a", "dict", "\"", "content", "\"", "such", "as", "the", "content", "field", "in", "an", "OpenReview", "record", "return", "a", "string", "that", "is", "the", "concatenation", "of", "the", "fields", "in", "\"", "fields", "\"", "." ]

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[ "'''\n Given a dict \"content\", such as the content field in an OpenReview record,\n return a string that is the concatenation of the fields in \"fields\".\n\n Example:\n\n >>> sample_note_content = {\n ... 'title': 'My Title',\n ... 'abstract': 'This is the abstract of my paper.'\n ... }\n >>> content_to_text(sample_note_content)\n 'My Title This is the abstract of my paper.'\n\n '''" ]

[ { "param": "content", "type": null }, { "param": "fields", "type": null } ]

[ "MIT" ]

[ "tokenize", "a", "string", "that", "is", "a", "concatenation", "of", "words", "without", "spaces", "into", "a", "list", "of", "words" ]

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[ "'''tokenize a string that is a concatenation of words\n without spaces into a list of words\n '''" ]

[ { "param": "string", "type": null }, { "param": "vocabulary", "type": null } ]

[ "MIT" ]

[ "Returns", "column", "with", "speed", "values", "in", "MPH" ]

[ "def", "calculateSpeed", "(", "df", ")", ":", "df", "[", "'speed'", "]", "=", "df", ".", "distance", "/", "df", ".", "air_time", "*", "60", "return", "df" ]

[ "Returns", "column", "with", "speed", "values", "in", "MPH" ]

[ "'''\n Returns column with speed values in MPH\n '''" ]

[ { "param": "df", "type": null } ]

[ "Apache-2.0" ]

[ "Checks", "python", "version", "to", "be", "greater", "or", "equal", "than", "3", ".", "4" ]

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[ "Checks", "python", "version", "to", "be", "greater", "or", "equal", "than", "3", ".", "4" ]

[ "\"\"\"\n Checks python version to be greater or equal than 3.4\n :return: exit code (1 - error, None - successful)\n \"\"\"" ]

[]

[ "MIT" ]

[ "Returns", "true", "if", "call", "succeeds", "false", "otherwise" ]

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[ "Returns", "true", "if", "call", "succeeds", "false", "otherwise" ]

[ "'''Returns true if call succeeds, false otherwise'''" ]

[ { "param": "command", "type": null } ]

[ "MIT" ]

[ "Unzip", "forward", "and", "reverse", "FASTQ", "files", "if", "zipped", "." ]

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[ "Unzip", "forward", "and", "reverse", "FASTQ", "files", "if", "zipped", "." ]

[ "\"\"\"Unzip forward and reverse FASTQ files if zipped.\n \n Args:\n fw_file: Original (zipped) forward FASTQ file.\n rv_file: Original (zipped) reverse FASTQ file.\n uuid: Unique identifier.\n \n Returns:\n fw_file: Unzipped forward files.\n rv_file: Unzipped reverse files.\n\n \"\"\"" ]

[ { "param": "fw_file", "type": null }, { "param": "rv_file", "type": null }, { "param": "uuid", "type": null } ]

[ "BSD-2-Clause" ]

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[ "Remove", "matches", "with", "same", "position", "in", "both", "images", "." ]

[ "\"\"\"Remove matches with same position in both images.\n\n That should remove matches on that are likely belong to rig occluders,\n watermarks or dust, but not discard entirely static images.\n \"\"\"" ]

[ { "param": "p1", "type": "np.ndarray" }, { "param": "p2", "type": "np.ndarray" }, { "param": "matches", "type": null } ]

[ "MIT" ]

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[ "def", "calc_get_item", "(", "func", ",", "in_data", ",", "**", "kwargs", ")", ":", "x", ",", "=", "in_data", "y", "=", "x", "[", "func", ".", "slices", "]", "slices", "=", "[", "(", "s", ".", "start", ",", "s", ".", "stop", ",", "s", ".", "step", ")", "if", "type", "(", "s", ")", "is", "slice", "else", "s", "for", "s", "in", "func", ".", "slices", "]", "return", "(", "0", ",", "y", ".", "size", ",", "y", ".", "size", ",", "{", "'slices'", ":", "slices", "}", ")" ]

[ "[", "GetItem", "]", "(", "https", ":", "//", "docs", ".", "chainer", ".", "org", "/", "en", "/", "v4", ".", "3", ".", "0", "/", "reference", "/", "generated", "/", "chainer", ".", "functions", ".", "get_item", ".", "html", ")", "Extract", "part", "of", "an", "array", "." ]

[ "\"\"\"[GetItem](https://docs.chainer.org/en/v4.3.0/reference/generated/chainer.functions.get_item.html)\n\n Extract part of an array. This operation is zero FLOPs.\n Most of tensor libraries have view feature, which doesn't actually create\n a new array unless necessary, but this is not considered in\n chainer-computational-cost.\n Memory read runs only for the necessary elements, so both memory\n read and write are same as the size of output tensor.\n\n | Item | Value |\n |:-------|:------|\n | FLOPs | $$ 0 $$ |\n | mread | $$ \\| y \\| $$ |\n | mwrite | $$ \\| y \\| $$ |\n | params | `slices`: list of slices, a slice is an int or a tuple with 3 elements |\n \"\"\"", "# NOQA" ]

[ { "param": "func", "type": null }, { "param": "in_data", "type": null } ]

[ "MIT" ]

[ "Download", "git", "repository", "and", "checkout", "to", "specified", "ref" ]

[ "def", "download_repository", "(", "repository_url", ",", "repository_dir", ",", "ref", ")", ":", "if", "subprocess", ".", "run", "(", "[", "'git'", ",", "'clone'", ",", "repository_url", ",", "repository_dir", "]", ",", "check", "=", "True", ")", ".", "returncode", "!=", "0", ":", "return", "1", "os", ".", "chdir", "(", "repository_dir", ")", "if", "subprocess", ".", "run", "(", "[", "'git'", ",", "'checkout'", ",", "ref", "]", ",", "check", "=", "True", ")", ".", "returncode", "!=", "0", ":", "return", "1", "return", "0" ]

[ "Download", "git", "repository", "and", "checkout", "to", "specified", "ref" ]

[ "'''Download git repository and checkout to specified ref\n\n Args:\n repository_url: Long string repository url\n repository_dir: short string folder name\n ref_name: branch name or commit hash (by default = master)\n\n Returns:\n 0: on success\n -1: if fail\n '''" ]

[ { "param": "repository_url", "type": null }, { "param": "repository_dir", "type": null }, { "param": "ref", "type": null } ]

[ "MIT" ]

[ "Returns", "the", "dot", "product", "of", "two", "2D", "vectors", "starting", "at", "origin", ".", "(", "float", ")" ]

[ "def", "dotproduct", "(", "a", ",", "b", ")", ":", "u", "=", "(", "a", "[", "0", "]", "*", "b", "[", "0", "]", ")", "+", "(", "a", "[", "1", "]", "*", "b", "[", "1", "]", ")", "return", "u" ]

[ "Returns", "the", "dot", "product", "of", "two", "2D", "vectors", "starting", "at", "origin", "." ]

[ "\"\"\"Returns the dot product of two 2D vectors starting at origin.\r\n\r\n a - [float,float], b - [float,float]\r\n\r\n return - (float)\r\n \"\"\"" ]

[ { "param": "a", "type": null }, { "param": "b", "type": null } ]

[ "Apache-2.0" ]

[ "Create", "a", "string", "representation", "of", "a", "button", "." ]

[ "def", "button_to_string", "(", "button", ",", "idx", "=", "0", ")", ":", "return", "\"{idx}: {title} ({val})\"", ".", "format", "(", "idx", "=", "idx", "+", "1", ",", "title", "=", "button", ".", "get", "(", "'title'", ",", "''", ")", ",", "val", "=", "button", ".", "get", "(", "'payload'", ",", "''", ")", ")" ]

[ "Create", "a", "string", "representation", "of", "a", "button", "." ]

[ "\"\"\"Create a string representation of a button.\"\"\"" ]

[ { "param": "button", "type": null }, { "param": "idx", "type": null } ]

[ "MIT" ]

[ "Create", "a", "timestamp", "to", "insert", "into", "each", "dataframe", "." ]

[ "def", "make_timestamp", "(", ")", ":", "now", "=", "datetime", ".", "now", "(", ")", "dtString", "=", "now", ".", "strftime", "(", "\"%Y-%m-%d %H:%M:%S\"", ")", "return", "dtString" ]

[ "Create", "a", "timestamp", "to", "insert", "into", "each", "dataframe", "." ]

[ "\"\"\"Create a timestamp to insert into each dataframe.\"\"\"" ]

[]

[ "MIT" ]

[ "_infer_ntsc", "looks", "at", "the", "parsed", "fraction", "value", "and", "infers", "if", "it", "should", "be", "considered", "NTSC", "." ]

[ "def", "_infer_ntsc", "(", "value", ":", "fractions", ".", "Fraction", ",", "ntsc", ":", "Optional", "[", "bool", "]", ")", "->", "bool", ":", "if", "ntsc", "is", "None", ":", "if", "value", ".", "denominator", "==", "1001", ":", "ntsc", "=", "True", "else", ":", "ntsc", "=", "False", "else", ":", "ntsc", "=", "ntsc", "return", "ntsc" ]

[ "_infer_ntsc", "looks", "at", "the", "parsed", "fraction", "value", "and", "infers", "if", "it", "should", "be", "considered", "NTSC", "." ]

[ "\"\"\"\n _infer_ntsc looks at the parsed fraction value and infers if it should be considered\n NTSC.\n \"\"\"", "# If no explicit ntsc value was set, assume that values with a denominator of", "# 1001 are ntsc." ]

[ { "param": "value", "type": "fractions.Fraction" }, { "param": "ntsc", "type": "Optional[bool]" } ]

[ "MIT" ]

[ "Part", "of", "the", "selector", "merge", "algorithm", "above", ".", "Not", "useful", "on", "its", "own", ".", "Pay", "no", "attention", "to", "the", "man", "behind", "the", "curtain", "." ]

[ "def", "_weave_conflicting_selectors", "(", "prefixes", ",", "a", ",", "b", ",", "suffix", "=", "(", ")", ")", ":", "both", "=", "a", "and", "b", "for", "prefix", "in", "prefixes", ":", "yield", "prefix", "+", "a", "+", "b", "+", "suffix", "if", "both", ":", "yield", "prefix", "+", "b", "+", "a", "+", "suffix" ]

[ "Part", "of", "the", "selector", "merge", "algorithm", "above", "." ]

[ "\"\"\"Part of the selector merge algorithm above. Not useful on its own. Pay\n no attention to the man behind the curtain.\n \"\"\"", "# OK, what this actually does: given a list of selector chains, two", "# \"conflicting\" selector chains, and an optional suffix, return a new list", "# of chains like this:", "# prefix[0] + a + b + suffix,", "# prefix[0] + b + a + suffix,", "# prefix[1] + a + b + suffix,", "# ...", "# In other words, this just appends a new chain to each of a list of given", "# chains, except that the new chain might be the superposition of two", "# other incompatible chains.", "# Only use both orderings if there's an actual conflict!" ]

[ { "param": "prefixes", "type": null }, { "param": "a", "type": null }, { "param": "b", "type": null }, { "param": "suffix", "type": null } ]

[ "BSD-3-Clause" ]

[ "Return", "a", "version", "of", "string", "S", "that", "is", "safe", "as", "part", "of", "a", "CSV", "file", "." ]

[ "def", "EscapeCSV", "(", "s", ")", ":", "if", "s", "is", "None", ":", "return", "''", "if", "isinstance", "(", "s", ",", "types", ".", "StringTypes", ")", ":", "s", "=", "s", ".", "strip", "(", ")", ".", "replace", "(", "'\"'", ",", "'\"\"'", ")", "if", "s", ".", "startswith", "(", "(", "'='", ",", "'-'", ",", "'+'", ",", "'@'", ")", ")", ":", "s", "=", "\"'\"", "+", "s", "return", "s" ]

[ "Return", "a", "version", "of", "string", "S", "that", "is", "safe", "as", "part", "of", "a", "CSV", "file", "." ]

[ "\"\"\"Return a version of string S that is safe as part of a CSV file.\"\"\"", "# Prefix any formula cells because some spreadsheets have built-in", "# formila functions that can actually have side-effects on the user's", "# computer." ]

[ { "param": "s", "type": null } ]

[ "BSD-3-Clause" ]

[ "Parse", "out", "the", "line", "number", "from", "a", "minixsv", "error", "message", "." ]

[ "def", "GetErrorLineNumber", "(", "error_string", ")", ":", "line_match", "=", "re", ".", "search", "(", "': line ([0-9]+)'", ",", "error_string", ")", "return", "int", "(", "line_match", ".", "group", "(", "1", ")", ")" ]

[ "Parse", "out", "the", "line", "number", "from", "a", "minixsv", "error", "message", "." ]

[ "\"\"\"Parse out the line number from a minixsv error message.\n\n Args:\n error_string: String returned by minixsv exception\n\n Returns:\n Integer line number on which error was detected\n \"\"\"" ]

[ { "param": "error_string", "type": null } ]

[ "MIT" ]

[ "returns", "a", "valid", "python", "if", "statement" ]

[ "def", "__py_if_condition", "(", "statements", ",", "lineno", ")", ":", "if_condition", "=", "statements", "[", "statements", ".", "find", "(", "'('", ")", "+", "1", ":", "statements", ".", "find", "(", "')'", ")", "]", "return", "statements", "[", ":", "statements", ".", "find", "(", "'if'", ")", "]", "+", "f\"if {if_condition}:\\n\"", ".", "replace", "(", "'&&'", ",", "' and '", ")", ".", "replace", "(", "'||'", ",", "' or '", ")", ".", "replace", "(", "'!'", ",", "' not '", ")", ".", "replace", "(", "'==='", ",", "'=='", ")", ".", "replace", "(", "'{'", ",", "''", ")", ".", "replace", "(", "'/'", ",", "'//'", ")" ]

[ "returns", "a", "valid", "python", "if", "statement" ]

[ "\"\"\"returns a valid python if statement\"\"\"" ]

[ { "param": "statements", "type": null }, { "param": "lineno", "type": null } ]

[ "Apache-2.0" ]

[ "Returns", "a", "function", "which", "either", "saves", "some", "data", "to", "a", "file", "or", "(", "if", "that", "file", "exists", "already", ")", "compares", "it", "to", "pre", "-", "existing", "data", "using", "a", "given", "comparison", "function", "." ]

[ "def", "compare_data", "(", "request", ",", "test_name", ",", "scope", "=", "\"session\"", ")", ":", "def", "inner", "(", "compare_fct", ",", "data", ",", "tag", "=", "None", ")", ":", "full_name", "=", "test_name", "+", "(", "tag", "or", "''", ")", "data_str", "=", "json", ".", "dumps", "(", "data", ")", "data", "=", "json", ".", "loads", "(", "data_str", ")", "val", "=", "json", ".", "loads", "(", "request", ".", "config", ".", "cache", ".", "get", "(", "full_name", ",", "'null'", ")", ")", "if", "val", "is", "None", ":", "request", ".", "config", ".", "cache", ".", "set", "(", "full_name", ",", "data_str", ")", "raise", "ValueError", "(", "'Reference data does not exist.'", ")", "assert", "compare_fct", "(", "val", ",", "data", ")", "return", "inner" ]

[ "Returns", "a", "function", "which", "either", "saves", "some", "data", "to", "a", "file", "or", "(", "if", "that", "file", "exists", "already", ")", "compares", "it", "to", "pre", "-", "existing", "data", "using", "a", "given", "comparison", "function", "." ]

[ "# pylint: disable=unused-argument,redefined-outer-name", "\"\"\"Returns a function which either saves some data to a file or (if that file exists already) compares it to pre-existing data using a given comparison function.\"\"\"", "# get rid of json-specific quirks", "# store as string because I cannot add the decoder to the pytest cache" ]

[ { "param": "request", "type": null }, { "param": "test_name", "type": null }, { "param": "scope", "type": null } ]

[ "BSD-3-Clause" ]

[ "Returns", "the", "common", "prefix", "directory", "for", "the", "given", "paths", "Args", ":", "The", "list", "of", "paths", "(", "at", "least", "one", "of", "which", "should", "be", "a", "directory", ")" ]

[ "def", "_GetCommonBaseDirectory", "(", "*", "args", ")", ":", "prefix", "=", "os", ".", "path", ".", "commonprefix", "(", "args", ")", "if", "len", "(", "prefix", ")", ">", "0", "and", "prefix", "[", "-", "1", "]", "==", "os", ".", "path", ".", "sep", ":", "return", "prefix", "for", "path", "in", "args", ":", "assert", "len", "(", "path", ")", ">=", "len", "(", "prefix", ")", "if", "path", "==", "prefix", ":", "continue", "if", "path", "[", "len", "(", "prefix", ")", "]", "==", "os", ".", "path", ".", "sep", ":", "continue", "index_sep", "=", "prefix", ".", "rfind", "(", "os", ".", "path", ".", "sep", ")", "prefix", "=", "prefix", "[", ":", "index_sep", "+", "1", "]", "break", "return", "prefix" ]

[ "Returns", "the", "common", "prefix", "directory", "for", "the", "given", "paths", "Args", ":", "The", "list", "of", "paths", "(", "at", "least", "one", "of", "which", "should", "be", "a", "directory", ")" ]

[ "\"\"\"Returns the common prefix directory for the given paths\n\n Args:\n The list of paths (at least one of which should be a directory)\n \"\"\"", "# prefix is a character-by-character prefix (i.e. it does not end", "# on a directory bound, so this code fixes that)", "# if the prefix ends with the separator, then it is prefect.", "# We need to loop through all paths or else we can get", "# tripped up by \"c:\\a\" and \"c:\\abc\". The common prefix", "# is \"c:\\a\" which is a directory and looks good with", "# respect to the first directory but it is clear that", "# isn't a common directory when the second path is", "# examined.", "# If the prefix the same length as the path,", "# then the prefix must be a directory (since one", "# of the arguements should be a directory).", "# if the character after the prefix in the path", "# is the separator, then the prefix appears to be a", "# valid a directory as well for the given path", "# Otherwise, the prefix is not a directory, so it needs", "# to be shortened to be one", "# The use \"index_sep + 1\" because it includes the final sep", "# and it handles the case when the index_sep is -1 as well", "# At this point we backed up to a directory bound which is", "# common to all paths, so we can quit going through all of", "# the paths." ]

[]

[ "MIT" ]

[ "Validates", "that", "the", "provided", "value", "is", "a", "valid", "json", "." ]

[ "def", "validate_json", "(", "value", ")", ":", "try", ":", "json", ".", "loads", "(", "value", ")", "return", "True", "except", "ValueError", ":", "return", "False" ]

[ "Validates", "that", "the", "provided", "value", "is", "a", "valid", "json", "." ]

[ "\"\"\"Validates that the provided value is a valid json.\"\"\"" ]

[ { "param": "value", "type": null } ]

[ "MIT" ]

[ "Generate", "a", "list", "of", "tuple", "containing", "group", "options" ]

[ "def", "_make_opt_list", "(", "opts", ",", "group", ")", ":", "import", "copy", "import", "itertools", "_opts", "=", "[", "(", "group", ",", "list", "(", "itertools", ".", "chain", "(", "*", "opts", ")", ")", ")", "]", "return", "[", "(", "g", ",", "copy", ".", "deepcopy", "(", "o", ")", ")", "for", "g", ",", "o", "in", "_opts", "]" ]

[ "Generate", "a", "list", "of", "tuple", "containing", "group", "options" ]

[ "\"\"\"Generate a list of tuple containing group, options\n\n :param opts: option lists associated with a group\n :type opts: list\n :param group: name of an option group\n :type group: str\n :return: a list of (group_name, opts) tuples\n :rtype: list\n \"\"\"" ]

[ { "param": "opts", "type": null }, { "param": "group", "type": null } ]

[ "MIT" ]

[ "Extract", "the", "experession", "with", "or", "without", "full_regex", "." ]

[ "def", "extract_exp", "(", "expression", ",", "full_regex", "=", "False", ")", ":", "if", "not", "full_regex", ":", "exp", "=", "fnmatch", ".", "translate", "(", "expression", ")", "return", "re", ".", "compile", "(", "exp", ")" ]

[ "Extract", "the", "experession", "with", "or", "without", "full_regex", "." ]

[ "\"\"\"Extract the experession with or without full_regex.\n\n :param expression: string to filter\n :param full_regex: using full regex\n :return: regex Object from re package\n \"\"\"" ]

[ { "param": "expression", "type": null }, { "param": "full_regex", "type": null } ]

[ "MIT" ]

[ "callback", "for", "change", "in", "channel", "topic", "mode" ]

[ "def", "checktopicmode", "(", "bot", ",", "ievent", ")", ":", "chan", "=", "ievent", ".", "channel", "mode", "=", "ievent", ".", "chan", ".", "data", ".", "mode", "if", "mode", "and", "'t'", "in", "mode", ":", "if", "chan", "not", "in", "bot", ".", "state", "[", "'opchan'", "]", ":", "ievent", ".", "reply", "(", "\"i'm not op on %s\"", "%", "chan", ")", "return", "0", "return", "1" ]

[ "callback", "for", "change", "in", "channel", "topic", "mode" ]

[ "\"\"\" callback for change in channel topic mode \"\"\"" ]

[ { "param": "bot", "type": null }, { "param": "ievent", "type": null } ]

[ "Apache-2.0" ]

[ "Reads", "the", "command", "line", "file", "and", "returns", "the", "command", "as", "well", "as", "the", "output", "directory", "." ]

[ "def", "read_command_file", "(", "cmd_file", ")", ":", "with", "open", "(", "cmd_file", ")", "as", "inf", ":", "cmd", "=", "inf", ".", "readline", "(", ")", ".", "strip", "(", ")", "output_dir", "=", "re", ".", "search", "(", "r'--output_dir\\s*=\\s*([^ ]+)'", ",", "cmd", ")", ".", "group", "(", "1", ")", ".", "rstrip", "(", "'/'", ")", "return", "cmd", ",", "output_dir" ]

[ "Reads", "the", "command", "line", "file", "and", "returns", "the", "command", "as", "well", "as", "the", "output", "directory", "." ]

[ "\"\"\"\n Reads the command line file and returns the command, as well as the output\n directory.\n \"\"\"" ]

[ { "param": "cmd_file", "type": null } ]

[ "MulanPSL-1.0" ]

[ "make", "up", "the", "commands", "into", "the", "array", "input", ":", "cmds", "newCommand", "dataFileName", "output", ":", "NA" ]

[ "def", "appendCommand", "(", "cmds", ",", "newCommand", ",", "dataFileName", ")", ":", "cmds", ".", "append", "(", "\"echo '\\n************************************\\n* \"", "\"%s \\n\"", "\"************************************' >> %s 2>&1\"", "%", "(", "newCommand", ",", "dataFileName", ")", ")", "cmds", ".", "append", "(", "\"%s >> %s 2>&1\"", "%", "(", "newCommand", ",", "dataFileName", ")", ")" ]

[ "function", ":", "make", "up", "the", "commands", "into", "the", "array", "input", ":", "cmds", "newCommand", "dataFileName", "output", ":", "NA" ]

[ "\"\"\"\n function: make up the commands into the array\n input : cmds, newCommand, dataFileName\n output: NA\n \"\"\"", "# Execute the command and output to the specified file" ]

[ { "param": "cmds", "type": null }, { "param": "newCommand", "type": null }, { "param": "dataFileName", "type": null } ]

[ "MIT" ]

[ "Currently", "just", "returns", "the", "given", "path", "if", "it", "exists", "or", "the", "default", "if", "it", "doesn", "'", "t", "." ]

[ "def", "parse_path", "(", "path", ")", ":", "print", "(", "'Parsing path...'", ")", "parsed_path", "=", "str", "(", "path", ")", "if", "os", ".", "path", ".", "isdir", "(", "path", ")", ":", "return", "parsed_path", "else", ":", "print", "(", "'''Cannot parse path to credentials. Will try to get credentials\n from default path $home/.py2gc/.'''", ")" ]

[ "Currently", "just", "returns", "the", "given", "path", "if", "it", "exists", "or", "the", "default", "if", "it", "doesn", "'", "t", "." ]

[ "'''\n Currently just returns the given path if it exists,\n or the default if it doesn't.\n '''" ]

[ { "param": "path", "type": null } ]

[ "MIT" ]

[ "Takes", "in", "two", "words", "with", "a", "reference", "dictionary", "and", "iteratively", "checks", "if", "the", "words", "(", "with", "any", "in", "between", ")", "are", "synonyms" ]

[ "def", "are_deeply_linked_synonyms", "(", "reference_dict", ",", "first_word", ",", "second_word", ")", ":", "if", "first_word", "not", "in", "reference_dict", "or", "second_word", "not", "in", "reference_dict", ":", "return", "False", "tracker", "=", "{", "}", "stack", "=", "[", "word", "for", "word", "in", "reference_dict", "[", "first_word", "]", "]", "while", "len", "(", "stack", ")", ">", "0", ":", "current_word", "=", "stack", ".", "pop", "(", ")", "if", "current_word", "in", "tracker", ":", "continue", "else", ":", "tracker", "[", "current_word", "]", "=", "True", "current_word_synonyms", "=", "reference_dict", "[", "current_word", "]", "for", "word", "in", "current_word_synonyms", ":", "if", "word", "==", "second_word", ":", "return", "True", "elif", "word", "not", "in", "tracker", ":", "stack", ".", "append", "(", "word", ")", "return", "False" ]

[ "Takes", "in", "two", "words", "with", "a", "reference", "dictionary", "and", "iteratively", "checks", "if", "the", "words", "(", "with", "any", "in", "between", ")", "are", "synonyms" ]

[ "\"\"\"Takes in two words with a reference dictionary and iteratively checks if the words (with any in between) are synonyms\"\"\"" ]

[ { "param": "reference_dict", "type": null }, { "param": "first_word", "type": null }, { "param": "second_word", "type": null } ]

[ "MIT" ]

[ "Helper", "function", ";", "returns", "align", "option", "from", "cell", "content", "." ]

[ "def", "parse_align", "(", "column", ")", ":", "if", "column", "[", ":", "4", "]", "==", "':---'", "and", "column", "[", "-", "4", ":", "]", "==", "'---:'", ":", "return", "0", "if", "column", "[", "-", "4", ":", "]", "==", "'---:'", ":", "return", "1", "return", "None" ]

[ "Helper", "function", ";", "returns", "align", "option", "from", "cell", "content", "." ]

[ "\"\"\"\n Helper function; returns align option from cell content.\n\n Returns:\n None if align = left;\n 0 if align = center;\n 1 if align = right.\n \"\"\"" ]

[ { "param": "column", "type": null } ]

[ "MIT" ]

[ "Compute", "the", "total", "number", "of", "trainable", "parameters", "in", "the", "model" ]

[ "def", "compute_param_count", "(", "model", ")", ":", "param_count", "=", "0", "for", "param", "in", "model", ".", "parameters", "(", ")", ":", "if", "param", ".", "requires_grad", ":", "param_count", "+=", "param", ".", "numel", "(", ")", "return", "param_count" ]

[ "Compute", "the", "total", "number", "of", "trainable", "parameters", "in", "the", "model" ]

[ "\"\"\"\n Compute the total number of trainable parameters in the model\n :param model: Neural Network model, constructed in pytorch framework\n :return param_count: Total number of trainable parameters in a network\n \"\"\"" ]

[ { "param": "model", "type": null } ]

[ "MIT" ]

[ "Checks", "if", "a", "translation", "is", "needed", "for", "the", "file", "with", "the", "specified", "name", "." ]

[ "def", "need_translation", "(", "file_name", ",", "src", ")", ":", "file_name", "=", "os", ".", "path", ".", "splitext", "(", "file_name", ")", "[", "0", "]", "if", "file_name", ".", "endswith", "(", "'_'", "+", "src", ")", "or", "src", "==", "'auto'", ":", "return", "True", "return", "False" ]

[ "Checks", "if", "a", "translation", "is", "needed", "for", "the", "file", "with", "the", "specified", "name", "." ]

[ "\"\"\"\n Checks if a translation is needed for the file with the specified name.\n\n :param file_name: name of the file\n :param src: source language\n :return: True if file needs to be translated else False\n \"\"\"" ]

[ { "param": "file_name", "type": null }, { "param": "src", "type": null } ]

[ "MIT" ]

[ "iteratively", "delete", "regex", "query", "matches", "from", "input", "list", "Keyword", "arguments", ":", "inputColumn", "--", "a", "column", "from", "a", "pandas", "dataframe", "this", "will", "be", "the", "set", "of", "target", "words", "/", "entries", "that", "deletions", "will", "be", "made", "from", "eraseList", "--", "a", "column", "containing", "strings", "(", "regex", "expressions", ")", "which", "will", "be", "deleted", "from", "the", "inputColumn", "in", "an", "iterative", "fashion" ]

[ "def", "eraseFromColumn", "(", "inputColumn", ",", "eraseList", ")", ":", "import", "pandas", "as", "pd", "import", "re", "for", "index", ",", "row", "in", "eraseList", ".", "iterrows", "(", ")", ":", "curReplaceVal", "=", "row", "[", "0", "]", "currentRegexExpression", "=", "curReplaceVal", "+", "'(?i)'", "inputColumn", ".", "replace", "(", "regex", "=", "currentRegexExpression", ",", "value", "=", "''", ",", "inplace", "=", "True", ")", "return", "inputColumn" ]

[ "iteratively", "delete", "regex", "query", "matches", "from", "input", "list", "Keyword", "arguments", ":", "inputColumn", "--", "a", "column", "from", "a", "pandas", "dataframe", "this", "will", "be", "the", "set", "of", "target", "words", "/", "entries", "that", "deletions", "will", "be", "made", "from", "eraseList", "--", "a", "column", "containing", "strings", "(", "regex", "expressions", ")", "which", "will", "be", "deleted", "from", "the", "inputColumn", "in", "an", "iterative", "fashion" ]

[ "\"\"\"iteratively delete regex query matches from input list\n \n Keyword arguments:\n inputColumn -- a column from a pandas dataframe, this will be the set of\n target words/entries that deletions will be made from\n eraseList -- a column containing strings (regex expressions) which will be\n deleted from the inputColumn, in an iterative fashion\n \"\"\"" ]

[ { "param": "inputColumn", "type": null }, { "param": "eraseList", "type": null } ]

[ "MIT" ]

[ "walks", "a", "potentially", "nested", "structure", "calling", "`", "fn", "`", "on", "each", "value", "it", "encounters" ]

[ "def", "walk_nested_struct", "(", "val", ",", "fn", ")", ":", "if", "isinstance", "(", "val", ",", "dict", ")", ":", "return", "{", "key", ":", "walk_nested_struct", "(", "i", ",", "fn", ")", "for", "key", ",", "i", "in", "val", ".", "items", "(", ")", "}", "if", "isinstance", "(", "val", ",", "list", ")", ":", "return", "[", "walk_nested_struct", "(", "i", ",", "fn", ")", "for", "i", "in", "val", "]", "return", "fn", "(", "val", ")" ]

[ "walks", "a", "potentially", "nested", "structure", "calling", "`", "fn", "`", "on", "each", "value", "it", "encounters" ]

[ "\"walks a potentially nested structure, calling `fn` on each value it encounters\"" ]

[ { "param": "val", "type": null }, { "param": "fn", "type": null } ]

[ "MIT" ]

[ "Checks", "if", "the", "equations", "does", "not", "contain", "z", "or", "Z", "." ]

[ "def", "isOverDetermined", "(", "equations", ")", ":", "for", "eq", "in", "equations", ":", "if", "'z'", "in", "eq", "or", "'Z'", "in", "eq", ":", "return", "False", "return", "True" ]

[ "Checks", "if", "the", "equations", "does", "not", "contain", "z", "or", "Z", "." ]

[ "'''\n Checks if the equations does not contain z or Z.\n '''" ]

[ { "param": "equations", "type": null } ]

[ "MIT" ]

[ "static", "method", "to", "traverse", "graphs", "BFS", "and", "DFS", "based", "on", "object", "passed", "in", "q", "if", "q", "is", "stack", "then", "DFS", "if", "q", "in", "queus", "then", "BFS", "Using", "duck", "-", "typing", "here", "." ]

[ "def", "traverse", "(", "graph", ",", "q", ")", ":", "visited", "=", "set", "(", ")", "s", "=", "''", "visit", "=", "0", "q", ".", "add", "(", "visit", ")", "visited", ".", "add", "(", "visit", ")", "while", "len", "(", "q", ")", ":", "visit", "=", "q", ".", "top", "(", ")", "s", "+=", "str", "(", "visit", ")", "+", "' '", "q", ".", "remove", "(", ")", "for", "i", "in", "graph", ".", "getedge", "(", "visit", ")", ":", "if", "i", ".", "value", "not", "in", "visited", ":", "visited", ".", "add", "(", "i", ".", "value", ")", "q", ".", "add", "(", "i", ".", "value", ")", "return", "s" ]

[ "static", "method", "to", "traverse", "graphs", "BFS", "and", "DFS", "based", "on", "object", "passed", "in", "q", "if", "q", "is", "stack", "then", "DFS", "if", "q", "in", "queus", "then", "BFS" ]

[ "'''\n static method to traverse graphs, BFS and DFS, based on object passed in q\n if q is stack then DFS\n if q in queus then BFS\n \n Using duck-typing here.\n '''" ]

[ { "param": "graph", "type": null }, { "param": "q", "type": null } ]

[ "MIT" ]

[ "unary", ":", "postfix", "|", "MINUS", "neuralgic_opr", "postfix", "neuralgic_unary" ]

[ "def", "p_unary", "(", "p", ")", ":", "if", "len", "(", "p", ")", ">", "2", ":", "p", "[", "0", "]", "=", "p", "[", "3", "]", "else", ":", "p", "[", "0", "]", "=", "p", "[", "1", "]" ]

[ "unary", ":", "postfix", "|", "MINUS", "neuralgic_opr", "postfix", "neuralgic_unary" ]

[ "'''\n unary : postfix\n | MINUS neuralgic_opr postfix neuralgic_unary\n '''" ]

[ { "param": "p", "type": null } ]

[ "MIT" ]

[ "function", "specifically", "to", "split", "the", "file", "on", "lines", "in", "the", "form", "of", "a", "vnum", ".", "this", "is", "important", "because", "lines", "within", "entries", "can", "(", "and", "do", ")", "start", "with", "'", "#", "'" ]

[ "def", "split_on_vnums", "(", "file_text", ")", ":", "split_re", "=", "r\"\"\"^\\#(\\d+)\"\"\"", "split_pattern", "=", "re", ".", "compile", "(", "split_re", ",", "re", ".", "MULTILINE", ")", "pieces", "=", "iter", "(", "split_pattern", ".", "split", "(", "file_text", ")", ")", "next", "(", "pieces", ")", "while", "pieces", ":", "vnum", "=", "next", "(", "pieces", ")", "text", "=", "next", "(", "pieces", ")", "yield", "''", ".", "join", "(", "(", "vnum", ",", "text", ")", ")" ]

[ "function", "specifically", "to", "split", "the", "file", "on", "lines", "in", "the", "form", "of", "a", "vnum", "(", "e", ".", "g", "." ]

[ "\"\"\"\n function specifically to split the file on lines in the form\n of a vnum (e.g. the entire line is something like '#1234'). this is\n important because lines within entries can (and do) start with '#'\n \"\"\"", "# burn the next one, we won't use it" ]

[ { "param": "file_text", "type": null } ]

[ "MIT" ]

[ "Check", "(", "and", "fix", "if", "needed", ")", "the", "depth", "coordinate" ]

[ "def", "check_depth_coordinate", "(", "cube", ")", ":", "aux_coords", "=", "[", "coord", ".", "name", "(", ")", "for", "coord", "in", "cube", ".", "aux_coords", "]", "if", "'depth'", "in", "aux_coords", ":", "cube", ".", "remove_coord", "(", "'depth'", ")", "for", "coord", "in", "cube", ".", "dim_coords", ":", "name", "=", "coord", ".", "name", "(", ")", "var_name", "=", "coord", ".", "var_name", "if", "(", "name", "==", "'lev'", ")", "or", "(", "var_name", "==", "'lev'", ")", "or", "(", "var_name", "==", "'olevel'", ")", ":", "coord", ".", "standard_name", "=", "'depth'", "coord", ".", "var_name", "=", "'lev'", "return", "cube" ]

[ "Check", "(", "and", "fix", "if", "needed", ")", "the", "depth", "coordinate" ]

[ "\"\"\"Check (and fix if needed) the depth coordinate\"\"\"" ]

[ { "param": "cube", "type": null } ]

[ "MIT" ]

[ "Load", "a", "Table", "from", "a", "metadata", "dict", "." ]

[ "def", "from_dict", "(", "cls", ",", "metadata_dict", ")", ":", "instance", "=", "cls", "(", ")", "instance", ".", "_fields_metadata", "=", "copy", ".", "deepcopy", "(", "metadata_dict", "[", "'fields'", "]", ")", "instance", ".", "_constraints", "=", "copy", ".", "deepcopy", "(", "metadata_dict", ".", "get", "(", "'constraints'", ",", "[", "]", ")", ")", "instance", ".", "_model_kwargs", "=", "copy", ".", "deepcopy", "(", "metadata_dict", ".", "get", "(", "'model_kwargs'", ")", ")", "return", "instance" ]

[ "Load", "a", "Table", "from", "a", "metadata", "dict", "." ]

[ "\"\"\"Load a Table from a metadata dict.\n\n Args:\n metadata_dict (dict):\n Dict metadata to load.\n \"\"\"" ]

[ { "param": "cls", "type": null }, { "param": "metadata_dict", "type": null } ]

[ "MIT" ]

[ "Defines", "and", "intantiates", "the", "models", "we", "want", "to", "evaluate", "{", "name", ":", "pipeline", "-", "object", "}" ]

[ "def", "define_models", "(", ")", ":", "models", "=", "{", "}", "return", "models" ]

[ "Defines", "and", "intantiates", "the", "models", "we", "want", "to", "evaluate" ]

[ "\"\"\"\n Defines and intantiates the models we want to\n evaluate\n\n {name : pipeline-object}\n :return: dict - scikit learn pipelines\n \"\"\"" ]

[]

[ "CNRI-Python" ]

[ ">", "float", "is", "the", "function", "to", "differentiate" ]

[ "def", "fun", "(", "x", ")", ":", "return", "3", "*", "x", "**", "2", "+", "5" ]

[ "(", "function", ")", "-", ">", "float", "<x", ">", "is", "the", "function", "to", "differentiate" ]

[ "\"\"\" (function) -> float\n <x> is the function to differentiate\n \"\"\"" ]

[ { "param": "x", "type": null } ]

[ "MIT" ]

[ "Learning", "Rate", "Schedule", "Learning", "rate", "is", "scheduled", "to", "be", "reduced", "after", "80", "120", "160", "180", "epochs", ".", "Called", "automatically", "every", "epoch", "as", "part", "of", "callbacks", "during", "training", ".", "Arguments", "epoch", "(", "int", ")", ":", "The", "number", "of", "epochs", "Returns", "lr", "(", "float32", ")", ":", "learning", "rate" ]

[ "def", "lr_schedule", "(", "epoch", ")", ":", "lr", "=", "1e-5", "if", "epoch", ">", "30", ":", "lr", "*=", "0.5e-3", "elif", "epoch", ">", "20", ":", "lr", "*=", "1e-3", "elif", "epoch", ">", "10", ":", "lr", "*=", "1e-2", "elif", "epoch", ">", "5", ":", "lr", "*=", "1e-1", "print", "(", "'Learning rate: '", ",", "lr", ")", "return", "lr" ]

[ "Learning", "Rate", "Schedule", "Learning", "rate", "is", "scheduled", "to", "be", "reduced", "after", "80", "120", "160", "180", "epochs", "." ]

[ "\"\"\"Learning Rate Schedule\n\n Learning rate is scheduled to be reduced after 80, 120, 160, 180 epochs.\n Called automatically every epoch as part of callbacks during training.\n\n # Arguments\n epoch (int): The number of epochs\n\n # Returns\n lr (float32): learning rate\n \"\"\"" ]

[ { "param": "epoch", "type": null } ]

[ "MIT" ]

[ "Find", "image", "URL", "in", "'", "s", "href", "attribute" ]

[ "def", "a_href_finder", "(", "pipeline_index", ",", "soup", ",", "finder_image_urls", "=", "[", "]", ",", "*", "args", ",", "**", "kwargs", ")", ":", "now_finder_image_urls", "=", "[", "]", "for", "a", "in", "soup", ".", "find_all", "(", "'a'", ")", ":", "href", "=", "a", ".", "get", "(", "'href'", ",", "None", ")", "if", "href", ":", "href", "=", "str", "(", "href", ")", "if", "filter", "(", "href", ".", "lower", "(", ")", ".", "endswith", ",", "(", "'.jpg'", ",", "'.jpeg'", ",", "'.gif'", ",", "'.png'", ")", ")", ":", "if", "(", "href", "not", "in", "finder_image_urls", ")", "and", "(", "href", "not", "in", "now_finder_image_urls", ")", ":", "now_finder_image_urls", ".", "append", "(", "href", ")", "output", "=", "{", "}", "output", "[", "'finder_image_urls'", "]", "=", "finder_image_urls", "+", "now_finder_image_urls", "return", "output" ]

[ "Find", "image", "URL", "in", "<a", ">", "'", "s", "href", "attribute" ]

[ "\"\"\"\n Find image URL in <a>'s href attribute\n \"\"\"" ]

[ { "param": "pipeline_index", "type": null }, { "param": "soup", "type": null }, { "param": "finder_image_urls", "type": null } ]

[ "MIT" ]

[ "Return", "a", "dict", "of", "score", "for", "multimetric", "scoring" ]

[ "def", "multimetric_score", "(", "estimator", ",", "X_test", ",", "y_test", ",", "scorers", ")", ":", "scores", "=", "{", "}", "for", "name", ",", "scorer", "in", "scorers", ".", "items", "(", ")", ":", "if", "y_test", "is", "None", ":", "score", "=", "scorer", "(", "estimator", ",", "X_test", ")", "else", ":", "score", "=", "scorer", "(", "estimator", ",", "X_test", ",", "y_test", ")", "if", "hasattr", "(", "score", ",", "'item'", ")", ":", "try", ":", "score", "=", "score", ".", "item", "(", ")", "except", "ValueError", ":", "pass", "scores", "[", "name", "]", "=", "score", "if", "not", "isinstance", "(", "score", ",", "numbers", ".", "Number", ")", ":", "raise", "ValueError", "(", "\"scoring must return a number, got %s (%s) \"", "\"instead. (scorer=%s)\"", "%", "(", "str", "(", "score", ")", ",", "type", "(", "score", ")", ",", "name", ")", ")", "return", "scores" ]

[ "Return", "a", "dict", "of", "score", "for", "multimetric", "scoring" ]

[ "\"\"\"Return a dict of score for multimetric scoring\n\n :param estimator: Estimator\n :param X_test: X test\n :param y_test: Y test\n :param scorers: Dict of scorers\n :return: Multimetric scores\n \"\"\"", "# e.g. unwrap memmapped scalars", "# non-scalar?" ]

[ { "param": "estimator", "type": null }, { "param": "X_test", "type": null }, { "param": "y_test", "type": null }, { "param": "scorers", "type": null } ]

[ "MIT" ]

[ "given", "input", "text", "look", "for", "#tag", "instances", "in", "it", "and", "return", "a", "list", "of", "those", "tags", "without", "the", "leading", "'", "#", "'", ".", "If", "there", "are", "no", "tags", "we", "return", "an", "empty", "list", ".", "Tags", "must", "start", "and", "end", "with", "an", "alphanumeric", "and", "can", "contain", "dashes", "and", "underscores", ".", "Before", "returning", "the", "list", "we", ":", "remove", "dupes", "sort", "the", "tags", "alphabetically" ]

[ "def", "ExtractTags", "(", "txt", ")", ":", "TAG_PATTERN", "=", "re", ".", "compile", "(", "r'(?:^|\\s)#([a-zA-Z0-9][a-zA-Z0-9_-]*[a-zA-Z0-9])'", ")", "tagList", "=", "TAG_PATTERN", ".", "findall", "(", "txt", ")", "return", "sorted", "(", "list", "(", "set", "(", "[", "t", ".", "lower", "(", ")", "for", "t", "in", "tagList", "]", ")", ")", ")" ]

[ "given", "input", "text", "look", "for", "#tag", "instances", "in", "it", "and", "return", "a", "list", "of", "those", "tags", "without", "the", "leading", "'", "#", "'", "." ]

[ "''' given input text, look for #tag instances in it, and return a list \n of those tags without the leading '#'. If there are no tags, we return\n an empty list.\n\n Tags must start and end with an alphanumeric, and can contain dashes \n and underscores.\n\n Before returning the list, we:\n - remove dupes\n - sort the tags alphabetically\n '''" ]

[ { "param": "txt", "type": null } ]

[ "MIT" ]

[ "Print", "command", "line", "help", ".", "Takes", "an", "application", "name", "to", "display", "." ]

[ "def", "usage", "(", "prog", ")", ":", "logging", ".", "info", "(", "\"\"\"\n Usage: %s [options]\n Options:\n -v, --version show program's version number and exit\n -h, --help show this help message and exit\n -c, --config <file> use different config file\n -m, --map <file> use custom mapping file\n \"\"\"", ",", "prog", ")" ]

[ "Print", "command", "line", "help", "." ]

[ "\"\"\"\n Print command line help.\n Takes an application name to display.\n \"\"\"", "# Won't strip indentation." ]

[ { "param": "prog", "type": null } ]

[ "MIT" ]

[ "Find", "mapping", "coverages", "by", "searching", "coverages", "for", "the", "ones", "with", "1", "in", "exactly", "the", "places", "mapping", "requires", "it", "to", "be", "and", "nowhere", "else", "." ]

[ "def", "find_mapping_coverages", "(", "mapping_node_list", ",", "reference_coverage", ",", "coverages", ")", ":", "mapping_node_positions", "=", "[", "reference_coverage", ".", "index", "(", "node_id", ")", "for", "node_id", "in", "mapping_node_list", "]", "mapping_coverages", "=", "[", "]", "for", "coverage", "in", "coverages", ":", "if", "not", "all", "(", "[", "True", "if", "coverage", "[", "index", "]", "==", "'1'", "else", "False", "for", "index", "in", "mapping_node_positions", "]", ")", ":", "continue", "if", "sum", "(", "1", "for", "node", "in", "coverage", "if", "node", "==", "'1'", ")", "!=", "len", "(", "mapping_node_positions", ")", ":", "continue", "mapping_coverages", ".", "append", "(", "coverage", ")", "return", "mapping_coverages" ]

[ "Find", "mapping", "coverages", "by", "searching", "coverages", "for", "the", "ones", "with", "1", "in", "exactly", "the", "places", "mapping", "requires", "it", "to", "be", "and", "nowhere", "else", "." ]

[ "\"\"\"\n Find mapping coverages by searching coverages for the ones with 1 in exactly the places mapping requires it to be and nowhere else.\n e.g. mapping is in node_id 2, reference coverage is [0,1,2,3], mapping coverages are [0,0,1,X0], [0,0,1,0] but not [0,1,1,0] or [0,1,X0,0]\n :param mapping_node_list: List of node ids corresponding to a single mapping\n :param reference_coverage: List of node ids in order which coverages are constructed\n :param coverages: List of coverages obtained by running rule application\n :return: List of coverages corresponding to the give mapping\n \"\"\"", "# mapping node positions in reference", "# Search rule application coverages that have 1 in exactly those coverages and nowhere else" ]

[ { "param": "mapping_node_list", "type": null }, { "param": "reference_coverage", "type": null }, { "param": "coverages", "type": null } ]

[ "MIT" ]

[ "This", "functions", "takes", "the", "hand", "(", "list", ")", "and", "returns", "true", "if", "it", "has", "one", "pair" ]

[ "def", "is_pair", "(", "hand", ")", ":", "pair_count", "=", "0", "for", "card", "in", "hand", ":", "if", "hand", ".", "count", "(", "card", ")", "is", "2", ":", "pair_count", "=", "pair_count", "+", "1", "if", "pair_count", "==", "2", ":", "return", "True" ]

[ "This", "functions", "takes", "the", "hand", "(", "list", ")", "and", "returns", "true", "if", "it", "has", "one", "pair" ]

[ "\"\"\"\n This functions takes the hand (list) and returns true if it has one pair\n \"\"\"" ]

[ { "param": "hand", "type": null } ]

[ "BSD-3-Clause-No-Nuclear-Warranty" ]

[ "Round", "to", "the", "nearest", "multiple", "of", "4", "greater", "than", "or", "equal", "to", "the", "given", "number", ".", "EMF", "records", "are", "required", "to", "be", "aligned", "to", "4", "byte", "boundaries", "." ]

[ "def", "_round4", "(", "num", ")", ":", "return", "(", "(", "num", "+", "3", ")", "//", "4", ")", "*", "4" ]

[ "Round", "to", "the", "nearest", "multiple", "of", "4", "greater", "than", "or", "equal", "to", "the", "given", "number", "." ]

[ "\"\"\"Round to the nearest multiple of 4 greater than or equal to the\n given number. EMF records are required to be aligned to 4 byte\n boundaries.\"\"\"" ]

[ { "param": "num", "type": null } ]

[ "BSD-3-Clause" ]

[ "Writes", "data", "into", "a", "file", "like", "object", "." ]

[ "def", "_GenerateFileData", "(", "fp", ",", "file_size", "=", "0", ",", "random_ratio", "=", "100", ",", "max_unique_random_bytes", "=", "5242883", ")", ":", "random_ratio", "/=", "100.0", "random_bytes", "=", "os", ".", "urandom", "(", "min", "(", "file_size", ",", "max_unique_random_bytes", ")", ")", "total_bytes_written", "=", "0", "while", "total_bytes_written", "<", "file_size", ":", "num_bytes", "=", "min", "(", "max_unique_random_bytes", ",", "file_size", "-", "total_bytes_written", ")", "num_bytes_seq", "=", "int", "(", "num_bytes", "*", "(", "1", "-", "random_ratio", ")", ")", "num_bytes_random", "=", "num_bytes", "-", "num_bytes_seq", "fp", ".", "write", "(", "random_bytes", "[", ":", "num_bytes_random", "]", ")", "fp", ".", "write", "(", "b'x'", "*", "num_bytes_seq", ")", "total_bytes_written", "+=", "num_bytes" ]

[ "Writes", "data", "into", "a", "file", "like", "object", "." ]

[ "\"\"\"Writes data into a file like object.\n\n Args:\n fp: A file like object to write the data to.\n file_size: The amount of data to write to the file.\n random_ratio: The percentage of randomly generated data to write. This can\n be any number between 0 and 100 (inclusive), with 0 producing uniform\n data, and 100 producing random data.\n max_unique_random_bytes: The maximum number of bytes to generate\n pseudo-randomly before beginning to repeat\n bytes. The default was chosen as the next prime\n larger than 5 MiB.\n \"\"\"", "# Normalize the ratio.", "# Calculate the amount of random and sequential data to write and", "# resolve rounding errors by adjusting the random bytes to write." ]

[ { "param": "fp", "type": null }, { "param": "file_size", "type": null }, { "param": "random_ratio", "type": null }, { "param": "max_unique_random_bytes", "type": null } ]

[ "MIT" ]

[ "calculate", "list", "with", "weighted", "moving", "average", "values", "weights", "-", "list", "of", "weigths", "for", "averaging" ]

[ "def", "weighted_average", "(", "series", ",", "weights", ")", ":", "weights_sum", "=", "sum", "(", "weights", ")", "weigths_norm", "=", "[", "weight", "/", "weights_sum", "for", "weight", "in", "reversed", "(", "weights", ")", "]", "num_weights", "=", "len", "(", "weights", ")", "lst", "=", "[", "float", "(", "'NaN'", ")", "]", "*", "(", "num_weights", "-", "1", ")", "for", "pos", "in", "range", "(", "num_weights", ",", "len", "(", "series", ")", "+", "1", ")", ":", "value", "=", "sum", "(", "[", "v", "*", "w", "for", "v", ",", "w", "in", "zip", "(", "series", "[", "pos", "-", "num_weights", ":", "pos", "]", ",", "weigths_norm", ")", "]", ")", "lst", ".", "append", "(", "value", ")", "return", "lst" ]

[ "calculate", "list", "with", "weighted", "moving", "average", "values", "weights", "-", "list", "of", "weigths", "for", "averaging" ]

[ "\"\"\" calculate list with weighted moving average values\n\n weights - list of weigths for averaging\n \"\"\"", "# normalize the weights and reverse it", "# set NaN for the first undefined values", "# calculate value for current time frame" ]

[ { "param": "series", "type": null }, { "param": "weights", "type": null } ]

[ "MIT" ]

[ "Take", "a", "single", "list", "of", "(", "Token", "text", ")", "tuples", "and", "yield", "one", "such", "list", "for", "each", "line", ".", "Just", "like", "str", ".", "split", "this", "will", "yield", "at", "least", "one", "item", "." ]

[ "def", "split_lines", "(", "tokenlist", ")", ":", "line", "=", "[", "]", "for", "item", "in", "tokenlist", ":", "if", "len", "(", "item", ")", "==", "2", ":", "token", ",", "string", "=", "item", "parts", "=", "string", ".", "split", "(", "'\\n'", ")", "for", "part", "in", "parts", "[", ":", "-", "1", "]", ":", "if", "part", ":", "line", ".", "append", "(", "(", "token", ",", "part", ")", ")", "yield", "line", "line", "=", "[", "]", "line", ".", "append", "(", "(", "token", ",", "parts", "[", "-", "1", "]", ")", ")", "else", ":", "token", ",", "string", ",", "mouse_handler", "=", "item", "parts", "=", "string", ".", "split", "(", "'\\n'", ")", "for", "part", "in", "parts", "[", ":", "-", "1", "]", ":", "if", "part", ":", "line", ".", "append", "(", "(", "token", ",", "part", ",", "mouse_handler", ")", ")", "yield", "line", "line", "=", "[", "]", "line", ".", "append", "(", "(", "token", ",", "parts", "[", "-", "1", "]", ",", "mouse_handler", ")", ")", "yield", "line" ]

[ "Take", "a", "single", "list", "of", "(", "Token", "text", ")", "tuples", "and", "yield", "one", "such", "list", "for", "each", "line", "." ]

[ "\"\"\"\n Take a single list of (Token, text) tuples and yield one such list for each\n line. Just like str.split, this will yield at least one item.\n\n :param tokenlist: List of (token, text) or (token, text, mouse_handler)\n tuples.\n \"\"\"", "# For (token, text) tuples.", "# Note that parts[-1] can be empty, and that's fine. It happens", "# in the case of [(Token.SetCursorPosition, '')].", "# For (token, text, mouse_handler) tuples.", "# I know, partly copy/paste, but understandable and more efficient", "# than many tests.", "# Always yield the last line, even when this is an empty line. This ensures", "# that when `tokenlist` ends with a newline character, an additional empty", "# line is yielded. (Otherwise, there's no way to differentiate between the", "# cases where `tokenlist` does and doesn't end with a newline.)" ]

[ { "param": "tokenlist", "type": null } ]

[ "MIT" ]

[ "Checks", "if", "docker", "is", "installed", "." ]

[ "def", "check_docker", "(", ")", ":", "return", "True", "if", "shutil", ".", "which", "(", "'docker'", ")", "else", "False" ]

[ "Checks", "if", "docker", "is", "installed", "." ]

[ "\"\"\"\n Checks if docker is installed.\n \"\"\"" ]

[]

[ "Apache-2.0" ]

[ "Appends", "two", "dicts", "and", "returns", "a", "dict", "." ]

[ "def", "Merge", "(", "dict1", ",", "dict2", ")", ":", "res", "=", "{", "**", "dict1", ",", "**", "dict2", "}", "return", "res" ]

[ "Appends", "two", "dicts", "and", "returns", "a", "dict", "." ]

[ "\"\"\"\n Appends two dicts and returns a dict.\n \"\"\"" ]

[ { "param": "dict1", "type": null }, { "param": "dict2", "type": null } ]

[ "MIT" ]

[ "Convenience", "method", "used", "by", "rjones", "'", "PyPI", "OAuth1", "code" ]

[ "def", "flatten_params", "(", "params", ")", ":", "flattened", "=", "[", "]", "for", "k", ",", "v", "in", "params", ".", "items", "(", ")", ":", "if", "isinstance", "(", "v", ",", "list", ")", ":", "for", "v", "in", "v", ":", "if", "v", ":", "flattened", ".", "append", "(", "(", "k", ",", "v", ")", ")", "elif", "v", ":", "flattened", ".", "append", "(", "(", "k", ",", "v", ")", ")", "return", "flattened" ]

[ "Convenience", "method", "used", "by", "rjones", "'", "PyPI", "OAuth1", "code" ]

[ "\"\"\"\n Convenience method used by rjones' PyPI OAuth1 code\n \"\"\"" ]

[ { "param": "params", "type": null } ]

[ "MIT" ]

[ "Convenience", "method", "that", "converts", "an", "IntEnum", "/", "Enum", "to", "string", "Parameters", "Enum", "The", "enum", "to", "convert", "Returns", "str", "The", "stringified", "enum" ]

[ "def", "enum_to_string", "(", "enum", ")", ":", "enum", "=", "str", "(", "enum", ")", "return", "enum", "[", "enum", ".", "index", "(", "'.'", ")", "+", "1", ":", "]" ]

[ "Convenience", "method", "that", "converts", "an", "IntEnum", "/", "Enum", "to", "string", "Parameters" ]

[ "\"\"\"\n Convenience method that converts an IntEnum/Enum to string\n\n Parameters\n ----------\n enum: Enum\n The enum to convert\n\n Returns\n -------\n name: str\n The stringified enum\n \"\"\"" ]

[ { "param": "enum", "type": null } ]

[ "BSD-3-Clause" ]

[ "Decrements", "the", "specified", "metric", "key", "value", "by", "the", "specified", "value", "." ]

[ "def", "metric_dec", "(", "key", ":", "str", ",", "value", ":", "int", "=", "1", ")", "->", "bool", ":", "return", "False" ]

[ "Decrements", "the", "specified", "metric", "key", "value", "by", "the", "specified", "value", "." ]

[ "\"\"\"Decrements the specified metric key value by the specified value.\n\n :param key:\n\n :param value:\n\n \"\"\"" ]

[ { "param": "key", "type": "str" }, { "param": "value", "type": "int" } ]

[ "MIT" ]

[ "a", "single", "character", "aStr", ":", "an", "alphabetized", "string", "True", "if", "char", "is", "in", "aStr", ";", "False", "otherwise" ]

[ "def", "isIn", "(", "char", ",", "aStr", ")", ":", "val1", "=", "len", "(", "aStr", ")", "//", "2", "if", "aStr", "==", "\"\"", ":", "return", "False", "elif", "len", "(", "aStr", ")", "<=", "1", "and", "char", "!=", "aStr", "[", "0", "]", ":", "return", "False", "elif", "char", "==", "aStr", "[", "val1", "]", ":", "return", "True", "elif", "char", "<", "aStr", "[", "val1", "]", ":", "val2", "=", "aStr", "[", ":", "val1", "]", "return", "isIn", "(", "char", ",", "val2", ")", "elif", "char", ">", "aStr", "[", "val1", "]", ":", "val3", "=", "aStr", "[", "val1", ":", "]", "return", "isIn", "(", "char", ",", "val3", ")", "elif", "char", "!=", "val2", "and", "char", "!=", "val3", ":", "return", "False" ]

[ "char", ":", "a", "single", "character", "aStr", ":", "an", "alphabetized", "string" ]

[ "'''\n char: a single character\n aStr: an alphabetized string\n \n returns: True if char is in aStr; False otherwise\n '''", "# Your code here" ]

[ { "param": "char", "type": null }, { "param": "aStr", "type": null } ]

[ "Python-2.0" ]

[ "Return", "True", "if", "the", "'", "A", "'", "car", "has", "reached", "the", "right", "edge", "." ]

[ "def", "hasWon", "(", "board", ")", ":", "for", "y", "in", "range", "(", "board", "[", "'height'", "]", ")", ":", "if", "board", "[", "(", "board", "[", "'width'", "]", "-", "1", ",", "y", ")", "]", "==", "'A'", ":", "return", "True", "return", "False" ]

[ "Return", "True", "if", "the", "'", "A", "'", "car", "has", "reached", "the", "right", "edge", "." ]

[ "\"\"\"Return True if the 'A' car has reached the right edge.\"\"\"", "# The puzzle is solved when the 'A' car reaches the right edge." ]

[ { "param": "board", "type": null } ]

[ "MIT" ]

[ "Get", "all", "prime", "factors", "for", "number", "." ]

[ "def", "prime_factors", "(", "num", ")", ":", "dd", "=", "2", "while", "num", ">", "1", ":", "while", "num", "%", "dd", "==", "0", ":", "yield", "dd", "num", "/=", "dd", "dd", "=", "dd", "+", "1" ]

[ "Get", "all", "prime", "factors", "for", "number", "." ]

[ "\"\"\" Get all prime factors for number. \"\"\"" ]

[ { "param": "num", "type": null } ]

[ "MIT" ]

[ "Save", "the", "world", "to", "file", "-", "like", "object" ]

[ "def", "save_world", "(", "world", ",", "file", ")", ":", "return", "world", ".", "write", "(", "file", ",", "encoding", "=", "'unicode'", ")" ]

[ "Save", "the", "world", "to", "file", "-", "like", "object" ]

[ "'''\n Save the world to file-like object\n '''" ]

[ { "param": "world", "type": null }, { "param": "file", "type": null } ]

[ "MIT" ]

[ "creates", "a", "data", "template", "psf", "sources", "and", "residual", "directory" ]

[ "def", "create", "(", "location", ")", ":", "dirs", "=", "[", "\"data\"", ",", "\"templates\"", ",", "\"residuals\"", ",", "\"sources\"", ",", "\"psf\"", ",", "\"sources\"", "]", "for", "d", "in", "dirs", ":", "if", "os", ".", "path", ".", "exists", "(", "\"%s/%s\"", "%", "(", "location", ",", "d", ")", ")", "==", "False", ":", "os", ".", "system", "(", "\"mkdir %s/%s\"", "%", "(", "location", ",", "d", ")", ")", "print", "(", "\"-> %s directory created in %s\\n\"", "%", "(", "d", ",", "location", ")", ")" ]

[ "creates", "a", "data", "template", "psf", "sources", "and", "residual", "directory" ]

[ "'''\n creates a data, template, psf, sources, and residual directory\n '''" ]

[ { "param": "location", "type": null } ]

[ "MIT" ]

[ "Collects", "and", "summarizes", "Compound", "het", "caller", "results" ]

[ "def", "compute_cmphet_inheritance_modes", "(", "cmphet", ")", ":", "inheritance_modes_set", "=", "set", "(", ")", "inheritance_modes", "=", "[", "]", "if", "cmphet", "is", "not", "None", ":", "for", "entry", "in", "cmphet", ":", "phase", "=", "entry", ".", "get", "(", "'comhet_phase'", ")", "impact", "=", "entry", ".", "get", "(", "'comhet_impact_gene'", ")", "s", "=", "'Compound Het (%s/%s)'", "%", "(", "phase", ",", "impact", ".", "lower", "(", ")", ")", "inheritance_modes_set", ".", "add", "(", "s", ")", "inheritance_modes", "=", "list", "(", "inheritance_modes_set", ")", "inheritance_modes", ".", "sort", "(", ")", "return", "inheritance_modes" ]

[ "Collects", "and", "summarizes", "Compound", "het", "caller", "results" ]

[ "\"\"\" Collects and summarizes Compound het caller results \"\"\"" ]

[ { "param": "cmphet", "type": null } ]

[ "MIT" ]

[ "Pick", "cpp", "files", "from", "current", "directory", ".", "param", "[", "in", "]", "targets", ":", "appointed", "targets", "file", "names", ".", "if", "None", "pick", "all", "files", "with", "extension", "'", ".", "cpp", "'", "should", "be", "string", "-", "list", "or", "None", "param", "[", "in", "]", "exclude", ":", "appointed", "file", "names", "to", "be", "excluded", ".", "should", "be", "string", "-", "list", "or", "None", "return", "targer", "file", "names", "in", "string", "-", "list" ]

[ "def", "filenames", "(", "targets", ",", "exclude", ")", ":", "if", "targets", ":", "names", "=", "list", "(", "targets", ")", "else", ":", "names", "=", "[", "i", "for", "i", "in", "glob", ".", "glob", "(", "'*.cpp'", ")", "]", "names", "+=", "[", "i", "for", "i", "in", "glob", ".", "glob", "(", "'*/*.cpp'", ")", "]", "if", "exclude", ":", "names", "=", "[", "i", "for", "i", "in", "names", "if", "i", "not", "in", "exclude", "]", "return", "sorted", "(", "names", ")" ]

[ "Pick", "cpp", "files", "from", "current", "directory", "." ]

[ "\"\"\"Pick cpp files from current directory.\n\n param[in] targets: appointed targets file names.\n if None, pick all files with extension '.cpp'\n should be string-list or None\n param[in] exclude: appointed file names to be excluded.\n should be string-list or None\n return targer file names in string-list\n \"\"\"" ]

[ { "param": "targets", "type": null }, { "param": "exclude", "type": null } ]

[ "BSD-3-Clause" ]

[ "if", "two", "letters", "are", "in", "the", "same", "col", "this", "is", "the", "method", "to", "decrypt" ]

[ "def", "playfair_encrypt_col_pair", "(", "grid", ",", "pair", ")", ":", "pos_in_list_1", "=", "grid", ".", "index", "(", "pair", "[", "0", "]", ")", "pos_in_list_2", "=", "grid", ".", "index", "(", "pair", "[", "1", "]", ")", "if", "pos_in_list_1", ">", "19", ":", "first_encrypted_letter", "=", "grid", "[", "(", "pos_in_list_1", "-", "20", ")", "]", "else", ":", "first_encrypted_letter", "=", "grid", "[", "(", "pos_in_list_1", "+", "5", ")", "]", "if", "pos_in_list_2", ">", "19", ":", "second_encrypted_letter", "=", "grid", "[", "(", "pos_in_list_2", "-", "20", ")", "]", "else", ":", "second_encrypted_letter", "=", "grid", "[", "(", "pos_in_list_2", "+", "5", ")", "]", "return", "first_encrypted_letter", ",", "second_encrypted_letter" ]

[ "if", "two", "letters", "are", "in", "the", "same", "col", "this", "is", "the", "method", "to", "decrypt" ]

[ "\"\"\"if two letters are in the same col,\n this is the method to decrypt \n\n Args:\n grid ([list]): [list of the playfair grid]\n pair ([str]): [pair of strings in form e.g \"AB\"]\n\n Returns:\n [first_decrpyted_letter,\n second_decrpyted_letter]: [Returns encrypted letters as a tuple]\n \"\"\"" ]

[ { "param": "grid", "type": null }, { "param": "pair", "type": null } ]

[ "MIT" ]

[ "BLE", "has", "a", "protocol", "which", "sends", "14", "bytes", "of", "overhead", "along", "with", "the", "actual", "payload", ".", "The", "information", "is", "modulated", "on", "a", "1", "MBit", "/", "s", "speed", "which", "gives", "a", "Time", "on", "air", "of", "1", "microsecond", "per", "bit", "or", "8", "microsecond", "per", "byte", "/", "octet", "." ]

[ "def", "calc_toa_ble", "(", "PL", "=", "10", ",", "SF", "=", "0", ")", ":", "amount_of_bytes", "=", "14", "+", "PL", "T", "=", "amount_of_bytes", "*", "8", "/", "10", "**", "6", "return", "T" ]

[ "BLE", "has", "a", "protocol", "which", "sends", "14", "bytes", "of", "overhead", "along", "with", "the", "actual", "payload", "." ]

[ "'''\r\n BLE has a protocol which sends 14 bytes of overhead along with the actual\r\n payload. The information is modulated on a 1 MBit/s speed, which gives a \r\n Time on air of 1 microsecond per bit or 8 microsecond per byte/octet. \r\n '''" ]

[ { "param": "PL", "type": null }, { "param": "SF", "type": null } ]

[ "BSD-2-Clause" ]

[ "Moving", "Average", "Convergence", "Divergence", "Parameters", ".", "df", ":", "DataFrame", "Input", "dataframe", ".", "ewa_short", ":", "int", "Exponentially", "weighted", "average", "time", "-", "window", "for", "a", "short", "time", "-", "span", ".", "A", "common", "choice", "for", "the", "short", "time", "-", "window", "is", "12", "intervals", ".", "ewa_long", ":", "int", "Exponentially", "weighted", "average", "time", "-", "window", "for", "a", "longer", "time", "-", "span", ".", "A", "common", "choice", "for", "the", "long", "time", "-", "window", "is", "26", "intervals", ".", "ewa_signal", ":", "int", "Time", "-", "window", "for", "the", "EWA", "of", "the", "difference", "between", "long", "and", "short", "averages", ".", "price_col", ":", "str", "Column", "name", "in", "`", "df", "`", "used", "for", "defining", "the", "current", "indicator", "Returns", ".", "macd_ts", ":", "Series", "Moving", "average", "convergence", "-", "divergence", "indicator", "for", "the", "time", "series", "." ]

[ "def", "macd", "(", "df", ",", "ewa_short", ",", "ewa_long", ",", "ewa_signal", ",", "price_col", "=", "\"adj_close\"", ")", ":", "ewa_short", "=", "int", "(", "ewa_short", ")", "ewa_long", "=", "int", "(", "ewa_long", ")", "ewa_signal", "=", "int", "(", "ewa_signal", ")", "ewa12", "=", "df", "[", "price_col", "]", ".", "ewm", "(", "span", "=", "ewa_short", ")", ".", "mean", "(", ")", "ewa26", "=", "df", "[", "price_col", "]", ".", "ewm", "(", "span", "=", "ewa_long", ")", ".", "mean", "(", ")", "macd_ts", "=", "ewa12", "-", "ewa26", "signal_line", "=", "macd_ts", ".", "ewm", "(", "span", "=", "ewa_signal", ")", ".", "mean", "(", ")", "return", "macd_ts", "-", "signal_line", ",", "'stationary'" ]

[ "Moving", "Average", "Convergence", "Divergence", "Parameters", ":" ]

[ "\"\"\"Moving Average Convergence Divergence\n Parameters:\n -----------\n df : DataFrame\n Input dataframe.\n ewa_short : int\n Exponentially weighted average time-window for a short time-span.\n A common choice for the short time-window is 12 intervals.\n ewa_long : int\n Exponentially weighted average time-window for a longer time-span.\n A common choice for the long time-window is 26 intervals.\n ewa_signal : int\n Time-window for the EWA of the difference between long and short\n averages.\n price_col : str\n Column name in `df` used for defining the current indicator (e.g. \"open\",\n \"close\", etc.)\n Returns:\n --------\n macd_ts : Series\n Moving average convergence-divergence indicator for the time series.\n \"\"\"" ]

[ { "param": "df", "type": null }, { "param": "ewa_short", "type": null }, { "param": "ewa_long", "type": null }, { "param": "ewa_signal", "type": null }, { "param": "price_col", "type": null } ]

[ "MIT" ]

[ "Removes", "links", "with", "an", "average", "uptime", "below", "'", "link_uptime_threshold", "'", "from", "'", "graph", "'", "." ]

[ "def", "remove_low_uptime_links", "(", "graph", ":", "nx", ".", "Graph", ",", "active_links", ":", "Dict", ",", "link_uptime_threshold", ":", "float", ")", "->", "None", ":", "for", "edge", "in", "graph", ".", "edges", ":", "link_attributes", "=", "graph", ".", "get_edge_data", "(", "*", "edge", ")", "link_name", "=", "link_attributes", ".", "get", "(", "\"name\"", ")", "uptime", "=", "active_links", ".", "get", "(", "link_name", ",", "0", ")", "if", "uptime", "<", "link_uptime_threshold", ":", "logging", ".", "debug", "(", "f\"Removing {link_name}: Uptime ({uptime}) is less than {link_uptime_threshold}.\"", ")", "graph", ".", "remove_edge", "(", "*", "edge", ")" ]

[ "Removes", "links", "with", "an", "average", "uptime", "below", "'", "link_uptime_threshold", "'", "from", "'", "graph", "'", "." ]

[ "\"\"\"Removes links with an average uptime below 'link_uptime_threshold' from 'graph'.\"\"\"" ]

[ { "param": "graph", "type": "nx.Graph" }, { "param": "active_links", "type": "Dict" }, { "param": "link_uptime_threshold", "type": "float" } ]

[ "MIT" ]

[ "Return", "the", "exception", "in", "readable", "form" ]

[ "def", "format_exception", "(", "error", ")", ":", "exception_list", "=", "traceback", ".", "format_stack", "(", ")", "exception_list", "=", "exception_list", "[", ":", "-", "2", "]", "exception_list", ".", "extend", "(", "traceback", ".", "format_tb", "(", "sys", ".", "exc_info", "(", ")", "[", "2", "]", ")", ")", "exception_list", ".", "extend", "(", "traceback", ".", "format_exception_only", "(", "sys", ".", "exc_info", "(", ")", "[", "0", "]", ",", "sys", ".", "exc_info", "(", ")", "[", "1", "]", ")", ")", "exception_str", "=", "\"Traceback (most recent call last):\\n\"", "exception_str", "+=", "\"\"", ".", "join", "(", "exception_list", ")", "exception_str", "=", "exception_str", "[", ":", "-", "1", "]", "return", "exception_str" ]

[ "Return", "the", "exception", "in", "readable", "form" ]

[ "\"\"\"Return the exception in readable form\n Args:\n error (class): Exception\n Returns:\n str: Traceback Error\n \"\"\"" ]

[ { "param": "error", "type": null } ]

[ "Apache-2.0" ]

[ "This", "function", "adds", "some", "noie", "to", "the", "denominator", "to", "prevent", "the", "ZeroDivisionError", "while", "calculating", "the", "pre_tag_z", "the", "pre_tag_y", "and", "the", "pre_tag_x", "values", "." ]

[ "def", "add_noise", "(", "denominator", ")", ":", "if", "(", "denominator", ">=", "-", "0.01", ")", "and", "(", "denominator", "<=", "0", ")", ":", "denominator", "-=", "random", ".", "uniform", "(", "0", ",", "0.1", ")", "elif", "(", "denominator", ">=", "0", ")", "and", "(", "denominator", "<=", "0.01", ")", ":", "denominator", "+=", "random", ".", "uniform", "(", "0", ",", "0.1", ")", "return", "denominator" ]

[ "This", "function", "adds", "some", "noie", "to", "the", "denominator", "to", "prevent", "the", "ZeroDivisionError", "while", "calculating", "the", "pre_tag_z", "the", "pre_tag_y", "and", "the", "pre_tag_x", "values", "." ]

[ "\"\"\"\n This function adds some noie to the denominator to prevent the ZeroDivisionError\n while calculating the pre_tag_z, the pre_tag_y and the pre_tag_x values.\n \"\"\"" ]

[ { "param": "denominator", "type": null } ]

[ "MIT" ]

[ "Transform", "a", "similarity", "score", "to", "a", "green", "/", "red", "color", ".", "Parameters", "score", "Value", "between", "0", "(", "perfect", "similarity", "green", ")", "and", "1", "(", "red", ")", ".", "maxi", "Value", "of", "the", "score", "above", "which", "everything", "appears", "completely", "red", ".", "Below", "this", "value", "the", "color", "goes", "progressively", "from", "red", "to", "green", "in", "0", "." ]

[ "def", "_score_to_color", "(", "score", ",", "maxi", "=", "0.1", ")", ":", "return", "(", "max", "(", "0", ",", "min", "(", "1", ",", "score", "/", "maxi", ")", ")", ",", "min", "(", "1", ",", "max", "(", "0", ",", "1", "-", "score", "/", "maxi", ")", ")", ",", "0", ",", "0.5", ",", ")" ]

[ "Transform", "a", "similarity", "score", "to", "a", "green", "/", "red", "color", "." ]

[ "\"\"\"Transform a similarity score to a green/red color.\n\n Parameters\n ----------\n score\n Value between 0 (perfect similarity, green) and 1 (red).\n\n maxi\n Value of the score above which everything appears completely red.\n Below this value the color goes progressively from red to green in 0.\n \"\"\"" ]

[ { "param": "score", "type": null }, { "param": "maxi", "type": null } ]

[ "BSD-2-Clause" ]

[ "Converts", "a", "comma", "seperated", "string", "into", "a", "list", "." ]

[ "def", "comma_seperated_to_list", "(", "ctx", ",", "param", ",", "value", ")", ":", "if", "value", "is", "None", ":", "return", "[", "]", "else", ":", "items", "=", "value", ".", "split", "(", "','", ")", "return", "list", "(", "set", "(", "items", ")", ")" ]

[ "Converts", "a", "comma", "seperated", "string", "into", "a", "list", "." ]

[ "\"\"\"\n Converts a comma seperated string into a list.\n \"\"\"" ]

[ { "param": "ctx", "type": null }, { "param": "param", "type": null }, { "param": "value", "type": null } ]

[ "Apache-2.0" ]

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[ "Replaces", "occurrences", "of", "the", "given", "patterns", "in", "`", "string", "`", "." ]

[ "\"\"\"Replaces occurrences of the given patterns in `string`.\n\n There are a few reasons this looks complicated:\n * The substitutions are performed with some priority, i.e. patterns that are\n listed first in `substitutions` are higher priority than patterns that are\n listed later.\n * We also take pains to avoid doing replacements that overlap with each\n other, since overlaps invalidate pattern matches.\n * To avoid hairy offset invalidation, we apply the substitutions\n right-to-left.\n * To avoid the \"_quote\" -> \"_quotequote_\" rule introducing new pattern\n matches later in the string during decoding, we take the leftmost\n replacement, in cases of overlap. (Note that no rule can induce new\n pattern matches *earlier* in the string.) (E.g. \"_quotedot_\" encodes to\n \"_quotequote_dot_\". Note that \"_quotequote_\" and \"_dot_\" both occur in\n this string, and overlap.).\n\n Args:\n string (string): the string in which the replacements should be performed.\n substitutions: the list of patterns and replacements to apply.\n\n Returns:\n A string with the appropriate substitutions performed.\n \"\"\"", "# Find the highest-priority pattern matches for each string index, going", "# left-to-right and skipping indices that are already involved in a", "# pattern match.", "# Execute the replacement plan, working from right to left." ]

[ { "param": "string", "type": null }, { "param": "substitutions", "type": null } ]

[ "BSD-3-Clause" ]

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[ "def", "_check_X_matches_training_df", "(", "X", ":", "pd", ".", "DataFrame", ",", "reference", ":", "int", ")", "->", "None", ":", "if", "X", ".", "shape", "[", "1", "]", "!=", "reference", ":", "raise", "ValueError", "(", "\"The number of columns in this dataset is different from the one used to \"", "\"fit this transformer (when using the fit() method).\"", ")", "return", "None" ]

[ "Checks", "that", "DataFrame", "to", "transform", "has", "the", "same", "number", "of", "columns", "that", "the", "DataFrame", "used", "with", "the", "fit", "()", "method", "." ]

[ "\"\"\"\n Checks that DataFrame to transform has the same number of columns that the\n DataFrame used with the fit() method.\n\n Parameters\n ----------\n X : Pandas DataFrame\n The df to be checked\n reference : int\n The number of columns in the dataframe that was used with the fit() method.\n\n Raises\n ------\n ValueError\n If the number of columns does not match.\n\n Returns\n -------\n None\n \"\"\"" ]

[ { "param": "X", "type": "pd.DataFrame" }, { "param": "reference", "type": "int" } ]

[ "Apache-2.0" ]

[ "Can", "add", "in", "more", "features", "to", "the", "data", "if", "already", "processed", "saves", "calculating", "all", "features", "again" ]

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[ "Can", "add", "in", "more", "features", "to", "the", "data", "if", "already", "processed", "saves", "calculating", "all", "features", "again" ]

[ "\"\"\" Can add in more features to the data if already processed, saves \n calculating all features again\n \n Args:\n asset_data ((str, pd.DataFrame) or (str, pd.DataFrame)[]): a single \n or list of tuples (asset name, bar data) containing the bar data\n features (str[]): a string list of features to calculate\n save_path (str): Path to save the bar data with features. A \n placeholder {ASSET} that will be substituted with the asset name\n verbose (bool): True if progress printing to console is desired\n \n \n Returns:\n (str, pd.DataFrame): a single tuple of (asset name, dataframe) of the \n bar data if a single asset was passed or an array of (asset name, dataframes)\n if an array of assets was passed\n \n \"\"\"", "#if a single dataframe is passed just put it in a single item list", "#add a new feature - this line is temporary and can be change to ", "#whatever calcualting is required", "#if there was just one dataFrame just return a single dataframe, otherwise ", "#return the list of dataframes, one for each asset" ]

[ { "param": "asset_data", "type": null }, { "param": "features", "type": null }, { "param": "save_path", "type": null }, { "param": "verbose", "type": null } ]

[ "MIT" ]

[ "Returns", "a", "child", "created", "with", "an", "alternative", "crossover" ]

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[ "Returns", "a", "child", "created", "with", "an", "alternative", "crossover" ]

[ "'''\n Returns a child created with an alternative crossover\n '''" ]

[ { "param": "parent_1", "type": null }, { "param": "parent_2", "type": null } ]

[ "MIT" ]

[ "Get", "the", "nth", "item", "from", "an", "iterable", ".", "Warning", ":", "It", "consumes", "from", "a", "generator", "." ]

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[ "Get", "the", "nth", "item", "from", "an", "iterable", "." ]

[ "\"\"\"\n Get the nth item from an iterable.\n\n Warning: It consumes from a generator.\n\n :param items: an iterable\n :return: the first in the iterable\n \"\"\"" ]

[ { "param": "items", "type": null }, { "param": "i", "type": null } ]

[ "BSD-3-Clause" ]

[ "Convert", "geometry", "attributes", "in", "a", "NetworkX", "adjacency", "data", "object", "to", "GeoJSON", "so", "that", "they", "can", "be", "serialized", ".", "Mutates", "the", "`", "`", "data", "`", "`", "object", ".", "Does", "nothing", "if", "no", "geometry", "attributes", "are", "found", "." ]

[ "def", "convert_geometries_to_geojson", "(", "data", ")", ":", "for", "node", "in", "data", "[", "\"nodes\"", "]", ":", "for", "key", "in", "node", ":", "if", "hasattr", "(", "node", "[", "key", "]", ",", "\"__geo_interface__\"", ")", ":", "node", "[", "key", "]", "=", "node", "[", "key", "]", ".", "__geo_interface__" ]

[ "Convert", "geometry", "attributes", "in", "a", "NetworkX", "adjacency", "data", "object", "to", "GeoJSON", "so", "that", "they", "can", "be", "serialized", "." ]

[ "\"\"\"Convert geometry attributes in a NetworkX adjacency data object\n to GeoJSON, so that they can be serialized. Mutates the ``data`` object.\n\n Does nothing if no geometry attributes are found.\n\n :param data: an adjacency data object (returned by\n :func:`networkx.readwrite.json_graph.adjacency_data`)\n \"\"\"", "# having a ``__geo_interface__``` property identifies the object", "# as being a ``shapely`` geometry object", "# The ``__geo_interface__`` property is essentially GeoJSON.", "# This is what :func:`geopandas.GeoSeries.to_json` uses under", "# the hood." ]

[ { "param": "data", "type": null } ]

[ "MIT" ]

[ "Helper", "function", "for", "output", "of", "four", "dozen", "cookie", "recipe", "." ]

[ "def", "check_four_doz_plain", "(", "result", ")", ":", "assert", "'Shortbread Cookies - makes approx. 4 doz.'", "in", "result", ".", "output", "assert", "'4 cups flour'", "in", "result", ".", "output", "assert", "'1 cup sugar'", "in", "result", ".", "output", "assert", "'2 cups salted butter'", "in", "result", ".", "output", "assert", "'1 teaspoon vanilla (optional)'", "in", "result", ".", "output" ]

[ "Helper", "function", "for", "output", "of", "four", "dozen", "cookie", "recipe", "." ]

[ "\"\"\"Helper function for output of four dozen cookie recipe.\"\"\"" ]

[ { "param": "result", "type": null } ]

[ "MIT" ]

[ "Loads", "tree", "as", "python", "object", "from", "specified", "file", "path" ]

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[ "Loads", "tree", "as", "python", "object", "from", "specified", "file", "path" ]

[ "\"\"\"Loads tree as python object from specified file path\"\"\"" ]

[ { "param": "file", "type": "str" } ]