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printf('deleting genome (%s, %s)...' % (species, name)) conf.db.beginTransaction() objs = [] allGood = True try : genome = Genome_Raba(name = name, species = species.lower()) objs.append(genome) pBar = ProgressBar(label = 'preparing') for typ in (Chromosome_Rab...
def deleteGenome(species, name)
Removes a genome from the database
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1.0078
"Serializes fastas into .dat files" f = gzip.open(fastaFile) header = f.readline() strRes = f.read().upper().replace('\n', '').replace('\r', '') f.close() fn = '%s/chromosome%s.dat' % (targetDir, chromosome.number) f = open(fn, 'w') f.write(strRes) f.close() chromosome.dataFile...
def _importSequence(chromosome, fastaFile, targetDir)
Serializes fastas into .dat files
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s = "[pyGeno_config]\nsettings_dir=%s\nremote_location=%s" % (pyGeno_SETTINGS_DIR, pyGeno_REMOTE_LOCATION) f = open('%s/config.ini' % pyGeno_SETTINGS_DIR, 'w') f.write(s) f.close()
def createDefaultConfigFile()
Creates a default configuration file
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parser = SafeConfigParser() try : parser.read(os.path.normpath(pyGeno_SETTINGS_DIR+'/config.ini')) return parser.get('pyGeno_config', 'settings_dir') except : createDefaultConfigFile() return getSettingsPath()
def getSettingsPath()
Returns the path where the settings are stored
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global db, dbConf global pyGeno_SETTINGS_PATH global pyGeno_RABA_DBFILE global pyGeno_DATA_PATH if not checkPythonVersion() : raise PythonVersionError("==> FATAL: pyGeno only works with python 2.7 and above, please upgrade your python version") if not os.path.exists(pyGeno_SETTINGS_DIR) : os.makedirs...
def pyGeno_init()
This function is automatically called at launch
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e = copy.copy(self) e.transcript = str(self.transcript) return e
def pluck(self)
Returns a plucked object. Plucks the exon off the tree, set the value of self.transcript into str(self.transcript). This effectively disconnects the object and makes it much more lighter in case you'd like to pickle it
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if self.number == 0 : return None try : return self.transcript.exons[self.number-1] except IndexError : return None
def previousExon(self)
Returns the previous exon of the transcript, or None if there is none
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self.data = st.replace('\r', '\n') self.data = self.data.replace('\n\n', '\n') self.data = self.data.split('\n')
def parseStr(self, st)
Parses a string
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i = li*4 self.__splitEntry(i) return self.data[i]
def get(self, li)
returns the ith entry
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e = FastqEntry() self.data.append(e) return e
def newEntry(self, ident = "", seq = "", plus = "", qual = "")
Appends an empty entry at the end of the CSV and returns it
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loc = location + "/datawraps.json" response = urllib2.urlopen(loc) js = json.loads(response.read()) return js
def listRemoteDatawraps(location = conf.pyGeno_REMOTE_LOCATION)
Lists all the datawraps availabe from a remote a remote location.
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l = listRemoteDatawraps(location) printf("Available datawraps for bootstraping\n") print json.dumps(l["Ordered"], sort_keys=True, indent=4, separators=(',', ': '))
def printRemoteDatawraps(location = conf.pyGeno_REMOTE_LOCATION)
print all available datawraps from a remote location the location must have a datawraps.json in the following format:: { "Ordered": { "Reference genomes": { "Human" : ["GRCh37.75", "GRCh38.78"], "Mouse" : ["GRCm38.78"], }, "SNPs":{ } }, "Flat":{ "Reference genomes": { "G...
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try : dw = listRemoteDatawraps()["Flat"]["Reference genomes"][name] except AttributeError : raise AttributeError("There's no remote genome datawrap by the name of: '%s'" % name) finalFile = _DW(name, dw["url"]) PG.importGenome(finalFile, batchSize)
def importRemoteGenome(name, batchSize = 100)
Import a genome available from http://pygeno.iric.ca (might work).
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try : dw = listRemoteDatawraps()["Flat"]["SNPs"] except AttributeError : raise AttributeError("There's no remote genome datawrap by the name of: '%s'" % name) finalFile = _DW(name, dw["url"]) PS.importSNPs(finalFile)
def importRemoteSNPs(name)
Import a SNP set available from http://pygeno.iric.ca (might work).
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l = {"Genomes" : [], "SNPs" : []} for f in os.listdir(os.path.join(this_dir, "bootstrap_data/genomes")) : if f.find(".tar.gz") > -1 : l["Genomes"].append(f) for f in os.listdir(os.path.join(this_dir, "bootstrap_data/SNPs")) : if f.find(".tar.gz") > -1 : l["SNPs"].append(f) return l
def listDatawraps()
Lists all the datawraps pyGeno comes with
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l = listDatawraps() printf("Available datawraps for boostraping\n") for k, v in l.iteritems() : printf(k) printf("~"*len(k) + "|") for vv in v : printf(" "*len(k) + "|" + "~~~:> " + vv) printf('\n')
def printDatawraps()
print all available datawraps for bootstraping
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path = os.path.join(this_dir, "bootstrap_data", "genomes/" + name) PG.importGenome(path, batchSize)
def importGenome(name, batchSize = 100)
Import a genome shipped with pyGeno. Most of the datawraps only contain URLs towards data provided by third parties.
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path = os.path.join(this_dir, "bootstrap_data", "SNPs/" + name) PS.importSNPs(path)
def importSNPs(name)
Import a SNP set shipped with pyGeno. Most of the datawraps only contain URLs towards data provided by third parties.
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self.logs['epochDuration'].append(self.lastEpochDuration) self.logs['avg'].append(self.avg) self.logs['runtime'].append(self.runtime) self.logs['remtime'].append(self.remtime)
def log(self)
logs stats about the progression, without printing anything on screen
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f = open(filename, 'wb') cPickle.dump(self.logs, f) f.close()
def saveLogs(self, filename)
dumps logs into a nice pickle
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self.currEpoch += 1 tim = time.time() if (tim - self.lastPrintTime > self.minRefeshTime) or forceRefresh : self._update() wheelState = self.wheel[self.currEpoch%len(self.wheel)] if label == '' : slabel = self.label else : slabel = label if self.nbEpochs > 1 : ratio = self...
def update(self, label = '', forceRefresh = False, log = False)
the function to be called at each iteration. Setting log = True is the same as calling log() just after update()
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def appendAllele(alleles, sources, snp) : pos = snp.start if snp.alt[0] == '-' : pass # print warn % ('DELETION', snpSet, snp.start, snp.chromosomeNumber) elif snp.ref[0] == '-' : pass # print warn % ('INSERTION', snpSet, snp.start, snp.chromosomeNumber) else : sources[snpSet] = snp...
def filter(self, chromosome, **kwargs)
The default filter mixes applied all SNPs and ignores Insertions and Deletions.
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if childTree.x1 != None and childTree.x2 != None : parentTree.insert(childTree.x1, childTree.x2, childTree.name, childTree.referedObject) for c in childTree.children: aux_insertTree(c, parentTree)
def aux_insertTree(childTree, parentTree)
This a private (You shouldn't have to call it) recursive function that inserts a child tree into a parent tree.
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if tree.x1 != None and tree.x2 != None : tree.x1, tree.x2 = tree.x1+offset, tree.x2+offset for c in tree.children: aux_moveTree(offset, c)
def aux_moveTree(offset, tree)
This a private recursive (You shouldn't have to call it) function that translates tree(and it's children) to a given x1
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if x1 > x2 : xx1, xx2 = x2, x1 else : xx1, xx2 = x1, x2 rt = None insertId = None childrenToRemove = [] for i in range(len(self.children)) : if self.children[i].x1 == xx1 and xx2 == self.children[i].x2 : self.children[i].name = self.children[i].name + ' U ' + name self.children[i].re...
def insert(self, x1, x2, name = '', referedObject = [])
Insert the segment in it's right place and returns it. If there's already a segment S as S.x1 == x1 and S.x2 == x2. S.name will be changed to 'S.name U name' and the referedObject will be appended to the already existing list
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def condition(x1, x2, tree) : #print self.id, tree.x1, tree.x2, x1, x2 if (tree.x1 != None and tree.x2 != None) and (tree.x1 <= x1 and x1 < tree.x2 or tree.x1 <= x2 and x2 < tree.x2) : return True return False if x2 == None : xx1, xx2 = x1, x1 elif x1 > x2 : xx1, xx2 = x2, x1 else :...
def intersect(self, x1, x2 = None)
Returns a list of all segments intersected by [x1, x2]
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"Radiates down: walks self.children downward until condition is no longer verifed or there's no childrens left " ret = [] i = childId while 0 <= i : if condition(x1, x2, self.children[i]) : ret.append(self.children[i]) else : break i -= 1 return ret
def __radiateDown(self, x1, x2, childId, condition)
Radiates down: walks self.children downward until condition is no longer verifed or there's no childrens left
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"Radiates uo: walks self.children upward until condition is no longer verifed or there's no childrens left " ret = [] i = childId while i < len(self.children): if condition(x1, x2, self.children[i]) : ret.append(self.children[i]) else : break i += 1 return ret
def __radiateUp(self, x1, x2, childId, condition)
Radiates uo: walks self.children upward until condition is no longer verifed or there's no childrens left
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for i in range(1, len(self.children)) : if self.children[i].x1 > self.children[i-1].x2: aux_moveTree(self.children[i-1].x2-self.children[i].x1, self.children[i])
def removeGaps(self)
Remove all gaps between regions
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if self.x1 != None and self.x2 != None: return self.x2 - self.x1 else : if len(self.children) == 0 : return 0 else : l = self.children[0].x2 - self.children[0].x1 for i in range(1, len(self.children)) : l += self.children[i].x2 - self.children[i].x1 - max(0, self.children[i-1].x2 - self...
def getIndexedLength(self)
Returns the total length of indexed regions
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res = [] if len(self.children) > 0 : for c in self.children: res.append((c.x1, c.x2)) else : if self.x1 != None : res = [(self.x1, self.x2)] else : res = None return res
def getFirstLevel(self)
returns a list of couples (x1, x2) of all the first level indexed regions
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if len(self.children) > 1 : children = self.children self.emptyChildren() children[0].emptyChildren() x1 = children[0].x1 x2 = children[0].x2 refObjs = [children[0].referedObject] name = children[0].name for i in range(1, len(children)) : children[i].emptyChildren() if child...
def flatten(self)
Flattens the tree. The tree become a tree of depth 1 where overlapping regions have been merged together
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if self.x1 != None and self.x2 != None : offset = newX1-self.x1 aux_moveTree(offset, self) elif len(self.children) > 0 : offset = newX1-self.children[0].x1 aux_moveTree(offset, self)
def move(self, newX1)
Moves tree to a new starting position, updates x1s of children
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polymorphisms = [] defaultSequence = '' binSequence = array.array(self.forma.typecode) b = 0 i = 0 trueI = 0 #not inc in case if poly poly = set() while i < len(sequence)-1: b = b | self.forma[self.charToBin[sequence[i]]] if sequence[i+1] == '/' : poly.add(sequence[i]) i += 2 els...
def encode(self, sequence)
Returns a tuple (binary reprensentation, default sequence, polymorphisms list)
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arr = self.encode(strSeq)[0] res = [] if not strict : for i in range(len(arr)+len(self)) : if i >= len(arr) or i > len(self) : break if arr[i] & self[i] == 0: res.append(i) else : for i in range(len(arr)+len(self)) : if i >= len(arr) or i > len(self) : break if arr[i] != ...
def findPolymorphisms(self, strSeq, strict = False)
Compares strSeq with self.sequence. If not 'strict', this function ignores the cases of matching heterozygocity (ex: for a given position i, strSeq[i] = A and self.sequence[i] = 'A/G'). If 'strict' it returns all positions where strSeq differs self,sequence
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if polyStart < len(self.polymorphisms) and polyStart < polyStop: sequence = copy.copy(listSequence) ret = [] pk = self.polymorphisms[polyStart] posInSequence = pk[0]-x1 if posInSequence < len(listSequence) : for allele in pk[1] : sequence[posInSequence] = allele ret.extend(self._...
def __getSequenceVariants(self, x1, polyStart, polyStop, listSequence)
polyStop, is the polymorphisme at wixh number where the calcul of combinaisons stops
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if x2 == -1 : xx2 = len(self.defaultSequence) else : xx2 = x2 polyStart = None nbP = 1 stopped = False j = 0 for p in self.polymorphisms : if p[0] >= xx2 : break if x1 <= p[0] : if polyStart == None : polyStart = j nbP *= len(p[1]) if nbP > maxVariantNu...
def getSequenceVariants(self, x1 = 0, x2 = -1, maxVariantNumber = 128)
returns the sequences resulting from all combinaisons of all polymorphismes between x1 and x2. The results is a couple (bool, variants of sequence between x1 and x2), bool == true if there's more combinaisons than maxVariantNumber
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if x2 == -1 : xx2 = len(self.defaultSequence) else : xx2 = x2 nbP = 1 for p in self.polymorphisms: if x1 <= p[0] and p[0] <= xx2 : nbP *= len(p[1]) return nbP
def getNbVariants(self, x1, x2 = -1)
returns the nb of variants of sequences between x1 and x2
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if len(currHaystack) == 1 : if (offset <= (len(self) - len(needle))) and (currHaystack[0] & needle[0]) > 0 and (self[offset+len(needle)-1] & needle[-1]) > 0 : found = True for i in xrange(1, len(needle)-1) : if self[offset + i] & needle[i] == 0 : found = False break if found : ...
def _dichFind(self, needle, currHaystack, offset, lst = None)
dichotomic search, if lst is None, will return the first position found. If it's a list, will return a list of all positions in lst. returns -1 or [] if no match found
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next = [[0 for state in pattern] for input_token in self.ALPHABETA_KMP] next[pattern[0]][0] = 1 restart_state = 0 for state in range(1, len(pattern)): for input_token in self.ALPHABETA_KMP: ...
def _kmp_construct_next(self, pattern)
the helper function for KMP-string-searching is to construct the DFA. pattern should be an integer array. return a 2D array representing the DFA for moving the pattern.
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input_sequence, pattern = pInput_sequence, [len(bin(e)) for e in pPattern] n, m = len(input_sequence), len(pattern) d = p = 0 next = self._kmp_construct_next(pattern) while d < n and p < m: p = next[...
def _kmp_search_first(self, pInput_sequence, pPattern)
use KMP algorithm to search the first occurrence in the input_sequence of the pattern. both arguments are integer arrays. return the position of the occurence if found; otherwise, -1.
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r = [] input_sequence, pattern = [len(bin(e)) for e in pInput_sequence], [len(bin(e)) for e in pPattern] n, m = len(input_sequence), len(pattern) d = p = 0 next = self._kmp_construct_next(pattern) while d < ...
def _kmp_search_all(self, pInput_sequence, pPattern)
use KMP algorithm to search all occurrence in the input_sequence of the pattern. both arguments are integer arrays. return a list of the positions of the occurences if found; otherwise, [].
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if lst != None: return self._kmp_search_all(haystack, needle) else: return self._kmp_search_first(haystack, needle)
def _kmp_find(self, needle, haystack, lst = None)
find with KMP-searching. needle is an integer array, reprensenting a pattern. haystack is an integer array, reprensenting the input sequence. if lst is None, return the first position found or -1 if no match found. If it's a list, will return a list of all positions in lst. returns -1 or [] if no match found.
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arr = self.encode(strSeq) return self._dichFind(arr[0], self, 0, lst = None)
def findByBiSearch(self, strSeq)
returns the first occurence of strSeq in self. Takes polymorphisms into account
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arr = self.encode(strSeq) lst = [] self._dichFind(arr[0], self, 0, lst) return lst
def findAllByBiSearch(self, strSeq)
Same as find but returns a list of all occurences
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arr = self.encode(strSeq) return self._kmp_find(arr[0], self)
def find(self, strSeq)
returns the first occurence of strSeq in self. Takes polymorphisms into account
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arr = self.encode(strSeq) lst = [] lst = self._kmp_find(arr[0], self, lst) return lst
def findAll(self, strSeq)
Same as find but returns a list of all occurences
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try: binSeq = iter(binSequence[0]) except TypeError, te: binSeq = binSequence ret = '' for b in binSeq : ch = '' for c in self.charToBin : if b & self.forma[self.charToBin[c]] > 0 : ch += c +'/' if ch == '' : raise KeyError('Key %d unkowom, bad format' % b) ret += ch[:...
def decode(self, binSequence)
decodes a binary sequence to return a string
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self.stream = stream if gziped : self.f = gzip.open(filename) else : self.f = open(filename) self.filename = filename self.gziped = gziped lineId = 0 inLegend = True while inLegend : ll = self.f.readline() l = ll.replace('\r', '\n').replace('\n', '') if l[:2] == '##' : eqP...
def parse(self, filename, gziped = False, stream = False)
opens a file
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# UTF-8 Strings contain two lengths, as they might differ: # 1) the UTF-16 length str_len, skip = self._decode_length(offset, 1) offset += skip # 2) the utf-8 string length encoded_bytes, skip = self._decode_length(offset, 1) offset += skip data...
def _decode8(self, offset)
Decode an UTF-8 String at the given offset :param offset: offset of the string inside the data :return: str
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str_len, skip = self._decode_length(offset, 2) offset += skip # The len is the string len in utf-16 units encoded_bytes = str_len * 2 data = self.m_charbuff[offset: offset + encoded_bytes] assert self.m_charbuff[offset + encoded_bytes:offset + encoded_bytes + ...
def _decode16(self, offset)
Decode an UTF-16 String at the given offset :param offset: offset of the string inside the data :return: str
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sizeof_2chars = sizeof_char << 1 fmt = "<2{}".format('B' if sizeof_char == 1 else 'H') highbit = 0x80 << (8 * (sizeof_char - 1)) length1, length2 = unpack(fmt, self.m_charbuff[offset:(offset + sizeof_2chars)]) if (length1 & highbit) != 0: length = ((length1...
def _decode_length(self, offset, sizeof_char)
Generic Length Decoding at offset of string The method works for both 8 and 16 bit Strings. Length checks are enforced: * 8 bit strings: maximum of 0x7FFF bytes (See http://androidxref.com/9.0.0_r3/xref/frameworks/base/libs/androidfw/ResourceTypes.cpp#692) * 16 bit strings: maxi...
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if not name[0].isalpha() and name[0] != "_": log.warning("Invalid start for name '{}'".format(name)) self.packerwarning = True name = "_{}".format(name) if name.startswith("android:"): # Seems be a common thing... # Actually this means...
def _fix_name(self, name)
Apply some fixes to element named and attribute names. Try to get conform to: > Like element names, attribute names are case-sensitive and must start with a letter or underscore. > The rest of the name can contain letters, digits, hyphens, underscores, and periods. See: https://msdn.micr...
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if not self.__charrange or not self.__replacement: if sys.maxunicode == 0xFFFF: # Fix for python 2.x, surrogate pairs does not match in regex self.__charrange = re.compile( u'^([\u0020-\uD7FF\u0009\u000A\u000D\uE000-\uFFFD]|[\uD800-\uDBFF]...
def _fix_value(self, value)
Return a cleaned version of a value according to the specification: > Char ::= #x9 | #xA | #xD | [#x20-#xD7FF] | [#xE000-#xFFFD] | [#x10000-#x10FFFF] See https://www.w3.org/TR/xml/#charsets :param value: a value to clean :return: the cleaned value
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i = "AndroidManifest.xml" try: manifest_data = self.zip.read(i) except KeyError: log.warning("Missing AndroidManifest.xml. Is this an APK file?") else: ap = AXMLPrinter(manifest_data) if not ap.is_valid(): log.erro...
def _apk_analysis(self)
Run analysis on the APK file. This method is usually called by __init__ except if skip_analysis is False. It will then parse the AndroidManifest.xml and set all fields in the APK class which can be extracted from the Manifest.
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default = "Unknown" ftype = None try: # Magic is optional import magic except ImportError: return default try: # There are several implementations of magic, # unfortunately all called magic # We us...
def _get_file_magic_name(self, buffer)
Return the filetype guessed for a buffer :param buffer: bytes :return: str of filetype
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if self._files == {}: # Generate File Types / CRC List for i in self.get_files(): buffer = self.zip.read(i) self.files_crc32[i] = crc32(buffer) # FIXME why not use the crc from the zipfile? # should be validated as ...
def get_files_types(self)
Return the files inside the APK with their associated types (by using python-magic) :rtype: a dictionnary
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if ("Zip" in orig) or ('(JAR)' in orig): val = is_android_raw(buffer) if val == "APK": return "Android application package file" return orig
def _patch_magic(self, buffer, orig)
Overwrite some probably wrong detections by mime libraries :param buffer: bytes of the file to detect :param orig: guess by mime libary :return: corrected guess
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if self.files_crc32 == {}: for i in self.get_files(): buffer = self.zip.read(i) self.files_crc32[i] = crc32(buffer) return self.files_crc32
def get_files_crc32(self)
Calculates and returns a dictionary of filenames and CRC32 :return: dict of filename: CRC32
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dexre = re.compile("^classes(\d+)?.dex$") return len([instance for instance in self.get_files() if dexre.search(instance)]) > 1
def is_multidex(self)
Test if the APK has multiple DEX files :return: True if multiple dex found, otherwise False
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for i in self.xml: if self.xml[i] is None: continue for item in self.xml[i].findall('.//' + tag_name): if with_namespace: value = item.get(self._ns(attribute)) else: value = item.get(attribut...
def get_elements(self, tag_name, attribute, with_namespace=True)
Deprecated: use `get_all_attribute_value()` instead Return elements in xml files which match with the tag name and the specific attribute :param tag_name: a string which specify the tag name :param attribute: a string which specify the attribute
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if len(value) > 0: if value[0] == ".": value = self.package + value else: v_dot = value.find(".") if v_dot == 0: value = self.package + "." + value elif v_dot == -1: value = s...
def _format_value(self, value)
Format a value with packagename, if not already set :param value: :return:
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for i in self.xml: if self.xml[i] is None: continue tag = self.xml[i].findall('.//' + tag_name) if len(tag) == 0: return None for item in tag: skip_this_item = False for attr, val in list(att...
def get_element(self, tag_name, attribute, **attribute_filter)
:Deprecated: use `get_attribute_value()` instead Return element in xml files which match with the tag name and the specific attribute :param tag_name: specify the tag name :type tag_name: string :param attribute: specify the attribute :type attribute: string :rtype: strin...
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if len(attribute_filter) <= 0: return True for attr, value in attribute_filter.items(): # TODO: figure out if both android:name and name tag exist which one to give preference _value = tag.get(self._ns(attr)) if _value is None: log...
def is_tag_matched(self, tag, **attribute_filter)
Return true if the attributes matches in attribute filter :param tag: specify the tag element :type tag: Element :param attribute: specify the attribute :type attribute: string
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if self.m_name == -1 or (self.m_event != const.START_TAG and self.m_event != const.END_TAG): return u'' return self.sb[self.m_name]
def name(self)
Return the String assosciated with the tag name
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if self.m_name == -1 or (self.m_event != const.START_TAG and self.m_event != const.END_TAG): return u'' # No Namespace if self.m_namespaceUri == 0xFFFFFFFF: return u'' return self.sb[self.m_namespaceUri]
def namespace(self)
Return the Namespace URI (if any) as a String for the current tag
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if self.m_name == -1 or self.m_event != const.TEXT: return u'' return self.sb[self.m_name]
def text(self)
Return the String assosicated with the current text
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uri = self.getAttributeUri(index) # No Namespace if uri == 0xFFFFFFFF: return u'' return self.sb[uri]
def getAttributeNamespace(self, index)
Return the Namespace URI (if any) for the attribute
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offset = self._get_attribute_offset(index) name = self.m_attributes[offset + const.ATTRIBUTE_IX_NAME] res = self.sb[name] # If the result is a (null) string, we need to look it up. if not res: attr = self.m_resourceIDs[name] if attr in public.SYS...
def getAttributeName(self, index)
Returns the String which represents the attribute name
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offset = self._get_attribute_offset(index) return self.m_attributes[offset + const.ATTRIBUTE_IX_VALUE_TYPE]
def getAttributeValueType(self, index)
Return the type of the attribute at the given index :param index: index of the attribute
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offset = self._get_attribute_offset(index) return self.m_attributes[offset + const.ATTRIBUTE_IX_VALUE_DATA]
def getAttributeValueData(self, index)
Return the data of the attribute at the given index :param index: index of the attribute
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headers = frozenset(request._p['header'].items()) path = frozenset(request._p['path'].items()) query = frozenset(request._p['query']) return (request.url, headers, path, query)
def make_cache_key(request)
Generate a cache key from request object data
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if isinstance(cache, BaseCache): return cache elif cache is False: return DictCache() elif cache is None: return DummyCache() else: raise ValueError('Provided cache must implement BaseCache')
def check_cache(cache)
check if a cache fits esipy needs or not
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epoch = datetime(1970, 1, 1) # this date is ALWAYS in UTC (RFC 7231) expire = ( datetime( *parsedate(expires_header)[:6] ) - epoch ).total_seconds() now = (datetime.utcnow() - epoch).total_seconds() return int(expire) - int(now)
def get_cache_time_left(expires_header)
return the time left in second for an expires header
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verifier = base64.urlsafe_b64encode( os.urandom(n_bytes) ).rstrip(b'=').decode('utf-8') # https://tools.ietf.org/html/rfc7636#section-4.1 # minimum length of 43 characters and a maximum length of 128 characters. if len(verifier) < 43: raise ValueError("Verifier too short. n_byt...
def generate_code_verifier(n_bytes=64)
source: https://github.com/openstack/deb-python-oauth2client Generates a 'code_verifier' as described in section 4.1 of RFC 7636. This is a 'high-entropy cryptographic random string' that will be impractical for an attacker to guess. Args: n_bytes: integer between 31 and 96, inclusive. default: ...
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digest = hashlib.sha256(verifier.encode('utf-8')).digest() return base64.urlsafe_b64encode(digest).rstrip(b'=').decode('utf-8')
def generate_code_challenge(verifier)
source: https://github.com/openstack/deb-python-oauth2client Creates a 'code_challenge' as described in section 4.2 of RFC 7636 by taking the sha256 hash of the verifier and then urlsafe base64-encoding it. Args: verifier: bytestring, representing a code_verifier as generated by gene...
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def add_receiver(self, receiver): if not callable(receiver): raise TypeError("receiver must be callable") self.event_receivers.append(receiver)
Add a receiver to the list of receivers. :param receiver: a callable variable
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def remove_receiver(self, receiver): if receiver in self.event_receivers: self.event_receivers.remove(receiver)
Remove a receiver to the list of receivers. :param receiver: a callable variable
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def send_robust(self, **kwargs): for receiver in self.event_receivers: try: receiver(**kwargs) except Exception as err: # pylint: disable=W0703 if not hasattr(err, '__traceback__'): LOGGER.error(sys.exc_info()[2]) ...
Trigger all receiver and pass them the parameters If an exception is raised it will be catched and displayed as error in the logger (if defined). :param kwargs: all arguments from the event.
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headers = {"Accept": "application/json"} app_url = '%s?datasource=%s' % (url, self.datasource) cached = self.cache.get(cache_key, (None, None, 0)) if cached is None or len(cached) != 3: self.cache.invalidate(cache_key) cached_app, cached_headers, cached_...
def __get_or_create_app(self, url, cache_key)
Get the app from cache or generate a new one if required Because app object doesn't have etag/expiry, we have to make a head() call before, to have these informations first...
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1.042086
prefix = prefix if prefix is not None else self.cache_prefix for endpoint in self.app.op.values(): cache_key = '%s:app:%s' % (prefix, endpoint.url) self.cache.invalidate(cache_key) self.cache.invalidate('%s:app:meta_swagger_url' % self.cache_prefix) self....
def clear_cached_endpoints(self, prefix=None)
Invalidate all cached endpoints, meta included Loop over all meta endpoints to generate all cache key the invalidate each of them. Doing it this way will prevent the app not finding keys as the user may change its prefixes Meta endpoint will be updated upon next call. :param: pr...
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def __get_jwks_key(self, jwks_uri, **kwargs): jwks_key = kwargs.pop('jwks_key', None) if not jwks_key: res = self._session.get(jwks_uri) res.raise_for_status() jwks_key = res.json() self.jwks_key_set = None self.jwks_key = None ...
Get from jwks_ui all the JWK keys required to decode JWT Token. Parameters ---------- jwks_uri : string The URL where to gather JWKS key kwargs : Dict The constructor parameters
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def __get_basic_auth_header(self): if self.secret_key is None: return {} # encode/decode for py2/py3 compatibility auth_b64 = "%s:%s" % (self.client_id, self.secret_key) auth_b64 = base64.b64encode(auth_b64.encode('utf-8')) auth_b64 = auth_b64.decode...
Return the Basic Authorization header for oauth if secret_key exists Returns ------- type A dictionary that contains the Basic Authorization key/value, or {} if secret_key is None
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def __prepare_token_request(self, params, url=None): if self.secret_key is None: params['code_verifier'] = self.code_verifier params['client_id'] = self.client_id request_params = { 'headers': self.__get_basic_auth_header(), 'data': param...
Generate the request parameters to execute the POST call to get or refresh a token. Parameters ---------- params : dictionary Contains the parameters that will be given as data to the oauth endpoint Returns ------- type ...
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def get_auth_uri(self, state, scopes=None, implicit=False): if state is None or state == '': raise AttributeError('"state" must be non empty, non None string') scopes_list = [] if not scopes else scopes response_type = 'code' if not implicit else 'token' # ...
Constructs the full auth uri and returns it.. Parameters ---------- state : string The state to pass through the auth process scopes : list (optional) The list of scope to have implicit : Boolean (optional) Activate or not the implici...
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def get_refresh_token_params(self, scope_list=None): if self.refresh_token is None: raise AttributeError('No refresh token is defined.') params = { 'grant_type': 'refresh_token', 'refresh_token': self.refresh_token, } if scope_list...
Return the param object for the post() call to get the access_token from the refresh_token :param code: the refresh token :return: a dict with the url, params and header
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def update_token(self, response_json, **kwargs): self.token_identifier = kwargs.pop( 'token_identifier', self.token_identifier ) self.access_token = response_json['access_token'] self.token_expiry = int(time.time()) + response_json['expires_in'] ...
Update access_token, refresh_token and token_expiry from the response body. The response must be converted to a json object before being passed as a parameter :param response_json: the response body to use. :param token_identifier: the user identifier for the token
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def is_token_expired(self, offset=0): if self.token_expiry is None: return True return int(time.time()) >= (self.token_expiry - offset)
Return true if the token is expired. The offset can be used to change the expiry time: - positive value decrease the time (sooner) - negative value increase the time (later) If the expiry is not set, always return True. This case allow the users to define a security object...
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def refresh(self, scope_list=None): request_data = self.get_refresh_token_params(scope_list) res = self._session.post(**request_data) if res.status_code != 200: raise APIException( request_data['url'], res.status_code, ...
Update the auth data (tokens) using the refresh token in auth.
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def auth(self, code): request_data = self.get_access_token_params(code) res = self._session.post(**request_data) if res.status_code != 200: raise APIException( request_data['url'], res.status_code, response=res.conten...
Request the token to the /oauth/token endpoint. Update the security tokens. :param code: the code you get from the auth process
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def revoke(self): if not self.refresh_token and not self.access_token: raise AttributeError('No access/refresh token are defined.') if self.refresh_token: data = { 'token_type_hint': 'refresh_token', 'token': self.refresh_token, ...
Revoke the current tokens then empty all stored tokens This returns nothing since the endpoint return HTTP/200 whatever the result is... Currently not working with JWT, left here for compatibility.
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def verify(self, kid='JWT-Signature-Key', options=None): if self.access_token is None or self.access_token == "": raise AttributeError('No access token are available at this time') if options is None: options = {} if self.jwks_key_set is None: ...
Decode and verify the token and return the decoded informations Parameters ---------- kid : string The JWKS key id to identify the key to decode the token. Default is 'JWT-Signature-Key'. Only change if CCP changes it. options : Dict The dicti...
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def _retry_request(self, req_and_resp, _retry=0, **kwargs): raise_on_error = kwargs.pop('raise_on_error', False) if _retry: # backoff delay loop in seconds: 0.01, 0.16, 0.81, 2.56, 6.25 time.sleep(_retry ** 4 / 100) res = self._request(req_and_resp, **k...
Uses self._request in a sane retry loop (for 5xx level errors). Do not use the _retry parameter, use the same params as _request Used when ESIClient is initialized with retry_requests=True if raise_on_error is True, this will only raise exception after all retry have been done
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def multi_request(self, reqs_and_resps, threads=20, **kwargs): opt = kwargs.pop('opt', {}) raw_body_only = kwargs.pop('raw_body_only', self.raw_body_only) # you shouldnt need more than 100, 20 is probably fine in most cases threads = max(min(threads, 100), 1) d...
Use a threadpool to send multiple requests in parallel. :param reqs_and_resps: iterable of req_and_resp tuples :param raw_body_only: applied to every request call :param opt: applies to every request call :param threads: number of concurrent workers to use :return: a lis...
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def _request(self, req_and_resp, **kwargs): opt = kwargs.pop('opt', {}) # reset the request and response to reuse existing req_and_resp req_and_resp[0].reset() req_and_resp[1].reset() # required because of inheritance request, response = super(EsiCli...
Take a request_and_response object from pyswagger.App and check auth, token, headers, prepare the actual request and fill the response Note on performance : if you need more performance (because you are using this in a batch) you'd rather set raw_body_only=True, as parsed ...
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def head(self, req_and_resp, **kwargs): opt = kwargs.pop('opt', {}) # reset the request and response to reuse existing req_and_resp req_and_resp[0].reset() req_and_resp[1].reset() # required because of inheritance request, response = super(EsiClient,...
Take a request_and_response object from pyswagger.App, check and prepare everything to make a valid HEAD request :param req_and_resp: the request and response object from pyswagger.App :param opt: options, see pyswagger/blob/master/pyswagger/io.py#L144 :param raise_on_error: boolea...
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def __cache_response(self, cache_key, res, method): if ('expires' in res.headers and method not in self.__uncached_methods__): cache_timeout = get_cache_time_left(res.headers.get('expires')) # Occasionally CCP swagger will return an outdated expire ...
cache the response if method is one of self.__uncached_method__, don't cache anything
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def __make_request(self, request, opt, cache_key=None, method=None): # check expiration and etags opt_headers = {} cached_response = self.cache.get(cache_key, None) if cached_response is not None: # if we have expires cached, and still validd expir...
Check cache, deal with expiration and etag, make the request and return the response or cached response. :param request: the pyswagger.io.Request object to prepare the request :param opt: options, see pyswagger/blob/master/pyswagger/io.py#L144 :param cache_key: the cache key used f...
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def _hash(data): hash_algo = hashlib.new('md5') hash_algo.update(pickle.dumps(data)) # prefix allows possibility of multiple applications # sharing same keyspace return 'esi_' + hash_algo.hexdigest()
generate a hash from data object to be used as cache key
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fvs, clsselected = self.features_from_image(data, voxelsize, seeds, unique_cls) self.fit(fvs, clsselected)
def fit_from_image(self, data, voxelsize, seeds, unique_cls)
This Method allows computes feature vector and train model. :cls: list of index number of requested classes in seeds
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