code
string
signature
string
docstring
string
loss_without_docstring
float64
loss_with_docstring
float64
factor
float64
logger_directory.info("enter list_files") file_list = [] if path: # list files from target directory files = os.listdir(path) for file in files: if file.endswith(x) and not file.startswith(("$", "~", ".")): # join the path and basename to create full ...
def list_files(x, path="")
Lists file(s) in given path of the X type. :param str x: File extension that we are interested in. :param str path: Path, if user would like to check a specific directory outside of the CWD :return list of str: File name(s) to be worked on
2.894035
2.808283
1.030536
for f in os.listdir(path): try: os.remove(f) except PermissionError: os.chmod(f, 0o777) try: os.remove(f) except Exception: pass return
def rm_files_in_dir(path)
Removes all files within a directory, but does not delete the directory :param str path: Target directory :return none:
2.32264
2.764801
0.840075
_full_path = os.path.join(path, filename) if os.path.exists(_full_path): os.remove(_full_path) return
def rm_file_if_exists(path, filename)
Remove a file if it exists. Useful for when we want to write a file, but it already exists in that locaiton. :param str filename: Filename :param str path: Directory :return none:
2.254709
2.615638
0.862011
paren = re.compile('\([^)]*\)') # Get the language list. data = urllib2.urlopen(location) if ('content-type' in data.headers and 'charset=' in data.headers['content-type']): encoding = data.headers['content-type'].split('charset=')[-1] else: encoding = default_e...
def regenerate(location='http://www.iana.org/assignments/language-subtag-registry', filename=None, default_encoding='utf-8')
Generate the languages Python module.
3.078584
3.039245
1.012944
attribs = ', '.join(["%s=%r" % (k, v) for k, v in self.__dict__.items() if not k.startswith("_")]) wrap = "{self.__class__.__name__}({attribs})".format(self=self, attribs=attribs) return wrap cls.__repr__ = reprer return cls
def give_repr(cls): # pragma: no cover r def reprer(self)
r"""Patch a class to give it a generic __repr__ method that works by inspecting the instance dictionary. Parameters ---------- cls: type The class to add a generic __repr__ to. Returns ------- cls: type The passed class is returned
3.01101
3.750232
0.802886
r''' Given two lists of values, the first list being the `power sum`s of a polynomial, and the second being expressions of the roots of the polynomial as found by Viete's Formula, use information from the longer list to fill out the shorter list using Newton's Identities. .. note:: Upda...
def newton(power_sum, elementary_symmetric_polynomial, order)
r''' Given two lists of values, the first list being the `power sum`s of a polynomial, and the second being expressions of the roots of the polynomial as found by Viete's Formula, use information from the longer list to fill out the shorter list using Newton's Identities. .. note:: Updates ...
3.603604
1.282006
2.81091
r''' Given the coefficients of a polynomial of a single variable, compute an elementary symmetric polynomial of the roots of the input polynomial by Viete's Formula: .. math:: \sum_{1\le i_1<i_2<...<i_k \le n} x_{i_1}x_{i_2}...x_{i_k} = (-1)^k\frac{a_{n-k}}{a_n} Parameters --------...
def vietes(coefficients)
r''' Given the coefficients of a polynomial of a single variable, compute an elementary symmetric polynomial of the roots of the input polynomial by Viete's Formula: .. math:: \sum_{1\le i_1<i_2<...<i_k \le n} x_{i_1}x_{i_2}...x_{i_k} = (-1)^k\frac{a_{n-k}}{a_n} Parameters ---------- ...
3.868292
1.549538
2.496416
max_n_variants = 0 for element, count in composition.items(): if element == "H+": continue try: max_n_variants += count * periodic_table[element].max_neutron_shift() except KeyError: pass return max_n_variants
def max_variants(composition)
Calculates the maximum number of isotopic variants that could be produced by a composition. Parameters ---------- composition : Mapping Any Mapping type where keys are element symbols and values are integers Returns ------- max_n_variants : int
4.457982
4.717317
0.945025
''' Compute a peak list representing the theoretical isotopic cluster for `composition`. Parameters ---------- composition : Mapping Any Mapping type where keys are element symbols and values are integers npeaks: int The number of peaks to include in the isotopic cluster, starti...
def isotopic_variants(composition, npeaks=None, charge=0, charge_carrier=PROTON)
Compute a peak list representing the theoretical isotopic cluster for `composition`. Parameters ---------- composition : Mapping Any Mapping type where keys are element symbols and values are integers npeaks: int The number of peaks to include in the isotopic cluster, starting from the ...
4.881779
1.686636
2.894388
args = get_arguments() # Set up logging if args.debug: log_level = logging.DEBUG elif args.quiet: log_level = logging.WARN else: log_level = logging.INFO setup_logging(log_level) skybell = None try: # Create skybellpy instance. skybell = s...
def call()
Execute command line helper.
2.176626
2.157497
1.008866
''' Separable kernels for convolution executed on the GPU device The outputted kernels are in this order: z, y, x ''' xSig = (scale*fwhm[0]/vx_size[0]) / (2*(2*np.log(2))**.5) ySig = (scale*fwhm[1]/vx_size[1]) / (2*(2*np.log(2))**.5) zSig = (scale*fwhm[2]/vx_size[2]) / (2*(2*np.log(2))**.5) ...
def psf_general(vx_size=(1,1,1), fwhm=(5, 5, 6), hradius=8, scale=2)
Separable kernels for convolution executed on the GPU device The outputted kernels are in this order: z, y, x
2.676884
2.132277
1.255411
'''partial volume correction using iterative Yang method imgIn: input image which is blurred due to the PSF of the scanner krnl: shift invariant kernel of the PSF imgSeg: segmentation into regions starting with 0 (e.g., background) and then next integer numbers itr: number of iteration (default 5) ...
def iyang(imgIn, krnl, imgSeg, Cnt, itr=5)
partial volume correction using iterative Yang method imgIn: input image which is blurred due to the PSF of the scanner krnl: shift invariant kernel of the PSF imgSeg: segmentation into regions starting with 0 (e.g., background) and then next integer numbers itr: number of iteration (default 5)
4.352464
3.420699
1.27239
'''HU units to 511keV PET mu-values https://link.springer.com/content/pdf/10.1007%2Fs00259-002-0796-3.pdf C. Burger, et al., PET attenuation coefficients from CT images, ''' # convert nans to -1024 for the HU values only im[np.isnan(im)] = -1024 # constants muwater = 0.096 ...
def ct2mu(im)
HU units to 511keV PET mu-values https://link.springer.com/content/pdf/10.1007%2Fs00259-002-0796-3.pdf C. Burger, et al., PET attenuation coefficients from CT images,
6.23406
3.631143
1.716831
''' Calculate the centre of mass of an image along each axes (x,y,z), separately. Arguments: imdct - the image dictionary with the image and header data. Output the list of the centre of mass for each axis. ''' #> initialise centre of mass array com = np.zeros(3, dty...
def centre_mass_img(imdct)
Calculate the centre of mass of an image along each axes (x,y,z), separately. Arguments: imdct - the image dictionary with the image and header data. Output the list of the centre of mass for each axis.
4.462935
3.050474
1.46303
''' Modify the NIfTI image given either as a file path or a dictionary, obtained by nimpa.getnii(file_path). ''' if isinstance(nii, basestring) and os.path.isfile(nii): dctnii = imio.getnii(nii, output='all') fnii = nii if isinstance(nii, dict) and 'im' in nii: dctnii =...
def nii_modify( nii, fimout = '', outpath = '', fcomment = '', voxel_range=[])
Modify the NIfTI image given either as a file path or a dictionary, obtained by nimpa.getnii(file_path).
3.063584
2.774443
1.104216
'''Get PET image from NIfTI file. fim: input file name for the nifty image nan_replace: the value to be used for replacing the NaNs in the image. by default no change (None). output: option for choosing output: image, affine matrix or a dictionary with all info. ---------- ...
def getnii(fim, nan_replace=None, output='image')
Get PET image from NIfTI file. fim: input file name for the nifty image nan_replace: the value to be used for replacing the NaNs in the image. by default no change (None). output: option for choosing output: image, affine matrix or a dictionary with all info. ---------- Return...
4.131901
2.851487
1.449034
''' Extracts the custom description header field to dictionary ''' nim = nib.load(fim) hdr = nim.header rcnlst = hdr['descrip'].item().split(';') rcndic = {} if rcnlst[0]=='': # print 'w> no description in the NIfTI header' return rcndic for ci in range(len(...
def getnii_descr(fim)
Extracts the custom description header field to dictionary
5.208303
3.995387
1.303579
'''Store the numpy array 'im' to a NIfTI file 'fnii'. ---- Arguments: 'im': image to be stored in NIfTI 'A': affine transformation 'fnii': output NIfTI file name. 'descrip': the description given to the file 'trsnp': transpose/permute the dimensio...
def array2nii(im, A, fnii, descrip='', trnsp=(), flip=(), storage_as=[])
Store the numpy array 'im' to a NIfTI file 'fnii'. ---- Arguments: 'im': image to be stored in NIfTI 'A': affine transformation 'fnii': output NIfTI file name. 'descrip': the description given to the file 'trsnp': transpose/permute the dimensions. ...
4.779267
2.683934
1.780694
'''Get the orientation from NIfTI sform. Not fully functional yet.''' strorient = ['L-R', 'S-I', 'A-P'] niiorient = [] niixyz = np.zeros(3,dtype=np.int8) if os.path.isfile(imfile): nim = nib.load(imfile) pct = nim.get_data() A = nim.get_sform() for i in range(3): ...
def orientnii(imfile)
Get the orientation from NIfTI sform. Not fully functional yet.
4.839782
3.915434
1.236078
'''Uncompress *.gz file''' import gzip with gzip.open(imfile, 'rb') as f: s = f.read() # Now store the uncompressed data if outpath=='': fout = imfile[:-3] else: fout = os.path.join(outpath, os.path.basename(imfile)[:-3]) # store uncompressed file data from 's' variab...
def nii_ugzip(imfile, outpath='')
Uncompress *.gz file
3.06574
2.904762
1.055419
'''Compress *.gz file''' import gzip with open(imfile, 'rb') as f: d = f.read() # Now store the compressed data if outpath=='': fout = imfile+'.gz' else: fout = os.path.join(outpath, os.path.basename(imfile)+'.gz') # store compressed file data from 'd' variable wi...
def nii_gzip(imfile, outpath='')
Compress *.gz file
3.223416
3.033437
1.062628
''' Pick the MR T1w from the dictionary for MR->PET registration. ''' if isinstance(mri, dict): # check if NIfTI file is given if 'T1N4' in mri and os.path.isfile(mri['T1N4']): ft1w = mri['T1N4'] # or another bias corrected elif 'T1bc' in mri and os.path.isfile(m...
def pick_t1w(mri)
Pick the MR T1w from the dictionary for MR->PET registration.
4.688324
4.196373
1.117232
''' Get basic info about the DICOM file/header. ''' if isinstance(dcmvar, basestring): if verbose: print 'i> provided DICOM file:', dcmvar dhdr = dcm.dcmread(dcmvar) elif isinstance(dcmvar, dict): dhdr = dcmvar elif isinstance(dcmvar, dcm.dataset.FileDataset): ...
def dcminfo(dcmvar, verbose=True)
Get basic info about the DICOM file/header.
3.150053
3.124304
1.008241
''' List all DICOM file paths in the datain dictionary of input data. ''' if not isinstance(datain, dict): raise ValueError('The input is not a dictionary!') dcmlst = [] # list of mu-map DICOM files if 'mumapDCM' in datain: dcmump = os.listdir(datain['mumapDCM']) # acce...
def list_dcm_datain(datain)
List all DICOM file paths in the datain dictionary of input data.
1.85016
1.771399
1.044463
''' Sort out the DICOM files in the folder according to the recorded series. ''' # list files in the input folder files = os.listdir(folder) srs = {} for f in files: if os.path.isfile(os.path.join(folder, f)) and f.endswith(dcmext): dhdr = dcm.read_file(os.path.join(folder,...
def dcmsort(folder, copy_series=False, verbose=False)
Sort out the DICOM files in the folder according to the recorded series.
2.415174
2.355077
1.025518
''' Sort all input NIfTI images and check their shape. Output dictionary of image files and their properties. Options: memlim -- when processing large numbers of frames the memory may not be large enough. memlim causes that the output does not contain all the ar...
def niisort( fims, memlim=True )
Sort all input NIfTI images and check their shape. Output dictionary of image files and their properties. Options: memlim -- when processing large numbers of frames the memory may not be large enough. memlim causes that the output does not contain all the arrays corr...
3.751861
3.053415
1.228743
''' Convert DICOM files in folder (indicated by <dcmpth>) using DCM2NIIX third-party software. ''' # skip conversion if the output already exists and not force is selected if os.path.isfile(fimout) and not force: return fimout if executable=='': try: import reso...
def dcm2nii( dcmpth, fimout = '', fprefix = 'converted-from-DICOM_', fcomment = '', outpath = '', timestamp = True, executable = '', force = False, )
Convert DICOM files in folder (indicated by <dcmpth>) using DCM2NIIX third-party software.
3.915532
3.461898
1.131036
'''Get the path to the local (home) folder for NiftyPET resources.''' # if using conda put the resources in the folder with the environment name if 'CONDA_DEFAULT_ENV' in os.environ: env = os.environ['CONDA_DEFAULT_ENV'] print 'i> conda environment found:', env else: env = '' ...
def path_niftypet_local()
Get the path to the local (home) folder for NiftyPET resources.
3.097173
2.790048
1.110079
'''Locate the CUDA environment on the system.''' # search the PATH for NVCC for fldr in os.environ['PATH'].split(os.pathsep): cuda_path = join(fldr, 'nvcc') if os.path.exists(cuda_path): cuda_path = os.path.dirname(os.path.dirname(cuda_path)) break cuda_path =...
def find_cuda()
Locate the CUDA environment on the system.
3.215147
3.116186
1.031757
''' This function checks CUDA devices, selects some and installs resources.py ''' print 'i> installing file <resources.py> into home directory if it does not exist.' path_current = os.path.dirname( os.path.realpath(__file__) ) # path to the install version of resources.py. path_install = os....
def resources_setup()
This function checks CUDA devices, selects some and installs resources.py
5.491058
4.82971
1.136933
@functools.wraps(f) def _coroutine(*args, **kwargs): def _resolver(resolve, reject): try: generator = f(*args, **kwargs) except BaseException as e: # Special case for a function that throws immediately reject(e) el...
def coroutine(f)
Implementation of a coroutine. Use as a decorator: @coroutine def foo(): result = yield somePromise The function passed should be a generator yielding instances of the Promise class (or compatible). The coroutine waits for the Promise to resolve and sends the result (or the error) ...
2.921574
2.841815
1.028066
@functools.wraps(f) def _no_coroutine(*args, **kwargs): generator = f(*args, **kwargs) # Special case for a function that returns immediately if not isinstance(generator, types.GeneratorType): return generator previous = None first = True w...
def no_coroutine(f)
This is not a coroutine ;) Use as a decorator: @no_coroutine def foo(): five = yield 5 print(yield "hello") The function passed should be a generator yielding whatever you feel like. The yielded values instantly get passed back into the generator. It's basically the same as if ...
2.887835
3.036396
0.951073
def _maybe_coroutine(f): @functools.wraps(f) def __maybe_coroutine(*args, **kwargs): if decide(*args, **kwargs): return coroutine(f)(*args, **kwargs) else: return no_coroutine(f)(*args, **kwargs) return __maybe_coroutine retur...
def maybe_coroutine(decide)
Either be a coroutine or not. Use as a decorator: @maybe_coroutine(lambda maybeAPromise: return isinstance(maybeAPromise, Promise)) def foo(maybeAPromise): result = yield maybeAPromise print("hello") return result The function passed should be a generator yielding either only P...
2.087242
2.13276
0.978658
def _resolver(resolve, reject): function( lambda success, result: resolve(result) if success else reject(result), *args, **kwargs ) return Promise(_resolver)
def makeCallbackPromise(function, *args, **kwargs)
Take a function that reports its result using a callback and return a Promise that listenes for this callback. The function must accept a callback as its first parameter. The callback must take two arguments: - success : True or False - result : The result of the operation if success is True or th...
4.121695
4.489928
0.917987
mass = 0.0 if mass_data is None: mass_data = nist_mass for element in composition: try: mass += (composition[element] * mass_data[element][0][0]) except KeyError: match = re.search(r"(\S+)\[(\d+)\]", element) if match: element_...
def calculate_mass(composition, mass_data=None)
Calculates the monoisotopic mass of a composition Parameters ---------- composition : Mapping Any Mapping type where keys are element symbols and values are integers mass_data : dict, optional A dict with the masses of the chemical elements (the default value is :py:data:`nist_m...
2.355607
2.505295
0.940251
if not formula_pattern.match(formula): raise ValueError("%r does not look like a formula" % (formula,)) composition = PyComposition() for elem, isotope, number in atom_pattern.findall(formula): composition[_make_isotope_string(elem, int(isotope) if isotope else 0)] += int(number) re...
def parse_formula(formula)
Parse a chemical formula and construct a :class:`PyComposition` object Parameters ---------- formula : :class:`str` Returns ------- :class:`PyComposition` Raises ------ ValueError If the formula doesn't match the expected pattern
5.283392
4.564401
1.157521
if username is not None: self._username = username if password is not None: self._password = password if self._username is None or not isinstance(self._username, str): raise SkybellAuthenticationException(ERROR.USERNAME) if self._password is...
def login(self, username=None, password=None)
Execute Skybell login.
2.623127
2.451124
1.070173
if self.cache(CONST.ACCESS_TOKEN): # No explicit logout call as it doesn't seem to matter # if a logout happens without registering the app which # we aren't currently doing. self._session = requests.session() self._devices = None ...
def logout(self)
Explicit Skybell logout.
14.004906
12.584159
1.1129
if refresh or self._devices is None: if self._devices is None: self._devices = {} _LOGGER.info("Updating all devices...") response = self.send_request("get", CONST.DEVICES_URL) response_object = json.loads(response.text) _LOG...
def get_devices(self, refresh=False)
Get all devices from Abode.
3.040751
2.954121
1.029325
if not self.cache(CONST.ACCESS_TOKEN) and url != CONST.LOGIN_URL: self.login() if not headers: headers = {} if self.cache(CONST.ACCESS_TOKEN): headers['Authorization'] = 'Bearer ' + \ self.cache(CONST.ACCESS_TOKEN) headers['...
def send_request(self, method, url, headers=None, json_data=None, retry=True)
Send requests to Skybell.
3.09603
2.932902
1.05562
UTILS.update(self._cache, data) self._save_cache()
def update_cache(self, data)
Update a cached value.
10.151133
10.117853
1.003289
device_cache = self._cache.get(CONST.DEVICES, {}).get(device.device_id) if device_cache and key: return device_cache.get(key) return device_cache
def dev_cache(self, device, key=None)
Get a cached value for a device.
3.837561
3.660513
1.048367
self.update_cache( { CONST.DEVICES: { device.device_id: data } })
def update_dev_cache(self, device, data)
Update cached values for a device.
7.775763
6.52829
1.191087
if not self._disable_cache: if os.path.exists(self._cache_path): _LOGGER.debug("Cache found at: %s", self._cache_path) if os.path.getsize(self._cache_path) > 0: loaded_cache = UTILS.load_cache(self._cache_path) UTILS.up...
def _load_cache(self)
Load existing cache and merge for updating if required.
2.631575
2.373145
1.108898
if per_jid_max < 1 and global_max < 1: return if per_jid_max < 1: per_jid_max = None if global_max < 1: global_max = None bare_jids = yield self._storage.listJIDs() if not per_jid_max == None: for bare_jid in bare_jids...
def deleteInactiveDevicesByQuota(self, per_jid_max = 15, global_max = 0)
Delete inactive devices by setting a quota. With per_jid_max you can define the amount of inactive devices that are kept for each jid, with global_max you can define a global maximum for inactive devices. If any of the quotas is reached, inactive devices are deleted on an LRU basis. This also de...
2.275307
2.238025
1.016658
if age_days < 1: return now = time.time() bare_jids = yield self._storage.listJIDs() for bare_jid in bare_jids: devices = yield self.__loadInactiveDevices(bare_jid) delete_devices = [] for device, timestamp in list(devices.ite...
def deleteInactiveDevicesByAge(self, age_days)
Delete all inactive devices from the device list storage and cache that are older then a given number of days. This also deletes the corresponding sessions, so if a device comes active again and tries to send you an encrypted message you will not be able to decrypt it. You are not allowed to del...
2.628718
2.630553
0.999302
yield self.deleteInactiveDevicesByQuota( self.__inactive_per_jid_max, self.__inactive_global_max ) yield self.deleteInactiveDevicesByAge(self.__inactive_max_age)
def runInactiveDeviceCleanup(self)
Runs both the deleteInactiveDevicesByAge and the deleteInactiveDevicesByQuota methods with the configuration that was set when calling create.
9.968255
6.424745
1.551541
result = { "active" : {}, "inactive" : {} } devices = yield self.__loadActiveDevices(bare_jid) for device in devices: result["active"][device] = yield self.getTrustForDevice(bare_jid, device) devices = yield self.__loadInactiveDe...
def getTrustForJID(self, bare_jid)
All-in-one trust information for all devices of a bare jid. The result is structured like this: { "active" : { device: int => trust_info } "inactive" : { device: int => trust_info } } where trust_info is the structure returned by getTrustForDevice.
2.694167
2.093111
1.28716
yield self.runInactiveDeviceCleanup() self.__sessions_cache.pop(bare_jid, None) self.__devices_cache.pop(bare_jid, None) self.__trust_cache.pop(bare_jid, None) yield self._storage.deleteJID(bare_jid)
def deleteJID(self, bare_jid)
Delete all data associated with a JID. This includes the list of active/inactive devices, all sessions with that JID and all information about trusted keys.
5.089368
4.055147
1.255039
'''Return a dictionary of GPU, mu-map hardware and third party set-up.''' # the name of the folder for NiftyPET tools Cnt['DIRTOOLS'] = DIRTOOLS # additional paramteres for compiling tools with cmake Cnt['CMAKE_TLS_PAR'] = CMAKE_TLS_PAR # hardware mu-maps Cnt['HMULIST'] = hrdwr_mu ...
def get_setup(Cnt = {})
Return a dictionary of GPU, mu-map hardware and third party set-up.
5.412994
4.480138
1.20822
''' Check version and existence of all third-party software and input data. Output a dictionary with bool type of the requested bits in 'chcklst' ''' # at start, assume that nothing is present yet output = {} for itm in chcklst: output[itm] = False # niftyreg reg_resample first...
def check_version(Cnt, chcklst=['RESPATH','REGPATH','DCM2NIIX','HMUDIR'])
Check version and existence of all third-party software and input data. Output a dictionary with bool type of the requested bits in 'chcklst'
2.912754
2.448673
1.189523
'''Update resources.py with the paths to the new installed apps. ''' # list of path names which will be saved key_list = ['PATHTOOLS', 'RESPATH', 'REGPATH', 'DCM2NIIX', 'HMUDIR'] # get the local path to NiftyPET resources.py path_resources = cs.path_niftypet_local() resources_file = os.pat...
def update_resources(Cnt)
Update resources.py with the paths to the new installed apps.
4.049251
3.784557
1.06994
if self.is_async: self.__loadSessionsAsync(callback, bare_jid, device_ids, {}) else: return self.__loadSessionsSync(bare_jid, device_ids)
def loadSessions(self, callback, bare_jid, device_ids)
Return a dict containing the session for each device id. By default, this method calls loadSession for each device id.
3.461536
3.243131
1.067344
if self.is_async: self.__loadTrustsAsync(callback, bare_jid, device_ids, {}) else: return self.__loadTrustsSync(bare_jid, device_ids)
def loadTrusts(self, callback, bare_jid, device_ids)
Return a dict containing the trust status for each device id. By default, this method calls loadTrust for each device id.
3.199301
3.033112
1.054792
ik = backend.decodePublicKey(ik)[0] spk["key"] = backend.decodePublicKey(spk["key"])[0] otpks = list(map(lambda otpk: { "key" : backend.decodePublicKey(otpk["key"])[0], "id" : otpk["id"] }, otpks)) return cls(ik, spk, spk_signature, otpks)
def parse(cls, backend, ik, spk, spk_signature, otpks)
Use this method when creating a bundle from data you retrieved directly from some PEP node. This method applies an additional decoding step to the public keys in the bundle. Pass the same structure as the constructor expects.
2.556844
2.470039
1.035143
return { "ik": backend.encodePublicKey(self.ik, "25519"), "spk": { "id" : self.spk["id"], "key" : backend.encodePublicKey(self.spk["key"], "25519"), }, "spk_signature": self.spk_signature, "otpks": list(map(la...
def serialize(self, backend)
Use this method to prepare the data to be uploaded directly to some PEP node. This method applies an additional encoding step to the public keys in the bundle. The result is a dictionary with the keys ik, spk, spk_signature and otpks. The values are structured the same way as the inputs of the c...
2.891986
2.04831
1.411889
'''fill the empty patches of image mask 'immsk' ''' for iz in range(immsk.shape[0]): for iy in range(immsk.shape[1]): ix0 = np.argmax(immsk[iz,iy,:]>0) ix1 = immsk.shape[2] - np.argmax(immsk[iz,iy,::-1]>0) if (ix1-ix0) > immsk.shape[2]-10: continue immsk[...
def imfill(immsk)
fill the empty patches of image mask 'immsk'
2.64747
2.339139
1.131814
''' create mask over the whole image or over the threshold area''' #> output path if outpath=='' and fimout!='': opth = os.path.dirname(fimout) if opth=='': opth = os.path.dirname(fnii) fimout = os.path.join(opth, fimout) elif outpath=='': opth = o...
def create_mask( fnii, fimout = '', outpath = '', fill = 1, dtype_fill = np.uint8, thrsh = 0., fwhm = 0.,)
create mask over the whole image or over the threshold area
3.630959
3.458682
1.04981
''' Calculate Dice score for parcellation images <im1> and <im2> and ROI value <val>. Input images can be given as: 1. paths to NIfTI image files or as 2. Numpy arrays. The ROI value can be given as: 1. a single integer representing one ROI out of many in the parc...
def dice_coeff(im1, im2, val=1)
Calculate Dice score for parcellation images <im1> and <im2> and ROI value <val>. Input images can be given as: 1. paths to NIfTI image files or as 2. Numpy arrays. The ROI value can be given as: 1. a single integer representing one ROI out of many in the parcellation...
3.124459
2.044785
1.528014
''' Calculate Dice score for parcellation images <im1> and <im2> and ROI value <val>. Input images can be given as: 1. paths to NIfTI image files or as 2. Numpy arrays. The ROI value must be given as a dictionary of lists of indexes for each ROI Outputs a float number...
def dice_coeff_multiclass(im1, im2, roi2ind)
Calculate Dice score for parcellation images <im1> and <im2> and ROI value <val>. Input images can be given as: 1. paths to NIfTI image files or as 2. Numpy arrays. The ROI value must be given as a dictionary of lists of indexes for each ROI Outputs a float number represe...
3.408898
2.344475
1.454013
return ''.join( random.choice( string.ascii_uppercase + string.ascii_lowercase + string.digits) for _ in range(32))
def gen_token()
Generate a new Skybellpy token.
2.717456
2.680162
1.013915
if setting not in CONST.ALL_SETTINGS: raise SkybellException(ERROR.INVALID_SETTING, setting) if setting == CONST.SETTINGS_DO_NOT_DISTURB: if value not in CONST.SETTINGS_DO_NOT_DISTURB_VALUES: raise SkybellException(ERROR.INVALID_SETTING_VALUE, ...
def _validate_setting(setting, value)
Validate the setting and value.
1.712965
1.683462
1.017525
# Update core device data new_device_json = self._device_request() _LOGGER.debug("Device Refresh Response: %s", new_device_json) # Update avatar url new_avatar_json = self._avatar_request() _LOGGER.debug("Avatar Refresh Response: %s", new_avatar_json) #...
def refresh(self)
Refresh the devices json object data.
2.760186
2.630405
1.049339
if device_json: UTILS.update(self._device_json, device_json) if avatar_json: UTILS.update(self._avatar_json, avatar_json) if info_json: UTILS.update(self._info_json, info_json) if settings_json: UTILS.update(self._settings_json,...
def update(self, device_json=None, info_json=None, settings_json=None, avatar_json=None)
Update the internal device json data.
1.746076
1.659327
1.05228
self._activities = self._activities_request() _LOGGER.debug("Device Activities Response: %s", self._activities) if not self._activities: self._activities = [] elif not isinstance(self._activities, (list, tuple)): self._activities = [self._activities] ...
def _update_activities(self)
Update stored activities and update caches as required.
3.794774
3.413458
1.11171
events = self._skybell.dev_cache(self, CONST.EVENT) or {} for activity in self._activities: event = activity.get(CONST.EVENT) created_at = activity.get(CONST.CREATED_AT) old_event = events.get(event) if old_event and created_at < old_event.get(...
def _update_events(self)
Update our cached list of latest activity events.
4.278339
3.752373
1.140169
activities = self._activities or [] # Filter our activity array if requested if event: activities = list( filter( lambda activity: activity[CONST.EVENT] == event, activities)) # Return the requested number ...
def activities(self, limit=1, event=None)
Return device activity information.
7.617659
7.775053
0.979757
for key, value in settings.items(): _validate_setting(key, value) try: self._settings_request(method="patch", json_data=settings) self.update(settings_json=settings) except SkybellException as exc: _LOGGER.warning("Exception changing set...
def _set_setting(self, settings)
Validate the settings and then send the PATCH request.
5.888767
5.086924
1.157628
location = self._device_json.get(CONST.LOCATION, {}) return (location.get(CONST.LOCATION_LAT, 0), location.get(CONST.LOCATION_LNG, 0))
def location(self)
Return lat and lng tuple.
5.213021
3.780916
1.378772
return self._info_json.get(CONST.STATUS, {}).get(CONST.WIFI_LINK)
def wifi_status(self)
Get the wifi status.
15.777061
13.405313
1.176926
return bool(strtobool(str(self._settings_json.get( CONST.SETTINGS_DO_NOT_DISTURB))))
def do_not_disturb(self)
Get if do not disturb is enabled.
9.771444
7.658597
1.275879
self._set_setting( { CONST.SETTINGS_DO_NOT_DISTURB: str(enabled).lower() })
def do_not_disturb(self, enabled)
Set do not disturb.
6.941731
6.117087
1.13481
if enabled is True: value = CONST.SETTINGS_MOTION_POLICY_ON elif enabled is False: value = CONST.SETTINGS_MOTION_POLICY_OFF else: raise SkybellException(ERROR.INVALID_SETTING_VALUE, (CONST.SETTINGS_MOTION_POLICY, ena...
def motion_sensor(self, enabled)
Set the motion sensor state.
4.085982
3.778987
1.081237
return (int(self._settings_json.get(CONST.SETTINGS_LED_R)), int(self._settings_json.get(CONST.SETTINGS_LED_G)), int(self._settings_json.get(CONST.SETTINGS_LED_B)))
def led_rgb(self)
Get devices LED color.
2.798557
2.575749
1.086502
if (not isinstance(color, (list, tuple)) or not all(isinstance(item, int) for item in color)): raise SkybellException(ERROR.COLOR_VALUE_NOT_VALID, color) self._set_setting( { CONST.SETTINGS_LED_R: color[0], CONST.SETTINGS_...
def led_rgb(self, color)
Set devices LED color.
3.672337
3.590385
1.022825
if remote_base is not None: self.remote_base = remote_base self._remote = True self.set_auth(username=username, password=password) if self.auth.ready(): passman = HTTPPasswordMgrWithDefaultRealm() passman.add_password(None, self.remote_base, s...
def remote(self, remote_base=None, username=None, password=None)
Configures remote access Parameters ---------- remote_base : str base URL path for remote repository username : str user name for remote repository password : str password for local repository
2.240943
2.51232
0.891981
path = self.full(filetype, **kwargs) if path: if self._remote: self.download_url_to_path(self.url(filetype, **kwargs), path) else: print("There is no file with filetype=%r to access in the tree module loaded" % filetype)
def get(self, filetype, **kwargs)
Returns file name, downloading if remote access configured. Parameters ---------- filetype : str type of file keyword arguments : keywords to fully specify path Notes ----- Path templates are defined in $DIMAGE_DIR/data/dimage_paths.ini
8.498687
7.736289
1.098548
path_exists = isfile(path) if not path_exists or force: dir = dirname(path) if not exists(dir): if self.verbose: print("CREATE %s" % dir) makedirs(dir) try: u = urlopen(url) ex...
def download_url_to_path(self, url, path, force=False)
Download a file from url via http, and put it at path Parameters ---------- url : str URL of file to download path : str local path to put file in
2.269636
2.406725
0.943039
self.set_netloc(sdss=True) # simplifies things to have a single sdss machine in .netrc self.set_auth(username=username, password=password, inquire=inquire) self.set_netloc(dtn=not self.public) self.set_remote_base(scheme="rsync")
def remote(self, username=None, password=None, inquire=None)
Configures remote access
11.00194
10.918021
1.007686
''' Reset all streams ''' # reset the main stream if self.stream: self.stream.reset() # reset the initial stream (otherwise old 'adds' remain in the new stream) if self.initial_stream: self.initial_stream.reset()
def reset(self)
Reset all streams
8.325898
8.306996
1.002275
location = self.location(filetype, **kwargs) source = self.url(filetype, sasdir='sas' if not self.public else '', **kwargs) if 'full' not in kwargs: destination = self.full(filetype, **kwargs) else: destination = kwargs.get('full') if location a...
def add(self, filetype, **kwargs)
Adds a filepath into the list of tasks to download
7.570103
6.95857
1.087882
if not self.auth: raise AccessError("Please use the remote() method to set rsync authorization or use remote(public=True) for public data") elif not self.initial_stream.task: raise AccessError("No files to download.") else: self.stream = self.get_str...
def set_stream(self)
Sets the download streams
4.714866
4.570616
1.03156
self.stream.command = "rsync -avRK --files-from={path} {source} {destination}" self.stream.append_tasks_to_streamlets(offset=offset, limit=limit) self.stream.commit_streamlets() self.stream.run_streamlets() self.stream.reset_streamlet()
def commit(self, offset=None, limit=None, dryrun=False)
Start the rsync download
7.432689
6.350061
1.170491
return sum_queryset(AccountEntry.objects.filter(account=self.account, timestamp__lte=self.timestamp).exclude(timestamp=self.timestamp, id__gt=self.id))
def balance(self) -> Decimal
Returns account balance after this entry. :return: Decimal
6.857461
6.725972
1.019549
return sum_queryset(self.accountentry_set.all().filter(timestamp__lt=t))
def get_balance(self, t: datetime)
Returns account balance before specified datetime (excluding entries on the datetime). :param t: datetime :return: Decimal
16.654333
13.839982
1.203349
return e.type and e.type.is_settlement and e.account.id == self.id and e.settled_invoice and AccountEntry.objects.filter(parent=e).count() == 0
def needs_settling(self, e: AccountEntry) -> bool
Returns True if all of following conditions are True: a) entry type is settlement b) entry has been recorded to this account c) invoice to be settled has been set d) entry has not been settled (=child set empty) :param e: AccountEntry (settlement) :return: bool
8.063182
4.85774
1.659863
row = AccountEntry.objects.filter(source_invoice=self).order_by('id').first() return row.account if row else None
def receivables_account(self) -> Account
Returns receivables account. Receivables account is assumed to be the one were invoice rows were recorded. :return: Account or None
7.471448
6.055995
1.233728
return cls.objects.filter(Q(account=acc) & (Q(source_invoice=self) | Q(settled_invoice=self))) if acc else cls.objects.none()
def get_entries(self, acc: Account, cls=AccountEntry) -> QuerySet
Returns entries related to this invoice on specified account. :param acc: Account :param cls: AccountEntry class :return: QuerySet
5.610456
5.060316
1.108716
items = [] entries = self.get_entries(acc) for item in entries.filter(source_invoice=self).order_by('id'): assert isinstance(item, AccountEntry) settlements = sum_queryset(entries.filter(settled_item=item)) bal = item.amount + settlements if item.amou...
def get_item_balances(self, acc: Account) -> list
Returns balances of items of the invoice. :param acc: Account :return: list (AccountEntry, Decimal) in item id order
5.796628
4.578766
1.26598
unpaid_items = [] for item, bal in self.get_item_balances(acc): assert isinstance(item, AccountEntry) if self.type == INVOICE_DEFAULT: if bal > Decimal(0): unpaid_items.append((item.type.payback_priority, item, bal)) elif s...
def get_unpaid_items(self, acc: Account) -> list
Returns unpaid items of the invoice in payback priority order. :param acc: Account :return: list (AccountEntry, Decimal) in payback priority order
3.925925
3.162302
1.241477
ranges = [] last = -100 for c in codes: if c == last+1: ranges[-1][1] = c else: ranges.append([c, c]) last = c return ranges
def MakeRanges(codes)
Turn a list like [1,2,3,7,8,9] into a range list [[1,3], [7,9]]
2.469752
2.231851
1.106593
print "static const %s %s[] = {" % (type, name,) for lo, hi in ranges: print "\t{ %d, %d }," % (lo, hi) print "};"
def PrintRanges(type, name, ranges)
Print the ranges as an array of type named name.
3.10512
2.790421
1.112778
# See unicode_groups.h for a description of the data structure. # Split codes into 16-bit ranges and 32-bit ranges. range16 = MakeRanges([c for c in codes if c < 65536]) range32 = MakeRanges([c for c in codes if c >= 65536]) # Pull singleton ranges out of range16. # code16 = [lo for lo, hi in range16 ...
def PrintGroup(name, codes)
Print the data structures for the group of codes. Return a UGroup literal for the group.
2.435988
2.351478
1.035939
invoice = settlement.settled_invoice if settlement.amount < Decimal(0) and settlement.settled_invoice.type != INVOICE_CREDIT_NOTE: raise ValidationError('Cannot target negative settlement {} to invoice {}'.format(settlement, settlement.settled_invoice)) if settlement.amount > Decimal(0) and set...
def settle_assigned_invoice(receivables_account: Account, settlement: AccountEntry, cls, **kwargs) -> list
Finds unpaid items in the invoice and generates entries to receivables account. Settlement is matched to invoice items based on entry types payback order. Generated payment entries have 'parent' field pointing to settlement, so that if settlement is (ever) deleted the payment entries will get deleted as wel...
2.746406
2.62339
1.046892
assert isinstance(credit_note, Invoice) assert credit_note.type == INVOICE_CREDIT_NOTE assert debit_note assert debit_note.type == INVOICE_DEFAULT credit = -credit_note.get_unpaid_amount() balance = debit_note.get_unpaid_amount() amt = min(balance, credit) amount = kwargs.pop('amo...
def settle_credit_note(credit_note: Invoice, debit_note: Invoice, cls, account: Account, **kwargs) -> list
Settles credit note. Records settling account entries for both original invoice and the credit note (negative entries for the credit note). Default timestamp for account entries is 'created' time of the credit note, can be overriden by kwargs. :param credit_note: Credit note to settle :param debit_note:...
3.035684
2.856829
1.062606
foo = self._config.read([self._pathfile]) if len(foo) == 1: for k, v in self._config.items('paths'): self.templates[k] = v else: raise ValueError("Could not read {0}!".format(self._pathfile)) return
def _input_templates(self)
Read the path template file.
5.534868
4.418073
1.252779
''' Lookup the keyword arguments needed for a given path name Parameters: name (str): The name of the path Returns: A list of keywords needed for filepath generation ''' assert name, 'Must specify a path name' assert name in sel...
def lookup_keys(self, name)
Lookup the keyword arguments needed for a given path name Parameters: name (str): The name of the path Returns: A list of keywords needed for filepath generation
6.030308
4.194891
1.437536
''' check special functions for kwargs Checks the content of the special functions (%methodname) for any keyword arguments referenced within Parameters: name (str): A path key name Returns: A list of keyword arguments found in an...
def _check_special_kwargs(self, name)
check special functions for kwargs Checks the content of the special functions (%methodname) for any keyword arguments referenced within Parameters: name (str): A path key name Returns: A list of keyword arguments found in any special fu...
6.557367
3.47558
1.886697
''' find source code of a given method Find and extract the source code of a given method in a module. Uses inspect.findsource to get all source code and performs some selection magic to identify method source code. Doing it this way because inspect.getsource returns wr...
def _find_source(method)
find source code of a given method Find and extract the source code of a given method in a module. Uses inspect.findsource to get all source code and performs some selection magic to identify method source code. Doing it this way because inspect.getsource returns wrong method. ...
4.927566
2.344998
2.101309
''' Extract keywords from an example path ''' # if pathlib not available do nothing if not pathlib: return None # ensure example is a string if isinstance(example, pathlib.Path): example = str(example) assert isinstance(example, six.string_types)...
def extract(self, name, example)
Extract keywords from an example path
4.638003
4.582639
1.012081