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<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def delete_all_secrets(cls, user, client_id): """Delete all of the client's credentials"""
can_delete = yield cls(client_id=client_id).can_delete(user) if not can_delete: raise exceptions.Unauthorized('User may not delete {} secrets' .format(client_id)) results = yield cls.view.get(key=client_id, include_docs=True) if re...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def sendContact(self, context={}): """ Send contact form message to single or multiple recipients """
for recipient in self.recipients: super(ContactFormMail, self).__init__(recipient, self.async) self.sendEmail('contactForm', 'New contact form message', context)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def proxify_elt(elt, bases=None, _dict=None, public=False): """Proxify input elt. :param elt: elt to proxify. :param bases: elt class base classes. If None, use ...
# ensure _dict is a dictionary proxy_dict = {} if _dict is None else _dict.copy() # set of proxified attribute names which are proxified during bases parsing # and avoid to proxify them twice during _dict parsing proxified_attribute_names = set() # ensure bases is a tuple of types if bases...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def proxify_routine(routine, impl=None): """Proxify a routine with input impl. :param routine: routine to proxify. :param impl: new impl to use. If None, use rou...
# init impl impl = routine if impl is None else impl is_method = ismethod(routine) if is_method: function = get_method_function(routine) else: function = routine # flag which indicates that the function is not a pure python function # and has to be wrapped wrap_functi...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _compilecode(function, name, impl, args, varargs, kwargs): """Get generated code. :return: function proxy generated code. :rtype: str """
newcodestr, generatedname, impl_name = _generatecode( function=function, name=name, impl=impl, args=args, varargs=varargs, kwargs=kwargs ) try: __file__ = getfile(function) except TypeError: __file__ = '<string>' # compile newcodestr code = compile(newcodestr,...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_proxy(elt, bases=None, _dict=None): """Get proxy from an elt. If elt implements the proxy generator method (named ``__getproxy__``), use it instead of us...
# try to find an instance proxy generator proxygenerator = getattr(elt, __GETPROXY__, None) # if a proxy generator is not found, use this module if proxygenerator is None: if isroutine(elt): result = proxify_routine(elt) else: # in case of object, result is a Proxy ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def proxified_elt(proxy): """Get proxified element. :param proxy: proxy element from where get proxified element. :return: proxified element. None if proxy is no...
if ismethod(proxy): proxy = get_method_function(proxy) result = getattr(proxy, __PROXIFIED__, None) return result
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def is_proxy(elt): """Return True if elt is a proxy. :param elt: elt to check such as a proxy. :return: True iif elt is a proxy. :rtype: bool """
if ismethod(elt): elt = get_method_function(elt) result = hasattr(elt, __PROXIFIED__) return result
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def ajax_login_required(view_func): """Handle non-authenticated users differently if it is an AJAX request."""
@wraps(view_func, assigned=available_attrs(view_func)) def _wrapped_view(request, *args, **kwargs): if request.is_ajax(): if request.user.is_authenticated(): return view_func(request, *args, **kwargs) else: response = http.HttpResponse() ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def ajax_only(view_func): """Required the view is only accessed via AJAX."""
@wraps(view_func, assigned=available_attrs(view_func)) def _wrapped_view(request, *args, **kwargs): if request.is_ajax(): return view_func(request, *args, **kwargs) else: return http.HttpResponseBadRequest() return _wrapped_view
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def anonymous_required(func=None, url=None): """Required that the user is not logged in."""
url = url or "/" def _dec(view_func): @wraps(view_func, assigned=available_attrs(view_func)) def _wrapped_view(request, *args, **kwargs): if request.user.is_authenticated(): return redirect(url) else: return view_func(request, *args, **k...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def secure(view_func): """Handles SSL redirect on the view level."""
@wraps(view_func, assigned=available_attrs(view_func)) def _wrapped_view(request, *args, **kwargs): if not request.is_secure(): redirect = _redirect(request, True) if redirect: # Redirect might be None if SSL is not enabled return redirect ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def encode_int(n): """ Encodes an int as a variable length signed 29-bit integer as defined by the spec. @param n: The integer to be encoded @return: The encoded...
global ENCODED_INT_CACHE try: return ENCODED_INT_CACHE[n] except KeyError: pass if n < MIN_29B_INT or n > MAX_29B_INT: raise OverflowError("Out of range") if n < 0: n += 0x20000000 bytes = '' real_value = None if n > 0x1fffff: real_value = n ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def writeBoolean(self, value): """ Writes a Boolean value. @type value: C{bool} @param value: A C{Boolean} value determining which byte is written. If the parame...
if not isinstance(value, bool): raise ValueError("Non-boolean value found") if value is True: self.stream.write_uchar(1) else: self.stream.write_uchar(0)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def writeMultiByte(self, value, charset): """ Writes a multibyte string to the datastream using the specified character set. @type value: C{str} @param value: Th...
if type(value) is unicode: value = value.encode(charset) self.stream.write(value)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def writeUTF(self, value): """ Writes a UTF-8 string to the data stream. The length of the UTF-8 string in bytes is written first, as a 16-bit integer, followed ...
buf = util.BufferedByteStream() buf.write_utf8_string(value) bytes = buf.getvalue() self.stream.write_ushort(len(bytes)) self.stream.write(bytes)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readMultiByte(self, length, charset): """ Reads a multibyte string of specified length from the data stream using the specified character set. @type length: ...
#FIXME nick: how to work out the code point byte size (on the fly)? bytes = self.stream.read(length) return unicode(bytes, charset)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readUTF(self): """ Reads a UTF-8 string from the data stream. The string is assumed to be prefixed with an unsigned short indicating the length in bytes. @rt...
length = self.stream.read_ushort() return self.stream.read_utf8_string(length)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readBytes(self): """ Reads and returns a utf-8 encoded byte array. """
length, is_reference = self._readLength() if is_reference: return self.context.getString(length) if length == 0: return '' result = self.stream.read(length) self.context.addString(result) return result
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readString(self): """ Reads and returns a string from the stream. """
length, is_reference = self._readLength() if is_reference: result = self.context.getString(length) return self.context.getStringForBytes(result) if length == 0: return '' result = self.stream.read(length) self.context.addString(result) ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readDate(self): """ Read date from the stream. The timezone is ignored as the date is always in UTC. """
ref = self.readInteger(False) if ref & REFERENCE_BIT == 0: return self.context.getObject(ref >> 1) ms = self.stream.read_double() result = util.get_datetime(ms / 1000.0) if self.timezone_offset is not None: result += self.timezone_offset self....
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readArray(self): """ Reads an array from the stream. @warning: There is a very specific problem with AMF3 where the first three bytes of an encoded empty C{d...
size = self.readInteger(False) if size & REFERENCE_BIT == 0: return self.context.getObject(size >> 1) size >>= 1 key = self.readBytes() if key == '': # integer indexes only -> python list result = [] self.context.addObject(resu...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _getClassDefinition(self, ref): """ Reads class definition from the stream. """
is_ref = ref & REFERENCE_BIT == 0 ref >>= 1 if is_ref: class_def = self.context.getClassByReference(ref) return class_def name = self.readBytes() alias = None if name == '': name = pyamf.ASObject try: alias = p...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readObject(self): """ Reads an object from the stream. """
ref = self.readInteger(False) if ref & REFERENCE_BIT == 0: obj = self.context.getObject(ref >> 1) if obj is None: raise pyamf.ReferenceError('Unknown reference %d' % (ref >> 1,)) if self.use_proxies is True: obj = self.readProxy(obj...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readXML(self): """ Reads an xml object from the stream. @return: An etree interface compatible object @see: L{xml.set_default_interface} """
ref = self.readInteger(False) if ref & REFERENCE_BIT == 0: return self.context.getObject(ref >> 1) xmlstring = self.stream.read(ref >> 1) x = xml.fromstring(xmlstring) self.context.addObject(x) return x
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readByteArray(self): """ Reads a string of data from the stream. Detects if the L{ByteArray} was compressed using C{zlib}. @see: L{ByteArray} @note: This is ...
ref = self.readInteger(False) if ref & REFERENCE_BIT == 0: return self.context.getObject(ref >> 1) buffer = self.stream.read(ref >> 1) try: buffer = zlib.decompress(buffer) compressed = True except zlib.error: compressed = False...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def writeBoolean(self, n): """ Writes a Boolean to the stream. """
t = TYPE_BOOL_TRUE if n is False: t = TYPE_BOOL_FALSE self.stream.write(t)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def writeInteger(self, n): """ Writes an integer to the stream. @type n: integer data @param n: The integer data to be encoded to the AMF3 data stream. """
if n < MIN_29B_INT or n > MAX_29B_INT: self.writeNumber(float(n)) return self.stream.write(TYPE_INTEGER) self.stream.write(encode_int(n))
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def writeNumber(self, n): """ Writes a float to the stream. @type n: C{float} """
self.stream.write(TYPE_NUMBER) self.stream.write_double(n)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def writeProxy(self, obj): """ Encodes a proxied object to the stream. @since: 0.6 """
proxy = self.context.getProxyForObject(obj) self.writeObject(proxy, is_proxy=True)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def writeObject(self, obj, is_proxy=False): """ Writes an object to the stream. """
if self.use_proxies and not is_proxy: self.writeProxy(obj) return self.stream.write(TYPE_OBJECT) ref = self.context.getObjectReference(obj) if ref != -1: self._writeInteger(ref << 1) return self.context.addObject(obj) ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def writeXML(self, n): """ Writes a XML string to the data stream. @type n: L{ET<xml.ET>} @param n: The XML Document to be encoded to the AMF3 data stream. """
self.stream.write(TYPE_XMLSTRING) ref = self.context.getObjectReference(n) if ref != -1: self._writeInteger(ref << 1) return self.context.addObject(n) self.serialiseString(xml.tostring(n).encode('utf-8'))
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def v1_tag_associate(request, tags, tag): '''Associate an HTML element with a tag. The association should be a JSON serialized object on the request body. Here is an example association that should make the object's structure clear: .. code-block:: python { "url": "http://exam...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def v1_tag_list(tags, tag=''): '''List all direct children tags of the given parent. If no parent is specified, then list all top-level tags. The JSON returned for ``/dossier/v1/tags/list/foo/bar`` might look like this: .. code-block:: python { 'children': [ {...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def v1_tag_suggest(request, tags, prefix, parent=''): '''Provide fast suggestions for tag components. This yields suggestions for *components* of a tag and a given prefix. For example, given the tags ``foo/bar/baz`` and ``fob/bob``, here are some example completions (ordering may be different): ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def v1_stream_id_associations(tags, stream_id): '''Retrieve associations for a given stream_id. The associations returned have the exact same structure as defined in the ``v1_tag_associate`` route with one addition: a ``tag`` field contains the full tag name for the association. ''' stream_id =...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def v1_url_associations(tags, url): '''Retrieve associations for a given URL. The associations returned have the exact same structure as defined in the ``v1_tag_associate`` route with one addition: a ``tag`` field contains the full tag name for the association. ''' url = urllib.unquote_plus(url...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def v1_tag_associations(tags, tag): '''Retrieve associations for a given tag. The associations returned have the exact same structure as defined in the ``v1_tag_associate`` route with one addition: a ``tag`` field contains the full tag name for the association. ''' tag = tag.decode('utf-8').str...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def delete_all(self): '''Deletes all tag data. This does not destroy the ES index, but instead only deletes all tags with the configured doc types. ''' try: self.conn.indices.delete_mapping( index=self.index, doc_type=self.type_tag) except Tra...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def _create_mappings(self): 'Create the field type mapping.' created1 = self._create_tag_mapping() created2 = self._create_assoc_mapping() return created1 or created2
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_last_traceback(): """Retrieve the last traceback as an `unicode` string."""
import traceback from StringIO import StringIO tb = StringIO() traceback.print_exc(file=tb) return to_unicode(tb.getvalue())
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def write(file_name, data): """Encode and write a Hip file."""
with open(file_name, 'w') as f: f.write(encode(data))
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get(self, thread_uuid, uuid): """ Get one thread member."""
members = (v for v in self.list(thread_uuid) if v.get('userUuid') == uuid) for i in members: self.log.debug(i) return i return None
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def delete(self, wg_uuid, uuid): """ Delete one thread member."""
url = "%(base)s/%(wg_uuid)s/members/%(uuid)s" % { 'base': self.local_base_url, 'wg_uuid': wg_uuid, 'uuid': uuid } return self.core.delete(url)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def run_from_cli(): """ Perform an update instigated from a CLI. """
arg_parser = argparse.ArgumentParser( description='Read and write properties in a wp-config.php file. ' 'Include a --value argument to set the value, omit it to ' 'read the value of the specified key.', prog='python -m wpconfigr') arg_parser.add_argumen...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def manage_file_analysis(args: argparse.Namespace, filename: str, data: object) -> None: """ Take care of the analysis of a datafile """
key = DataStore.hashfile(filename) print('Analyzing {} --> {}'.format(filename, key)) if data.check_key(key): # if exists in database, prepopulate fit = LineFit(filename, data=data.get_data(key)) else: fit = LineFit(filename) if args.time: noise, curvature, rnge, domn = fit...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_args() -> argparse.Namespace: """ Get program arguments. """
parser = argparse.ArgumentParser(prog='python3 linefit.py', description=('Parameterize and analyze ' 'usability of conduit edge data')) parser.add_argument('files', metavar='F', type=str, nargs='*', h...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_keys(self) -> typing.List[str]: """ Return list of SHA512 hash keys that exist in datafile :return: list of keys """
keys = [] for key in self.data.keys(): if key not in ['__header__', '__version__', '__globals__']: keys.append(key) return keys
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def check_key(self, key: str) -> bool: """ Checks if key exists in datastore. True if yes, False if no. :param: SHA512 hash key :return: whether or key not exists...
keys = self.get_keys() return key in keys
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_traindata(self) -> np.ndarray: """ Pulls all available data and concatenates for model training :return: 2d array of points """
traindata = None for key, value in self.data.items(): if key not in ['__header__', '__version__', '__globals__']: if traindata is None: traindata = value[np.where(value[:, 4] != 0)] else: traindata = np.concatenate((tra...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def printdata(self) -> None: """ Prints data to stdout """
np.set_printoptions(threshold=np.nan) print(self.data) np.set_printoptions(threshold=1000)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def update(self, key: str, data: np.ndarray) -> None: """ Update entry in datastore """
self.data[key] = data
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def update1(self, key: str, data: np.ndarray, size: int) -> None: """ Update one entry in specific record in datastore """
print(data) if key in self.get_keys(): self.data[key][data[0]] = data else: newdata = np.zeros((size, 6)) newdata[data[0]] = data self.data[key] = newdata
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def hashfile(name: str) -> str: """ Gets a hash of a file using block parsing http://stackoverflow.com/questions/3431825/generating-a-md5-checksum-of-a-file Using...
hasher = hashlib.sha512() with open(name, 'rb') as openfile: for chunk in iter(lambda: openfile.read(4096), b''): hasher.update(chunk) return hasher.hexdigest()
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _loadedges(self) -> typing.Tuple[np.ndarray, np.ndarray, np.ndarray, float, np.ndarray]: """ Attempts to intelligently load the .mat file and take average of ...
data = sco.loadmat(self.filename) datakeys = [k for k in data.keys() if ('right' in k) or ('left' in k) or ('edge' in k)] averagedata = ((data[datakeys[0]] + data[datakeys[1]]) / 2) try: times = (data['times'] - data['times'].min())[0] except Key...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def plot_file(self, name: str=None, time: int=None) -> None: """ Plot specific time for provided datafile. If no time provided, will plot middle. :param: savefile...
if not time: time = int(len(self.times) / 2) if not name: name = './img/' + self.filename + '.png' yhat, residuals, residual_mean, noise = self._get_fit(time) plt.figure() plt.scatter(self.domain, self.averagedata[:, time], alpha=0.2) plt.plot(yha...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _gaussian_function(self, datalength: int, values: np.ndarray, height: int, index: int) -> np.ndarray: """ i'th Regression Model Gaussian :param: len(x) :param...
return height * np.exp(-(1 / (self.spread_number * datalength)) * (values - ((datalength / self.function_number) * index)) ** 2)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _get_fit(self, time: int) -> typing.Tuple[np.ndarray, np.ndarray, float, float]: """ Fit regression model to data :param: time (column of data) :return: predi...
rawdata = self.averagedata[:, time] domain = np.arange(len(rawdata)) datalength = len(domain) coefficients = np.zeros((datalength, self.function_number + 2)) coefficients[:, 0] = 1 coefficients[:, 1] = domain for i in range(self.function_number): coef...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _get_noise(self, residuals: np.ndarray) -> float: """ Determine Noise of Residuals. :param: residuals :return: noise """
return np.mean(np.abs(residuals))
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def analyze(self, time: int=None) -> typing.Tuple[float, float, int, int]: """ Determine noise, curvature, range, and domain of specified array. :param: pixel to ...
if not time: time = int(len(self.times) / 2) if self.domains[time] == 0: yhat, residuals, mean_residual, error = self._get_fit(time) yhat_p = self.ddiff(yhat) yhat_pp = self.ddiff(yhat_p) noise = self._get_noise(residuals) curvatur...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def analyze_full(self) -> typing.Tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray]: """ Determine noise, curvature, range, and domain of specified data. Like ...
if self.noises[0] == 0: timelength = len(self.times) for i in tqdm(range(timelength)): self.analyze(time=i) return self.noises, self.curves, self.ranges, self.domains
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_algo(self, args: argparse.Namespace, algo: str) -> object: """ Returns machine learning algorithm based on arguments """
if algo == 'nn': return NearestNeighbor(args.nnk)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def plot_fitspace(self, name: str, X: np.ndarray, y: np.ndarray, clf: object) -> None: """ Plot 2dplane of fitspace """
cmap_light = ListedColormap(['#FFAAAA', '#AAFFAA', '#AAAAFF']) cmap_bold = ListedColormap(['#FF0000', '#00FF00', '#0000FF']) # Plot the decision boundary. For that, we will assign a color to each # point in the mesh [x_min, m_max]x[y_min, y_max]. h = 0.01 # Mesh step size ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def train(self, traindata: np.ndarray) -> None: """ Trains on dataset """
self.clf.fit(traindata[:, 1:5], traindata[:, 5])
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def predict(self, predictdata: np.ndarray) -> np.ndarray: """ predict given points """
return self.clf.predict(predictdata)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def connect_to(self, service_name, **kwargs): """ Shortcut method to make instantiating the ``Connection`` classes easier. Forwards ``**kwargs`` like region, key...
service_class = self.get_connection(service_name) return service_class.connect_to(**kwargs)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def save(self, **kwargs): """ Create a ``FormEntry`` instance and related ``FieldEntry`` instances for each form field. """
entry = super(FormForForm, self).save(commit=False) entry.form = self.form entry.entry_time = now() entry.save() entry_fields = entry.fields.values_list("field_id", flat=True) new_entry_fields = [] for field in self.form_fields: field_key = "field_%s"...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def email_to(self): """ Return the value entered for the first field of type ``forms.EmailField``. """
for field in self.form_fields: if issubclass(fields.CLASSES[field.field_type], forms.EmailField): return self.cleaned_data["field_%s" % field.id] return None
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def columns(self): """ Returns the list of selected column names. """
fields = [f.label for f in self.form_fields if self.cleaned_data["field_%s_export" % f.id]] if self.cleaned_data["field_0_export"]: fields.append(self.entry_time_name) return fields
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def close(self): """Close the Marquise context, ensuring data is flushed and spool files are closed. This should always be closed explicitly, as there's no guara...
if self.marquise_ctx is None: self.__debug("Marquise handle is already closed, will do nothing.") # Multiple close() calls are okay. return self.__debug("Shutting down Marquise handle spooling to %s and %s" % (self.spool_path_points, self.spool_path_contents)) ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def update_source(self, address, metadata_dict): """Pack the `metadata_dict` for an `address` into a data structure and ship it to the spool file. Arguments: add...
if self.marquise_ctx is None: raise ValueError("Attempted to write to a closed Marquise handle.") self.__debug("Supplied address: %s" % address) # Sanity check the input, everything must be UTF8 strings (not # yet confirmed), no Nonetypes or anything stupid like that. ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _get_db_fields(self, obj): """ Return list of database dictionaries, which are used as indexes for each attributes. Args: cached (bool, default True): Use c...
for field in obj.indexes: yield field, self._zeo_key(field)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _check_obj_properties(self, pub, name="pub"): """ Make sure, that `pub` has the right interface. Args: pub (obj): Instance which will be checked. name (str)...
if not hasattr(pub, "indexes"): raise InvalidType("`%s` doesn't have .indexes property!" % name) if not pub.indexes: raise InvalidType("`%s.indexes` is not set!" % name) if not hasattr(pub, "project_key"): raise InvalidType( "`%s` doesn't ha...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _put_into_indexes(self, obj): """ Put publication into all indexes. Attr: obj (obj): Indexable object. Raises: UnindexableObject: When there is no index (pr...
no_of_used_indexes = 0 for field_name, db_index in list(self._get_db_fields(obj)): attr_value = getattr(obj, field_name) if attr_value is None: # index only by set attributes continue container = db_index.get(attr_value, None) if contai...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def store_object(self, obj): """ Save `obj` into database and into proper indexes. Attr: obj (obj): Indexable object. Raises: InvalidType: When the `obj` doesn'...
self._check_obj_properties(obj) with transaction.manager: self._put_into_indexes(obj)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _get_subset_matches(self, query): """ Yield publications, at indexes defined by `query` property values. Args: query (obj): Object implementing proper inter...
for field_name, db_index in self._get_db_fields(query): attr = getattr(query, field_name) if attr is None: # don't use unset attributes continue results = db_index.get(attr, OOTreeSet()) if results: yield results
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _wrap_measure(individual_group_measure_process, group_measure, loaded_processes): """ Creates a function on a state_collection, which creates analysis_collec...
def wrapped_measure(state_collection,overriding_parameters=None,loggers=None): if loggers == None: loggers = funtool.logger.set_default_loggers() if loaded_processes != None : if group_measure.grouping_selectors != None: for grouping_selector_name in group_me...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def getAWSAccountID(): ''' Print an instance's AWS account number or 0 when not in EC2 ''' link = "http://169.254.169.254/latest/dynamic/instance-identity/document" try: conn = urllib2.urlopen(url=link, timeout=5) except urllib2.URLError: return '0' jsonData = json.loads(conn.read()) return json...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readInstanceTag(instanceID, tagName="Name", connection=None): """ Load a tag from EC2 :param str instanceID: Instance ID to read the tag on :param str tagNam...
assert isinstance(instanceID, basestring), ("instanceID must be a string but is %r" % instanceID) assert isinstance(tagName, basestring), ("tagName must be a string but is %r" % tagName) if not connection: # Assume AWS credentials are in the environment or the instance is using an IAM role connection = ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def readMyEC2Tag(tagName, connection=None): """ Load an EC2 tag for the running instance & print it. :param str tagName: Name of the tag to read :param connectio...
assert isinstance(tagName, basestring), ("tagName must be a string but is %r" % tagName) # Load metadata. if == {} we are on localhost # http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AESDG-chapter-instancedata.html if not connection: # Assume AWS credentials are in the environment or the instance is...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def ver_to_tuple(value): """ Convert version like string to a tuple of integers. """
return tuple(int(_f) for _f in re.split(r'\D+', value) if _f)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def increment_name(self, name, i): """ takes something like test.txt and returns test1.txt """
if i == 0: return name if '.' in name: split = name.split('.') split[-2] = split[-2] + str(i) return '.'.join(split) else: return name + str(i)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def save_local_metadata(self): """ save all the exposed variables to a json file """
# save to the set local path and add .json with open(self.filepath + '.json', 'w+') as outfile: json.dump(self._prep_metadata(), outfile, indent=4)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def move_forward(num_steps): """Moves the pen forward a few steps in the direction that its "turtle" is facing. Arguments: num_steps - a number like 20. A bigger...
assert int(num_steps) == num_steps, "move_forward() only accepts integers, but you gave it " + str(num_steps) _make_cnc_request("move.forward./" + str(num_steps)) state['turtle'].forward(num_steps)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def add(self, v): """Add a new value."""
self._vals_added += 1 if self._mean is None: self._mean = v self._mean = self._mean + ((v - self._mean) / float(self._vals_added))
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _build_trees_by_chrom(blocks, verbose=False): """ Construct set of interval trees from an iterable of genome alignment blocks. :return: a dictionary indexed ...
if verbose: sys.stderr.write("separating blocks by chromosome... ") by_chrom = {} for b in blocks: if b.chrom not in by_chrom: by_chrom[b.chrom] = [] by_chrom[b.chrom].append(b) if verbose: sys.stderr.write("done\n") if verbose: sys.stderr.write("building interval trees by chromoso...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_column_absolute(self, position, miss_seqs=MissingSequenceHandler.TREAT_AS_ALL_GAPS, species=None): """ return a column from the block as dictionary index...
if position < self.start or position >= self.end: raise ValueError("getting column at genomic locus " + self._chrom + " " + str(position) + " failed; locus is outside of genome " + "alignment block") rel_coord = self.sequence_to_alignment_coords(self.referen...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_column(self, chrom, position, missing_seqs=MissingSequenceHandler.TREAT_AS_ALL_GAPS, species=None): """Get the alignment column at the specified chromoso...
blocks = self.get_blocks(chrom, position, position + 1) if len(blocks) == 0: raise NoSuchAlignmentColumnError("Request for column on chrom " + chrom + " at position " + str(position) + " not possible; " + ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def decorate_instance_methods(obj, decorator, includes=None, excludes=None): """Decorator instance methods of an object. :param obj: Python object whose instance...
class InstanceMethodDecorator(object): def __getattribute__(self, name): value = obj.__getattribute__(name) if excludes and name in excludes: return value if includes and name not in includes: return value if inspect.ismethod(v...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def reraise(clazz): """ Decorator catching every exception that might be raised by wrapped function and raise another exception instead. Exception initially rais...
def _decorator(f): @functools.wraps(f) def _wrap(*args, **kwargs): try: return f(*args, **kwargs) except Exception as e: raise clazz(e), None, sys.exc_info()[2] return _wrap return _decorator
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getListOfBases(): """ This function is here mainly for purposes of unittest Returns: list of str: Valid bases as they are used as URL parameters in links at ...
downer = Downloader() data = downer.download(ALEPH_URL + "/F/?func=file&file_name=base-list") dom = dhtmlparser.parseString(data.lower()) # from default aleph page filter links containing local_base in their href base_links = filter( lambda x: "href" in x.params and "local_base" in x.param...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def searchInAleph(base, phrase, considerSimilar, field): """ Send request to the aleph search engine. Request itself is pretty useless, but it can be later used ...
downer = Downloader() if field.lower() not in VALID_ALEPH_FIELDS: raise InvalidAlephFieldException("Unknown field '" + field + "'!") param_url = Template(SEARCH_URL_TEMPLATE).substitute( PHRASE=quote_plus(phrase), # urlencode phrase BASE=base, FIELD=field, SIMILAR...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def downloadRecords(search_result, from_doc=1): """ Download `MAX_RECORDS` documents from `search_result` starting from `from_doc`. Attr: search_result (dict): ...
downer = Downloader() if "set_number" not in search_result: return [] # set numbers should be probably aligned to some length set_number = str(search_result["set_number"]) if len(set_number) < 6: set_number = (6 - len(set_number)) * "0" + set_number # download all no_records ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def getDocumentIDs(aleph_search_result, number_of_docs=-1): """ Get IDs, which can be used as parameters for other functions. Args: aleph_search_result (dict): ...
downer = Downloader() if "set_number" not in aleph_search_result: return [] # set numbers should be probably aligned to some length set_number = str(aleph_search_result["set_number"]) if len(set_number) < 6: set_number = (6 - len(set_number)) * "0" + set_number # limit number...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _index_item(self, uri, num, batch_num): """ queries the triplestore for an item sends it to elasticsearch """
data = RdfDataset(get_all_item_data(uri, self.namespace), uri).base_class.es_json() self.batch_data[batch_num].append(data) self.count += 1
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def share_with_org(project_ids, org, access_level, suppress_email_notification=False): """ Shares one or more DNAnexus projects with an organization. Args: proje...
for p in project_ids: dxpy.api.project_invite(object_id=p,input_params={"invitee": org,"level": access_level,"suppressEmailNotification": suppress_email_notification})
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def parse_url(url): """ Takes a URL string and returns its protocol and server """
# Verify that the protocol makes sense. We shouldn't guess! if not RE_PROTOCOL_SERVER.match(url): raise Exception("URL should begin with `protocol://domain`") protocol, server, path, _, _, _ = urlparse.urlparse(url) return protocol, server
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def record_event(self, event): """Records the ``KindleEvent`` `event` in the store """
with open(self._path, 'a') as file_: file_.write(str(event) + '\n')
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_events(self): """Returns a list of all ``KindleEvent``s held in the store """
with open(self._path, 'r') as file_: file_lines = file_.read().splitlines() event_lines = [line for line in file_lines if line] events = [] for event_line in event_lines: for event_cls in (AddEvent, SetReadingEvent, ReadEvent, Se...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def name(self, value): """Set parameter name. :param str value: name value. """
if isinstance(value, string_types): match = Parameter._PARAM_NAME_COMPILER_MATCHER(value) if match is None or match.group() != value: value = re_compile(value) self._name = value