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def correct(self, z): '''Correct the given approximate solution ``z`` with respect to the linear system ``linear_system`` and the deflation space defined by ``U``.''' c = self.linear_system.Ml*( self.linear_system.b - self.linear_system.A*z) c = utils.inner(self.W, c,...
Correct the given approximate solution ``z`` with respect to the linear system ``linear_system`` and the deflation space defined by ``U``.
def MAU(self): '''Result of preconditioned operator to deflation space, i.e., :math:`MM_lAM_rU`.''' if self._MAU is None: self._MAU = self.linear_system.M * self.AU return self._MAf MAU(self): '''Result of preconditioned operator to deflation space, i.e., :mat...
Result of preconditioned operator to deflation space, i.e., :math:`MM_lAM_rU`.
def _apply_projection(self, Av): '''Apply the projection and store inner product. :param v: the vector resulting from an application of :math:`M_lAM_r` to the current Arnoldi vector. (CG needs special treatment, here). ''' PAv, UAv = self.projection.apply_complement(Av, return...
Apply the projection and store inner product. :param v: the vector resulting from an application of :math:`M_lAM_r` to the current Arnoldi vector. (CG needs special treatment, here).
def _get_initial_residual(self, x0): '''Return the projected initial residual. Returns :math:`MPM_l(b-Ax_0)`. ''' if x0 is None: Mlr = self.linear_system.Mlb else: r = self.linear_system.b - self.linear_system.A*x0 Mlr = self.linear_system.Ml*...
Return the projected initial residual. Returns :math:`MPM_l(b-Ax_0)`.
def _apply_projection(self, Av): r'''Computes :math:`\langle C,M_lAM_rV_n\rangle` efficiently with a three-term recurrence.''' PAv, UAp = self.projection.apply_complement(Av, return_Ya=True) self._UAps.append(UAp) c = UAp.copy() rhos = self.rhos if self.iter > 0: ...
r'''Computes :math:`\langle C,M_lAM_rV_n\rangle` efficiently with a three-term recurrence.
def get_vectors(self, indices=None): '''Compute Ritz vectors.''' H_ = self._deflated_solver.H (n_, n) = H_.shape coeffs = self.coeffs if indices is None else self.coeffs[:, indices] return numpy.c_[self._deflated_solver.V[:, :n], self._deflated_solver.proj...
Compute Ritz vectors.
def get_explicit_residual(self, indices=None): '''Explicitly computes the Ritz residual.''' ritz_vecs = self.get_vectors(indices) return self._deflated_solver.linear_system.MlAMr * ritz_vecs \ - ritz_vecs * self.valuef get_explicit_residual(self, indices=None): '''Explicitly ...
Explicitly computes the Ritz residual.
def get_explicit_resnorms(self, indices=None): '''Explicitly computes the Ritz residual norms.''' res = self.get_explicit_residual(indices) # apply preconditioner linear_system = self._deflated_solver.linear_system Mres = linear_system.M * res # compute norms re...
Explicitly computes the Ritz residual norms.
def initialize_notebook(): try: from IPython.core.display import display, HTML except ImportError: print("IPython Notebook could not be loaded.") lib_js = ENV.get_template('ipynb_init_js.html') lib_css = ENV.get_template('ipynb_init_css.html') display(HTML(lib_js.render())) ...
Initialize the IPython notebook display elements
def _repr_html_(self): self.chart_id = '_'.join(['bearcart', uuid4().hex]) self.template_vars.update({'chart_id': self.chart_id, 'y_axis_id': self.y_axis_id, 'legend_id': self.legend_id, 'sl...
Build the HTML representation for IPython.
def set_expire(self, y = 2999, mon = 12, d = 28, h = 23, min_ = 59, s = 59): if type(y) is not int or type(mon) is not int or type(d) is not int or \ type(h) is not int or type(min_) is not int or type(s) is not int: raise KPError("Date variables must be int...
This method is used to change the expire date of a group - y is the year between 1 and 9999 inclusive - mon is the month between 1 and 12 - d is a day in the given month - h is a hour between 0 and 23 - min_ is a minute between 0 and 59 - s is a s...
def create_entry(self, title='', image=1, url='', username='', password='', comment='', y=2999, mon=12, d=28, h=23, min_=59, s=59): return self.db.create_entry(self, title, image, url, username, password, comment, y, mon, d, h, min_, s)
This method creates an entry in this group. Compare to StdEntry for information about the arguments. One of the following arguments is needed: - title - url - username - password - comment
def set_title(self, title = None): if title is None or type(title) is not str: raise KPError("Need a new title.") else: self.title = title self.last_mod = datetime.now().replace(microsecond=0) return True
This method is used to change an entry title. A new title string is needed.
def set_image(self, image = None): if image is None or type(image) is not int: raise KPError("Need a new image number") else: self.image = image self.last_mod = datetime.now().replace(microsecond=0) return True
This method is used to set the image number. image must be an unsigned int.
def set_url(self, url = None): if url is None or type(url) is not str: raise KPError("Need a new image number") else: self.url = url self.last_mod = datetime.now().replace(microsecond=0) return True
This method is used to set the url. url must be a string.
def set_username(self, username = None): if username is None or type(username) is not str: raise KPError("Need a new image number") else: self.username = username self.last_mod = datetime.now().replace(microsecond=0) return True
This method is used to set the username. username must be a string.
def set_password(self, password = None): if password is None or type(password) is not str: raise KPError("Need a new image number") else: self.password = password self.last_mod = datetime.now().replace(microsecond=0) return True
This method is used to set the password. password must be a string.
def set_comment(self, comment = None): if comment is None or type(comment) is not str: raise KPError("Need a new image number") else: self.comment = comment self.last_mod = datetime.now().replace(microsecond=0) return True
This method is used to the the comment. comment must be a string.
def read_buf(self): with open(self.filepath, 'rb') as handler: try: buf = handler.read() # There should be a header at least if len(buf) < 124: raise KPError('Unexpected file size. It should be more or' ...
Read database file
def close(self): if self.filepath is not None: if path.isfile(self.filepath+'.lock'): remove(self.filepath+'.lock') self.filepath = None self.read_only = False self.lock() return True else: raise KP...
This method closes the database correctly.
def lock(self): self.password = None self.keyfile = None self.groups[:] = [] self.entries[:] = [] self._group_order[:] = [] self._entry_order[:] = [] self.root_group = v1Group() self._num_groups = 1 self._num_entries = 0 r...
This method locks the database.
def unlock(self, password = None, keyfile = None, buf = None): if ((password is None or password == "") and (keyfile is None or keyfile == "")): raise KPError("A password/keyfile is needed") elif ((type(password) is not str and password is not None) or (t...
Unlock the database. masterkey is needed.
def create_group(self, title = None, parent = None, image = 1, y = 2999, mon = 12, d = 28, h = 23, min_ = 59, s = 59): if title is None: raise KPError("Need a group title to create a group.") elif type(title) is not str or image < 1...
This method creates a new group. A group title is needed or no group will be created. If a parent is given, the group will be created as a sub-group. title must be a string, image an unsigned int >0 and parent a v1Group. With y, mon, d, h, min_ and s you can set an expiration date li...
def remove_group(self, group = None): if group is None: raise KPError("Need group to remove a group") elif type(group) is not v1Group: raise KPError("group must be v1Group") children = [] entries = [] if group in self.groups: # Save ...
This method removes a group. The group needed to remove the group. group must be a v1Group.
def move_group(self, group = None, parent = None): if group is None or type(group) is not v1Group: raise KPError("A valid group must be given.") elif parent is not None and type(parent) is not v1Group: raise KPError("parent must be a v1Group.") elif group is par...
Append group to a new parent. group and parent must be v1Group-instances.
def move_group_in_parent(self, group = None, index = None): if group is None or index is None: raise KPError("group and index must be set") elif type(group) is not v1Group or type(index) is not int: raise KPError("group must be a v1Group-instance and index " ...
Move group to another position in group's parent. index must be a valid index of group.parent.groups
def _move_group_helper(self, group): for i in group.children: self.groups.remove(i) i.level = group.level + 1 self.groups.insert(self.groups.index(group) + 1, i) if i.children: self._move_group_helper(i)
A helper to move the chidren of a group.
def remove_entry(self, entry = None): if entry is None or type(entry) is not v1Entry: raise KPError("Need an entry.") elif entry in self.entries: entry.group.entries.remove(entry) self.entries.remove(entry) self._num_entries -= 1 ...
This method can remove entries. The v1Entry-object entry is needed.
def move_entry(self, entry = None, group = None): if entry is None or group is None or type(entry) is not v1Entry or \ type(group) is not v1Group: raise KPError("Need an entry and a group.") elif entry not in self.entries: raise KPError("No entry found.") ...
Move an entry to another group. A v1Group group and a v1Entry entry are needed.
def move_entry_in_group(self, entry = None, index = None): if entry is None or index is None or type(entry) is not v1Entry \ or type(index) is not int: raise KPError("Need an entry and an index.") elif index < 0 or index > len(entry.group.entries)-1: raise K...
Move entry to another position inside a group. An entry and a valid index to insert the entry in the entry list of the holding group is needed. 0 means that the entry is moved to the first position 1 to the second and so on.
def _transform_key(self, masterkey): aes = AES.new(self._transf_randomseed, AES.MODE_ECB) # Encrypt the created hash for _ in range(self._key_transf_rounds): masterkey = aes.encrypt(masterkey) # Finally, hash it again... sha_obj = SHA256.new() sha_...
This method creates the key to decrypt the database
def _get_passwordkey(self): sha = SHA256.new() sha.update(self.password.encode('utf-8')) return sha.digest()
This method just hashes self.password.
def _get_filekey(self): if not os.path.exists(self.keyfile): raise KPError('Keyfile not exists.') try: with open(self.keyfile, 'rb') as handler: handler.seek(0, os.SEEK_END) size = handler.tell() handler.seek(0, os.SEEK_SE...
This method creates a key from a keyfile.
def _cbc_decrypt(self, final_key, crypted_content): # Just decrypt the content with the created key aes = AES.new(final_key, AES.MODE_CBC, self._enc_iv) decrypted_content = aes.decrypt(crypted_content) padding = decrypted_content[-1] if sys.version > '3': pa...
This method decrypts the database
def _cbc_encrypt(self, content, final_key): aes = AES.new(final_key, AES.MODE_CBC, self._enc_iv) padding = (16 - len(content) % AES.block_size) for _ in range(padding): content += chr(padding).encode() temp = bytes(content) return aes.encrypt(temp)
This method encrypts the content.
def _read_group_field(self, group, levels, field_type, field_size, decrypted_content): if field_type == 0x0000: # Ignored (commentar block) pass elif field_type == 0x0001: group.id_ = struct.unpack('<I', decrypted_content[:4])[0] ...
This method handles the different fields of a group
def _get_date(self, decrypted_content): # Just copied from original KeePassX source date_field = struct.unpack('<5B', decrypted_content[:5]) dw1 = date_field[0] dw2 = date_field[1] dw3 = date_field[2] dw4 = date_field[3] dw5 = date_field[4] ...
This method is used to decode the packed dates of entries
def _pack_date(self, date): # Just copied from original KeePassX source y, mon, d, h, min_, s = date.timetuple()[:6] dw1 = 0x0000FFFF & ((y>>6) & 0x0000003F) dw2 = 0x0000FFFF & ((y & 0x0000003F)<<2 | ((mon>>2) & 0x00000003)) dw3 = 0x0000FFFF & (((mon & 0x000000...
This method is used to encode dates
def _create_group_tree(self, levels): if levels[0] != 0: raise KPError("Invalid group tree") for i in range(len(self.groups)): if(levels[i] == 0): self.groups[i].parent = self.root_group self.groups[i].index = len(self.root_group...
This method creates a group tree
def _save_group_field(self, field_type, group): if field_type == 0x0000: # Ignored (commentar block) pass elif field_type == 0x0001: if group.id_ is not None: return (4, struct.pack('<I', group.id_)) elif field_type == 0x0002:...
This method packs a group field
def getsecret(self, section, option, **kwargs): # keyword-only arguments, vars and fallback are directly passed through raw = kwargs.get('raw', False) value = self.get(section, option, **kwargs) if raw: return value return self.custodia_client.get_secret(valu...
Get a secret from Custodia
def _load_plugin_class(menu, name): group = 'custodia.{}'.format(menu) eps = list(pkg_resources.iter_entry_points(group, name)) if len(eps) > 1: raise ValueError( "Multiple entry points for {} {}: {}".format(menu, name, eps)) elif len(eps) == 1: # backwards compatibility...
Load Custodia plugin Entry points are preferred over dotted import path.
def _load_plugins(config, cfgparser): # set umask before any plugin gets a chance to create a file os.umask(config['umask']) for s in cfgparser.sections(): if s in {'ENV', 'global'}: # ENV section is only used for interpolation continue if s.startswith('/'): ...
Load and initialize plugins
def get(self, po): name = po.name typ = po.typ default = po.default handler = getattr(self, '_get_{}'.format(typ), None) if handler is None: raise ValueError(typ) self.seen.add(name) # pylint: disable=not-callable if not self.parser....
Lookup value for a PluginOption instance Args: po: PluginOption Returns: converted value
def parse(self, msg, name): # On requests we imply 'simple' if there is no input message if msg is None: return if not isinstance(msg, string_types): raise InvalidMessage("The 'value' attribute is not a string") self.name = name self.payload = ...
Parses a simple message :param msg: the json-decoded value :param name: the requested name :raises UnknownMessageType: if the type is not 'simple' :raises InvalidMessage: if the message cannot be parsed or validated
def server_check(arg): if arg.startswith(('http://', 'https://', 'http+unix://')): return arg if arg.startswith('./'): arg = os.path.abspath(arg) elif not arg.startswith('/'): raise argparse.ArgumentTypeError( 'Unix socket path must start with / or ./') # assume ...
Check and format --server arg
def krb5_unparse_principal_name(name): prefix, realm = name.split(u'@') if u'/' in prefix: service, host = prefix.rsplit(u'/', 1) return service, host, realm else: return None, prefix, realm
Split a Kerberos principal name into parts Returns: * ('host', hostname, realm) for a host principal * (servicename, hostname, realm) for a service principal * (None, username, realm) for a user principal :param text name: Kerberos principal name :return: (service, host, realm) or (No...
def getLogger(name): def exception(self, msg, *args, **kwargs): extra = kwargs.setdefault('extra', {}) extra['exc_fullstack'] = self.isEnabledFor(logging.DEBUG) kwargs['exc_info'] = True self.log(logging.ERROR, msg, *args, **kwargs) logger = logging.getLogger(name) logg...
Create logger with custom exception() method
def exception(self, msg, *args, **kwargs): extra = kwargs.setdefault('extra', {}) extra['exc_fullstack'] = self.isEnabledFor(logging.DEBUG) kwargs['exc_info'] = True self.log(logging.ERROR, msg, *args, **kwargs)
Like standard exception() logger but only print stack in debug mode
def parse(self, msg, name): try: jtok = JWT(jwt=msg) except Exception as e: raise InvalidMessage('Failed to parse message: %s' % str(e)) try: token = jtok.token if isinstance(token, JWE): token.decrypt(self.kkstore.server...
Parses the message. We check that the message is properly formatted. :param msg: a json-encoded value containing a JWS or JWE+JWS token :raises InvalidMessage: if the message cannot be parsed or validated :returns: A verified payload
def instance_name(string): invalid = ':/@' if set(string).intersection(invalid): msg = 'Invalid instance name {}'.format(string) raise argparse.ArgumentTypeError(msg) return string
Check for valid instance name
def image_request(self, image, filename, params=None): data = self._init_data(params) response = requests.post(REQUESTS_URL, headers={ 'Authorization': self.auth.authorize('POST', REQUESTS_URL, params), 'User-Agent': USER_AGENT, }, data=data, files={'image_reques...
Send an image for classification. The image is a file-like object. The params parameter is optional. On success this method will immediately return a job information. Its status will initially be :py:data:`cloudsight.STATUS_NOT_COMPLETED` as it usually takes 6-12 seconds for the...
def remote_image_request(self, image_url, params=None): data = self._init_data(params) data['image_request[remote_image_url]'] = image_url response = requests.post(REQUESTS_URL, headers={ 'Authorization': self.auth.authorize('POST', REQUESTS_URL, data), 'User-Age...
Send an image for classification. The imagewill be retrieved from the URL specified. The params parameter is optional. On success this method will immediately return a job information. Its status will initially be :py:data:`cloudsight.STATUS_NOT_COMPLETED` as it usually takes 6-...
def image_response(self, token): url = RESPONSES_URL + token response = requests.get(url, headers={ 'Authorization': self.auth.authorize('GET', url), 'User-Agent': USER_AGENT, }) return self._unwrap_error(response)
Contact the server and update the job status. After a request has been submitted, it usually takes 6-12 seconds to receive a completed response. We recommend polling for a response every 1 second after a 4 second delay from the initial request, while the status is :py:data:`clou...
def repost(self, token): url = '%s/%s/repost' % (REQUESTS_URL, token) response = requests.post(url, headers={ 'Authorization': self.auth.authorize('POST', url), 'User-Agent': USER_AGENT, }) if response.status_code == 200: return retu...
Repost the job if it has timed out (:py:data:`cloudsight.STATUS_TIMEOUT`). :param token: Job token as returned from :py:meth:`cloudsight.API.image_request` or :py:meth:`cloudsight.API.remote_image_request`
def wait(self, token, timeout=DEFAULT_POLL_TIMEOUT): delta = datetime.timedelta(seconds=timeout) timeout_at = datetime.datetime.now() + delta time.sleep(min(timeout, INITIAL_POLL_WAIT)) response = self.image_response(token) while response['status'] == STATUS_NOT_COMPLET...
Wait for the job until it has been processed. This method will block for up to `timeout` seconds. This method will wait for 4 seconds after the initial request and then will call :py:meth:`cloudsight.API.image_response` method every second until the status changes. :par...
def copy_magic_into_pyc(input_pyc, output_pyc, src_version, dest_version): (version, timestamp, magic_int, co, is_pypy, source_size) = load_module(input_pyc) assert version == float(src_version), ( "Need Python %s bytecode; got bytecode for version %s" % (src_ve...
Bytecodes are the same except the magic number, so just change that
def transform_26_27(inst, new_inst, i, n, offset, instructions, new_asm): if inst.opname in ('JUMP_IF_FALSE', 'JUMP_IF_TRUE'): i += 1 assert i < n assert instructions[i].opname == 'POP_TOP' new_inst.offset = offset new_inst.opname = ( 'POP...
Change JUMP_IF_FALSE and JUMP_IF_TRUE to POP_JUMP_IF_FALSE and POP_JUMP_IF_TRUE
def transform_32_33(inst, new_inst, i, n, offset, instructions, new_asm): add_size = xdis.op_size(new_inst.opcode, opcode_33) if inst.opname in ('MAKE_FUNCTION','MAKE_CLOSURE'): # Previous instruction should be a load const which # contains the name of the function to ca...
MAKEFUNCTION adds another const. probably MAKECLASS as well
def transform_33_32(inst, new_inst, i, n, offset, instructions, new_asm): add_size = xdis.op_size(new_inst.opcode, opcode_33) if inst.opname in ('MAKE_FUNCTION','MAKE_CLOSURE'): # Previous instruction should be a load const which # contains the name of the function to ca...
MAKE_FUNCTION, and MAKE_CLOSURE have an additional LOAD_CONST of a name that are not in Python 3.2. Remove these.
def main(conversion_type, input_pyc, output_pyc): shortname = osp.basename(input_pyc) if shortname.endswith('.pyc'): shortname = shortname[:-4] src_version = conversion_to_version(conversion_type, is_dest=False) dest_version = conversion_to_version(conversion_type, is_dest=True) if out...
Convert Python bytecode from one version to another. INPUT_PYC contains the input bytecode path name OUTPUT_PYC contians the output bytecode path name if supplied The --conversion type option specifies what conversion to do. Note: there are a very limited set of conversions currently supported. H...
def generate(self, str=None, fpath=None): self.prepare_storage() self.str = self.load_file(fpath) if fpath else self.sanitize(str) self.validate_config() self.generate_kgrams() self.hash_kgrams() self.generate_fingerprints() return self.fingerprints
generates fingerprints of the input. Either provide `str` to compute fingerprint directly from your string or `fpath` to compute fingerprint from the text of the file. Make sure to have your text decoded in `utf-8` format if you pass the input string. Args: str (Optional(str)): string whose fingerp...
def main(pyc_file, asm_path): if os.stat(asm_path).st_size == 0: print("Size of assembly file %s is zero" % asm_path) sys.exit(1) asm = asm_file(asm_path) if not pyc_file and asm_path.endswith('.pyasm'): pyc_file = asm_path[:-len('.pyasm')] + '.pyc' write_pycfile(pyc_file,...
Create Python bytecode from a Python assembly file. ASM_PATH gives the input Python assembly file. We suggest ending the file in .pyc If --pyc-file is given, that indicates the path to write the Python bytecode. The path should end in '.pyc'. See https://github.com/rocky/python-xasm/blob/master/H...
def payload_body(req): to_hash = req.body if type(req.body) is bytes else req.body.encode('utf-8') if req.method in ('POST', 'PUT'): return { 'hash': hashlib.sha256(to_hash).hexdigest(), 'alg': 'sha256', }
A generator that will include the sha256 signature of the request's body in the JWT payload. This is only done if the request could have a body: if the method is POST or PUT. >>> auth = JWTAuth('secret') >>> auth.add_field('body', payload_body)
def expire(self, secs): self.add_field('exp', lambda req: int(time.time() + secs))
Adds the standard 'exp' field, used to prevent replay attacks. Adds the 'exp' field to the payload. When a request is made, the field says that it should expire at now + `secs` seconds. Of course, this provides no protection unless the server reads and interprets this field.
def _generate(self, request): payload = {} for field, gen in self._generators.items(): value = None if callable(gen): value = gen(request) else: value = gen if value: payload[field] = value ...
Generate a payload for the given request.
def tt2nav(toctree, klass=None, appendix=None, divider=False): tt = toctree divider = '<li class="divider"></li>' if divider else '' # Append anything just before the closing </ul>. if appendix: tt = re.sub(r'(</ul>$)', r'{}\1'.format(appendix), tt) # Add class attribute ...
Injects ``has-dropdown`` and ``dropdown`` classes to HTML generated by the :func:`toctree` function. :param str toctree: HTML generated by the :func:`toctree` function.
def list_vars(script_path, ignore=IGNORE_DEFAULT): if path.isfile(script_path): input = (""". "%s"; env | awk -F = '/[a-zA-Z_][a-zA-Z_0-9]*=/ """ % script_path + """{ if (!system("[ -n \\"${" $1 "}\\" ]")) print $1 }'""") cmd = "env -i bash".split() p = Popen(cmd, stdo...
Given a shell script, returns a list of shell variable names. Note: this method executes the script, so beware if it contains side-effects. :param script_path: Path the a shell script :type script_path: str or unicode :param ignore: variable names to ignore. By default we ignore variables ...
def get_vars(script_path, ignore=IGNORE_DEFAULT): # Iterate over every var independently: # This is slower than using env, but enables us to capture multiline variables return dict((var, get_var(script_path, var)) for var in list_vars(script_path))
Gets the values of environment variables defined in a shell script. Note: this method executes the script potentially many times. :param script_path: Path the a shell script :type script_path: str or unicode :param ignore: variable names to ignore. By default we ignore variables tha...
def get_var(script_path, var): if path.isfile(script_path): input = '. "%s"; echo -n "$%s"\n'% (script_path, var) pipe = Popen(["bash"], stdout=PIPE, stdin=PIPE, stderr=PIPE) stdout_data, stderr_data = pipe.communicate(input=input) if stderr_data: raise ShellScriptE...
Given a script, and the name of an environment variable, returns the value of the environment variable. :param script_path: Path the a shell script :type script_path: str or unicode :param var: environment variable name :type var: str or unicode :return: str
def get_current_trading_info(fsym, tsym, markets='all', try_conversion=True, format='raw'): # load data url = build_url('generateAvg', fsym=fsym, tsym=tsym, markets=markets, try_conversion=try_conversion) data = load_data(url) # select format to return if...
Get the latest trading info of the requested pair as a volume weighted average based on the markets requested. Args: fsym: FROM symbol. tsym: TO symbol. markets: List containing the market names. try_conversion: If the crypto does not trade directly into the toSymbol requested, BTC will be used...
def get_day_average_price(fsym, tsym, e='all', try_conversion=True, avg_type='HourVWAP', utc_hour_diff=0): # load data url = build_url('dayAvg', fsym=fsym, tsym=tsym, e=e, try_conversion=try_conversion, avg_type=avg_type, utc_hour_diff=utc_hour_dif...
Get the current days average price of a currency pair. Args: fsym: FROM symbol. tsym: TO symbol. e: Default returns average price across all exchanges. Can be set to the name of a single exchange. try_conversion: If the crypto does not trade directly into the toSymbol requested, BTC will be use...
def get_historical_eod_price(fsym, tsyms, date, e='all', try_conversion=True): # convert single fsym and tsym input to single element lists if not isinstance(tsyms, list): tsyms = [tsyms] # convert date to timestamp ts = date_to_timestamp(date) # load data url = build_url("pricehistorical", fsym...
Get end of day price for cryptocurrency in any other currency for the requested timestamp. Args: fsym: FROM symbol. tsyms: Single string or list of TO symbols. date: Date as string with this format: "Y-m-d H-M-S". e: Default returns average price across all exchanges. Can be set to the name of a ...
def url2fs(url): uri, extension = posixpath.splitext(url) return safe64.dir(uri) + extension
encode a URL to be safe as a filename
def xindexes(slots): # the first response... slot = [0] * len(slots) for i in range(reduce(operator.mul, slots)): yield slot carry = 1 # iterate from the least to the most significant digit for j in range(len(slots), 0, -1): k = j - 1 ...
Generate list of possible indexes into a list of slots. Best way to think of this is as a number where each digit might have a different radix. E.g.: (10, 10, 10) would return 10 x 10 x 10 = 1000 responses from (0, 0, 0) to (9, 9, 9), (2, 2, 2, 2) would return 2 x 2 x 2 x 2 = 16 responses f...
def is_merc_projection(srs): if srs.lower() == '+init=epsg:900913': return True # observed srs = dict([p.split('=') for p in srs.split() if '=' in p]) # expected # note, common optional modifiers like +no_defs, +over, and +wkt # are not pairs and should not prevent matching ...
Return true if the map projection matches that used by VEarth, Google, OSM, etc. Is currently necessary for zoom-level shorthand for scale-denominator.
def extract_declarations(map_el, dirs, scale=1, user_styles=[]): styles = [] # # First, look at all the stylesheets defined in the map itself. # for stylesheet in map_el.findall('Stylesheet'): map_el.remove(stylesheet) content, mss_href = fetch_embedded_or_remote_src(style...
Given a Map element and directories object, remove and return a complete list of style declarations from any Stylesheet elements found within.
def make_rule(filter, *symbolizers): scale_tests = [test for test in filter.tests if test.isMapScaled()] other_tests = [test for test in filter.tests if not test.isMapScaled()] # these will be replaced with values as necessary minscale, maxscale, filter = None, None, None for scale_te...
Given a Filter and some symbolizers, return a Rule prepopulated with applicable min/max scale denominator and filter.
def is_applicable_selector(selector, filter): for test in selector.allTests(): if not test.isCompatible(filter.tests): return False return True
Given a Selector and Filter, return True if the Selector is compatible with the given Filter, and False if they contradict.
def get_polygon_rules(declarations): property_map = {'polygon-fill': 'fill', 'polygon-opacity': 'fill-opacity', 'polygon-gamma': 'gamma', 'polygon-meta-output': 'meta-output', 'polygon-meta-writer': 'meta-writer'} property_names = property_map.keys() # a pl...
Given a Map element, a Layer element, and a list of declarations, create a new Style element with a PolygonSymbolizer, add it to Map and refer to it in Layer.
def get_raster_rules(declarations): property_map = {'raster-opacity': 'opacity', 'raster-mode': 'mode', 'raster-scaling': 'scaling' } property_names = property_map.keys() # a place to put rules rules = [] for (filter, values) in fil...
Given a Map element, a Layer element, and a list of declarations, create a new Style element with a RasterSymbolizer, add it to Map and refer to it in Layer. The RasterSymbolizer will always created, even if there are no applicable declarations.
def post_process_symbolizer_image_file(file_href, dirs): # support latest mapnik features of auto-detection # of image sizes and jpeg reading support... # http://trac.mapnik.org/ticket/508 mapnik_auto_image_support = (MAPNIK_VERSION >= 701) mapnik_requires_absolute_paths = (MAPNIK_VERSION < 60...
Given an image file href and a set of directories, modify the image file name so it's correct with respect to the output and cache directories.
def get_point_rules(declarations, dirs): property_map = {'point-file': 'file', 'point-width': 'width', 'point-height': 'height', 'point-type': 'type', 'point-allow-overlap': 'allow_overlap', 'point-meta-output': 'meta-output', 'point-meta-writer': 'me...
Given a list of declarations, return a list of output.Rule objects. Optionally provide an output directory for local copies of image files.
def get_polygon_pattern_rules(declarations, dirs): property_map = {'polygon-pattern-file': 'file', 'polygon-pattern-width': 'width', 'polygon-pattern-height': 'height', 'polygon-pattern-type': 'type', 'polygon-meta-output': 'meta-output', 'polygon-meta-writer': 'meta-wri...
Given a list of declarations, return a list of output.Rule objects. Optionally provide an output directory for local copies of image files.
def get_line_pattern_rules(declarations, dirs): property_map = {'line-pattern-file': 'file', 'line-pattern-width': 'width', 'line-pattern-height': 'height', 'line-pattern-type': 'type', 'line-pattern-meta-output': 'meta-output', 'line-pattern-meta-writer': 'meta-writer'}...
Given a list of declarations, return a list of output.Rule objects. Optionally provide an output directory for local copies of image files.
def get_applicable_declarations(element, declarations): element_tag = element.tag element_id = element.get('id', None) element_classes = element.get('class', '').split() return [dec for dec in declarations if dec.selector.matches(element_tag, element_id, element_classes)]
Given an XML element and a list of declarations, return the ones that match as a list of (property, value, selector) tuples.
def localize_shapefile(shp_href, dirs): # support latest mapnik features of auto-detection # of image sizes and jpeg reading support... # http://trac.mapnik.org/ticket/508 mapnik_requires_absolute_paths = (MAPNIK_VERSION < 601) shp_href = urljoin(dirs.source.rstrip('/')+'/', shp_href) sch...
Given a shapefile href and a set of directories, modify the shapefile name so it's correct with respect to the output and cache directories.
def localize_file_datasource(file_href, dirs): # support latest mapnik features of auto-detection # of image sizes and jpeg reading support... # http://trac.mapnik.org/ticket/508 mapnik_requires_absolute_paths = (MAPNIK_VERSION < 601) file_href = urljoin(dirs.source.rstrip('/')+'/', file_href...
Handle localizing file-based datasources other than shapefiles. This will only work for single-file based types.
def output_path(self, path_name): # make sure it is a valid posix format path = to_posix(path_name) assert (path == path_name), "path_name passed to output_path must be in posix format" if posixpath.isabs(path): if self.output == self.cache:...
Modify a path so it fits expectations. Avoid returning relative paths that start with '../' and possibly return relative paths when output and cache directories match.
def midpoint(self): minpoint = self.leftedge if self.leftop is gt: minpoint += 1 maxpoint = self.rightedge if self.rightop is lt: maxpoint -= 1 if minpoint is None: return maxpoint elif maxpoint is None: ...
Return a point guranteed to fall within this range, hopefully near the middle.
def isOpen(self): if self.leftedge and self.rightedge and self.leftedge > self.rightedge: return False if self.leftedge == self.rightedge: if self.leftop is gt or self.rightop is lt: return False return True
Return true if this range has any room in it.
def toFilter(self, property): if self.leftedge == self.rightedge and self.leftop is ge and self.rightop is le: # equivalent to == return Filter(style.SelectorAttributeTest(property, '=', self.leftedge)) try: return Filter(style.SelectorAttributeTest(prop...
Convert this range to a Filter with a tests having a given property.
def isOpen(self): equals = {} nequals = {} for test in self.tests: if test.op == '=': if equals.has_key(test.property) and test.value != equals[test.property]: # we've already stated that this arg must equal something else ...
Return true if this filter is not trivially false, i.e. self-contradictory.
def minusExtras(self): assert self.isOpen() trimmed = self.clone() equals = {} for test in trimmed.tests: if test.op == '=': equals[test.property] = test.value extras = [] for (i, test) in enumerate(trimmed...
Return a new Filter that's equal to this one, without extra terms that don't add meaning.
def chunk_generator(N, n): chunk_size = get_chunk_size(N, n) for start in range(0, N, chunk_size): yield slice(start, min(start + chunk_size, N))
Returns a generator of slice objects. Parameters ---------- N : int The size of one of the dimensions of a two-dimensional array. n : int The number of arrays of shape ('N', 'get_chunk_size(N, n)') that fit into memory. Returns ------- Slice objects of...
def check_HDF5_arrays(hdf5_file, N, convergence_iter): Worker.hdf5_lock.acquire() with tables.open_file(hdf5_file, 'r+') as fileh: if not hasattr(fileh.root, 'aff_prop_group'): fileh.create_group(fileh.root, "aff_prop_group") atom = tables.Float32Atom() filters = ...
Check that the HDF5 data structure of file handle 'hdf5_file' has all the required nodes organizing the various two-dimensional arrays required for Affinity Propagation clustering ('Responsibility' matrix, 'Availability', etc.). Parameters ---------- hdf5_file : string or fil...
def get_sum(hdf5_file, path, array_out, out_lock, rows_slice): Worker.hdf5_lock.acquire() with tables.open_file(hdf5_file, 'r+') as fileh: hdf5_array = fileh.get_node(path) tmp = hdf5_array[rows_slice, ...] Worker.hdf5_lock.release() szum = np.sum(tmp, axis =...
Access an array at node 'path' of the 'hdf5_file', compute the sums along a slice of rows specified by 'rows_slice' and add the resulting vector to 'array_out'. Parameters ---------- hdf5_file : string or file handle The location of the HDF5 data structure containing the matri...
def terminate_processes(pid_list): for proc in psutil.process_iter(): if proc.pid in pid_list: proc.terminate()
Terminate a list of processes by sending to each of them a SIGTERM signal, pre-emptively checking if its PID might have been reused. Parameters ---------- pid_list : list A list of process identifiers identifying active processes.
def compute_similarities(hdf5_file, data, N_processes): slice_queue = multiprocessing.JoinableQueue() pid_list = [] for i in range(N_processes): worker = Similarities_worker(hdf5_file, '/aff_prop_group/similarities', data, slice_queue) worker.d...
Compute a matrix of pairwise L2 Euclidean distances among samples from 'data'. This computation is to be done in parallel by 'N_processes' distinct processes. Those processes (which are instances of the class 'Similarities_worker') are prevented from simultaneously accessing the HDF5 data stru...
def add_preference(hdf5_file, preference): Worker.hdf5_lock.acquire() with tables.open_file(hdf5_file, 'r+') as fileh: S = fileh.root.aff_prop_group.similarities diag_ind = np.diag_indices(S.nrows) S[diag_ind] = preference Worker.hdf5_lock.release()
Assign the value 'preference' to the diagonal entries of the matrix of similarities stored in the HDF5 data structure at 'hdf5_file'.