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dnanexus/dx-toolkit | src/python/dxpy/api.py | https://github.com/dnanexus/dx-toolkit/blob/74befb53ad90fcf902d8983ae6d74580f402d619/src/python/dxpy/api.py#L1313-L1319 | def system_generate_batch_inputs(input_params={}, always_retry=True, **kwargs):
"""
Invokes the /system/generateBatchInputs API method.
For more info, see: https://wiki.dnanexus.com/API-Specification-v1.0.0/Search#API-method:-/system/generateBatchInputs
"""
return DXHTTPRequest('/system/generateBatchInputs', input_params, always_retry=always_retry, **kwargs) | [
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apache/airflow | airflow/models/dag.py | https://github.com/apache/airflow/blob/b69c686ad8a0c89b9136bb4b31767257eb7b2597/airflow/models/dag.py#L1494-L1526 | def create_dagrun(self,
run_id,
state,
execution_date,
start_date=None,
external_trigger=False,
conf=None,
session=None):
"""
Creates a dag run from this dag including the tasks associated with this dag.
Returns the dag run.
:param run_id: defines the the run id for this dag run
:type run_id: str
:param execution_date: the execution date of this dag run
:type execution_date: datetime.datetime
:param state: the state of the dag run
:type state: airflow.utils.state.State
:param start_date: the date this dag run should be evaluated
:type start_date: datetime.datetime
:param external_trigger: whether this dag run is externally triggered
:type external_trigger: bool
:param session: database session
:type session: sqlalchemy.orm.session.Session
"""
return self.get_dag().create_dagrun(run_id=run_id,
state=state,
execution_date=execution_date,
start_date=start_date,
external_trigger=external_trigger,
conf=conf,
session=session) | [
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nerdvegas/rez | src/rez/solver.py | https://github.com/nerdvegas/rez/blob/1d3b846d53b5b5404edfe8ddb9083f9ceec8c5e7/src/rez/solver.py#L1928-L1936 | def resolved_packages(self):
"""Return a list of PackageVariant objects, or None if the resolve did
not complete or was unsuccessful.
"""
if (self.status != SolverStatus.solved):
return None
final_phase = self.phase_stack[-1]
return final_phase._get_solved_variants() | [
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wbond/oscrypto | oscrypto/_win/asymmetric.py | https://github.com/wbond/oscrypto/blob/af778bf1c88bf6c4a7342f5353b130686a5bbe1c/oscrypto/_win/asymmetric.py#L2997-L3051 | def _advapi32_encrypt(certificate_or_public_key, data, rsa_oaep_padding=False):
"""
Encrypts a value using an RSA public key via CryptoAPI
:param certificate_or_public_key:
A Certificate or PublicKey instance to encrypt with
:param data:
A byte string of the data to encrypt
:param rsa_oaep_padding:
If OAEP padding should be used instead of PKCS#1 v1.5
:raises:
ValueError - when any of the parameters contain an invalid value
TypeError - when any of the parameters are of the wrong type
OSError - when an error is returned by the OS crypto library
:return:
A byte string of the ciphertext
"""
flags = 0
if rsa_oaep_padding:
flags = Advapi32Const.CRYPT_OAEP
out_len = new(advapi32, 'DWORD *', len(data))
res = advapi32.CryptEncrypt(
certificate_or_public_key.ex_key_handle,
null(),
True,
flags,
null(),
out_len,
0
)
handle_error(res)
buffer_len = deref(out_len)
buffer = buffer_from_bytes(buffer_len)
write_to_buffer(buffer, data)
pointer_set(out_len, len(data))
res = advapi32.CryptEncrypt(
certificate_or_public_key.ex_key_handle,
null(),
True,
flags,
buffer,
out_len,
buffer_len
)
handle_error(res)
return bytes_from_buffer(buffer, deref(out_len))[::-1] | [
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A Certificate or PublicKey instance to encrypt with
:param data:
A byte string of the data to encrypt
:param rsa_oaep_padding:
If OAEP padding should be used instead of PKCS#1 v1.5
:raises:
ValueError - when any of the parameters contain an invalid value
TypeError - when any of the parameters are of the wrong type
OSError - when an error is returned by the OS crypto library
:return:
A byte string of the ciphertext | [
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] | python | valid | 25.036364 |
pinax/pinax-webanalytics | pinax/webanalytics/activity.py | https://github.com/pinax/pinax-webanalytics/blob/bc84f6bcefa022bfd2532187e5a949a391494578/pinax/webanalytics/activity.py#L25-L33 | def add(request, kind, method, *args):
"""
add(request, "mixpanel", "track", "purchase", {order: "1234", amount: "100"})
add(request, "google", "push", ["_addTrans", "1234", "Gondor", "100"])
"""
request.session.setdefault(_key_name(kind), []).append({
"method": method,
"args": args
}) | [
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add(request, "google", "push", ["_addTrans", "1234", "Gondor", "100"]) | [
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mdeous/fatbotslim | fatbotslim/cli.py | https://github.com/mdeous/fatbotslim/blob/341595d24454a79caee23750eac271f9d0626c88/fatbotslim/cli.py#L117-L132 | def main(bot):
"""
Entry point for the command line launcher.
:param bot: the IRC bot to run
:type bot: :class:`fatbotslim.irc.bot.IRC`
"""
greenlet = spawn(bot.run)
try:
greenlet.join()
except KeyboardInterrupt:
print '' # cosmetics matters
log.info("Killed by user, disconnecting...")
bot.disconnect()
finally:
greenlet.kill() | [
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pilosus/ForgeryPy3 | forgery_py/forgery/lorem_ipsum.py | https://github.com/pilosus/ForgeryPy3/blob/e15f2e59538deb4cbfceaac314f5ea897f2d5450/forgery_py/forgery/lorem_ipsum.py#L143-L165 | def text(what="sentence", *args, **kwargs):
"""An aggregator for all above defined public methods."""
if what == "character":
return character(*args, **kwargs)
elif what == "characters":
return characters(*args, **kwargs)
elif what == "word":
return word(*args, **kwargs)
elif what == "words":
return words(*args, **kwargs)
elif what == "sentence":
return sentence(*args, **kwargs)
elif what == "sentences":
return sentences(*args, **kwargs)
elif what == "paragraph":
return paragraph(*args, **kwargs)
elif what == "paragraphs":
return paragraphs(*args, **kwargs)
elif what == "title":
return title(*args, **kwargs)
else:
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materialsproject/pymatgen | pymatgen/core/surface.py | https://github.com/materialsproject/pymatgen/blob/4ca558cf72f8d5f8a1f21dfdfc0181a971c186da/pymatgen/core/surface.py#L1105-L1175 | def repair_broken_bonds(self, slab, bonds):
"""
This method will find undercoordinated atoms due to slab
cleaving specified by the bonds parameter and move them
to the other surface to make sure the bond is kept intact.
In a future release of surface.py, the ghost_sites will be
used to tell us how the repair bonds should look like.
Arg:
slab (structure): A structure object representing a slab.
bonds ({(specie1, specie2): max_bond_dist}: bonds are
specified as a dict of tuples: float of specie1, specie2
and the max bonding distance. For example, PO4 groups may be
defined as {("P", "O"): 3}.
Returns:
(Slab) A Slab object with a particular shifted oriented unit cell.
"""
for pair in bonds.keys():
blength = bonds[pair]
# First lets determine which element should be the
# reference (center element) to determine broken bonds.
# e.g. P for a PO4 bond. Find integer coordination
# numbers of the pair of elements wrt to each other
cn_dict = {}
for i, el in enumerate(pair):
cnlist = []
for site in self.oriented_unit_cell:
poly_coord = 0
if site.species_string == el:
for nn in self.oriented_unit_cell.get_neighbors(
site, blength):
if nn[0].species_string == pair[i-1]:
poly_coord += 1
cnlist.append(poly_coord)
cn_dict[el] = cnlist
# We make the element with the higher coordination our reference
if max(cn_dict[pair[0]]) > max(cn_dict[pair[1]]):
element1, element2 = pair
else:
element2, element1 = pair
for i, site in enumerate(slab):
# Determine the coordination of our reference
if site.species_string == element1:
poly_coord = 0
for neighbor in slab.get_neighbors(site, blength):
poly_coord += 1 if neighbor[0].species_string == element2 else 0
# suppose we find an undercoordinated reference atom
if poly_coord not in cn_dict[element1]:
# We get the reference atom of the broken bonds
# (undercoordinated), move it to the other surface
slab = self.move_to_other_side(slab, [i])
# find its NNs with the corresponding
# species it should be coordinated with
neighbors = slab.get_neighbors(slab[i], blength,
include_index=True)
tomove = [nn[2] for nn in neighbors if
nn[0].species_string == element2]
tomove.append(i)
# and then move those NNs along with the central
# atom back to the other side of the slab again
slab = self.move_to_other_side(slab, tomove)
return slab | [
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] | This method will find undercoordinated atoms due to slab
cleaving specified by the bonds parameter and move them
to the other surface to make sure the bond is kept intact.
In a future release of surface.py, the ghost_sites will be
used to tell us how the repair bonds should look like.
Arg:
slab (structure): A structure object representing a slab.
bonds ({(specie1, specie2): max_bond_dist}: bonds are
specified as a dict of tuples: float of specie1, specie2
and the max bonding distance. For example, PO4 groups may be
defined as {("P", "O"): 3}.
Returns:
(Slab) A Slab object with a particular shifted oriented unit cell. | [
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QUANTAXIS/QUANTAXIS | QUANTAXIS/QAARP/QAPortfolio.py | https://github.com/QUANTAXIS/QUANTAXIS/blob/bb1fe424e4108b62a1f712b81a05cf829297a5c0/QUANTAXIS/QAARP/QAPortfolio.py#L310-L324 | def get_account(self, account):
'''
check the account whether in the protfolio dict or not
:param account: QA_Account
:return: QA_Account if in dict
None not in list
'''
try:
return self.get_account_by_cookie(account.account_cookie)
except:
QA_util_log_info(
'Can not find this account with cookies %s' %
account.account_cookie
)
return None | [
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meejah/txtorcon | txtorcon/onion.py | https://github.com/meejah/txtorcon/blob/14053b95adf0b4bd9dd9c317bece912a26578a93/txtorcon/onion.py#L389-L504 | def _await_descriptor_upload(tor_protocol, onion, progress, await_all_uploads):
"""
Internal helper.
:param tor_protocol: ITorControlProtocol instance
:param onion: IOnionService instance
:param progress: a progess callback, or None
:returns: a Deferred that fires once we've detected at least one
descriptor upload for the service (as detected by listening for
HS_DESC events)
"""
# For v3 services, Tor attempts to upload to 16 services; we'll
# assume that for now but also cap it (we want to show some
# progress for "attempting uploads" but we need to decide how
# much) .. so we leave 50% of the "progress" for attempts, and the
# other 50% for "are we done" (which is either "one thing
# uploaded" or "all the things uploaded")
attempted_uploads = set()
confirmed_uploads = set()
failed_uploads = set()
uploaded = defer.Deferred()
await_all = False if await_all_uploads is None else await_all_uploads
def translate_progress(tag, description):
if progress:
done = len(confirmed_uploads) + len(failed_uploads)
done_endpoint = float(len(attempted_uploads)) if await_all else 1.0
done_pct = 0 if not attempted_uploads else float(done) / done_endpoint
started_pct = float(min(16, len(attempted_uploads))) / 16.0
try:
progress(
(done_pct * 50.0) + (started_pct * 50.0),
tag,
description,
)
except Exception:
log.err()
def hostname_matches(hostname):
if IAuthenticatedOnionClients.providedBy(onion):
return hostname[:-6] == onion.get_permanent_id()
else:
# provides IOnionService
return onion.hostname == hostname
def hs_desc(evt):
"""
From control-spec:
"650" SP "HS_DESC" SP Action SP HSAddress SP AuthType SP HsDir
[SP DescriptorID] [SP "REASON=" Reason] [SP "REPLICA=" Replica]
"""
args = evt.split()
subtype = args[0]
if subtype == 'UPLOAD':
if hostname_matches('{}.onion'.format(args[1])):
attempted_uploads.add(args[3])
translate_progress(
"wait_descriptor",
"Upload to {} started".format(args[3])
)
elif subtype == 'UPLOADED':
# we only need ONE successful upload to happen for the
# HS to be reachable.
# unused? addr = args[1]
# XXX FIXME I think tor is sending the onion-address
# properly with these now, so we can use those
# (i.e. instead of matching to "attempted_uploads")
if args[3] in attempted_uploads:
confirmed_uploads.add(args[3])
log.msg("Uploaded '{}' to '{}'".format(args[1], args[3]))
translate_progress(
"wait_descriptor",
"Successful upload to {}".format(args[3])
)
if not uploaded.called:
if await_all:
if (len(failed_uploads) + len(confirmed_uploads)) == len(attempted_uploads):
uploaded.callback(onion)
else:
uploaded.callback(onion)
elif subtype == 'FAILED':
if hostname_matches('{}.onion'.format(args[1])):
failed_uploads.add(args[3])
translate_progress(
"wait_descriptor",
"Failed upload to {}".format(args[3])
)
if failed_uploads == attempted_uploads:
msg = "Failed to upload '{}' to: {}".format(
args[1],
', '.join(failed_uploads),
)
uploaded.errback(RuntimeError(msg))
# the first 'yield' should be the add_event_listener so that a
# caller can do "d = _await_descriptor_upload()", then add the
# service.
yield tor_protocol.add_event_listener('HS_DESC', hs_desc)
yield uploaded
yield tor_protocol.remove_event_listener('HS_DESC', hs_desc)
# ensure we show "100%" at the end
if progress:
if await_all_uploads:
msg = "Completed descriptor uploads"
else:
msg = "At least one descriptor uploaded"
try:
progress(100.0, "wait_descriptor", msg)
except Exception:
log.err() | [
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:param progress: a progess callback, or None
:returns: a Deferred that fires once we've detected at least one
descriptor upload for the service (as detected by listening for
HS_DESC events) | [
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"."
] | python | train | 38.577586 |
abe-winter/pg13-py | pg13/sqex.py | https://github.com/abe-winter/pg13-py/blob/c78806f99f35541a8756987e86edca3438aa97f5/pg13/sqex.py#L273-L282 | def eval_nonagg_call(self, exp):
"helper for eval_callx; evaluator for CallX that consume a single value"
# todo: get more concrete about argument counts
args=self.eval(exp.args)
if exp.f=='coalesce':
a,b=args # todo: does coalesce take more than 2 args?
return b if a is None else a
elif exp.f=='unnest': return self.eval(exp.args)[0] # note: run_select does some work in this case too
elif exp.f in ('to_tsquery','to_tsvector'): return set(self.eval(exp.args.children[0]).split())
else: raise NotImplementedError('unk_function',exp.f) | [
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] | python | train | 56.7 |
materialsproject/pymatgen | pymatgen/transformations/advanced_transformations.py | https://github.com/materialsproject/pymatgen/blob/4ca558cf72f8d5f8a1f21dfdfc0181a971c186da/pymatgen/transformations/advanced_transformations.py#L729-L755 | def _add_spin_magnitudes(self, structure):
"""
Replaces Spin.up/Spin.down with spin magnitudes specified
by mag_species_spin.
:param structure:
:return:
"""
for idx, site in enumerate(structure):
if getattr(site.specie, '_properties', None):
spin = site.specie._properties.get('spin', None)
sign = int(spin) if spin else 0
if spin:
new_properties = site.specie._properties.copy()
# this very hacky bit of code only works because we know
# that on disordered sites in this class, all species are the same
# but have different spins, and this is comma-delimited
sp = str(site.specie).split(",")[0]
new_properties.update({
'spin': sign * self.mag_species_spin.get(sp, 0)
})
new_specie = Specie(site.specie.symbol,
getattr(site.specie, 'oxi_state', None),
new_properties)
structure.replace(idx, new_specie,
properties=site.properties)
logger.debug('Structure with spin magnitudes:\n{}'.format(str(structure)))
return structure | [
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openpermissions/perch | perch/migrate.py | https://github.com/openpermissions/perch/blob/36d78994133918f3c52c187f19e50132960a0156/perch/migrate.py#L224-L248 | def _migrate_subresource(subresource, parent, migrations):
"""
Migrate a resource's subresource
:param subresource: the perch.SubResource instance
:param parent: the parent perch.Document instance
:param migrations: the migrations for a resource
"""
for key, doc in getattr(parent, subresource.parent_key, {}).items():
for migration in migrations['migrations']:
instance = migration(subresource(id=key, **doc))
parent._resource['doc_version'] = unicode(migration.version)
instance = _migrate_subresources(
instance,
migrations['subresources']
)
doc = instance._resource
doc.pop('id', None)
doc.pop(instance.resource_type + '_id', None)
getattr(parent, subresource.parent_key)[key] = doc
return parent | [
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:param subresource: the perch.SubResource instance
:param parent: the parent perch.Document instance
:param migrations: the migrations for a resource | [
"Migrate",
"a",
"resource",
"s",
"subresource"
] | python | train | 33.32 |
facelessuser/backrefs | tools/unipropgen.py | https://github.com/facelessuser/backrefs/blob/3b3d60f5d57b02044f880aa29c9c5add0e31a34f/tools/unipropgen.py#L412-L459 | def gen_age(output, ascii_props=False, append=False, prefix=""):
"""Generate `age` property."""
obj = {}
all_chars = ALL_ASCII if ascii_props else ALL_CHARS
with codecs.open(os.path.join(HOME, 'unicodedata', UNIVERSION, 'DerivedAge.txt'), 'r', 'utf-8') as uf:
for line in uf:
if not line.startswith('#'):
data = line.split('#')[0].split(';')
if len(data) < 2:
continue
span = create_span([int(i, 16) for i in data[0].strip().split('..')], is_bytes=ascii_props)
name = format_name(data[1])
if name not in obj:
obj[name] = []
if span is None:
continue
obj[name].extend(span)
unassigned = set()
for x in obj.values():
unassigned |= set(x)
obj['na'] = list(all_chars - unassigned)
for name in list(obj.keys()):
s = set(obj[name])
obj[name] = sorted(s)
# Convert characters values to ranges
char2range(obj, is_bytes=ascii_props)
with codecs.open(output, 'a' if append else 'w', 'utf-8') as f:
if not append:
f.write(HEADER)
# Write out the Unicode properties
f.write('%s_age = {\n' % prefix)
count = len(obj) - 1
i = 0
for k1, v1 in sorted(obj.items()):
f.write(' "%s": "%s"' % (k1, v1))
if i == count:
f.write('\n}\n')
else:
f.write(',\n')
i += 1 | [
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] | python | train | 31.375 |
peterldowns/djoauth2 | djoauth2/authorization.py | https://github.com/peterldowns/djoauth2/blob/151c7619d1d7a91d720397cfecf3a29fcc9747a9/djoauth2/authorization.py#L328-L353 | def make_success_redirect(self):
""" Return a Django ``HttpResponseRedirect`` describing the request success.
The custom authorization endpoint should return the result of this method
when the user grants the Client's authorization request. The request is
assumed to have successfully been vetted by the :py:meth:`validate` method.
"""
new_authorization_code = AuthorizationCode.objects.create(
user=self.user,
client=self.client,
redirect_uri=(self.redirect_uri if self.request_redirect_uri else None)
)
new_authorization_code.scopes = self.valid_scope_objects
new_authorization_code.save()
response_params = {'code': new_authorization_code.value}
# From http://tools.ietf.org/html/rfc6749#section-4.1.2 :
#
# REQUIRED if the "state" parameter was present in the client
# authorization request. The exact value received from the
# client.
#
if self.state is not None:
response_params['state'] = self.state
return HttpResponseRedirect(
update_parameters(self.redirect_uri, response_params)) | [
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pydata/xarray | xarray/core/formatting.py | https://github.com/pydata/xarray/blob/6d93a95d05bdbfc33fff24064f67d29dd891ab58/xarray/core/formatting.py#L380-L391 | def short_dask_repr(array, show_dtype=True):
"""Similar to dask.array.DataArray.__repr__, but without
redundant information that's already printed by the repr
function of the xarray wrapper.
"""
chunksize = tuple(c[0] for c in array.chunks)
if show_dtype:
return 'dask.array<shape={}, dtype={}, chunksize={}>'.format(
array.shape, array.dtype, chunksize)
else:
return 'dask.array<shape={}, chunksize={}>'.format(
array.shape, chunksize) | [
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pingali/dgit | dgitcore/datasets/files.py | https://github.com/pingali/dgit/blob/ecde01f40b98f0719dbcfb54452270ed2f86686d/dgitcore/datasets/files.py#L349-L431 | def add(repo, args, targetdir,
execute=False, generator=False,
includes=[], script=False,
source=None):
"""
Add files to the repository by explicitly specifying them or by
specifying a pattern over files accessed during execution of an
executable.
Parameters
----------
repo: Repository
args: files or command line
(a) If simply adding files, then the list of files that must
be added (including any additional arguments to be passed to
git
(b) If files to be added are an output of a command line, then
args is the command lined
targetdir: Target directory to store the files
execute: Args are not files to be added but scripts that must be run.
includes: patterns used to select files to
script: Is this a script?
generator: Is this a generator
source: Link to the original source of the data
"""
# Gather the files...
if not execute:
files = add_files(args=args,
targetdir=targetdir,
source=source,
script=script,
generator=generator)
else:
files = run_executable(repo, args, includes)
if files is None or len(files) == 0:
return repo
# Update the repo package but with only those that have changed.
filtered_files = []
package = repo.package
for h in files:
found = False
for i, r in enumerate(package['resources']):
if h['relativepath'] == r['relativepath']:
found = True
if h['sha256'] == r['sha256']:
change = False
for attr in ['source']:
if h[attr] != r[attr]:
r[attr] = h[attr]
change = True
if change:
filtered_files.append(h)
continue
else:
filtered_files.append(h)
package['resources'][i] = h
break
if not found:
filtered_files.append(h)
package['resources'].append(h)
if len(filtered_files) == 0:
return 0
# Copy the files
repo.manager.add_files(repo, filtered_files)
# Write to disk...
rootdir = repo.rootdir
with cd(rootdir):
datapath = "datapackage.json"
with open(datapath, 'w') as fd:
fd.write(json.dumps(package, indent=4))
return len(filtered_files) | [
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(a) If simply adding files, then the list of files that must
be added (including any additional arguments to be passed to
git
(b) If files to be added are an output of a command line, then
args is the command lined
targetdir: Target directory to store the files
execute: Args are not files to be added but scripts that must be run.
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graphql-python/graphql-core-next | graphql/utilities/build_ast_schema.py | https://github.com/graphql-python/graphql-core-next/blob/073dce3f002f897d40f9348ffd8f107815160540/graphql/utilities/build_ast_schema.py#L71-L164 | def build_ast_schema(
document_ast: DocumentNode,
assume_valid: bool = False,
assume_valid_sdl: bool = False,
) -> GraphQLSchema:
"""Build a GraphQL Schema from a given AST.
This takes the ast of a schema document produced by the parse function in
src/language/parser.py.
If no schema definition is provided, then it will look for types named Query
and Mutation.
Given that AST it constructs a GraphQLSchema. The resulting schema has no
resolve methods, so execution will use default resolvers.
When building a schema from a GraphQL service's introspection result, it might
be safe to assume the schema is valid. Set `assume_valid` to True to assume the
produced schema is valid. Set `assume_valid_sdl` to True to assume it is already
a valid SDL document.
"""
if not isinstance(document_ast, DocumentNode):
raise TypeError("Must provide a Document AST.")
if not (assume_valid or assume_valid_sdl):
from ..validation.validate import assert_valid_sdl
assert_valid_sdl(document_ast)
schema_def: Optional[SchemaDefinitionNode] = None
type_defs: List[TypeDefinitionNode] = []
directive_defs: List[DirectiveDefinitionNode] = []
append_directive_def = directive_defs.append
for def_ in document_ast.definitions:
if isinstance(def_, SchemaDefinitionNode):
schema_def = def_
elif isinstance(def_, TypeDefinitionNode):
def_ = cast(TypeDefinitionNode, def_)
type_defs.append(def_)
elif isinstance(def_, DirectiveDefinitionNode):
append_directive_def(def_)
def resolve_type(type_name: str) -> GraphQLNamedType:
type_ = type_map.get(type_name)
if not type:
raise TypeError(f"Type '{type_name}' not found in document.")
return type_
ast_builder = ASTDefinitionBuilder(
assume_valid=assume_valid, resolve_type=resolve_type
)
type_map = {node.name.value: ast_builder.build_type(node) for node in type_defs}
if schema_def:
operation_types = get_operation_types(schema_def)
else:
operation_types = {
OperationType.QUERY: "Query",
OperationType.MUTATION: "Mutation",
OperationType.SUBSCRIPTION: "Subscription",
}
directives = [
ast_builder.build_directive(directive_def) for directive_def in directive_defs
]
# If specified directives were not explicitly declared, add them.
if not any(directive.name == "skip" for directive in directives):
directives.append(GraphQLSkipDirective)
if not any(directive.name == "include" for directive in directives):
directives.append(GraphQLIncludeDirective)
if not any(directive.name == "deprecated" for directive in directives):
directives.append(GraphQLDeprecatedDirective)
query_type = operation_types.get(OperationType.QUERY)
mutation_type = operation_types.get(OperationType.MUTATION)
subscription_type = operation_types.get(OperationType.SUBSCRIPTION)
return GraphQLSchema(
# Note: While this could make early assertions to get the correctly
# typed values below, that would throw immediately while type system
# validation with `validate_schema()` will produce more actionable results.
query=cast(GraphQLObjectType, type_map.get(query_type)) if query_type else None,
mutation=cast(GraphQLObjectType, type_map.get(mutation_type))
if mutation_type
else None,
subscription=cast(GraphQLObjectType, type_map.get(subscription_type))
if subscription_type
else None,
types=list(type_map.values()),
directives=directives,
ast_node=schema_def,
assume_valid=assume_valid,
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If no schema definition is provided, then it will look for types named Query
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Given that AST it constructs a GraphQLSchema. The resulting schema has no
resolve methods, so execution will use default resolvers.
When building a schema from a GraphQL service's introspection result, it might
be safe to assume the schema is valid. Set `assume_valid` to True to assume the
produced schema is valid. Set `assume_valid_sdl` to True to assume it is already
a valid SDL document. | [
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matthieugouel/gibica | gibica/parser.py | https://github.com/matthieugouel/gibica/blob/65f937f7a6255078cc22eb7691a2897466032909/gibica/parser.py#L132-L139 | def variable_declaration(self):
"""
variable_declaration: 'let' assignment ';'
"""
self._process(Nature.LET)
node = VariableDeclaration(assignment=self.assignment())
self._process(Nature.SEMI)
return node | [
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ethereum/pyethereum | ethereum/slogging.py | https://github.com/ethereum/pyethereum/blob/b704a5c6577863edc539a1ec3d2620a443b950fb/ethereum/slogging.py#L349-L356 | def DEBUG(msg, *args, **kwargs):
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logger.propagate = False
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martinpitt/python-dbusmock | dbusmock/mockobject.py | https://github.com/martinpitt/python-dbusmock/blob/26f65f78bc0ed347233f699a8d6ee0e6880e7eb0/dbusmock/mockobject.py#L368-L394 | def AddProperty(self, interface, name, value):
'''Add property to this object
interface: D-Bus interface to add this to. For convenience you can
specify '' here to add the property to the object's main
interface (as specified on construction).
name: Property name.
value: Property value.
'''
if not interface:
interface = self.interface
try:
self.props[interface][name]
raise dbus.exceptions.DBusException(
'property %s already exists' % name,
name=self.interface + '.PropertyExists')
except KeyError:
# this is what we expect
pass
# copy.copy removes one level of variant-ness, which means that the
# types get exported in introspection data correctly, but we can't do
# this for container types.
if not (isinstance(value, dbus.Dictionary) or isinstance(value, dbus.Array)):
value = copy.copy(value)
self.props.setdefault(interface, {})[name] = value | [
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doakey3/DashTable | dashtable/dashutils/ensure_table_strings.py | https://github.com/doakey3/DashTable/blob/744cfb6a717fa75a8092c83ebcd49b2668023681/dashtable/dashutils/ensure_table_strings.py#L1-L16 | def ensure_table_strings(table):
"""
Force each cell in the table to be a string
Parameters
----------
table : list of lists
Returns
-------
table : list of lists of str
"""
for row in range(len(table)):
for column in range(len(table[row])):
table[row][column] = str(table[row][column])
return table | [
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lepture/terminal | terminal/log.py | https://github.com/lepture/terminal/blob/5226d1cac53077f12624aa51f64de7b5b05d9cb8/terminal/log.py#L100-L113 | def verbose(self):
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Make it the verbose log.
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log.verbose.warn('this is a verbose warn')
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UCL-INGI/INGInious | inginious/frontend/pages/course_admin/task_edit_file.py | https://github.com/UCL-INGI/INGInious/blob/cbda9a9c7f2b8e8eb1e6d7d51f0d18092086300c/inginious/frontend/pages/course_admin/task_edit_file.py#L19-L38 | def GET_AUTH(self, courseid, taskid): # pylint: disable=arguments-differ
""" Edit a task """
if not id_checker(taskid):
raise Exception("Invalid task id")
self.get_course_and_check_rights(courseid, allow_all_staff=False)
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return self.action_delete(courseid, taskid, request.get('path'))
elif request.get("action") == "rename" and request.get('path') is not None and request.get('new_path') is not None:
return self.action_rename(courseid, taskid, request.get('path'), request.get('new_path'))
elif request.get("action") == "create" and request.get('path') is not None:
return self.action_create(courseid, taskid, request.get('path'))
elif request.get("action") == "edit" and request.get('path') is not None:
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else:
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lk-geimfari/mimesis | mimesis/providers/address.py | https://github.com/lk-geimfari/mimesis/blob/4b16ee7a8dba6281a904654a88dbb4b052869fc5/mimesis/providers/address.py#L221-L227 | def latitude(self, dms: bool = False) -> Union[str, float]:
"""Generate a random value of latitude.
:param dms: DMS format.
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"""
return self._get_fs('lt', dms) | [
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Contraz/demosys-py | demosys/effects/registry.py | https://github.com/Contraz/demosys-py/blob/6466128a3029c4d09631420ccce73024025bd5b6/demosys/effects/registry.py#L9-L34 | def parse_package_string(path):
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examples.cubes
# Path to effect class
examples.cubes.Cubes
Args:
path: python path to effect package. May also include effect class name.
Returns:
tuple: (package_path, effect_class)
"""
parts = path.split('.')
# Is the last entry in the path capitalized?
if parts[-1][0].isupper():
return ".".join(parts[:-1]), parts[-1]
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PyCQA/astroid | astroid/rebuilder.py | https://github.com/PyCQA/astroid/blob/e0a298df55b15abcb77c2a93253f5ab7be52d0fb/astroid/rebuilder.py#L775-L777 | def visit_pass(self, node, parent):
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googlefonts/fontmake | Lib/fontmake/font_project.py | https://github.com/googlefonts/fontmake/blob/b611baf49929575c2a30fd18662055365219ce2d/Lib/fontmake/font_project.py#L187-L205 | def remove_overlaps(self, ufos, glyph_filter=lambda g: len(g)):
"""Remove overlaps in UFOs' glyphs' contours."""
from booleanOperations import union, BooleanOperationsError
for ufo in ufos:
font_name = self._font_name(ufo)
logger.info("Removing overlaps for " + font_name)
for glyph in ufo:
if not glyph_filter(glyph):
continue
contours = list(glyph)
glyph.clearContours()
try:
union(contours, glyph.getPointPen())
except BooleanOperationsError:
logger.error(
"Failed to remove overlaps for %s: %r", font_name, glyph.name
)
raise | [
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wtsi-hgi/python-git-subrepo | gitsubrepo/_common.py | https://github.com/wtsi-hgi/python-git-subrepo/blob/bb2eb2bd9a7e51b862298ddb4168cc5b8633dad0/gitsubrepo/_common.py#L10-L27 | def run(arguments: List[str], execution_directory: str=None, execution_environment: Dict=None) -> str:
"""
Runs the given arguments from the given directory (if given, else resorts to the (undefined) current directory).
:param arguments: the CLI arguments to run
:param execution_directory: the directory to execute the arguments in
:param execution_environment: the environment to execute in
:return: what is written to stdout following execution
:exception RunException: called if the execution has a non-zero return code
"""
process = subprocess.Popen(
arguments, stdout=subprocess.PIPE, stdin=subprocess.PIPE, stderr=subprocess.PIPE, cwd=execution_directory,
env=execution_environment)
out, error = process.communicate()
stdout = out.decode(_DATA_ENCODING).rstrip()
if process.returncode == _SUCCESS_RETURN_CODE:
return stdout
else:
raise RunException(stdout, error.decode(_DATA_ENCODING).rstrip(), arguments, execution_directory) | [
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gem/oq-engine | openquake/commonlib/readinput.py | https://github.com/gem/oq-engine/blob/8294553a0b8aba33fd96437a35065d03547d0040/openquake/commonlib/readinput.py#L1113-L1142 | def get_pmap_from_nrml(oqparam, fname):
"""
:param oqparam:
an :class:`openquake.commonlib.oqvalidation.OqParam` instance
:param fname:
an XML file containing hazard curves
:returns:
site mesh, curve array
"""
hcurves_by_imt = {}
oqparam.hazard_imtls = imtls = {}
for hcurves in nrml.read(fname):
imt = hcurves['IMT']
oqparam.investigation_time = hcurves['investigationTime']
if imt == 'SA':
imt += '(%s)' % hcurves['saPeriod']
imtls[imt] = ~hcurves.IMLs
data = sorted((~node.Point.pos, ~node.poEs) for node in hcurves[1:])
hcurves_by_imt[imt] = numpy.array([d[1] for d in data])
lons, lats = [], []
for xy, poes in data:
lons.append(xy[0])
lats.append(xy[1])
mesh = geo.Mesh(numpy.array(lons), numpy.array(lats))
num_levels = sum(len(v) for v in imtls.values())
array = numpy.zeros((len(mesh), num_levels))
imtls = DictArray(imtls)
for imt_ in hcurves_by_imt:
array[:, imtls(imt_)] = hcurves_by_imt[imt_]
return mesh, ProbabilityMap.from_array(array, range(len(mesh))) | [
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apache/incubator-mxnet | tools/rec2idx.py | https://github.com/apache/incubator-mxnet/blob/1af29e9c060a4c7d60eeaacba32afdb9a7775ba7/tools/rec2idx.py#L65-L70 | def tell(self):
"""Returns the current position of read head.
"""
pos = ctypes.c_size_t()
check_call(_LIB.MXRecordIOReaderTell(self.handle, ctypes.byref(pos)))
return pos.value | [
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ArchiveTeam/wpull | wpull/processor/web.py | https://github.com/ArchiveTeam/wpull/blob/ddf051aa3322479325ba20aa778cb2cb97606bf5/wpull/processor/web.py#L370-L389 | def _add_post_data(self, request: Request):
'''Add data to the payload.'''
if self._item_session.url_record.post_data:
data = wpull.string.to_bytes(self._item_session.url_record.post_data)
else:
data = wpull.string.to_bytes(
self._processor.fetch_params.post_data
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request.method = 'POST'
request.fields['Content-Type'] = 'application/x-www-form-urlencoded'
request.fields['Content-Length'] = str(len(data))
_logger.debug('Posting with data {0}.', data)
if not request.body:
request.body = Body(io.BytesIO())
with wpull.util.reset_file_offset(request.body):
request.body.write(data) | [
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fabioz/PyDev.Debugger | pydevd_attach_to_process/winappdbg/process.py | https://github.com/fabioz/PyDev.Debugger/blob/ed9c4307662a5593b8a7f1f3389ecd0e79b8c503/pydevd_attach_to_process/winappdbg/process.py#L4660-L4693 | def scan_processes_fast(self):
"""
Populates the snapshot with running processes.
Only the PID is retrieved for each process.
Dead processes are removed.
Threads and modules of living processes are ignored.
Tipically you don't need to call this method directly, if unsure use
L{scan} instead.
@note: This method uses the PSAPI. It may be faster for scanning,
but some information may be missing, outdated or slower to obtain.
This could be a good tradeoff under some circumstances.
"""
# Get the new and old list of pids
new_pids = set( win32.EnumProcesses() )
old_pids = set( compat.iterkeys(self.__processDict) )
# Ignore our own pid
our_pid = win32.GetCurrentProcessId()
if our_pid in new_pids:
new_pids.remove(our_pid)
if our_pid in old_pids:
old_pids.remove(our_pid)
# Add newly found pids
for pid in new_pids.difference(old_pids):
self._add_process( Process(pid) )
# Remove missing pids
for pid in old_pids.difference(new_pids):
self._del_process(pid) | [
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materialsproject/pymatgen | pymatgen/core/tensors.py | https://github.com/materialsproject/pymatgen/blob/4ca558cf72f8d5f8a1f21dfdfc0181a971c186da/pymatgen/core/tensors.py#L917-L922 | def get_uvec(vec):
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l = np.linalg.norm(vec)
if l < 1e-8:
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return vec / l | [
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arne-cl/discoursegraphs | src/discoursegraphs/readwrite/exportxml.py | https://github.com/arne-cl/discoursegraphs/blob/842f0068a3190be2c75905754521b176b25a54fb/src/discoursegraphs/readwrite/exportxml.py#L396-L421 | def add_ne(self, ne):
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etree representation of a <ne> element
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project-ncl/pnc-cli | pnc_cli/swagger_client/apis/licenses_api.py | https://github.com/project-ncl/pnc-cli/blob/3dc149bf84928f60a8044ac50b58bbaddd451902/pnc_cli/swagger_client/apis/licenses_api.py#L145-L169 | def delete(self, id, **kwargs):
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Deletes an existing License
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asynchronous HTTP request, please define a `callback` function
to be invoked when receiving the response.
>>> def callback_function(response):
>>> pprint(response)
>>>
>>> thread = api.delete(id, callback=callback_function)
:param callback function: The callback function
for asynchronous request. (optional)
:param int id: License id (required)
:return: None
If the method is called asynchronously,
returns the request thread.
"""
kwargs['_return_http_data_only'] = True
if kwargs.get('callback'):
return self.delete_with_http_info(id, **kwargs)
else:
(data) = self.delete_with_http_info(id, **kwargs)
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staggerpkg/stagger | stagger/frames.py | https://github.com/staggerpkg/stagger/blob/6530db14afc5d7d8a4599b7f3b26158fb367d786/stagger/frames.py#L113-L120 | def _in_version(self, *versions):
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jic-dtool/dtoolcore | dtoolcore/utils.py | https://github.com/jic-dtool/dtoolcore/blob/eeb9a924dc8fcf543340653748a7877be1f98e0f/dtoolcore/utils.py#L42-L59 | def generous_parse_uri(uri):
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parse_result = urlparse(uri)
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IRC-SPHERE/HyperStream | hyperstream/utils/time_utils.py | https://github.com/IRC-SPHERE/HyperStream/blob/98478f4d31ed938f4aa7c958ed0d4c3ffcb2e780/hyperstream/utils/time_utils.py#L90-L98 | def reconstruct_interval(experiment_id):
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Reverse the construct_experiment_id operation
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:return: time interval
"""
start, end = map(lambda x: udatetime.utcfromtimestamp(x / 1000.0), map(float, experiment_id.split("-")))
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cloudmesh-cmd3/cmd3 | fabfile/doc.py | https://github.com/cloudmesh-cmd3/cmd3/blob/92e33c96032fd3921f159198a0e57917c4dc34ed/fabfile/doc.py#L70-L80 | def html(theme_name='readthedocs'):
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os.environ['RSTPAGES'] = 'FALSE'
theme(theme_name)
api()
man()
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plivo/plivohelper-python | plivohelper.py | https://github.com/plivo/plivohelper-python/blob/a2f706d69e2138fbb973f792041341f662072d26/plivohelper.py#L160-L165 | def bulk_call(self, call_params):
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path = '/' + self.api_version + '/BulkCall/'
method = 'POST'
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sebp/scikit-survival | sksurv/svm/survival_svm.py | https://github.com/sebp/scikit-survival/blob/cfc99fd20454cdd6f4f20fe331b39f2191ccaabc/sksurv/svm/survival_svm.py#L825-L851 | def predict(self, X):
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X : array-like, shape = (n_samples, n_features)
The input samples.
Returns
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y : ndarray, shape = (n_samples,)
Predicted ranks.
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val = numpy.dot(X, self.coef_)
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chaoss/grimoirelab-kingarthur | arthur/arthur.py | https://github.com/chaoss/grimoirelab-kingarthur/blob/9d6a638bee68d5e5c511f045eeebf06340fd3252/arthur/arthur.py#L106-L117 | def items(self):
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pipe = self.conn.pipeline()
pipe.lrange(Q_STORAGE_ITEMS, 0, -1)
pipe.ltrim(Q_STORAGE_ITEMS, 1, 0)
items = pipe.execute()[0]
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ph4r05/monero-serialize | monero_serialize/xmrobj.py | https://github.com/ph4r05/monero-serialize/blob/cebb3ba2aaf2e9211b1dcc6db2bab02946d06e42/monero_serialize/xmrobj.py#L70-L88 | async def dump_blob(elem, elem_type=None):
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Dumps blob message.
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:param writer:
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:param elem_type:
:param params:
:return:
"""
elem_is_blob = isinstance(elem, x.BlobType)
data = getattr(elem, x.BlobType.DATA_ATTR) if elem_is_blob else elem
if data is None or len(data) == 0:
return b''
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pyviz/geoviews | geoviews/element/geo.py | https://github.com/pyviz/geoviews/blob/cc70ac2d5a96307769bc6192eaef8576c3d24b30/geoviews/element/geo.py#L661-L692 | def from_shapefile(cls, shapefile, *args, **kwargs):
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Loads a shapefile from disk and optionally merges
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signature.
Parameters
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records: list of cartopy.io.shapereader.Record
Iterator containing Records.
dataset: holoviews.Dataset
Any HoloViews Dataset type.
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A mapping between the attribute names in the records and the
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value: str
The value dimension in the dataset the values will be drawn
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index: str or list
One or more dimensions in the dataset the Shapes will be
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drop_missing: boolean
Whether to drop shapes which are missing from the provides
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celiao/tmdbsimple | tmdbsimple/tv.py | https://github.com/celiao/tmdbsimple/blob/ff17893110c99771d6398a62c35d36dd9735f4b9/tmdbsimple/tv.py#L177-L193 | def similar(self, **kwargs):
"""
Get the similar TV series for a specific TV series id.
Args:
page: (optional) Minimum value of 1. Expected value is an integer.
language: (optional) ISO 639-1 code.
append_to_response: (optional) Comma separated, any TV method.
Returns:
A dict respresentation of the JSON returned from the API.
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path = self._get_id_path('similar')
response = self._GET(path, kwargs)
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saltstack/salt | salt/modules/vsphere.py | https://github.com/saltstack/salt/blob/e8541fd6e744ab0df786c0f76102e41631f45d46/salt/modules/vsphere.py#L3864-L3877 | def _apply_dvs_capability(capability_spec, capability_dict):
'''
Applies the values of the capability_dict dictionary to a DVS capability
object (vim.vim.DVSCapability)
'''
if 'operation_supported' in capability_dict:
capability_spec.dvsOperationSupported = \
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if 'port_operation_supported' in capability_dict:
capability_spec.dvPortOperationSupported = \
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if 'portgroup_operation_supported' in capability_dict:
capability_spec.dvPortGroupOperationSupported = \
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BD2KGenomics/toil-scripts | src/toil_scripts/gatk_germline/germline.py | https://github.com/BD2KGenomics/toil-scripts/blob/f878d863defcdccaabb7fe06f991451b7a198fb7/src/toil_scripts/gatk_germline/germline.py#L379-L416 | def parse_manifest(path_to_manifest):
"""
Parses manifest file for Toil Germline Pipeline
:param str path_to_manifest: Path to sample manifest file
:return: List of GermlineSample namedtuples
:rtype: list[GermlineSample]
"""
bam_re = r"^(?P<uuid>\S+)\s(?P<url>\S+[bsc][r]?am)"
fq_re = r"^(?P<uuid>\S+)\s(?P<url>\S+)\s(?P<paired_url>\S+)?\s?(?P<rg_line>@RG\S+)"
samples = []
with open(path_to_manifest, 'r') as f:
for line in f.readlines():
line = line.strip()
if line.startswith('#'):
continue
bam_match = re.match(bam_re, line)
fastq_match = re.match(fq_re, line)
if bam_match:
uuid = bam_match.group('uuid')
url = bam_match.group('url')
paired_url = None
rg_line = None
require('.bam' in url.lower(),
'Expected .bam extension:\n{}:\t{}'.format(uuid, url))
elif fastq_match:
uuid = fastq_match.group('uuid')
url = fastq_match.group('url')
paired_url = fastq_match.group('paired_url')
rg_line = fastq_match.group('rg_line')
require('.fq' in url.lower() or '.fastq' in url.lower(),
'Expected .fq extension:\n{}:\t{}'.format(uuid, url))
else:
raise ValueError('Could not parse entry in manifest: %s\n%s' % (f.name, line))
# Checks that URL has a scheme
require(urlparse(url).scheme, 'Invalid URL passed for {}'.format(url))
samples.append(GermlineSample(uuid, url, paired_url, rg_line))
return samples | [
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MacHu-GWU/rolex-project | rolex/generator.py | https://github.com/MacHu-GWU/rolex-project/blob/a1111b410ed04b4b6eddd81df110fa2dacfa6537/rolex/generator.py#L259-L278 | def rnd_date(start=date(1970, 1, 1), end=None, **kwargs):
"""
Generate a random date between ``start`` to ``end``.
:param start: Left bound
:type start: string or datetime.date, (default date(1970, 1, 1))
:param end: Right bound
:type end: string or datetime.date, (default date.today())
:return: a datetime.date object
**中文文档**
随机生成一个位于 ``start`` 和 ``end`` 之间的日期。
"""
if end is None:
end = date.today()
start = parser.parse_date(start)
end = parser.parse_date(end)
_assert_correct_start_end(start, end)
return _rnd_date(start, end) | [
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alfred82santa/aio-service-client | service_client/__init__.py | https://github.com/alfred82santa/aio-service-client/blob/dd9ad49e23067b22178534915aa23ba24f6ff39b/service_client/__init__.py#L222-L229 | def close(self):
"""
Close service client and its plugins.
"""
self._execute_plugin_hooks_sync(hook='close')
if not self.session.closed:
ensure_future(self.session.close(), loop=self.loop) | [
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apache/airflow | airflow/models/taskinstance.py | https://github.com/apache/airflow/blob/b69c686ad8a0c89b9136bb4b31767257eb7b2597/airflow/models/taskinstance.py#L1303-L1352 | def xcom_pull(
self,
task_ids=None,
dag_id=None,
key=XCOM_RETURN_KEY,
include_prior_dates=False):
"""
Pull XComs that optionally meet certain criteria.
The default value for `key` limits the search to XComs
that were returned by other tasks (as opposed to those that were pushed
manually). To remove this filter, pass key=None (or any desired value).
If a single task_id string is provided, the result is the value of the
most recent matching XCom from that task_id. If multiple task_ids are
provided, a tuple of matching values is returned. None is returned
whenever no matches are found.
:param key: A key for the XCom. If provided, only XComs with matching
keys will be returned. The default key is 'return_value', also
available as a constant XCOM_RETURN_KEY. This key is automatically
given to XComs returned by tasks (as opposed to being pushed
manually). To remove the filter, pass key=None.
:type key: str
:param task_ids: Only XComs from tasks with matching ids will be
pulled. Can pass None to remove the filter.
:type task_ids: str or iterable of strings (representing task_ids)
:param dag_id: If provided, only pulls XComs from this DAG.
If None (default), the DAG of the calling task is used.
:type dag_id: str
:param include_prior_dates: If False, only XComs from the current
execution_date are returned. If True, XComs from previous dates
are returned as well.
:type include_prior_dates: bool
"""
if dag_id is None:
dag_id = self.dag_id
pull_fn = functools.partial(
XCom.get_one,
execution_date=self.execution_date,
key=key,
dag_id=dag_id,
include_prior_dates=include_prior_dates)
if is_container(task_ids):
return tuple(pull_fn(task_id=t) for t in task_ids)
else:
return pull_fn(task_id=task_ids) | [
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:type dag_id: str
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senaite/senaite.core | bika/lims/content/worksheet.py | https://github.com/senaite/senaite.core/blob/7602ce2ea2f9e81eb34e20ce17b98a3e70713f85/bika/lims/content/worksheet.py#L1300-L1308 | def getAnalystName(self):
""" Returns the name of the currently assigned analyst
"""
mtool = getToolByName(self, 'portal_membership')
analyst = self.getAnalyst().strip()
analyst_member = mtool.getMemberById(analyst)
if analyst_member is not None:
return analyst_member.getProperty('fullname')
return analyst | [
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asaskevich/binario | binario/reader.py | https://github.com/asaskevich/binario/blob/8d40337952ab77f02da0edeae7fa761eadf6ab45/binario/reader.py#L72-L76 | def seek(self, pos):
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raise Exception("Unable to seek - position out of file!")
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flo-compbio/genometools | genometools/basic/gene_set.py | https://github.com/flo-compbio/genometools/blob/dd962bb26d60a0f14ca14d8c9a4dd75768962c7d/genometools/basic/gene_set.py#L165-L184 | def to_list(self):
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Parameters
----------
Returns
-------
list of str
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bennyrowland/suspect | suspect/processing/frequency_correction.py | https://github.com/bennyrowland/suspect/blob/c09ab0a5013c5a199218214cdd791659243d7e41/suspect/processing/frequency_correction.py#L23-L67 | def spectral_registration(data, target, initial_guess=(0.0, 0.0), frequency_range=None):
"""
Performs the spectral registration method to calculate the frequency and
phase shifts between the input data and the reference spectrum target. The
frequency range over which the two spectra are compared can be specified to
exclude regions where the spectra differ.
:param data:
:param target:
:param initial_guess:
:param frequency_range:
:return:
"""
# make sure that there are no extra dimensions in the data
data = data.squeeze()
target = target.squeeze()
# the supplied frequency range can be none, in which case we use the whole
# spectrum, or it can be a tuple defining two frequencies in Hz, in which
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if type(frequency_range) is tuple:
spectral_weights = frequency_range[0] < data.frequency_axis() & data.frequency_axis() < frequency_range[1]
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spectral_weights = frequency_range
# define a residual function for the optimizer to use
def residual(input_vector):
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residual_data = transformed_data - target
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spectrum = residual_data.spectrum()
weighted_spectrum = residual_data * spectral_weights
# remove zero-elements
weighted_spectrum = weighted_spectrum[weighted_spectrum != 0]
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return_vector = numpy.zeros(len(residual_data) * 2)
return_vector[:len(residual_data)] = residual_data.real
return_vector[len(residual_data):] = residual_data.imag
return return_vector
out = scipy.optimize.leastsq(residual, initial_guess)
return -out[0][0], -out[0][1] | [
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frequency range over which the two spectra are compared can be specified to
exclude regions where the spectra differ.
:param data:
:param target:
:param initial_guess:
:param frequency_range:
:return: | [
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push-things/django-th | th_github/my_github.py | https://github.com/push-things/django-th/blob/86c999d16bcf30b6224206e5b40824309834ac8c/th_github/my_github.py#L178-L188 | def callback(self, request, **kwargs):
"""
Called from the Service when the user accept to activate it
:param request: request object
:return: callback url
:rtype: string , path to the template
"""
access_token = request.session['oauth_token'] + "#TH#"
access_token += str(request.session['oauth_id'])
kwargs = {'access_token': access_token}
return super(ServiceGithub, self).callback(request, **kwargs) | [
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oasis-open/cti-stix-validator | stix2validator/v21/shoulds.py | https://github.com/oasis-open/cti-stix-validator/blob/a607014e3fa500a7678f8b61b278456ca581f9d0/stix2validator/v21/shoulds.py#L68-L78 | def custom_object_prefix_lax(instance):
"""Ensure custom objects follow lenient naming style conventions
for forward-compatibility.
"""
if (instance['type'] not in enums.TYPES and
instance['type'] not in enums.RESERVED_OBJECTS and
not CUSTOM_TYPE_LAX_PREFIX_RE.match(instance['type'])):
yield JSONError("Custom object type '%s' should start with 'x-' in "
"order to be compatible with future versions of the "
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instance['id'], 'custom-prefix-lax') | [
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joequant/cryptoexchange | cryptoexchange/util/bitmex-generate-api-key.py | https://github.com/joequant/cryptoexchange/blob/6690fbd9a2ba00e40d7484425808c84d44233f0c/cryptoexchange/util/bitmex-generate-api-key.py#L98-L108 | def enable_key(self):
"""Enable an existing API Key."""
print("This command will enable a disabled key.")
apiKeyID = input("API Key ID: ")
try:
key = self._curl_bitmex("/apiKey/enable",
postdict={"apiKeyID": apiKeyID})
print("Key with ID %s enabled." % key["id"])
except:
print("Unable to enable key, please try again.")
self.enable_key() | [
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ldo/dbussy | dbussy.py | https://github.com/ldo/dbussy/blob/59e4fbe8b8111ceead884e50d1973901a0a2d240/dbussy.py#L5672-L5685 | def split_path(path) :
"convenience routine for splitting a path into a list of components."
if isinstance(path, (tuple, list)) :
result = path # assume already split
elif path == "/" :
result = []
else :
if not path.startswith("/") or path.endswith("/") :
raise DBusError(DBUS.ERROR_INVALID_ARGS, "invalid path %s" % repr(path))
#end if
result = path.split("/")[1:]
#end if
return \
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tomprince/txgithub | txgithub/api.py | https://github.com/tomprince/txgithub/blob/3bd5eebb25db013e2193e6a102a91049f356710d/txgithub/api.py#L398-L413 | def replyToComment(self, repo_user, repo_name, pull_number,
body, in_reply_to):
"""
POST /repos/:owner/:repo/pulls/:number/comments
Like create, but reply to an existing comment.
:param body: The text of the comment.
:param in_reply_to: The comment ID to reply to.
"""
return self.api.makeRequest(
["repos", repo_user, repo_name,
"pulls", str(pull_number), "comments"],
method="POST",
data=dict(body=body,
in_reply_to=in_reply_to)) | [
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:param body: The text of the comment.
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merry-bits/DBQuery | src/dbquery/query.py | https://github.com/merry-bits/DBQuery/blob/5f46dc94e2721129f8a799b5f613373e6cd9cb73/src/dbquery/query.py#L262-L267 | def _produce_return(self, cursor):
""" Calls callback once with generator.
:rtype: None
"""
self.callback(self._row_generator(cursor), *self.cb_args)
return None | [
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rochacbruno/manage | manage/cli.py | https://github.com/rochacbruno/manage/blob/e904c451862f036f4be8723df5704a9844103c74/manage/cli.py#L70-L90 | def init(banner, hidden, backup):
"""Initialize a manage shell in current directory
$ manage init --banner="My awesome app shell"
initializing manage...
creating manage.yml
"""
manage_file = HIDDEN_MANAGE_FILE if hidden else MANAGE_FILE
if os.path.exists(manage_file):
if not click.confirm('Rewrite {0}?'.format(manage_file)):
return
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bck = '.bck_{0}'.format(manage_file)
with open(manage_file, 'r') as source, open(bck, 'w') as bck_file:
bck_file.write(source.read())
with open(manage_file, 'w') as output:
data = default_manage_dict
if banner:
data['shell']['banner']['message'] = banner
output.write(yaml.dump(data, default_flow_style=False)) | [
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gwpy/gwpy | gwpy/plot/rc.py | https://github.com/gwpy/gwpy/blob/7a92b917e7dd2d99b15895293a1fa1d66cdb210a/gwpy/plot/rc.py#L100-L138 | def rc_params(usetex=None):
"""Returns a new `matplotlib.RcParams` with updated GWpy parameters
The updated parameters are globally stored as
`gwpy.plot.rc.GWPY_RCPARAMS`, with the updated TeX parameters as
`gwpy.plot.rc.GWPY_TEX_RCPARAMS`.
.. note::
This function doesn't apply the new `RcParams` in any way, just
creates something that can be used to set `matplotlib.rcParams`.
Parameters
----------
usetex : `bool`, `None`
value to set for `text.usetex`; if `None` determine automatically
using the ``GWPY_USETEX`` environment variable, and whether `tex`
is available on the system. If `True` is given (or determined)
a number of other parameters are updated to improve TeX formatting.
Examples
--------
>>> import matplotlib
>>> from gwpy.plot.rc import rc_params as gwpy_rc_params()
>>> matplotlib.rcParams.update(gwpy_rc_params(usetex=False))
"""
# if user didn't specify to use tex or not, guess based on
# the `GWPY_USETEX` environment variable, or whether tex is
# installed at all.
if usetex is None:
usetex = bool_env(
'GWPY_USETEX',
default=rcParams['text.usetex'] or tex.has_tex())
# build RcParams from matplotlib.rcParams with GWpy extras
rcp = GWPY_RCPARAMS.copy()
if usetex:
rcp.update(GWPY_TEX_RCPARAMS)
return rcp | [
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`gwpy.plot.rc.GWPY_TEX_RCPARAMS`.
.. note::
This function doesn't apply the new `RcParams` in any way, just
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Parameters
----------
usetex : `bool`, `None`
value to set for `text.usetex`; if `None` determine automatically
using the ``GWPY_USETEX`` environment variable, and whether `tex`
is available on the system. If `True` is given (or determined)
a number of other parameters are updated to improve TeX formatting.
Examples
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>>> import matplotlib
>>> from gwpy.plot.rc import rc_params as gwpy_rc_params()
>>> matplotlib.rcParams.update(gwpy_rc_params(usetex=False)) | [
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] | python | train | 35.230769 |
hydpy-dev/hydpy | hydpy/models/dam/dam_model.py | https://github.com/hydpy-dev/hydpy/blob/1bc6a82cf30786521d86b36e27900c6717d3348d/hydpy/models/dam/dam_model.py#L734-L757 | def calc_allowedremoterelieve_v1(self):
"""Get the allowed remote relieve of the last simulation step.
Required log sequence:
|LoggedAllowedRemoteRelieve|
Calculated flux sequence:
|AllowedRemoteRelieve|
Basic equation:
:math:`AllowedRemoteRelieve = LoggedAllowedRemoteRelieve`
Example:
>>> from hydpy.models.dam import *
>>> parameterstep()
>>> logs.loggedallowedremoterelieve = 2.0
>>> model.calc_allowedremoterelieve_v1()
>>> fluxes.allowedremoterelieve
allowedremoterelieve(2.0)
"""
flu = self.sequences.fluxes.fastaccess
log = self.sequences.logs.fastaccess
flu.allowedremoterelieve = log.loggedallowedremoterelieve[0] | [
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:math:`AllowedRemoteRelieve = LoggedAllowedRemoteRelieve`
Example:
>>> from hydpy.models.dam import *
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>>> logs.loggedallowedremoterelieve = 2.0
>>> model.calc_allowedremoterelieve_v1()
>>> fluxes.allowedremoterelieve
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dls-controls/pymalcolm | malcolm/modules/scanning/controllers/runnablecontroller.py | https://github.com/dls-controls/pymalcolm/blob/80ea667e4da26365a6cebc0249f52fdc744bd983/malcolm/modules/scanning/controllers/runnablecontroller.py#L221-L257 | def validate(self, generator, axesToMove=None, **kwargs):
# type: (AGenerator, AAxesToMove, **Any) -> AConfigureParams
"""Validate configuration parameters and return validated parameters.
Doesn't take device state into account so can be run in any state
"""
iterations = 10
# We will return this, so make sure we fill in defaults
for k, default in self._block.configure.defaults.items():
if k not in kwargs:
kwargs[k] = default
# The validated parameters we will eventually return
params = ConfigureParams(generator, axesToMove, **kwargs)
# Make some tasks just for validate
part_contexts = self.create_part_contexts()
# Get any status from all parts
status_part_info = self.run_hooks(
ReportStatusHook(p, c) for p, c in part_contexts.items())
while iterations > 0:
# Try up to 10 times to get a valid set of parameters
iterations -= 1
# Validate the params with all the parts
validate_part_info = self.run_hooks(
ValidateHook(p, c, status_part_info, **kwargs)
for p, c, kwargs in self._part_params(part_contexts, params))
tweaks = ParameterTweakInfo.filter_values(validate_part_info)
if tweaks:
for tweak in tweaks:
deserialized = self._block.configure.takes.elements[
tweak.parameter].validate(tweak.value)
setattr(params, tweak.parameter, deserialized)
self.log.debug(
"Tweaking %s to %s", tweak.parameter, deserialized)
else:
# Consistent set, just return the params
return params
raise ValueError("Could not get a consistent set of parameters") | [
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ocaballeror/LyricFetch | lyricfetch/song.py | https://github.com/ocaballeror/LyricFetch/blob/86e62fb39c4c413ad7e1acf5bf0d28c9ed7c8fcb/lyricfetch/song.py#L212-L232 | def get_current_cmus():
"""
Get the current song from cmus.
"""
result = subprocess.run('cmus-remote -Q'.split(' '), check=True,
stdout=subprocess.PIPE, stderr=subprocess.DEVNULL)
info = {}
for line in result.stdout.decode().split('\n'):
line = line.split(' ')
if line[0] != 'tag':
continue
key = line[1]
if key in ['album', 'title', 'artist', 'albumartist'] and\
key not in info:
info[key] = ' '.join(line[2:])
if 'albumartist' in info:
info['artist'] = info['albumartist']
del info['albumartist']
return Song(**info) | [
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pipermerriam/flex | flex/validation/common.py | https://github.com/pipermerriam/flex/blob/233f8149fb851a6255753bcec948cb6fefb2723b/flex/validation/common.py#L248-L264 | def validate_unique_items(value, **kwargs):
"""
Validator for ARRAY types to enforce that all array items must be unique.
"""
# we can't just look at the items themselves since 0 and False are treated
# the same as dictionary keys, and objects aren't hashable.
counter = collections.Counter((
json.dumps(v, sort_keys=True) for v in value
))
dupes = [json.loads(v) for v, count in counter.items() if count > 1]
if dupes:
raise ValidationError(
MESSAGES['unique_items']['invalid'].format(
repr(dupes),
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daviddrysdale/python-phonenumbers | python/phonenumbers/phonenumbermatcher.py | https://github.com/daviddrysdale/python-phonenumbers/blob/9cc5bb4ab5e661e70789b4c64bf7a9383c7bdc20/python/phonenumbers/phonenumbermatcher.py#L584-L613 | def _extract_inner_match(self, candidate, offset):
"""Attempts to extract a match from candidate if the whole candidate
does not qualify as a match.
Arguments:
candidate -- The candidate text that might contain a phone number
offset -- The current offset of candidate within text
Returns the match found, None if none can be found
"""
for possible_inner_match in _INNER_MATCHES:
group_match = possible_inner_match.search(candidate)
is_first_match = True
while group_match and self._max_tries > 0:
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# We should handle any group before this one too.
group = self._trim_after_first_match(_UNWANTED_END_CHAR_PATTERN,
candidate[:group_match.start()])
match = self._parse_and_verify(group, offset)
if match is not None:
return match
self._max_tries -= 1
is_first_match = False
group = self._trim_after_first_match(_UNWANTED_END_CHAR_PATTERN,
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match = self._parse_and_verify(group, offset + group_match.start(1))
if match is not None:
return match
self._max_tries -= 1
group_match = possible_inner_match.search(candidate, group_match.start() + 1)
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iotile/coretools | transport_plugins/native_ble/iotile_transport_native_ble/virtual_ble.py | https://github.com/iotile/coretools/blob/2d794f5f1346b841b0dcd16c9d284e9bf2f3c6ec/transport_plugins/native_ble/iotile_transport_native_ble/virtual_ble.py#L416-L444 | def _send_rpc_response(self, *packets):
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crs4/pydoop | pydoop/hdfs/path.py | https://github.com/crs4/pydoop/blob/f375be2a06f9c67eaae3ce6f605195dbca143b2b/pydoop/hdfs/path.py#L389-L400 | def stat(path, user=None):
"""
Performs the equivalent of :func:`os.stat` on ``path``, returning a
:class:`StatResult` object.
"""
host, port, path_ = split(path, user)
fs = hdfs_fs.hdfs(host, port, user)
retval = StatResult(fs.get_path_info(path_))
if not host:
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fs.close()
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saltstack/salt | salt/utils/docker/translate/container.py | https://github.com/saltstack/salt/blob/e8541fd6e744ab0df786c0f76102e41631f45d46/salt/utils/docker/translate/container.py#L44-L64 | def _merge_keys(kwargs):
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must be submitted to the host config in the format {'Type': log_driver,
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log_opt = kwargs.pop('log_opt', helpers.NOTSET)
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'Config': log_opt
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keleshev/schema | schema.py | https://github.com/keleshev/schema/blob/4a0bf6f509e6b69956a8f2fd4e1c3873fc419be8/schema.py#L242-L255 | def _priority(s):
"""Return priority for a given object."""
if type(s) in (list, tuple, set, frozenset):
return ITERABLE
if type(s) is dict:
return DICT
if issubclass(type(s), type):
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kgori/treeCl | treeCl/collection.py | https://github.com/kgori/treeCl/blob/fed624b3db1c19cc07175ca04e3eda6905a8d305/treeCl/collection.py#L489-L513 | def permuted_copy(self, partition=None):
""" Return a copy of the collection with all alignment columns permuted
"""
def take(n, iterable):
return [next(iterable) for _ in range(n)]
if partition is None:
partition = Partition([1] * len(self))
index_tuples = partition.get_membership()
alignments = []
for ix in index_tuples:
concat = Concatenation(self, ix)
sites = concat.alignment.get_sites()
random.shuffle(sites)
d = dict(zip(concat.alignment.get_names(), [iter(x) for x in zip(*sites)]))
new_seqs = [[(k, ''.join(take(l, d[k]))) for k in d] for l in concat.lengths]
for seqs, datatype, name in zip(new_seqs, concat.datatypes, concat.names):
alignment = Alignment(seqs, datatype)
alignment.name = name
alignments.append(alignment)
return self.__class__(records=sorted(alignments, key=lambda x: SORT_KEY(x.name))) | [
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ruipgil/TrackToTrip | tracktotrip/track.py | https://github.com/ruipgil/TrackToTrip/blob/5537c14ee9748091b5255b658ab528e1d6227f99/tracktotrip/track.py#L286-L303 | def bounds(self, thr=0):
""" Gets the bounds of this segment
Returns:
(float, float, float, float): Bounds, with min latitude, min longitude,
max latitude and max longitude
"""
min_lat = float("inf")
min_lon = float("inf")
max_lat = -float("inf")
max_lon = -float("inf")
for segment in self.segments:
milat, milon, malat, malon = segment.bounds(thr=thr)
min_lat = min(milat, min_lat)
min_lon = min(milon, min_lon)
max_lat = max(malat, max_lat)
max_lon = max(malon, max_lon)
return min_lat, min_lon, max_lat, max_lon | [
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aouyar/PyMunin | pysysinfo/netiface.py | https://github.com/aouyar/PyMunin/blob/4f58a64b6b37c85a84cc7e1e07aafaa0321b249d/pysysinfo/netiface.py#L96-L113 | def getRoutes(self):
"""Get routing table.
@return: List of routes.
"""
routes = []
try:
out = subprocess.Popen([routeCmd, "-n"],
stdout=subprocess.PIPE).communicate()[0]
except:
raise Exception('Execution of command %s failed.' % ipCmd)
lines = out.splitlines()
if len(lines) > 1:
headers = [col.lower() for col in lines[1].split()]
for line in lines[2:]:
routes.append(dict(zip(headers, line.split())))
return routes | [
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Kami/python-yubico-client | yubico_client/yubico.py | https://github.com/Kami/python-yubico-client/blob/3334b2ee1b5b996af3ef6be57a4ea52b8e45e764/yubico_client/yubico.py#L163-L219 | def verify_multi(self, otp_list, max_time_window=DEFAULT_MAX_TIME_WINDOW,
sl=None, timeout=None):
"""
Verify a provided list of OTPs.
:param max_time_window: Maximum number of seconds which can pass
between the first and last OTP generation for
the OTP to still be considered valid.
:type max_time_window: ``int``
"""
# Create the OTP objects
otps = []
for otp in otp_list:
otps.append(OTP(otp, self.translate_otp))
if len(otp_list) < 2:
raise ValueError('otp_list needs to contain at least two OTPs')
device_ids = set()
for otp in otps:
device_ids.add(otp.device_id)
# Check that all the OTPs contain same device id
if len(device_ids) != 1:
raise Exception('OTPs contain different device ids')
# Now we verify the OTPs and save the server response for each OTP.
# We need the server response, to retrieve the timestamp.
# It's possible to retrieve this value locally, without querying the
# server but in this case, user would need to provide his AES key.
for otp in otps:
response = self.verify(otp.otp, True, sl, timeout,
return_response=True)
if not response:
return False
otp.timestamp = int(response['timestamp'])
count = len(otps)
delta = otps[count - 1].timestamp - otps[0].timestamp
# OTPs have an 8Hz timestamp counter so we need to divide it to get
# seconds
delta = delta / 8
if delta < 0:
raise Exception('delta is smaller than zero. First OTP appears to '
'be older than the last one')
if delta > max_time_window:
raise Exception(('More than %s seconds have passed between '
'generating the first and the last OTP.') %
(max_time_window))
return True | [
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:type max_time_window: ``int`` | [
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jssimporter/python-jss | jss/contrib/mount_shares_better.py | https://github.com/jssimporter/python-jss/blob/b95185d74e0c0531b0b563f280d4129e21d5fe5d/jss/contrib/mount_shares_better.py#L67-L94 | def mount_share_at_path(share_path, mount_path):
"""Mounts a share at the specified path
Args:
share_path: String URL with all auth info to connect to file share.
mount_path: Path to mount share on.
Returns:
The mount point or raises an error
"""
sh_url = CFURLCreateWithString(None, share_path, None)
mo_url = CFURLCreateWithString(None, mount_path, None)
# Set UI to reduced interaction
open_options = {NetFS.kNAUIOptionKey: NetFS.kNAUIOptionNoUI}
# Allow mounting sub-directories of root shares
# Also specify the share should be mounted directly at (not under)
# mount_path
mount_options = {NetFS.kNetFSAllowSubMountsKey: True,
NetFS.kNetFSMountAtMountDirKey: True}
# Mount!
result, output = NetFS.NetFSMountURLSync(sh_url, mo_url, None, None,
open_options, mount_options, None)
# Check if it worked
if result != 0:
raise Exception('Error mounting url "%s" at path "%s": %s' %
(share_path, mount_path, output))
# Return the mountpath
return str(output[0]) | [
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share_path: String URL with all auth info to connect to file share.
mount_path: Path to mount share on.
Returns:
The mount point or raises an error | [
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] | python | train | 40.285714 |
cltk/cltk | cltk/prosody/latin/syllabifier.py | https://github.com/cltk/cltk/blob/ed9c025b7ec43c949481173251b70e05e4dffd27/cltk/prosody/latin/syllabifier.py#L353-L372 | def get_syllable_count(self, syllables: List[str]) -> int:
"""
Counts the number of syllable groups that would occur after ellision.
Often we will want preserve the position and separation of syllables so that they
can be used to reconstitute a line, and apply stresses to the original word positions.
However, we also want to be able to count the number of syllables accurately.
:param syllables:
:return:
>>> syllabifier = Syllabifier()
>>> print(syllabifier.get_syllable_count([
... 'Jām', 'tūm', 'c', 'au', 'sus', 'es', 'u', 'nus', 'I', 'ta', 'lo', 'rum']))
11
"""
tmp_syllables = copy.deepcopy(syllables)
return len(string_utils.remove_blank_spaces(
string_utils.move_consonant_right(tmp_syllables,
self._find_solo_consonant(tmp_syllables)))) | [
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:param syllables:
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>>> syllabifier = Syllabifier()
>>> print(syllabifier.get_syllable_count([
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11 | [
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Nic30/hwt | hwt/hdl/types/bitValFunctions.py | https://github.com/Nic30/hwt/blob/8cbb399e326da3b22c233b98188a9d08dec057e6/hwt/hdl/types/bitValFunctions.py#L17-L25 | def signFix(val, width):
"""
Convert negative int to positive int which has same bits set
"""
if val > 0:
msb = 1 << (width - 1)
if val & msb:
val -= mask(width) + 1
return val | [
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numenta/nupic | src/nupic/swarming/hypersearch_v2.py | https://github.com/numenta/nupic/blob/5922fafffdccc8812e72b3324965ad2f7d4bbdad/src/nupic/swarming/hypersearch_v2.py#L134-L308 | def update(self, modelID, modelParams, modelParamsHash, metricResult,
completed, completionReason, matured, numRecords):
""" Insert a new entry or update an existing one. If this is an update
of an existing entry, then modelParams will be None
Parameters:
--------------------------------------------------------------------
modelID: globally unique modelID of this model
modelParams: params dict for this model, or None if this is just an update
of a model that it already previously reported on.
See the comments for the createModels() method for
a description of this dict.
modelParamsHash: hash of the modelParams dict, generated by the worker
that put it into the model database.
metricResult: value on the optimizeMetric for this model.
May be None if we have no results yet.
completed: True if the model has completed evaluation, False if it
is still running (and these are online results)
completionReason: One of the ClientJobsDAO.CMPL_REASON_XXX equates
matured: True if this model has matured
numRecords: Number of records that have been processed so far by this
model.
retval: Canonicalized result on the optimize metric
"""
# The modelParamsHash must always be provided - it can change after a
# model is inserted into the models table if it got detected as an
# orphan
assert (modelParamsHash is not None)
# We consider a model metricResult as "final" if it has completed or
# matured. By default, assume anything that has completed has matured
if completed:
matured = True
# Get the canonicalized optimize metric results. For this metric, lower
# is always better
if metricResult is not None and matured and \
completionReason in [ClientJobsDAO.CMPL_REASON_EOF,
ClientJobsDAO.CMPL_REASON_STOPPED]:
# Canonicalize the error score so that lower is better
if self._hsObj._maximize:
errScore = -1 * metricResult
else:
errScore = metricResult
if errScore < self._bestResult:
self._bestResult = errScore
self._bestModelID = modelID
self._hsObj.logger.info("New best model after %d evaluations: errScore "
"%g on model %s" % (len(self._allResults), self._bestResult,
self._bestModelID))
else:
errScore = numpy.inf
# If this model completed with an unacceptable completion reason, set the
# errScore to infinite and essentially make this model invisible to
# further queries
if completed and completionReason in [ClientJobsDAO.CMPL_REASON_ORPHAN]:
errScore = numpy.inf
hidden = True
else:
hidden = False
# Update our set of erred models and completed models. These are used
# to determine if we should abort the search because of too many errors
if completed:
self._completedModels.add(modelID)
self._numCompletedModels = len(self._completedModels)
if completionReason == ClientJobsDAO.CMPL_REASON_ERROR:
self._errModels.add(modelID)
self._numErrModels = len(self._errModels)
# Are we creating a new entry?
wasHidden = False
if modelID not in self._modelIDToIdx:
assert (modelParams is not None)
entry = dict(modelID=modelID, modelParams=modelParams,
modelParamsHash=modelParamsHash,
errScore=errScore, completed=completed,
matured=matured, numRecords=numRecords, hidden=hidden)
self._allResults.append(entry)
entryIdx = len(self._allResults) - 1
self._modelIDToIdx[modelID] = entryIdx
self._paramsHashToIndexes[modelParamsHash] = entryIdx
swarmId = modelParams['particleState']['swarmId']
if not hidden:
# Update the list of particles in each swarm
if swarmId in self._swarmIdToIndexes:
self._swarmIdToIndexes[swarmId].append(entryIdx)
else:
self._swarmIdToIndexes[swarmId] = [entryIdx]
# Update number of particles at each generation in this swarm
genIdx = modelParams['particleState']['genIdx']
numPsEntry = self._swarmNumParticlesPerGeneration.get(swarmId, [0])
while genIdx >= len(numPsEntry):
numPsEntry.append(0)
numPsEntry[genIdx] += 1
self._swarmNumParticlesPerGeneration[swarmId] = numPsEntry
# Replacing an existing one
else:
entryIdx = self._modelIDToIdx.get(modelID, None)
assert (entryIdx is not None)
entry = self._allResults[entryIdx]
wasHidden = entry['hidden']
# If the paramsHash changed, note that. This can happen for orphaned
# models
if entry['modelParamsHash'] != modelParamsHash:
self._paramsHashToIndexes.pop(entry['modelParamsHash'])
self._paramsHashToIndexes[modelParamsHash] = entryIdx
entry['modelParamsHash'] = modelParamsHash
# Get the model params, swarmId, and genIdx
modelParams = entry['modelParams']
swarmId = modelParams['particleState']['swarmId']
genIdx = modelParams['particleState']['genIdx']
# If this particle just became hidden, remove it from our swarm counts
if hidden and not wasHidden:
assert (entryIdx in self._swarmIdToIndexes[swarmId])
self._swarmIdToIndexes[swarmId].remove(entryIdx)
self._swarmNumParticlesPerGeneration[swarmId][genIdx] -= 1
# Update the entry for the latest info
entry['errScore'] = errScore
entry['completed'] = completed
entry['matured'] = matured
entry['numRecords'] = numRecords
entry['hidden'] = hidden
# Update the particle best errScore
particleId = modelParams['particleState']['id']
genIdx = modelParams['particleState']['genIdx']
if matured and not hidden:
(oldResult, pos) = self._particleBest.get(particleId, (numpy.inf, None))
if errScore < oldResult:
pos = Particle.getPositionFromState(modelParams['particleState'])
self._particleBest[particleId] = (errScore, pos)
# Update the particle latest generation index
prevGenIdx = self._particleLatestGenIdx.get(particleId, -1)
if not hidden and genIdx > prevGenIdx:
self._particleLatestGenIdx[particleId] = genIdx
elif hidden and not wasHidden and genIdx == prevGenIdx:
self._particleLatestGenIdx[particleId] = genIdx-1
# Update the swarm best score
if not hidden:
swarmId = modelParams['particleState']['swarmId']
if not swarmId in self._swarmBestOverall:
self._swarmBestOverall[swarmId] = []
bestScores = self._swarmBestOverall[swarmId]
while genIdx >= len(bestScores):
bestScores.append((None, numpy.inf))
if errScore < bestScores[genIdx][1]:
bestScores[genIdx] = (modelID, errScore)
# Update the self._modifiedSwarmGens flags to support the
# getMaturedSwarmGenerations() call.
if not hidden:
key = (swarmId, genIdx)
if not key in self._maturedSwarmGens:
self._modifiedSwarmGens.add(key)
return errScore | [
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] | Insert a new entry or update an existing one. If this is an update
of an existing entry, then modelParams will be None
Parameters:
--------------------------------------------------------------------
modelID: globally unique modelID of this model
modelParams: params dict for this model, or None if this is just an update
of a model that it already previously reported on.
See the comments for the createModels() method for
a description of this dict.
modelParamsHash: hash of the modelParams dict, generated by the worker
that put it into the model database.
metricResult: value on the optimizeMetric for this model.
May be None if we have no results yet.
completed: True if the model has completed evaluation, False if it
is still running (and these are online results)
completionReason: One of the ClientJobsDAO.CMPL_REASON_XXX equates
matured: True if this model has matured
numRecords: Number of records that have been processed so far by this
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retval: Canonicalized result on the optimize metric | [
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] | python | valid | 40.725714 |
lumpywizard/check_email_status | check_email_status/__init__.py | https://github.com/lumpywizard/check_email_status/blob/3a4c5dc42ada61325d5d9baad9e2b1b78084ee2f/check_email_status/__init__.py#L6-L59 | def check_email_status(mx_resolver, recipient_address, sender_address, smtp_timeout=10, helo_hostname=None):
"""
Checks if an email might be valid by getting the status from the SMTP server.
:param mx_resolver: MXResolver
:param recipient_address: string
:param sender_address: string
:param smtp_timeout: integer
:param helo_hostname: string
:return: dict
"""
domain = recipient_address[recipient_address.find('@') + 1:]
if helo_hostname is None:
helo_hostname = domain
ret = {'status': 101, 'extended_status': None, 'message': "The server is unable to connect."}
records = []
try:
records = mx_resolver.get_mx_records(helo_hostname)
except socket.gaierror:
ret['status'] = 512
ret['extended_status'] = "5.1.2 Domain name address resolution failed in MX lookup."
smtp = smtplib.SMTP(timeout=smtp_timeout)
for mx in records:
try:
connection_status, connection_message = smtp.connect(mx.exchange)
if connection_status == 220:
smtp.helo(domain)
smtp.mail(sender_address)
status, message = smtp.rcpt(recipient_address)
ret['status'] = status
pattern = re.compile('(\d+\.\d+\.\d+)')
matches = re.match(pattern, message)
if matches:
ret['extended_status'] = matches.group(1)
ret['message'] = message
smtp.quit()
break
except smtplib.SMTPConnectError:
ret['status'] = 111
ret['message'] = "Connection refused or unable to open an SMTP stream."
except smtplib.SMTPServerDisconnected:
ret['status'] = 111
ret['extended_status'] = "SMTP Server disconnected"
except socket.gaierror:
ret['status'] = 512
ret['extended_status'] = "5.1.2 Domain name address resolution failed."
return ret | [
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:param smtp_timeout: integer
:param helo_hostname: string
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] | python | train | 35.814815 |
partofthething/ace | ace/samples/breiman85.py | https://github.com/partofthething/ace/blob/1593a49f3c2e845514323e9c36ee253fe77bac3c/ace/samples/breiman85.py#L39-L61 | def run_breiman2():
"""Run Breiman's other sample problem."""
x, y = build_sample_ace_problem_breiman2(500)
ace_solver = ace.ACESolver()
ace_solver.specify_data_set(x, y)
ace_solver.solve()
try:
plt = ace.plot_transforms(ace_solver, None)
except ImportError:
pass
plt.subplot(1, 2, 1)
phi = numpy.sin(2.0 * numpy.pi * x[0])
plt.plot(x[0], phi, label='analytic')
plt.legend()
plt.subplot(1, 2, 2)
y = numpy.exp(phi)
plt.plot(y, phi, label='analytic')
plt.legend(loc='lower right')
# plt.show()
plt.savefig('no_noise_linear_x.png')
return ace_solver | [
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tensorflow/tensor2tensor | tensor2tensor/models/lstm.py | https://github.com/tensorflow/tensor2tensor/blob/272500b6efe353aeb638d2745ed56e519462ca31/tensor2tensor/models/lstm.py#L305-L325 | def lstm_seq2seq_internal_attention_bid_encoder(inputs, targets, hparams,
train):
"""LSTM seq2seq model with attention, main step used for training."""
with tf.variable_scope("lstm_seq2seq_attention_bid_encoder"):
inputs_length = common_layers.length_from_embedding(inputs)
# Flatten inputs.
inputs = common_layers.flatten4d3d(inputs)
# LSTM encoder.
encoder_outputs, final_encoder_state = lstm_bid_encoder(
inputs, inputs_length, hparams, train, "encoder")
# LSTM decoder with attention
shifted_targets = common_layers.shift_right(targets)
# Add 1 to account for the padding added to the left from shift_right
targets_length = common_layers.length_from_embedding(shifted_targets) + 1
hparams_decoder = copy.copy(hparams)
hparams_decoder.hidden_size = 2 * hparams.hidden_size
decoder_outputs = lstm_attention_decoder(
common_layers.flatten4d3d(shifted_targets), hparams_decoder, train,
"decoder", final_encoder_state, encoder_outputs,
inputs_length, targets_length)
return tf.expand_dims(decoder_outputs, axis=2) | [
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codito/pyqtkeybind | pyqtkeybind/x11/keybindutil.py | https://github.com/codito/pyqtkeybind/blob/fbfedc654c4f77778d565b52ac76470631036255/pyqtkeybind/x11/keybindutil.py#L177-L186 | def get_keyboard_mapping_unchecked(conn):
"""
Return an unchecked keyboard mapping cookie that can be used to fetch the
table of keysyms in the current X environment.
:rtype: xcb.xproto.GetKeyboardMappingCookie
"""
mn, mx = get_min_max_keycode()
return conn.core.GetKeyboardMappingUnchecked(mn, mx - mn + 1) | [
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atlassian-api/atlassian-python-api | atlassian/jira.py | https://github.com/atlassian-api/atlassian-python-api/blob/540d269905c3e7547b666fe30c647b2d512cf358/atlassian/jira.py#L1021-L1035 | def tempo_account_get_customers(self, query=None, count_accounts=None):
"""
Gets all or some Attribute whose key or name contain a specific substring.
Attributes can be a Category or Customer.
:param query: OPTIONAL: query for search
:param count_accounts: bool OPTIONAL: provide how many associated Accounts with Customer
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"""
params = {}
if query is not None:
params['query'] = query
if count_accounts is not None:
params['countAccounts'] = count_accounts
url = 'rest/tempo-accounts/1/customer'
return self.get(url, params=params) | [
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noahbenson/neuropythy | neuropythy/geometry/util.py | https://github.com/noahbenson/neuropythy/blob/b588889f6db36ddb9602ae4a72c1c0d3f41586b2/neuropythy/geometry/util.py#L216-L243 | def line_intersection_2D(abarg, cdarg):
'''
line_intersection((a, b), (c, d)) yields the intersection point between the lines that pass
through the given pairs of points. If any lines are parallel, (numpy.nan, numpy.nan) is
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((x1,y1),(x2,y2)) = abarg
((x3,y3),(x4,y4)) = cdarg
dx12 = (x1 - x2)
dx34 = (x3 - x4)
dy12 = (y1 - y2)
dy34 = (y3 - y4)
denom = dx12*dy34 - dy12*dx34
unit = np.isclose(denom, 0)
if unit is True: return (np.nan, np.nan)
denom = unit + denom
q12 = (x1*y2 - y1*x2) / denom
q34 = (x3*y4 - y3*x4) / denom
xi = q12*dx34 - q34*dx12
yi = q12*dy34 - q34*dy12
if unit is False: return (xi, yi)
elif unit is True: return (np.nan, np.nan)
else:
xi = np.asarray(xi)
yi = np.asarray(yi)
xi[unit] = np.nan
yi[unit] = np.nan
return (xi, yi) | [
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cloud9ers/gurumate | environment/lib/python2.7/site-packages/IPython/lib/irunner.py | https://github.com/cloud9ers/gurumate/blob/075dc74d1ee62a8c6b7a8bf2b271364f01629d1e/environment/lib/python2.7/site-packages/IPython/lib/irunner.py#L50-L81 | def pexpect_monkeypatch():
"""Patch pexpect to prevent unhandled exceptions at VM teardown.
Calling this function will monkeypatch the pexpect.spawn class and modify
its __del__ method to make it more robust in the face of failures that can
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if pexpect.__version__[:3] >= '2.2':
# No need to patch, fix is already the upstream version.
return
def __del__(self):
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Python only garbage collects Python objects. OS file descriptors
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billyshambrook/taskman | taskman/queue.py | https://github.com/billyshambrook/taskman/blob/7e293ce9ea89ec6fc7e8b5a687f02ec9d4ad235e/taskman/queue.py#L36-L43 | def get(self):
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name, data = tasks[0]
self._client.kv.delete(name)
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corpusops/pdbclone | lib/pdb_clone/pdb.py | https://github.com/corpusops/pdbclone/blob/f781537c243a4874b246d43dbdef8c4279f0094d/lib/pdb_clone/pdb.py#L1650-L1683 | def do_alias(self, arg):
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command must *not* be enclosed in quotes. Replaceable
parameters can be indicated by %1, %2, and so on, while %* is
replaced by all the parameters. If no command is given, the
current alias for name is shown. If no name is given, all
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Aliases may be nested and can contain anything that can be
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# Print instance variables (usage "pi classInst")
alias pi for k in %1.__dict__.keys(): print("%1.",k,"=",%1.__dict__[k])
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alias ps pi self
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args = arg.split()
if len(args) == 0:
keys = sorted(self.aliases.keys())
for alias in keys:
self.message("%s = %s" % (alias, self.aliases[alias]))
return
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pyroscope/pyrocore | src/pyrocore/util/metafile.py | https://github.com/pyroscope/pyrocore/blob/89ad01346a570943d20311a0b488440975876612/src/pyrocore/util/metafile.py#L421-L429 | def _set_datapath(self, datapath):
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"""
if datapath:
self._datapath = datapath.rstrip(os.sep)
self._fifo = int(stat.S_ISFIFO(os.stat(self.datapath).st_mode))
else:
self._datapath = None
self._fifo = False | [
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dereneaton/ipyrad | ipyrad/analysis/tetrad.py | https://github.com/dereneaton/ipyrad/blob/5eeb8a178160f45faf71bf47cec4abe998a575d1/ipyrad/analysis/tetrad.py#L1354-L1383 | def count_snps(mat):
"""
get dstats from the count array and return as a float tuple
"""
## get [aabb, baba, abba, aaab]
snps = np.zeros(4, dtype=np.uint32)
## get concordant (aabb) pis sites
snps[0] = np.uint32(\
mat[0, 5] + mat[0, 10] + mat[0, 15] + \
mat[5, 0] + mat[5, 10] + mat[5, 15] + \
mat[10, 0] + mat[10, 5] + mat[10, 15] + \
mat[15, 0] + mat[15, 5] + mat[15, 10])
## get discordant (baba) sites
for i in range(16):
if i % 5:
snps[1] += mat[i, i]
## get discordant (abba) sites
snps[2] = mat[1, 4] + mat[2, 8] + mat[3, 12] +\
mat[4, 1] + mat[6, 9] + mat[7, 13] +\
mat[8, 2] + mat[9, 6] + mat[11, 14] +\
mat[12, 3] + mat[13, 7] + mat[14, 11]
## get autapomorphy sites
snps[3] = (mat.sum() - np.diag(mat).sum()) - snps[2]
return snps | [
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bxlab/bx-python | lib/bx_extras/stats.py | https://github.com/bxlab/bx-python/blob/09cb725284803df90a468d910f2274628d8647de/lib/bx_extras/stats.py#L505-L541 | def lhistogram (inlist,numbins=10,defaultreallimits=None,printextras=0):
"""
Returns (i) a list of histogram bin counts, (ii) the smallest value
of the histogram binning, and (iii) the bin width (the last 2 are not
necessarily integers). Default number of bins is 10. If no sequence object
is given for defaultreallimits, the routine picks (usually non-pretty) bins
spanning all the numbers in the inlist.
Usage: lhistogram (inlist, numbins=10, defaultreallimits=None,suppressoutput=0)
Returns: list of bin values, lowerreallimit, binsize, extrapoints
"""
if (defaultreallimits != None):
if type(defaultreallimits) not in [ListType,TupleType] or len(defaultreallimits)==1: # only one limit given, assumed to be lower one & upper is calc'd
lowerreallimit = defaultreallimits
upperreallimit = 1.0001 * max(inlist)
else: # assume both limits given
lowerreallimit = defaultreallimits[0]
upperreallimit = defaultreallimits[1]
binsize = (upperreallimit-lowerreallimit)/float(numbins)
else: # no limits given for histogram, both must be calc'd
estbinwidth=(max(inlist)-min(inlist))/float(numbins) + 1 # 1=>cover all
binsize = ((max(inlist)-min(inlist)+estbinwidth))/float(numbins)
lowerreallimit = min(inlist) - binsize/2 #lower real limit,1st bin
bins = [0]*(numbins)
extrapoints = 0
for num in inlist:
try:
if (num-lowerreallimit) < 0:
extrapoints = extrapoints + 1
else:
bintoincrement = int((num-lowerreallimit)/float(binsize))
bins[bintoincrement] = bins[bintoincrement] + 1
except:
extrapoints = extrapoints + 1
if (extrapoints > 0 and printextras == 1):
print('\nPoints outside given histogram range =',extrapoints)
return (bins, lowerreallimit, binsize, extrapoints) | [
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federico123579/Trading212-API | tradingAPI/utils.py | https://github.com/federico123579/Trading212-API/blob/0fab20b71a2348e72bbe76071b81f3692128851f/tradingAPI/utils.py#L59-L117 | def get_pip(mov=None, api=None, name=None):
"""get value of pip"""
# ~ check args
if mov is None and api is None:
logger.error("need at least one of those")
raise ValueError()
elif mov is not None and api is not None:
logger.error("mov and api are exclusive")
raise ValueError()
if api is not None:
if name is None:
logger.error("need a name")
raise ValueError()
mov = api.new_mov(name)
mov.open()
if mov is not None:
mov._check_open()
# find in the collection
try:
logger.debug(len(Glob().theCollector.collection))
pip = Glob().theCollector.collection['pip']
if name is not None:
pip_res = pip[name]
elif mov is not None:
pip_res = pip[mov.product]
logger.debug("pip found in the collection")
return pip_res
except KeyError:
logger.debug("pip not found in the collection")
# ~ vars
records = []
intervals = [10, 20, 30]
def _check_price(interval=10):
timeout = time.time() + interval
while time.time() < timeout:
records.append(mov.get_price())
time.sleep(0.5)
# find variation
for interval in intervals:
_check_price(interval)
if min(records) == max(records):
logger.debug("no variation in %d seconds" % interval)
if interval == intervals[-1]:
raise TimeoutError("no variation")
else:
break
# find longer price
for price in records:
if 'best_price' not in locals():
best_price = price
if len(str(price)) > len(str(best_price)):
logger.debug("found new best_price %f" % price)
best_price = price
# get pip
pip = get_number_unit(best_price)
Glob().pipHandler.add_val({mov.product: pip})
return pip | [
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JoelBender/bacpypes | py25/bacpypes/object.py | https://github.com/JoelBender/bacpypes/blob/4111b8604a16fa2b7f80d8104a43b9f3e28dfc78/py25/bacpypes/object.py#L610-L645 | def _dict_contents(self, use_dict=None, as_class=dict):
"""Return the contents of an object as a dict."""
if _debug: Object._debug("dict_contents use_dict=%r as_class=%r", use_dict, as_class)
# make/extend the dictionary of content
if use_dict is None:
use_dict = as_class()
klasses = list(self.__class__.__mro__)
klasses.reverse()
# build a list of property identifiers "bottom up"
property_names = []
properties_seen = set()
for c in klasses:
for prop in getattr(c, 'properties', []):
if prop.identifier not in properties_seen:
property_names.append(prop.identifier)
properties_seen.add(prop.identifier)
# extract the values
for property_name in property_names:
# get the value
property_value = self._properties.get(property_name).ReadProperty(self)
if property_value is None:
continue
# if the value has a way to convert it to a dict, use it
if hasattr(property_value, "dict_contents"):
property_value = property_value.dict_contents(as_class=as_class)
# save the value
use_dict.__setitem__(property_name, property_value)
# return what we built/updated
return use_dict | [
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] | python | train | 37.5 |
dw/mitogen | mitogen/minify.py | https://github.com/dw/mitogen/blob/a7fdb55e1300a7e0a5e404b09eb730cf9a525da7/mitogen/minify.py#L86-L118 | def strip_docstrings(tokens):
"""Replace docstring tokens with NL tokens in a `tokenize` stream.
Any STRING token not part of an expression is deemed a docstring.
Indented docstrings are not yet recognised.
"""
stack = []
state = 'wait_string'
for t in tokens:
typ = t[0]
if state == 'wait_string':
if typ in (tokenize.NL, tokenize.COMMENT):
yield t
elif typ in (tokenize.DEDENT, tokenize.INDENT, tokenize.STRING):
stack.append(t)
elif typ == tokenize.NEWLINE:
stack.append(t)
start_line, end_line = stack[0][2][0], stack[-1][3][0]+1
for i in range(start_line, end_line):
yield tokenize.NL, '\n', (i, 0), (i,1), '\n'
for t in stack:
if t[0] in (tokenize.DEDENT, tokenize.INDENT):
yield t[0], t[1], (i+1, t[2][1]), (i+1, t[3][1]), t[4]
del stack[:]
else:
stack.append(t)
for t in stack: yield t
del stack[:]
state = 'wait_newline'
elif state == 'wait_newline':
if typ == tokenize.NEWLINE:
state = 'wait_string'
yield t | [
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":",
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Any STRING token not part of an expression is deemed a docstring.
Indented docstrings are not yet recognised. | [
"Replace",
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"."
] | python | train | 38.363636 |
signaturit/python-sdk | signaturit_sdk/signaturit_client.py | https://github.com/signaturit/python-sdk/blob/2419c6d9675d901244f807ae360dc58aa46109a9/signaturit_sdk/signaturit_client.py#L211-L220 | def get_brandings(self):
"""
Get all account brandings
@return List of brandings
"""
connection = Connection(self.token)
connection.set_url(self.production, self.BRANDINGS_URL)
return connection.get_request() | [
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] | Get all account brandings
@return List of brandings | [
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] | python | train | 25.7 |
dmwilcox/vcard-tools | vcardtools/vcf_merge.py | https://github.com/dmwilcox/vcard-tools/blob/1b0f62a0f4c128c7a212ecdca34ff2acb746b262/vcardtools/vcf_merge.py#L65-L70 | def CopyVcardFields(new_vcard, auth_vcard, field_names):
"""Copy vCard field values from an authoritative vCard into a new one."""
for field in field_names:
value_list = auth_vcard.contents.get(field)
new_vcard = SetVcardField(new_vcard, field, value_list)
return new_vcard | [
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] | python | train | 49.333333 |
sibirrer/lenstronomy | lenstronomy/LensModel/Profiles/nfw.py | https://github.com/sibirrer/lenstronomy/blob/4edb100a4f3f4fdc4fac9b0032d2b0283d0aa1d6/lenstronomy/LensModel/Profiles/nfw.py#L231-L251 | def F_(self, X):
"""
computes h()
:param X:
:return:
"""
if self._interpol:
if not hasattr(self, '_F_interp'):
if self._lookup:
x = self._x_lookup
F_x = self._f_lookup
else:
x = np.linspace(0, self._max_interp_X, self._num_interp_X)
F_x = self._F(x)
self._F_interp = interp.interp1d(x, F_x, kind='linear', axis=-1, copy=False, bounds_error=False,
fill_value=0, assume_sorted=True)
return self._F_interp(X)
else:
return self._F(X) | [
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:param X:
:return: | [
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wummel/linkchecker | linkcheck/logger/html.py | https://github.com/wummel/linkchecker/blob/c2ce810c3fb00b895a841a7be6b2e78c64e7b042/linkcheck/logger/html.py#L233-L238 | def write_info (self, url_data):
"""Write url_data.info."""
sep = u"<br/>"+os.linesep
text = sep.join(cgi.escape(x) for x in url_data.info)
self.writeln(u'<tr><td valign="top">' + self.part("info")+
u"</td><td>"+text+u"</td></tr>") | [
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] | python | train | 45.5 |
spyder-ide/spyder | spyder/dependencies.py | https://github.com/spyder-ide/spyder/blob/f76836ce1b924bcc4efd3f74f2960d26a4e528e0/spyder/dependencies.py#L87-L101 | def status(deps=DEPENDENCIES, linesep=os.linesep):
"""Return a status of dependencies"""
maxwidth = 0
col1 = []
col2 = []
for dependency in deps:
title1 = dependency.modname
title1 += ' ' + dependency.required_version
col1.append(title1)
maxwidth = max([maxwidth, len(title1)])
col2.append(dependency.get_installed_version())
text = ""
for index in range(len(deps)):
text += col1[index].ljust(maxwidth) + ': ' + col2[index] + linesep
return text[:-1] | [
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] | python | train | 35.4 |
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