input stringlengths 11 7.65k | target stringlengths 22 8.26k |
|---|---|
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def approve(self, user_id=None, service=""):
"""
Approve the verification attempt for user
Valid attempt statuses when calling this method:
`submitted`, `approved`, `denied`
After method completes:
status is set to `approved`
expiry_date is set to on... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def modify(self, dn, changes, controls=None):
self.result = { 'dn' : '',
'referrals' : None,
'description' : 'success',
'result' : 0,
'message' : '',
'type' : 'modifyResponse'}
# Che... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def get_initial_verification(cls, user, earliest_allowed_date=None):
"""Get initial verification for a user with the 'photo_id_key'.
Arguments:
user(User): user object
earliest_allowed_date(datetime): override expiration date for initial verification
Return:
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _match_greater_than_or_equal(search_base, attribute, value, candidates):
matches = list()
for entry in candidates:
dn = entry.get("dn")
if not dn.endswith(search_base):
continue
value_from_directory = entry.get("attributes").get(attribute)
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def upload_face_image(self, img_data):
"""
Upload an image of the user's face. `img_data` should be a raw
bytestream of a PNG image. This method will take the data, encrypt it
using our FACE_IMAGE_AES_KEY, encode it with base64 and save it to the
storage backend.
Yes, en... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _match_greater_than(search_base, attribute, value, candidates):
matches = list()
for entry in candidates:
dn = entry.get("dn")
if not dn.endswith(search_base):
continue
value_from_directory = entry.get("attributes").get(attribute)
if s... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def upload_photo_id_image(self, img_data):
"""
Upload an the user's photo ID image. `img_data` should be a raw
bytestream of a PNG image. This method will take the data, encrypt it
using a randomly generated AES key, encode it with base64 and save it
to the storage backend. The r... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _match_less_than_or_equal(search_base, attribute, value, candidates):
matches = list()
for entry in candidates:
dn = entry.get("dn")
if not dn.endswith(search_base):
continue
value_from_directory = entry.get("attributes").get(attribute)
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def submit(self, copy_id_photo_from=None):
"""
Submit our verification attempt to Software Secure for validation. This
will set our status to "submitted" if the post is successful, and
"must_retry" if the post fails.
Keyword Arguments:
copy_id_photo_from (SoftwareSec... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _match_less_than(search_base, attribute, value, candidates):
matches = list()
for entry in candidates:
dn = entry.get("dn")
if not dn.endswith(search_base):
continue
value_from_directory = entry.get("attributes").get(attribute)
if str(... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def parsed_error_msg(self):
"""
Parse the error messages we receive from SoftwareSecure
Error messages are written in the form:
`[{"photoIdReasons": ["Not provided"]}]`
Returns:
str[]: List of error messages.
"""
parsed_errors = []
error... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _match_equal_to(search_base, attribute, value, candidates):
matches = list()
match_using_regex = False
if "*" in value:
match_using_regex = True
#regex = check_escape(value)
regex = value.replace('*', '.*')
regex = "^{0}$".format(regex)
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def image_url(self, name, override_receipt_id=None):
"""
We dynamically generate this, since we want it the expiration clock to
start when the message is created, not when the record is created.
Arguments:
name (str): Name of the image (e.g. "photo_id" or "face")
Ke... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _match_notequal_to(search_base, attribute, value, candidates):
matches = list()
match_using_regex = False
if "*" in value:
match_using_regex = True
#regex = check_escape(value)
regex = value.replace('*', '.*')
regex = "^{0}$".format(regex)
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _storage(self):
"""
Return the configured django storage backend.
"""
config = settings.VERIFY_STUDENT["SOFTWARE_SECURE"]
# Default to the S3 backend for backward compatibility
storage_class = config.get("STORAGE_CLASS", "storages.backends.s3boto.S3BotoStorage")
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _parse_filter():
op = pyparsing.oneOf('! & |')
lpar = pyparsing.Literal('(').suppress()
rpar = pyparsing.Literal(')').suppress()
k = pyparsing.Word(pyparsing.alphanums)
# NOTE: We may need to expand on this list, but as this is not a real
# LDAP server we should be... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _get_path(self, prefix, override_receipt_id=None):
"""
Returns the path to a resource with this instance's `receipt_id`.
If `override_receipt_id` is given, the path to that resource will be
retrieved instead. This allows us to retrieve images submitted in
previous attempts (... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _deDuplicate(results):
found = dict()
deDuped = list()
for entry in results:
dn = entry.get("dn")
if not dn in found:
found[dn] = 1
deDuped.append(entry)
return deDuped |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _encrypted_user_photo_key_str(self):
"""
Software Secure needs to have both UserPhoto and PhotoID decrypted in
the same manner. So even though this is going to be the same for every
request, we're also using RSA encryption to encrypt the AES key for
faces.
"""
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _invert_results(self, candidates):
inverted_candidates = list(self.directory)
for candidate in candidates:
try:
inverted_candidates.remove(candidate)
except ValueError:
pass
return inverted_candidates |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def create_request(self, copy_id_photo_from=None):
"""
Construct the HTTP request to the photo verification service.
Keyword Arguments:
copy_id_photo_from (SoftwareSecurePhotoVerification): If provided, re-send the ID photo
data from this attempt. This is used for r... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _search_not(self, base, search_filter, candidates=None):
# Create empty candidates list as we need to use self.directory for
# each search
candidates = list()
this_filter = list()
index = 0
search_filter.remove("!")
for condition in search_filter:
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def request_message_txt(self):
"""
This is the body of the request we send across. This is never actually
used in the code, but exists for debugging purposes -- you can call
`print attempt.request_message_txt()` on the console and get a readable
rendering of the request that woul... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _search_and(self, base, search_filter, candidates=None):
# Load the data from the directory, if we aren't passed any
if candidates == [] or candidates is None:
candidates = self.directory
this_filter = list()
index = 0
search_filter.remove("&")
for condit... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def send_request(self, copy_id_photo_from=None):
"""
Assembles a submission to Software Secure and sends it via HTTPS.
Keyword Arguments:
copy_id_photo_from (SoftwareSecurePhotoVerification): If provided, re-send the ID photo
data from this attempt. This is used for... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _search_or(self, base, search_filter, candidates=None):
# Create empty candidates list as we need to use self.directory for
# each search
candidates = list()
this_filter = list()
index = 0
search_filter.remove("|")
for condition in search_filter:
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def search(self, search_base=None, search_scope=None,
search_filter=None, attributes=None, paged_size=5,
size_limit=0, paged_cookie=None):
s_filter = list()
candidates = list()
self.response = list()
self.result = dict()
try:
if isinstan... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def set_deadline(cls, course_key, deadline, is_explicit=False):
"""
Configure the verification deadline for a course.
If `deadline` is `None`, then the course will have no verification
deadline. In this case, users will be able to verify for the course
at any time.
Arg... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def unbind(self):
return True |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def deadlines_for_courses(cls, course_keys):
"""
Retrieve verification deadlines for particular courses.
Arguments:
course_keys (list): List of `CourseKey`s.
Returns:
dict: Map of course keys to datetimes (verification deadlines)
"""
all_deadlin... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def __init__(self):
self._calls = CallList()
self._server_mock = None
self.directory = []
self.exception = None
self.reset() |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def deadline_for_course(cls, course_key):
"""
Retrieve the verification deadline for a particular course.
Arguments:
course_key (CourseKey): The identifier for the course.
Returns:
datetime or None
"""
try:
deadline = cls.objects.get... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def reset(self):
self._calls.reset() |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def setLDAPDirectory(self, directory=None):
if directory is None:
self.directory = []
else:
try:
with open(DIRECTORY, 'w+') as f:
f.write(str(directory))
self.directory = directory
except OSError as e:
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def set_exception(self, exc=True):
self.exception = exc |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _load_data(self, directory):
try:
with open(directory, 'r') as f:
data = f.read()
return literal_eval(data)
except OSError as e:
raise |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def calls(self):
return self._calls |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def __enter__(self):
self.start() |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def __exit__(self, *args):
self.stop()
self.reset() |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def activate(self, func):
evaldict = {'ldap3mock': self, 'func': func}
return get_wrapped(func, _wrapper_template, evaldict) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _on_Server(self, host, port, use_ssl, connect_timeout, get_info=None,
tls=None):
# mangle request packet
return "FakeServerObject" |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _on_Connection(self, server, user, password,
auto_bind=None, client_strategy=None,
authentication=None, check_names=None,
auto_referrals=None, receive_timeout=None):
"""
We need to create a Connection object with
methods:
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def unbound_on_Server(host, port,
use_ssl,
connect_timeout, *a, **kwargs):
return self._on_Server(host, port,
use_ssl,
connect_timeout, *a, **kwargs) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def unbound_on_Connection(server, user,
password,
auto_bind,
client_strategy,
authentication,
check_names,
auto_refe... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def stop(self):
self._patcher.stop()
self._patcher2.stop()
self._server_mock = None |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def get_server_mock(self):
return self._server_mock |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def setUp(self):
entry_Li = ComputedEntry("Li", -1.90753119)
with open(os.path.join(PymatgenTest.TEST_FILES_DIR, "LiTiO2_batt.json")) as f:
entries_LTO = json.load(f, cls=MontyDecoder)
self.ie_LTO = InsertionElectrode.from_entries(entries_LTO, entry_Li)
with open(os.pat... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def __init__(self):
"""
Every authenticator has to have a name
:param name:
"""
super().__init__() |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def testName(self):
plotter = VoltageProfilePlotter(xaxis="frac_x")
plotter.add_electrode(self.ie_LTO, "LTO insertion")
plotter.add_electrode(self.ce_FF, "FeF3 conversion")
self.assertIsNotNone(plotter.get_plot_data(self.ie_LTO))
self.assertIsNotNone(plotter.get_plot_data(self.ce... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def testPlotly(self):
plotter = VoltageProfilePlotter(xaxis="frac_x")
plotter.add_electrode(self.ie_LTO, "LTO insertion")
plotter.add_electrode(self.ce_FF, "FeF3 conversion")
fig = plotter.get_plotly_figure()
self.assertEqual(fig.layout.xaxis.title.text, "Atomic Fraction of Li")
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _no_ssl_required_on_debug(app, **kwargs):
if app.debug or app.testing:
os.environ['AUTHLIB_INSECURE_TRANSPORT'] = '1' |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def __init__(self, head):
self.head = head
self.lsize = 0
while head.next:
head = head.next
self.lsize += 1
self.m1_idx = None
self.m2_idx = None
if self.lsize > self._largesize:
self.m1_idx = self.lsize / 3 # start from 1/3
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _getN(self, n):
n -= 1
p = self.head
while n:
p = p.next
n -= 1
return p |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def _get(delta, start):
p = start
while delta:
p = p.next
delta -= 1
return p.val |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def main():
parser = argparse.ArgumentParser()
parser.add_argument("day", help="The day of the results, with format yyyymmdd")
args = parser.parse_args()
install_autopkgtest_results_formatter()
with tempfile.TemporaryDirectory(dir=os.environ.get("HOME")) as temp_dir:
clone_results_repo(temp_... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def __init__(self, parent, window):
self._parent = parent
self._window = window
self._application = self._parent._application
# create user interface
self._container = gtk.VBox(False, 5)
self._controls = gtk.HBox(False, 5)
separator = gtk.HSeparator()
# pack interface
self._container.pack_end(separ... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def install_autopkgtest_results_formatter():
subprocess.check_call(
["sudo", "snap", "install", "autopkgtest-results-formatter", "--edge"]
) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def can_handle(self, uri):
"""Returns boolean denoting if specified URI can be handled by this extension"""
return False |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def clone_results_repo(dest_dir):
subprocess.check_call(
["git", "clone", "https://github.com/elopio/autopkgtest-results.git", dest_dir]
) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def get_container(self):
"""Return container widget"""
return self._container |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def format_results(dest_dir, distros, day):
subprocess.check_call(
[
"/snap/bin/autopkgtest-results-formatter",
"--destination",
dest_dir,
"--distros",
*distros,
"--day",
day,
]
) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def get_information(self):
"""Returns information about extension"""
icon = None
name = None
return icon, name |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def commit_and_push(repo_dir, day):
subprocess.check_call(
["git", "config", "--global", "user.email", "u1test+m-o@canonical.com"]
)
subprocess.check_call(["git", "config", "--global", "user.name", "snappy-m-o"])
subprocess.check_call(["git", "-C", repo_dir, "add", "--all"])
subprocess.chec... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def unmount(self, uri):
"""Method called by the mount manager for unmounting the selected URI"""
pass |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def focus_object(self):
"""Method called by the mount manager for focusing main object"""
pass |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def __init__(self, gan=None, config=None, trainer=None):
super().__init__(config=config, gan=gan, trainer=trainer)
self.d_grads = None
self.g_grads = None |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def main():
# Contingency Table from Wilks (2011) Table 8.3
table = np.array([[50, 91, 71],
[47, 2364, 170],
[54, 205, 3288]])
mct = MulticlassContingencyTable(table, n_classes=table.shape[0],
class_names=np.arange(table.shape[... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def gradients(self, d_grads, g_grads):
if self.d_grads is None:
self.d_grads = [torch.zeros_like(_g) for _g in d_grads]
self.g_grads = [torch.zeros_like(_g) for _g in g_grads] |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def __init__(self, table=None, n_classes=2, class_names=("1", "0")):
self.table = table
self.n_classes = n_classes
self.class_names = class_names
if table is None:
self.table = np.zeros((self.n_classes, self.n_classes), dtype=int) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def __add__(self, other):
assert self.n_classes == other.n_classes, "Number of classes does not match"
return MulticlassContingencyTable(self.table + other.table,
n_classes=self.n_classes,
class_names=self.class_names) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def peirce_skill_score(self):
"""
Multiclass Peirce Skill Score (also Hanssen and Kuipers score, True Skill Score)
"""
n = float(self.table.sum())
nf = self.table.sum(axis=1)
no = self.table.sum(axis=0)
correct = float(self.table.trace())
return (correct /... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def gerrity_score(self):
"""
Gerrity Score, which weights each cell in the contingency table by its observed relative frequency.
:return:
"""
k = self.table.shape[0]
n = float(self.table.sum())
p_o = self.table.sum(axis=0) / n
p_sum = np.cumsum(p_o)[:-1]
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def heidke_skill_score(self):
n = float(self.table.sum())
nf = self.table.sum(axis=1)
no = self.table.sum(axis=0)
correct = float(self.table.trace())
return (correct / n - (nf * no).sum() / n ** 2) / (1 - (nf * no).sum() / n ** 2) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def git_checkout(git_url, git_branch=None, git_tag=None, git_hash=None):
git_dst = tempfile.mkdtemp()
g = GitManager(url=git_url, git_dst=git_dst, git_branch=git_branch, git_tag=git_tag, git_hash=git_hash)
g.run()
shutil.rmtree(git_dst) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def test_git_tag():
""" Test checkout w/ Tag """
git_checkout(git_url='https://github.com/voltgrid/voltgrid-pie.git', git_branch=None, git_tag='v0.1.0') |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def test_git_branch():
""" Test checkout w/ Branch """
git_checkout(git_url='https://github.com/voltgrid/voltgrid-pie.git', git_branch='master', git_tag=None) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def test_make_gym_venv_nostack(name, num_envs, state_shape, reward_scale):
seed = 0
frame_op = None
frame_op_len = None
venv = make_gym_venv(name, num_envs, seed, frame_op=frame_op, frame_op_len=frame_op_len, reward_scale=reward_scale)
venv.reset()
for i in range(5):
state, reward, done,... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def compute_rbf_kernel_matrix(X):
"""Compute the RBF kernel matrix with sigma2 as the median pairwise
distance.
"""
sigma2 = np.median(pairwise_distances(X, metric='euclidean'))**2
K = pairwise_kernels(X, X, metric='rbf', gamma=1.0/sigma2, n_jobs=-1)
return K |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def test_make_gym_concat(name, num_envs, state_shape, reward_scale):
seed = 0
frame_op = 'concat' # used for image, or for concat vector
frame_op_len = 4
venv = make_gym_venv(name, num_envs, seed, frame_op=frame_op, frame_op_len=frame_op_len, reward_scale=reward_scale)
venv.reset()
for i in ran... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def balanced_accuracy_scoring(clf, X, y):
"""Scoring function that computes the balanced accuracy to be used
internally in the cross-validation procedure.
"""
y_pred = clf.predict(X)
conf_mat = confusion_matrix(y, y_pred)
bal_acc = 0.
for i in range(len(conf_mat)):
bal_acc += (float(... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def test_make_gym_stack(name, num_envs, state_shape, reward_scale):
seed = 0
frame_op = 'stack' # used for rnn
frame_op_len = 4
venv = make_gym_venv(name, num_envs, seed, frame_op=frame_op, frame_op_len=frame_op_len, reward_scale=reward_scale)
venv.reset()
for i in range(5):
state, rewa... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def compute_svm_cv(K, y, C=100.0, n_folds=5,
scoring=balanced_accuracy_scoring):
"""Compute cross-validated score of SVM with given precomputed kernel.
"""
cv = StratifiedKFold(y, n_folds=n_folds)
clf = SVC(C=C, kernel='precomputed', class_weight='auto')
scores = cross_val_score(c... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def compute_svm_subjects(K, y, n_folds=5):
"""
"""
cv = KFold(len(K)/2, n_folds)
scores = np.zeros(n_folds)
for i, (train, test) in enumerate(cv):
train_ids = np.concatenate((train, len(K)/2+train))
test_ids = np.concatenate((test, len(K)/2+test))
clf = SVC(kernel='precompute... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def permutation_subjects(y):
"""Permute class labels of Contextual Disorder dataset.
"""
y_perm = np.random.randint(0, 2, len(y)/2)
y_perm = np.concatenate((y_perm, np.logical_not(y_perm).astype(int)))
return y_perm |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def permutation_subjects_ktst(y):
"""Permute class labels of Contextual Disorder dataset for KTST.
"""
yp = np.random.randint(0, 2, len(y)/2)
yp = np.concatenate((yp, np.logical_not(yp).astype(int)))
y_perm = np.arange(len(y))
for i in range(len(y)/2):
if yp[i] == 1:
y_perm[i... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def compute_svm_score_nestedCV(K, y, n_folds,
scoring=balanced_accuracy_scoring,
random_state=None,
param_grid=[{'C': np.logspace(-5, 5, 25)}]):
"""Compute cross-validated score of SVM using precomputed kernel.
"""
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def apply_svm(K, y, n_folds=5, iterations=10000, subjects=False, verbose=True,
random_state=None):
"""
Compute the balanced accuracy, its null distribution and the p-value.
Parameters:
----------
K: array-like
Kernel matrix
y: array_like
class labels
cv: Number... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def apply_ktst(K, y, iterations=10000, subjects=False, verbose=True):
"""
Compute MMD^2_u, its null distribution and the p-value of the
kernel two-sample test.
Parameters:
----------
K: array-like
Kernel matrix
y: array_like
class labels
verbose: bool
Verbosity
... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def test_login(self, mock_login_with_token, mock_input, mock_open_url):
quilt3.login()
url = quilt3.session.get_registry_url()
mock_open_url.assert_called_with(f'{url}/login')
mock_login_with_token.assert_called_with('123456') |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def decode(value):
if isinstance(value, bytes):
value = value.decode(errors="surrogateescape")
for char in ("\\", "\n", "\t"):
value = value.replace(
char.encode(encoding="unicode-escape").decode(), char
)
return value |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def test_login_with_token(self, mock_save_credentials, mock_save_auth):
url = quilt3.session.get_registry_url()
mock_auth = dict(
refresh_token='refresh-token',
access_token='access-token',
expires_at=123456789
)
self.requests_mock.add(
r... |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def encode(value):
if isinstance(value, bytes):
value = value.decode(errors="surrogateescape")
for char in ("\\", "\n", "\t"):
value = value.replace(
char, char.encode(encoding="unicode-escape").decode()
)
return value |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def format_date(date):
return date.replace(tzinfo=datetime.timezone.utc, microsecond=0).isoformat() |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def deserialize(self, value):
"""Cast raw string to appropriate type."""
return decode(value) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def serialize(self, value, display=False):
"""Convert value back to string for saving."""
if value is None:
return ""
return str(value) |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def deserialize(self, value):
return DeprecatedValue() |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def serialize(self, value, display=False):
return DeprecatedValue() |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def __init__(self, optional=False, choices=None):
self._required = not optional
self._choices = choices |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def deserialize(self, value):
value = decode(value).strip()
validators.validate_required(value, self._required)
if not value:
return None
validators.validate_choice(value, self._choices)
return value |
def save(self, doc):
if doc.id:
return self.update(doc)
else:
return self.insert(doc) | def serialize(self, value, display=False):
if value is None:
return ""
return encode(value) |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.