input stringlengths 11 7.65k | target stringlengths 22 8.26k |
|---|---|
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def paged_search(self, **kwargs):
self.connection.search(search_base=kwargs.get("search_base"),
search_scope=kwargs.get("search_scope"),
search_filter=kwargs.get(
"search_filter"),
... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def __init__(self, connection):
self.standard = self.Standard(connection) |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def parsed_error_msg(self):
"""
Sometimes, the error message we've received needs to be parsed into
something more human readable
The default behavior is to return the current error message as is.
"""
return self.error_msg |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def __init__(self, directory=None):
if directory is None:
directory = []
import copy
self.directory = copy.deepcopy(directory)
self.bound = False
self.start_tls_called = False
self.extend = self.Extend(self)
self.operation = {
... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def upload_face_image(self, img):
raise NotImplementedError |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def set_directory(self, directory):
self.directory = directory |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def upload_photo_id_image(self, img):
raise NotImplementedError |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def _find_user(self, dn):
return next(i for (i, d) in enumerate(self.directory) if d["dn"] == dn) |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def mark_ready(self):
"""
Mark that the user data in this attempt is correct. In order to
succeed, the user must have uploaded the necessary images
(`face_image_url`, `photo_id_image_url`). This method will also copy
their name from their user profile. Prior to marking it ready, ... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def approve(self, user_id=None, service=""):
"""
Approve this attempt. `user_id`
Valid attempt statuses when calling this method:
`submitted`, `approved`, `denied`
Status after method completes: `approved`
Other fields that will be set by this method:
`... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def bind(self, read_server_info=True):
return self.bound |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def deny(self,
error_msg,
error_code="",
reviewing_user=None,
reviewing_service=""):
"""
Deny this attempt.
Valid attempt statuses when calling this method:
`submitted`, `approved`, `denied`
Status after method completes: ... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def start_tls(self, read_server_info=True):
self.start_tls_called = True |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def system_error(self,
error_msg,
error_code="",
reviewing_user=None,
reviewing_service=""):
"""
Mark that this attempt could not be completed because of a system error.
Status should be moved to `must_retry`. Fo... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def add(self, dn, object_class=None, attributes=None):
self.result = { 'dn' : '',
'referrals' : None,
'description' : 'success',
'result' : 0,
'message' : '',
'type' : 'addResponse'}
... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def retire_user(cls, user_id):
"""
Retire user as part of GDPR Phase I
Returns 'True' if records found
:param user_id: int
:return: bool
"""
try:
user_obj = User.objects.get(id=user_id)
except User.DoesNotExist:
return False
... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def delete(self, dn, controls=None):
self.result = { 'dn' : '',
'referrals' : None,
'description' : 'success',
'result' : 0,
'message' : '',
'type' : 'addResponse'}
# Check to see if... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def modify(self, dn, changes, controls=None):
self.result = { 'dn' : '',
'referrals' : None,
'description' : 'success',
'result' : 0,
'message' : '',
'type' : 'modifyResponse'}
# Che... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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}$".format(regex)
... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def image_url(self, name, override_receipt_id=None):
"""
We dynamically generate this, since we want it the expiration clock to
start when the message is created, not when the record is created.
Arguments:
name (str): Name of the image (e.g. "photo_id" or "face")
Ke... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def _match_notequal_to(search_base, attribute, value, candidates):
matches = list()
match_using_regex = False
if "*" in value:
match_using_regex = True
#regex = check_escape(value)
regex = value.replace('*', '.*')
regex = "^{0}$".format(regex)
... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def unbind(self):
return True |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def __init__(self):
self._calls = CallList()
self._server_mock = None
self.directory = []
self.exception = None
self.reset() |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def reset(self):
self._calls.reset() |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def set_exception(self, exc=True):
self.exception = exc |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def calls(self):
return self._calls |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def __enter__(self):
self.start() |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def __exit__(self, *args):
self.stop()
self.reset() |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def activate(self, func):
evaldict = {'ldap3mock': self, 'func': func}
return get_wrapped(func, _wrapper_template, evaldict) |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def _on_Server(self, host, port, use_ssl, connect_timeout, get_info=None,
tls=None):
# mangle request packet
return "FakeServerObject" |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def unbound_on_Connection(server, user,
password,
auto_bind,
client_strategy,
authentication,
check_names,
auto_refe... |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def stop(self):
self._patcher.stop()
self._patcher2.stop()
self._server_mock = None |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def get_server_mock(self):
return self._server_mock |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def __init__(self):
"""
Every authenticator has to have a name
:param name:
"""
super().__init__() |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def _no_ssl_required_on_debug(app, **kwargs):
if app.debug or app.testing:
os.environ['AUTHLIB_INSECURE_TRANSPORT'] = '1' |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def _getN(self, n):
n -= 1
p = self.head
while n:
p = p.next
n -= 1
return p |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def _get(delta, start):
p = start
while delta:
p = p.next
delta -= 1
return p.val |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def install_autopkgtest_results_formatter():
subprocess.check_call(
["sudo", "snap", "install", "autopkgtest-results-formatter", "--edge"]
) |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def can_handle(self, uri):
"""Returns boolean denoting if specified URI can be handled by this extension"""
return False |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def clone_results_repo(dest_dir):
subprocess.check_call(
["git", "clone", "https://github.com/elopio/autopkgtest-results.git", dest_dir]
) |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def get_container(self):
"""Return container widget"""
return self._container |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def format_results(dest_dir, distros, day):
subprocess.check_call(
[
"/snap/bin/autopkgtest-results-formatter",
"--destination",
dest_dir,
"--distros",
*distros,
"--day",
day,
]
) |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def get_information(self):
"""Returns information about extension"""
icon = None
name = None
return icon, name |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def unmount(self, uri):
"""Method called by the mount manager for unmounting the selected URI"""
pass |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | def focus_object(self):
"""Method called by the mount manager for focusing main object"""
pass |
def test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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 test_dockwidget_ok(self):
"""Test we can click OK."""
pass | 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... |
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