Search is not available for this dataset
text stringlengths 75 104k |
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async def next(self) -> Any:
"""Emits next multipart reader object."""
item = await self.stream.next()
if self.stream.at_eof():
await self.release()
return item |
async def read(self, *, decode: bool=False) -> Any:
"""Reads body part data.
decode: Decodes data following by encoding
method from Content-Encoding header. If it missed
data remains untouched
"""
if self._at_eof:
return b''
data = byt... |
async def read_chunk(self, size: int=chunk_size) -> bytes:
"""Reads body part content chunk of the specified size.
size: chunk size
"""
if self._at_eof:
return b''
if self._length:
chunk = await self._read_chunk_from_length(size)
else:
... |
async def readline(self) -> bytes:
"""Reads body part by line by line."""
if self._at_eof:
return b''
if self._unread:
line = self._unread.popleft()
else:
line = await self._content.readline()
if line.startswith(self._boundary):
#... |
async def release(self) -> None:
"""Like read(), but reads all the data to the void."""
if self._at_eof:
return
while not self._at_eof:
await self.read_chunk(self.chunk_size) |
async def text(self, *, encoding: Optional[str]=None) -> str:
"""Like read(), but assumes that body part contains text data."""
data = await self.read(decode=True)
# see https://www.w3.org/TR/html5/forms.html#multipart/form-data-encoding-algorithm # NOQA
# and https://dvcs.w3.org/hg/xhr/... |
async def json(self, *, encoding: Optional[str]=None) -> Any:
"""Like read(), but assumes that body parts contains JSON data."""
data = await self.read(decode=True)
if not data:
return None
encoding = encoding or self.get_charset(default='utf-8')
return json.loads(dat... |
async def form(self, *,
encoding: Optional[str]=None) -> List[Tuple[str, str]]:
"""Like read(), but assumes that body parts contains form
urlencoded data.
"""
data = await self.read(decode=True)
if not data:
return []
if encoding is not None... |
def decode(self, data: bytes) -> bytes:
"""Decodes data according the specified Content-Encoding
or Content-Transfer-Encoding headers value.
"""
if CONTENT_TRANSFER_ENCODING in self.headers:
data = self._decode_content_transfer(data)
if CONTENT_ENCODING in self.header... |
def get_charset(self, default: str) -> str:
"""Returns charset parameter from Content-Type header or default."""
ctype = self.headers.get(CONTENT_TYPE, '')
mimetype = parse_mimetype(ctype)
return mimetype.parameters.get('charset', default) |
def name(self) -> Optional[str]:
"""Returns name specified in Content-Disposition header or None
if missed or header is malformed.
"""
_, params = parse_content_disposition(
self.headers.get(CONTENT_DISPOSITION))
return content_disposition_filename(params, 'name') |
def from_response(cls, response: 'ClientResponse') -> Any:
"""Constructs reader instance from HTTP response.
:param response: :class:`~aiohttp.client.ClientResponse` instance
"""
obj = cls.response_wrapper_cls(response, cls(response.headers,
... |
async def next(self) -> Any:
"""Emits the next multipart body part."""
# So, if we're at BOF, we need to skip till the boundary.
if self._at_eof:
return
await self._maybe_release_last_part()
if self._at_bof:
await self._read_until_first_boundary()
... |
async def release(self) -> None:
"""Reads all the body parts to the void till the final boundary."""
while not self._at_eof:
item = await self.next()
if item is None:
break
await item.release() |
def _get_part_reader(self, headers: 'CIMultiDictProxy[str]') -> Any:
"""Dispatches the response by the `Content-Type` header, returning
suitable reader instance.
:param dict headers: Response headers
"""
ctype = headers.get(CONTENT_TYPE, '')
mimetype = parse_mimetype(cty... |
async def _maybe_release_last_part(self) -> None:
"""Ensures that the last read body part is read completely."""
if self._last_part is not None:
if not self._last_part.at_eof():
await self._last_part.release()
self._unread.extend(self._last_part._unread)
... |
def _boundary_value(self) -> str:
"""Wrap boundary parameter value in quotes, if necessary.
Reads self.boundary and returns a unicode sting.
"""
# Refer to RFCs 7231, 7230, 5234.
#
# parameter = token "=" ( token / quoted-string )
# token = 1*tchar
... |
def append_payload(self, payload: Payload) -> Payload:
"""Adds a new body part to multipart writer."""
# compression
encoding = payload.headers.get(CONTENT_ENCODING, '').lower() # type: Optional[str] # noqa
if encoding and encoding not in ('deflate', 'gzip', 'identity'):
ra... |
def append_json(
self,
obj: Any,
headers: Optional['MultiMapping[str]']=None
) -> Payload:
"""Helper to append JSON part."""
if headers is None:
headers = CIMultiDict()
return self.append_payload(JsonPayload(obj, headers=headers)) |
def append_form(
self,
obj: Union[Sequence[Tuple[str, str]],
Mapping[str, str]],
headers: Optional['MultiMapping[str]']=None
) -> Payload:
"""Helper to append form urlencoded part."""
assert isinstance(obj, (Sequence, Mapping))
if h... |
def size(self) -> Optional[int]:
"""Size of the payload."""
if not self._parts:
return 0
total = 0
for part, encoding, te_encoding in self._parts:
if encoding or te_encoding or part.size is None:
return None
total += int(
... |
async def write(self, writer: Any,
close_boundary: bool=True) -> None:
"""Write body."""
if not self._parts:
return
for part, encoding, te_encoding in self._parts:
await writer.write(b'--' + self._boundary + b'\r\n')
await writer.write(par... |
def update_host(self, url: URL) -> None:
"""Update destination host, port and connection type (ssl)."""
# get host/port
if not url.host:
raise InvalidURL(url)
# basic auth info
username, password = url.user, url.password
if username:
self.auth = h... |
def update_version(self, version: Union[http.HttpVersion, str]) -> None:
"""Convert request version to two elements tuple.
parser HTTP version '1.1' => (1, 1)
"""
if isinstance(version, str):
v = [l.strip() for l in version.split('.', 1)]
try:
ver... |
def update_headers(self, headers: Optional[LooseHeaders]) -> None:
"""Update request headers."""
self.headers = CIMultiDict() # type: CIMultiDict[str]
# add host
netloc = cast(str, self.url.raw_host)
if helpers.is_ipv6_address(netloc):
netloc = '[{}]'.format(netloc)... |
def update_cookies(self, cookies: Optional[LooseCookies]) -> None:
"""Update request cookies header."""
if not cookies:
return
c = SimpleCookie()
if hdrs.COOKIE in self.headers:
c.load(self.headers.get(hdrs.COOKIE, ''))
del self.headers[hdrs.COOKIE]
... |
def update_content_encoding(self, data: Any) -> None:
"""Set request content encoding."""
if not data:
return
enc = self.headers.get(hdrs.CONTENT_ENCODING, '').lower()
if enc:
if self.compress:
raise ValueError(
'compress can n... |
def update_transfer_encoding(self) -> None:
"""Analyze transfer-encoding header."""
te = self.headers.get(hdrs.TRANSFER_ENCODING, '').lower()
if 'chunked' in te:
if self.chunked:
raise ValueError(
'chunked can not be set '
'if ... |
def update_auth(self, auth: Optional[BasicAuth]) -> None:
"""Set basic auth."""
if auth is None:
auth = self.auth
if auth is None:
return
if not isinstance(auth, helpers.BasicAuth):
raise TypeError('BasicAuth() tuple is required instead')
sel... |
async def write_bytes(self, writer: AbstractStreamWriter,
conn: 'Connection') -> None:
"""Support coroutines that yields bytes objects."""
# 100 response
if self._continue is not None:
await writer.drain()
await self._continue
protocol =... |
async def start(self, connection: 'Connection') -> 'ClientResponse':
"""Start response processing."""
self._closed = False
self._protocol = connection.protocol
self._connection = connection
with self._timer:
while True:
# read response
... |
async def read(self) -> bytes:
"""Read response payload."""
if self._body is None:
try:
self._body = await self.content.read()
for trace in self._traces:
await trace.send_response_chunk_received(self._body)
except BaseException:... |
async def text(self,
encoding: Optional[str]=None, errors: str='strict') -> str:
"""Read response payload and decode."""
if self._body is None:
await self.read()
if encoding is None:
encoding = self.get_encoding()
return self._body.decode(enco... |
async def json(self, *, encoding: str=None,
loads: JSONDecoder=DEFAULT_JSON_DECODER,
content_type: Optional[str]='application/json') -> Any:
"""Read and decodes JSON response."""
if self._body is None:
await self.read()
if content_type:
... |
def enable_chunked_encoding(self, chunk_size: Optional[int]=None) -> None:
"""Enables automatic chunked transfer encoding."""
self._chunked = True
if hdrs.CONTENT_LENGTH in self._headers:
raise RuntimeError("You can't enable chunked encoding when "
"a ... |
def enable_compression(self,
force: Optional[Union[bool, ContentCoding]]=None
) -> None:
"""Enables response compression encoding."""
# Backwards compatibility for when force was a bool <0.17.
if type(force) == bool:
force = Conte... |
def set_cookie(self, name: str, value: str, *,
expires: Optional[str]=None,
domain: Optional[str]=None,
max_age: Optional[Union[int, str]]=None,
path: str='/',
secure: Optional[str]=None,
httponly: Optional... |
def del_cookie(self, name: str, *,
domain: Optional[str]=None,
path: str='/') -> None:
"""Delete cookie.
Creates new empty expired cookie.
"""
# TODO: do we need domain/path here?
self._cookies.pop(name, None)
self.set_cookie(name, '... |
def last_modified(self) -> Optional[datetime.datetime]:
"""The value of Last-Modified HTTP header, or None.
This header is represented as a `datetime` object.
"""
httpdate = self._headers.get(hdrs.LAST_MODIFIED)
if httpdate is not None:
timetuple = parsedate(httpdate... |
async def _default_expect_handler(request: Request) -> None:
"""Default handler for Expect header.
Just send "100 Continue" to client.
raise HTTPExpectationFailed if value of header is not "100-continue"
"""
expect = request.headers.get(hdrs.EXPECT)
if request.version == HttpVersion11:
... |
def url_for(self, *args: str, **kwargs: str) -> URL:
"""Construct url for route with additional params."""
return self._resource.url_for(*args, **kwargs) |
def add_static(self, prefix: str, path: PathLike, *,
name: Optional[str]=None,
expect_handler: Optional[_ExpectHandler]=None,
chunk_size: int=256 * 1024,
show_index: bool=False, follow_symlinks: bool=False,
append_version: bo... |
def add_head(self, path: str, handler: _WebHandler,
**kwargs: Any) -> AbstractRoute:
"""
Shortcut for add_route with method HEAD
"""
return self.add_route(hdrs.METH_HEAD, path, handler, **kwargs) |
def add_options(self, path: str, handler: _WebHandler,
**kwargs: Any) -> AbstractRoute:
"""
Shortcut for add_route with method OPTIONS
"""
return self.add_route(hdrs.METH_OPTIONS, path, handler, **kwargs) |
def add_get(self, path: str, handler: _WebHandler, *,
name: Optional[str]=None, allow_head: bool=True,
**kwargs: Any) -> AbstractRoute:
"""
Shortcut for add_route with method GET, if allow_head is true another
route is added allowing head requests to the same endp... |
def add_post(self, path: str, handler: _WebHandler,
**kwargs: Any) -> AbstractRoute:
"""
Shortcut for add_route with method POST
"""
return self.add_route(hdrs.METH_POST, path, handler, **kwargs) |
def add_put(self, path: str, handler: _WebHandler,
**kwargs: Any) -> AbstractRoute:
"""
Shortcut for add_route with method PUT
"""
return self.add_route(hdrs.METH_PUT, path, handler, **kwargs) |
def add_patch(self, path: str, handler: _WebHandler,
**kwargs: Any) -> AbstractRoute:
"""
Shortcut for add_route with method PATCH
"""
return self.add_route(hdrs.METH_PATCH, path, handler, **kwargs) |
def add_delete(self, path: str, handler: _WebHandler,
**kwargs: Any) -> AbstractRoute:
"""
Shortcut for add_route with method DELETE
"""
return self.add_route(hdrs.METH_DELETE, path, handler, **kwargs) |
def add_view(self, path: str, handler: AbstractView,
**kwargs: Any) -> AbstractRoute:
"""
Shortcut for add_route with ANY methods for a class-based view
"""
return self.add_route(hdrs.METH_ANY, path, handler, **kwargs) |
def add_routes(self, routes: Iterable[AbstractRouteDef]) -> None:
"""Append routes to route table.
Parameter should be a sequence of RouteDef objects.
"""
for route_def in routes:
route_def.register(self) |
def parse_headers(
self,
lines: List[bytes]
) -> Tuple['CIMultiDictProxy[str]',
RawHeaders,
Optional[bool],
Optional[str],
bool,
bool]:
"""Parses RFC 5322 headers from a stream.
Line continuations are... |
def get_extra_info(self, name: str, default: Any=None) -> Any:
"""extra info from connection transport"""
conn = self._response.connection
if conn is None:
return default
transport = conn.transport
if transport is None:
return default
return transp... |
def user_agent(style=None) -> _UserAgent:
"""Returns an apparently legit user-agent, if not requested one of a specific
style. Defaults to a Chrome-style User-Agent.
"""
global useragent
if (not useragent) and style:
useragent = UserAgent()
return useragent[style] if style else DEFAULT_... |
def raw_html(self) -> _RawHTML:
"""Bytes representation of the HTML content.
(`learn more <http://www.diveintopython3.net/strings.html>`_).
"""
if self._html:
return self._html
else:
return etree.tostring(self.element, encoding='unicode').strip().encode(se... |
def html(self) -> _BaseHTML:
"""Unicode representation of the HTML content
(`learn more <http://www.diveintopython3.net/strings.html>`_).
"""
if self._html:
return self.raw_html.decode(self.encoding, errors='replace')
else:
return etree.tostring(self.eleme... |
def encoding(self) -> _Encoding:
"""The encoding string to be used, extracted from the HTML and
:class:`HTMLResponse <HTMLResponse>` headers.
"""
if self._encoding:
return self._encoding
# Scan meta tags for charset.
if self._html:
self._encoding ... |
def pq(self) -> PyQuery:
"""`PyQuery <https://pythonhosted.org/pyquery/>`_ representation
of the :class:`Element <Element>` or :class:`HTML <HTML>`.
"""
if self._pq is None:
self._pq = PyQuery(self.lxml)
return self._pq |
def lxml(self) -> HtmlElement:
"""`lxml <http://lxml.de>`_ representation of the
:class:`Element <Element>` or :class:`HTML <HTML>`.
"""
if self._lxml is None:
try:
self._lxml = soup_parse(self.html, features='html.parser')
except ValueError:
... |
def find(self, selector: str = "*", *, containing: _Containing = None, clean: bool = False, first: bool = False, _encoding: str = None) -> _Find:
"""Given a CSS Selector, returns a list of
:class:`Element <Element>` objects or a single one.
:param selector: CSS Selector to use.
:param c... |
def xpath(self, selector: str, *, clean: bool = False, first: bool = False, _encoding: str = None) -> _XPath:
"""Given an XPath selector, returns a list of
:class:`Element <Element>` objects or a single one.
:param selector: XPath Selector to use.
:param clean: Whether or not to sanitiz... |
def search_all(self, template: str) -> _Result:
"""Search the :class:`Element <Element>` (multiple times) for the given parse
template.
:param template: The Parse template to use.
"""
return [r for r in findall(template, self.html)] |
def links(self) -> _Links:
"""All found links on page, in as–is form."""
def gen():
for link in self.find('a'):
try:
href = link.attrs['href'].strip()
if href and not (href.startswith('#') and self.skip_anchors) and not href.startswit... |
def _make_absolute(self, link):
"""Makes a given link absolute."""
# Parse the link with stdlib.
parsed = urlparse(link)._asdict()
# If link is relative, then join it with base_url.
if not parsed['netloc']:
return urljoin(self.base_url, link)
# Link is abso... |
def absolute_links(self) -> _Links:
"""All found links on page, in absolute form
(`learn more <https://www.navegabem.com/absolute-or-relative-links.html>`_).
"""
def gen():
for link in self.links:
yield self._make_absolute(link)
return set(gen()) |
def base_url(self) -> _URL:
"""The base URL for the page. Supports the ``<base>`` tag
(`learn more <https://www.w3schools.com/tags/tag_base.asp>`_)."""
# Support for <base> tag.
base = self.find('base', first=True)
if base:
result = base.attrs.get('href', '').strip()... |
def attrs(self) -> _Attrs:
"""Returns a dictionary of the attributes of the :class:`Element <Element>`
(`learn more <https://www.w3schools.com/tags/ref_attributes.asp>`_).
"""
if self._attrs is None:
self._attrs = {k: v for k, v in self.element.items()}
# Split c... |
def next(self, fetch: bool = False, next_symbol: _NextSymbol = DEFAULT_NEXT_SYMBOL) -> _Next:
"""Attempts to find the next page, if there is one. If ``fetch``
is ``True`` (default), returns :class:`HTML <HTML>` object of
next page. If ``fetch`` is ``False``, simply returns the next URL.
... |
async def _async_render(self, *, url: str, script: str = None, scrolldown, sleep: int, wait: float, reload, content: Optional[str], timeout: Union[float, int], keep_page: bool):
""" Handle page creation and js rendering. Internal use for render/arender methods. """
try:
page = await self.bro... |
def render(self, retries: int = 8, script: str = None, wait: float = 0.2, scrolldown=False, sleep: int = 0, reload: bool = True, timeout: Union[float, int] = 8.0, keep_page: bool = False):
"""Reloads the response in Chromium, and replaces HTML content
with an updated version, with JavaScript executed.
... |
def response_hook(self, response, **kwargs) -> HTMLResponse:
""" Change response enconding and replace it by a HTMLResponse. """
if not response.encoding:
response.encoding = DEFAULT_ENCODING
return HTMLResponse._from_response(response, self) |
def close(self):
""" If a browser was created close it first. """
if hasattr(self, "_browser"):
self.loop.run_until_complete(self._browser.close())
super().close() |
def request(self, *args, **kwargs):
""" Partial original request func and run it in a thread. """
func = partial(super().request, *args, **kwargs)
return self.loop.run_in_executor(self.thread_pool, func) |
def run(self, *coros):
""" Pass in all the coroutines you want to run, it will wrap each one
in a task, run it and wait for the result. Return a list with all
results, this is returned in the same order coros are passed in. """
tasks = [
asyncio.ensure_future(coro()) ... |
def add_depth_channel(img_tensor, pad_mode):
'''
img_tensor: N, C, H, W
'''
img_tensor[:, 1] = get_depth_tensor(pad_mode)
img_tensor[:, 2] = img_tensor[:, 0] * get_depth_tensor(pad_mode) |
def get_pre_compute(self, s):
'''
:param s: [src_sequence, batch_size, src_dim]
:return: [src_sequence, batch_size. hidden_dim]
'''
hidden_dim = self.hidden_dim
src_dim = s.get_shape().as_list()[-1]
assert src_dim is not None, 'src dim must be defined'
W =... |
def get_prob(self, src, tgt, mask, pre_compute, return_logits=False):
'''
:param s: [src_sequence_length, batch_size, src_dim]
:param h: [batch_size, tgt_dim] or [tgt_sequence_length, batch_size, tgt_dim]
:param mask: [src_sequence_length, batch_size]\
or [tgt_sequence_lengt... |
def get_att(self, s, prob):
'''
:param s: [src_sequence_length, batch_size, src_dim]
:param prob: [src_sequence_length, batch_size]\
or [tgt_sequence_length, src_sequence_length, batch_size]
:return: [batch_size, src_dim] or [tgt_sequence_length, batch_size, src_dim]
... |
def shape(tensor):
'''
Get shape of variable.
Return type is tuple.
'''
temp_s = tensor.get_shape()
return tuple([temp_s[i].value for i in range(0, len(temp_s))]) |
def get_variable(name, temp_s):
'''
Get variable by name.
'''
return tf.Variable(tf.zeros(temp_s), name=name) |
def dropout(tensor, drop_prob, is_training):
'''
Dropout except test.
'''
if not is_training:
return tensor
return tf.nn.dropout(tensor, 1.0 - drop_prob) |
def get_elapsed(self, restart=True):
'''
Calculate time span.
'''
end = time.time()
span = end - self.__start
if restart:
self.__start = end
return span |
def do_tta_predict(args, model, ckp_path, tta_num=4):
'''
return 18000x128x128 np array
'''
model.eval()
preds = []
meta = None
# i is tta index, 0: no change, 1: horizon flip, 2: vertical flip, 3: do both
for flip_index in range(tta_num):
print('flip_index:', flip_index)
... |
def partition_dataset():
""" Partitioning MNIST """
dataset = datasets.MNIST(
'./data',
train=True,
download=True,
transform=transforms.Compose([
transforms.ToTensor(),
transforms.Normalize((0.1307, ), (0.3081, ))
]))
size = dist.get_world_size... |
def average_gradients(model):
""" Gradient averaging. """
size = float(dist.get_world_size())
for param in model.parameters():
dist.all_reduce(param.grad.data, op=dist.reduce_op.SUM, group=0)
param.grad.data /= size |
def run(params):
""" Distributed Synchronous SGD Example """
rank = dist.get_rank()
torch.manual_seed(1234)
train_set, bsz = partition_dataset()
model = Net()
model = model
optimizer = optim.SGD(model.parameters(), lr=params['learning_rate'], momentum=params['momentum'])
num_batches = c... |
def graph_loads(graph_json):
'''
Load graph
'''
layers = []
for layer in graph_json['layers']:
layer_info = Layer(layer['type'], layer['input'], layer['output'], layer['size'])
layer_info.is_delete = layer['is_delete']
layers.append(layer_info)
graph = Graph(graph_json['m... |
def set_size(self, graph_id, size):
'''
Set size.
'''
if self.graph_type == LayerType.attention.value:
if self.input[0] == graph_id:
self.size = size
if self.graph_type == LayerType.rnn.value:
self.size = size
if self.graph_type == ... |
def clear_size(self):
'''
Clear size
'''
if self.graph_type == LayerType.attention.value or \
LayerType.rnn.value or LayerType.self_attention.value:
self.size = None |
def is_topology(self, layers=None):
'''
valid the topology
'''
if layers is None:
layers = self.layers
layers_nodle = []
result = []
for i, layer in enumerate(layers):
if layer.is_delete is False:
layers_nodle.append(i)
... |
def is_legal(self, layers=None):
'''
Judge whether is legal for layers
'''
if layers is None:
layers = self.layers
for layer in layers:
if layer.is_delete is False:
if len(layer.input) != layer.input_size:
return False
... |
def mutation(self, only_add=False):
'''
Mutation for a graph
'''
types = []
if self.layer_num() < self.max_layer_num:
types.append(0)
types.append(1)
if self.layer_num() > 5 and only_add is False:
types.append(2)
types.appen... |
def _main_cli(self):
"""Main function of SMAC for CLI interface
Returns
-------
instance
optimizer
"""
self.logger.info("SMAC call: %s" % (" ".join(sys.argv)))
cmd_reader = CMDReader()
args, _ = cmd_reader.read_cmd()
root_log... |
def update_search_space(self, search_space):
"""TODO: this is urgly, we put all the initialization work in this method, because initialization relies
on search space, also because update_search_space is called at the beginning.
NOTE: updating search space is not supported.
Parameters
... |
def receive_trial_result(self, parameter_id, parameters, value):
"""receive_trial_result
Parameters
----------
parameter_id: int
parameter id
parameters:
parameters
value:
value
Raises
------
Run... |
def convert_loguniform_categorical(self, challenger_dict):
"""Convert the values of type `loguniform` back to their initial range
Also, we convert categorical:
categorical values in search space are changed to list of numbers before,
those original values will be changed back in this fun... |
def generate_parameters(self, parameter_id):
"""generate one instance of hyperparameters
Parameters
----------
parameter_id: int
parameter id
Returns
-------
list
new generated parameters
"""
if self.first_... |
def generate_multiple_parameters(self, parameter_id_list):
"""generate mutiple instances of hyperparameters
Parameters
----------
parameter_id_list: list
list of parameter id
Returns
-------
list
list of new generated para... |
def lovasz_grad(gt_sorted):
"""
Computes gradient of the Lovasz extension w.r.t sorted errors
See Alg. 1 in paper
"""
p = len(gt_sorted)
gts = gt_sorted.sum()
intersection = gts - gt_sorted.float().cumsum(0)
union = gts + (1 - gt_sorted).float().cumsum(0)
jaccard = 1. - intersection ... |
def iou_binary(preds, labels, EMPTY=1., ignore=None, per_image=True):
"""
IoU for foreground class
binary: 1 foreground, 0 background
"""
if not per_image:
preds, labels = (preds,), (labels,)
ious = []
for pred, label in zip(preds, labels):
intersection = ((label == 1) & (pre... |
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