Unnamed: 0
int64
0
2.93k
code
stringlengths
101
62.2k
docs
stringlengths
51
10.7k
doc_len
int64
4
1.74k
words
int64
4
4.82k
lang
stringclasses
1 value
prompt
stringlengths
320
71.2k
300
def test_type_eventpage_two_indexes(self): self.make_event_section("Other events") self.assertEqual( self.get_best_root({"page_type": "tests.EventPage"}), self.home_page )
The chooser should start at the home page, as there are two EventIndexes with EventPages.
15
9
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_type_eventpage_two_indexes(self): self.make_event_section("Other events") self.assertEqual( self.get_best_root({"page_type": "tests.EventPage"})...
301
def parse(self, filename, constraint): # type: (str, bool) -> Iterator[ParsedLine] yield from self._parse_and_recurse(filename, constraint)
Parse a given file, yielding parsed lines.
7
14
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def parse(self, filename, constraint): # type: (str, bool) -> Iterator[ParsedLine] yield from self._parse_and_recurse(filename, constraint) ``` ###Assis...
302
def sparse_bincount(inputs, depth, binary_output, dtype, count_weights=None): result = tf.sparse.bincount( inputs, weights=count_weights, minlength=depth, maxlength=depth, axis=-1, binary_output=binary_output, ) result = tf.cast(result, dtype) if inpu...
Apply binary or count encoding to an input and return a sparse tensor.
13
44
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def sparse_bincount(inputs, depth, binary_output, dtype, count_weights=None): result = tf.sparse.bincount( inputs, weights=count_weights, minlength=depth, ...
303
def unmarshal(self, serialized_data): logger.debug("data type: %s", type(serialized_data)) try: retval = self._unmarshal(serialized_data) except Exception as err: msg = f"Error unserializing data for type {type(serialized_data)}: {str(err)}" raise Fac...
Unserialize data to its original object type Parameters ---------- serialized_data: varies Data in serializer format that is to be unmarshalled to its original object Returns ------- data: varies The data in a python object format Examp...
50
35
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def unmarshal(self, serialized_data): logger.debug("data type: %s", type(serialized_data)) try: retval = self._unmarshal(serialized_data) except ...
304
def copyDataFiles(): for included_datafile in getIncludedDataFiles(): # TODO: directories should be resolved to files. if ( not isinstance(included_datafile, (IncludedDataFile)) or included_datafile.needsCopy() ): _handleDataFile( inc...
Copy the data files needed for standalone distribution. Notes: This is for data files only, not DLLs or even extension modules, those must be registered as entry points, and would not go through necessary handling if provided like this.
39
25
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def copyDataFiles(): for included_datafile in getIncludedDataFiles(): # TODO: directories should be resolved to files. if ( not isinstance(included_data...
305
def toggler(self, attr): if attr not in self._options: raise KeyError("No such option: %s" % attr) o = self._options[attr] if o.typespec != bool: raise ValueError("Toggler can only be used with boolean options")
Generate a toggler for a boolean attribute. This returns a callable that takes no arguments.
15
31
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def toggler(self, attr): if attr not in self._options: raise KeyError("No such option: %s" % attr) o = self._options[attr] if o.typespec != bool:...
306
def disable_terminal_wrapping(monkeypatch): monkeypatch.setattr( "prefect.cli.profile.console", rich.console.Console(soft_wrap=True) )
Sometimes, line wrapping makes it hard to make deterministic assertions about the output of a CLI command. Wrapping can be disabled by using this fixture.
25
6
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def disable_terminal_wrapping(monkeypatch): monkeypatch.setattr( "prefect.cli.profile.console", rich.console.Console(soft_wrap=True) ) ``` ###Assistant : ...
307
def __add__(self, other): rank = (self.rank() + other) % self.cardinality rv = self.unrank_lex(self.size, rank) rv._rank = rank return rv
Return permutation that is other higher in rank than self. The rank is the lexicographical rank, with the identity permutation having rank of 0. Examples ======== >>> from sympy.combinatorics import Permutation >>> I = Permutation([0, 1, 2, 3]) >>> a = Permutat...
57
19
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def __add__(self, other): rank = (self.rank() + other) % self.cardinality rv = self.unrank_lex(self.size, rank) rv._rank = rank return rv ``...
308
def test_set_presence_from_syncing_not_set(self): user_id = "@test:server" status_msg = "I'm here!" self._set_presencestate_with_status_msg( user_id, PresenceState.UNAVAILABLE, status_msg ) self.get_success( self.presence_handler.user_syncing(us...
Test that presence is not set by syncing if affect_presence is false
12
43
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_set_presence_from_syncing_not_set(self): user_id = "@test:server" status_msg = "I'm here!" self._set_presencestate_with_status_msg( use...
309
def test_stringy_integers(self): input = { "a": "100", "b": { "foo": 99, "bar": "-98", }, "d": "0999", } output = copy_and_fixup_power_levels_contents(input) expected_output = { "a": 100,...
String representations of decimal integers are converted to integers.
9
37
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_stringy_integers(self): input = { "a": "100", "b": { "foo": 99, "bar": "-98", }, "d"...
310
def get_ec_matching_query(bank_account, company, amount_condition): # get matching Expense Claim query mode_of_payments = [ x["parent"] for x in frappe.db.get_all( "Mode of Payment Account", filters={"default_account": bank_account}, fields=["parent"] ) ] mode_of_payments = "('" + "', '".join(mode_of_payme...
SELECT ( CASE WHEN employee = %(party)s THEN 1 ELSE 0 END + 1 ) AS rank, 'Expense Claim' as doctype, name, total_sanctioned_amount as paid_amount, '' as reference_no, '' as reference_date, employee as party, 'Employee' as party_type, posting_date, '{company_currency}' as currency F...
65
41
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_ec_matching_query(bank_account, company, amount_condition): # get matching Expense Claim query mode_of_payments = [ x["parent"] for x in frappe.db.get_all( "Mode of Payment ...
311
def run_exec_plan(cls, plan, index_cols, dtypes, columns): omniSession = DbWorker() # First step is to make sure all partitions are in HDK. frames = plan.collect_frames() for frame in frames: if frame._partitions.size != 1: raise NotImplementedError(...
Run execution plan in HDK storage format to materialize frame. Parameters ---------- plan : DFAlgNode A root of an execution plan tree. index_cols : list of str A list of index columns. dtypes : pandas.Index Column data types. ...
53
114
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def run_exec_plan(cls, plan, index_cols, dtypes, columns): omniSession = DbWorker() # First step is to make sure all partitions are in HDK. frames = plan.co...
312
def to_numeric_dtype(dtype): dtype = np.dtype(dtype) return np.dtype('int32') if dtype == np.dtype('bool') else dtype
Promotes a dtype into an numeric dtype, if it is not already one.
13
13
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def to_numeric_dtype(dtype): dtype = np.dtype(dtype) return np.dtype('int32') if dtype == np.dtype('bool') else dtype ``` ###Assistant : Promotes a dtype into an numeric...
313
def test_do_schedule_max_active_runs_task_removed(self, session, dag_maker): with dag_maker( dag_id='test_do_schedule_max_active_runs_task_removed', start_date=DEFAULT_DATE, schedule_interval='@once', max_active_runs=1, session=session, ...
Test that tasks in removed state don't count as actively running.
11
58
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_do_schedule_max_active_runs_task_removed(self, session, dag_maker): with dag_maker( dag_id='test_do_schedule_max_active_runs_task_removed', ...
314
def forward(self, xs, masks): if isinstance(self.embed, (Conv2dSubsampling, VGG2L)): xs, masks = self.embed(xs, masks) else: xs = self.embed(xs) xs, masks = self.encoders(xs, masks) if isinstance(xs, tuple): xs = xs[0] if self.normal...
Encode input sequence. :param torch.Tensor xs: input tensor :param torch.Tensor masks: input mask :return: position embedded tensor and mask :rtype Tuple[torch.Tensor, torch.Tensor]:
22
36
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def forward(self, xs, masks): if isinstance(self.embed, (Conv2dSubsampling, VGG2L)): xs, masks = self.embed(xs, masks) else: xs = self.embed(...
315
def save_class(self): if gtff.REMEMBER_CONTEXTS: controllers[self.PATH] = self
Saves the current instance of the class to be loaded later
11
7
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def save_class(self): if gtff.REMEMBER_CONTEXTS: controllers[self.PATH] = self ``` ###Assistant : Saves the current instance of the class to be load...
316
def _decode_messages(self, messages): messages_len = len(messages) # if it was one message, then its old style if messages_len == 1: payload = salt.payload.loads(messages[0]) # 2 includes a header which says who should do it elif messages_len == 2: ...
Take the zmq messages, decrypt/decode them into a payload :param list messages: A list of messages to be decoded
19
119
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _decode_messages(self, messages): messages_len = len(messages) # if it was one message, then its old style if messages_len == 1: payload = sa...
317
def test_get_release_wheel_url(): # This should be a commit for which wheels have already been built for # all platforms and python versions at # `s3://ray-wheels/releases/2.2.0/<commit>/`. test_commits = {"2.2.0": "b6af0887ee5f2e460202133791ad941a41f15beb"} for sys_platform in ["darwin", "linu...
Test the code that generates the filenames of the `release` branch wheels.
12
74
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_get_release_wheel_url(): # This should be a commit for which wheels have already been built for # all platforms and python versions at # `s3://ray-wheels/releases/2...
318
def test_keep_media_by_date(self) -> None: # timestamp before upload now_ms = self.clock.time_msec() server_and_media_id = self._create_media() self._access_media(server_and_media_id) channel = self.make_request( "POST", self.url + "?before_ts=...
Tests that media is not deleted if it is newer than `before_ts`
12
61
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_keep_media_by_date(self) -> None: # timestamp before upload now_ms = self.clock.time_msec() server_and_media_id = self._create_media() sel...
319
def test_fetch_openml_requires_pandas_in_future(monkeypatch): params = {"as_frame": False, "parser": "auto"} data_id = 1119 try: check_pandas_support("test_fetch_openml_requires_pandas") except ImportError: _monkey_patch_webbased_functions(monkeypatch, data_id, True) warn_ms...
Check that we raise a warning that pandas will be required in the future.
14
112
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_fetch_openml_requires_pandas_in_future(monkeypatch): params = {"as_frame": False, "parser": "auto"} data_id = 1119 try: check_pandas_support("test_fetch_ope...
320
def get_connection(self, url, proxies=None): proxy = select_proxy(url, proxies) if proxy: proxy = prepend_scheme_if_needed(proxy, "http") proxy_url = parse_url(proxy) if not proxy_url.host: raise InvalidProxyURL( "Please c...
Returns a urllib3 connection for the given URL. This should not be called from user code, and is only exposed for use when subclassing the :class:`HTTPAdapter <requests.adapters.HTTPAdapter>`. :param url: The URL to connect to. :param proxies: (optional) A Requests-style dictionary of p...
48
62
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_connection(self, url, proxies=None): proxy = select_proxy(url, proxies) if proxy: proxy = prepend_scheme_if_needed(proxy, "http") pr...
321
def feature_engineering_expand_all(self, dataframe, period, **kwargs): dataframe["%-rsi-period"] = ta.RSI(dataframe, timeperiod=period) dataframe["%-mfi-period"] = ta.MFI(dataframe, timeperiod=period) dataframe["%-adx-period"] = ta.ADX(dataframe, timeperiod=period) dataframe["%...
*Only functional with FreqAI enabled strategies* This function will automatically expand the defined features on the config defined `indicator_periods_candles`, `include_timeframes`, `include_shifted_candles`, and `include_corr_pairs`. In other words, a single feature defined in this fu...
106
70
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def feature_engineering_expand_all(self, dataframe, period, **kwargs): dataframe["%-rsi-period"] = ta.RSI(dataframe, timeperiod=period) dataframe["%-mfi-period"] = ...
322
def get_script_prefix(self, scope): if settings.FORCE_SCRIPT_NAME: return settings.FORCE_SCRIPT_NAME return scope.get("root_path", "") or ""
Return the script prefix to use from either the scope or a setting.
13
12
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_script_prefix(self, scope): if settings.FORCE_SCRIPT_NAME: return settings.FORCE_SCRIPT_NAME return scope.get("root_path", "") or "" ```...
323
def test_get_first_menu_and_fail(): part_one = f part_two = f command = ["storage", "create"] invoke_and_assert_in( command=command, desired_contents=(part_one, part_two), expected_code=1, user_input=f"{INVALID_OPTION}\n", )
Make sure that our utility function is returning as expected Found the following storage types: 0) Azure Blob Storage Store data in an Azure blob storage container. 1) File Storage Store data as a file on local or remote file systems. 2) Google Cloud Storage Store data ...
72
19
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_get_first_menu_and_fail(): part_one = f part_two = f command = ["storage", "create"] invoke_and_assert_in( command=command, desired_contents=(p...
324
def check_planarity(G, counterexample=False): planarity_state = LRPlanarity(G) embedding = planarity_state.lr_planarity() if embedding is None: # graph is not planar if counterexample: return False, get_counterexample(G) else: return False, None else...
Check if a graph is planar and return a counterexample or an embedding. A graph is planar iff it can be drawn in a plane without any edge intersections. Parameters ---------- G : NetworkX graph counterexample : bool A Kuratowski subgraph (to proof non planarity) is only returned if set...
228
35
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def check_planarity(G, counterexample=False): planarity_state = LRPlanarity(G) embedding = planarity_state.lr_planarity() if embedding is None: # graph is not plana...
325
def _get_bool(val) -> Optional[bool]: if isinstance(val, bool): return val elif isinstance(val, str): if val.strip().lower() == 'true': return True elif val.strip().lower() == 'false': return False return None
Converts val to bool if can be done with certainty. If we cannot infer intention we return None.
18
26
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _get_bool(val) -> Optional[bool]: if isinstance(val, bool): return val elif isinstance(val, str): if val.strip().lower() == 'true': return True ...
326
def load_data_ptb(batch_size, max_window_size, num_noise_words): sentences = read_ptb() vocab = d2l.Vocab(sentences, min_freq=10) subsampled, counter = subsample(sentences, vocab) corpus = [vocab[line] for line in subsampled] all_centers, all_contexts = get_centers_and_contexts( corpus,...
Download the PTB dataset and then load it into memory. Defined in :numref:`subsec_word2vec-minibatch-loading`
13
76
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def load_data_ptb(batch_size, max_window_size, num_noise_words): sentences = read_ptb() vocab = d2l.Vocab(sentences, min_freq=10) subsampled, counter = subsample(sentences, ...
327
async def async_config_changed(self) -> None: assert self.driver is not None await self.hass.async_add_executor_job(self.driver.config_changed)
Call config changed which writes out the new config to disk.
11
12
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python async def async_config_changed(self) -> None: assert self.driver is not None await self.hass.async_add_executor_job(self.driver.config_changed) ``` ###A...
328
def setDebugActions(self, startAction, successAction, exceptionAction): self.debugActions = (startAction or _defaultStartDebugAction, successAction or _defaultSuccessDebugAction, exceptionAction or _defaultExceptionDebugAction) self.debu...
Enable display of debugging messages while doing pattern matching.
9
21
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def setDebugActions(self, startAction, successAction, exceptionAction): self.debugActions = (startAction or _defaultStartDebugAction, successAct...
329
def get_qty_amount_data_for_cumulative(pr_doc, doc, items=None): if items is None: items = [] sum_qty, sum_amt = [0, 0] doctype = doc.get("parenttype") or doc.doctype date_field = ( "transaction_date" if frappe.get_meta(doctype).has_field("transaction_date") else "posting_date" ) child_doctype = "{0} Item"....
and `tab{child_doc}`.warehouse in ({warehouses}) SELECT `tab{child_doc}`.stock_qty, `tab{child_doc}`.amount FROM `tab{child_doc}`, `tab{parent_doc}` WHERE `tab{child_doc}`.parent = `tab{parent_doc}`.name and `tab{parent_doc}`.{date_field} between %s and %s and `tab{parent_doc}`.docstatus = 1 {condi...
28
99
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_qty_amount_data_for_cumulative(pr_doc, doc, items=None): if items is None: items = [] sum_qty, sum_amt = [0, 0] doctype = doc.get("parenttype") or doc.doctype date_field = ( ...
330
def make_system(A, M, x0, b): A_ = A A = aslinearoperator(A) if A.shape[0] != A.shape[1]: raise ValueError(f'expected square matrix, but got shape={(A.shape,)}') N = A.shape[0] b = asanyarray(b) if not (b.shape == (N,1) or b.shape == (N,)): raise ValueError(f'shapes of A...
Make a linear system Ax=b Parameters ---------- A : LinearOperator sparse or dense matrix (or any valid input to aslinearoperator) M : {LinearOperator, Nones} preconditioner sparse or dense matrix (or any valid input to aslinearoperator) x0 : {array_like, str, None} ...
123
62
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def make_system(A, M, x0, b): A_ = A A = aslinearoperator(A) if A.shape[0] != A.shape[1]: raise ValueError(f'expected square matrix, but got shape={(A.shape,)}') ...
331
def dodecahedral_graph(create_using=None): G = LCF_graph(20, [10, 7, 4, -4, -7, 10, -4, 7, -7, 4], 2, create_using) G.name = "Dodecahedral Graph" return G
Returns the Platonic Dodecahedral graph. The dodecahedral graph has 20 nodes and 30 edges. The skeleton of the dodecahedron forms a graph. It is one of 5 Platonic graphs [1]_. It can be described in LCF notation as: ``[10, 7, 4, -4, -7, 10, -4, 7, -7, 4]^2`` [2]_. Parameters ---------- ...
91
23
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def dodecahedral_graph(create_using=None): G = LCF_graph(20, [10, 7, 4, -4, -7, 10, -4, 7, -7, 4], 2, create_using) G.name = "Dodecahedral Graph" return G ``` ...
332
def arc_tangent(value, default=_SENTINEL): try: return math.atan(float(value)) except (ValueError, TypeError): if default is _SENTINEL: raise_no_default("atan", value) return default
Filter and function to get arc tangent of the value.
10
17
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def arc_tangent(value, default=_SENTINEL): try: return math.atan(float(value)) except (ValueError, TypeError): if default is _SENTINEL: raise_no_defa...
333
def sparse_top_k_categorical_matches(y_true, y_pred, k=5): reshape_matches = False y_true = tf.convert_to_tensor(y_true) y_pred = tf.convert_to_tensor(y_pred) y_true_rank = y_true.shape.ndims y_pred_rank = y_pred.shape.ndims y_true_org_shape = tf.shape(y_true) # Flatten y_pred to (batc...
Creates float Tensor, 1.0 for label-TopK_prediction match, 0.0 for mismatch. Args: y_true: tensor of true targets. y_pred: tensor of predicted targets. k: (Optional) Number of top elements to look at for computing accuracy. Defaults to 5. Returns: Match tensor: 1.0 for label-pr...
46
92
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def sparse_top_k_categorical_matches(y_true, y_pred, k=5): reshape_matches = False y_true = tf.convert_to_tensor(y_true) y_pred = tf.convert_to_tensor(y_pred) y_true_ran...
334
def tax_account_query(doctype, txt, searchfield, start, page_len, filters): company_currency = erpnext.get_company_currency(filters.get("company")) def get_accounts(with_account_type_filter): account_type_condition = "" if with_account_type_filter: account_type_condition = "AND account_type in %(account_types...
SELECT name, parent_account FROM `tabAccount` WHERE `tabAccount`.docstatus!=2 {account_type_condition} AND is_group = 0 AND company = %(company)s AND disabled = %(disabled)s AND (account_currency = %(currency)s or ifnull(account_currency, '') = '') AND `{searchfield}` LIKE %(txt)s ...
42
57
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def tax_account_query(doctype, txt, searchfield, start, page_len, filters): company_currency = erpnext.get_company_currency(filters.get("company")) def get_accounts(with_account_type_filt...
335
def test_add_post_duplicate_choose_permission(self): # Create group with access to admin and add permission. bakers_group = Group.objects.create(name="Bakers") access_admin_perm = Permission.objects.get( content_type__app_label="wagtailadmin", codename="access_admin" ...
When a duplicate image is added but the user doesn't have permission to choose the original image, the add views lets the user upload it as if it weren't a duplicate.
31
49
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_add_post_duplicate_choose_permission(self): # Create group with access to admin and add permission. bakers_group = Group.objects.create(name="Bakers") ...
336
def netmiko_commands(*commands, **kwargs): conn = _netmiko_conn(**kwargs) ret = [] for cmd in commands: ret.append(conn.send_command(cmd)) return ret @proxy_napalm_wrap
.. versionadded:: 2019.2.0 Invoke one or more commands to be executed on the remote device, via Netmiko. Returns a list of strings, with the output from each command. commands A list of commands to be executed. expect_string Regular expression pattern to use for determining end o...
157
17
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def netmiko_commands(*commands, **kwargs): conn = _netmiko_conn(**kwargs) ret = [] for cmd in commands: ret.append(conn.send_command(cmd)) return ret @proxy_na...
337
def decoder(self, side): input_ = Input(shape=(8, 8, 512)) var_x = input_ var_x = UpscaleBlock(256, activation="leakyrelu")(var_x) var_x = UpscaleBlock(128, activation="leakyrelu")(var_x) var_x = UpscaleBlock(64, activation="leakyrelu")(var_x) var_x = Conv...
The original Faceswap Decoder Network. The decoders for the original model have separate weights for each side "A" and "B", so two instances are created in :func:`build_model`, one for each side. Parameters ---------- side: str Either `"a` or `"b"`. This is...
63
58
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def decoder(self, side): input_ = Input(shape=(8, 8, 512)) var_x = input_ var_x = UpscaleBlock(256, activation="leakyrelu")(var_x) var_x = Upsca...
338
def test_users_getting_add_peer_event(self) -> None: streams_to_sub = ["multi_user_stream"] othello = self.example_user("othello") cordelia = self.example_user("cordelia") iago = self.example_user("iago") orig_user_ids_to_subscribe = [self.test_user.id, othello.id] ...
Check users getting add_peer_event is correct
6
101
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_users_getting_add_peer_event(self) -> None: streams_to_sub = ["multi_user_stream"] othello = self.example_user("othello") cordelia = self.example_us...
339
def show_trace_2d(f, results): d2l.set_figsize() d2l.plt.plot(*zip(*results), '-o', color='#ff7f0e') x1, x2 = d2l.meshgrid(d2l.arange(-5.5, 1.0, 0.1), d2l.arange(-3.0, 1.0, 0.1)) d2l.plt.contour(x1, x2, f(x1, x2), colors='#1f77b4') d2l.plt.xlabel('x1') d2l.plt.ylab...
Show the trace of 2D variables during optimization. Defined in :numref:`subsec_gd-learningrate`
11
29
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def show_trace_2d(f, results): d2l.set_figsize() d2l.plt.plot(*zip(*results), '-o', color='#ff7f0e') x1, x2 = d2l.meshgrid(d2l.arange(-5.5, 1.0, 0.1), ...
340
def test_dataset(ray_start_4_cpus, use_local): model_creator = mlp_identity.model_creator optimizer_creator = mlp_identity.optimizer_creator dataset_creator = mlp_identity.dataset_creator DatasetOperator = TrainingOperator.from_creators( model_creator=model_creator, optimizer_crea...
This test tries training the mlp_identity example. We check the accuracy of the model as an all inclusive way of ensuring that we are properly sharding and iterating over the entire dataset (instead of repeating the first set of points for example).
42
51
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_dataset(ray_start_4_cpus, use_local): model_creator = mlp_identity.model_creator optimizer_creator = mlp_identity.optimizer_creator dataset_creator = mlp_identity....
341
def lovasz_softmax_flat(probas, labels, classes='present', weighted=None): if probas.numel() == 0: # only void pixels, the gradients should be 0 return probas * 0. C = probas.size(1) losses = [] class_to_sum = list(range(C)) if classes in ['all', 'present'] else classes for c in...
Multi-class Lovasz-Softmax loss probas: [P, C] Variable, class probabilities at each prediction (between 0 and 1) labels: [P] Tensor, ground truth labels (between 0 and C - 1) classes: 'all' for all, 'present' for classes present in labels, or a list of classes to average.
45
115
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def lovasz_softmax_flat(probas, labels, classes='present', weighted=None): if probas.numel() == 0: # only void pixels, the gradients should be 0 return probas * 0. ...
342
def mixin_distributed_feature_parser(parser): gp = add_arg_group(parser, title='Distributed') gp.add_argument( '--quiet-remote-logs', action='store_true', default=False, help='Do not display the streaming of remote logs on local console', ) gp.add_argument( ...
Mixing in arguments required by :class:`BaseDeployment` into the given parser. :param parser: the parser instance to which we add arguments The files on the host to be uploaded to the remote workspace. This can be useful when your Deployment has more file dependencies beyond a single YAML file, e.g. Python fil...
121
53
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def mixin_distributed_feature_parser(parser): gp = add_arg_group(parser, title='Distributed') gp.add_argument( '--quiet-remote-logs', action='store_true', ...
343
def get_bootstrap_modules(): # Import 'struct' modules to get real paths to module file names. mod_struct = __import__('struct') # Basic modules necessary for the bootstrap process. loader_mods = TOC() loaderpath = os.path.join(HOMEPATH, 'PyInstaller', 'loader') # On some platforms (Windows...
Get TOC with the bootstrapping modules and their dependencies. :return: TOC with modules
13
155
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_bootstrap_modules(): # Import 'struct' modules to get real paths to module file names. mod_struct = __import__('struct') # Basic modules necessary for the bootstrap ...
344
def getquoted(self): if self.is_geometry: # Psycopg will figure out whether to use E'\\000' or '\000'. return b"%s(%s)" % ( b"ST_GeogFromWKB" if self.geography else b"ST_GeomFromEWKB", self._adapter.getquoted(), ) else: ...
Return a properly quoted string for use in PostgreSQL/PostGIS.
9
41
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def getquoted(self): if self.is_geometry: # Psycopg will figure out whether to use E'\\000' or '\000'. return b"%s(%s)" % ( b"ST_Geog...
345
def _set_skip_list(self) -> None: if self._skip_num == 1 and not self._alignments.data: logger.debug("No frames to be skipped") return skip_list = [] for idx, filename in enumerate(self._images.file_list): if idx % self._skip_num != 0: ...
Add the skip list to the image loader Checks against `extract_every_n` and the existence of alignments data (can exist if `skip_existing` or `skip_existing_faces` has been provided) and compiles a list of frame indices that should not be processed, providing these to :class:`lib.image.ImagesLo...
42
90
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _set_skip_list(self) -> None: if self._skip_num == 1 and not self._alignments.data: logger.debug("No frames to be skipped") return skip_l...
346
def caplog(caplog): config = setup_logging() for name, logger_config in config["loggers"].items(): if not logger_config.get("propagate", True): logger = get_logger(name) logger.handlers.append(caplog.handler) yield caplog
Overrides caplog to apply to all of our loggers that do not propagate and consequently would not be captured by caplog.
21
20
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def caplog(caplog): config = setup_logging() for name, logger_config in config["loggers"].items(): if not logger_config.get("propagate", True): logger = ge...
347
def _show_mesh(self, mesh_ids, face_index, detected_face, top_left): state = "normal" if (self._tk_vars["selected_editor"].get() != "Mask" or self._optional_annotations["mesh"]) else "hidden" kwargs = dict(polygon=dict(fill="", width=2, outline=self._canvas.control_...
Display the mesh annotation for the given face, at the given location. Parameters ---------- mesh_ids: dict Dictionary containing the `polygon` and `line` tkinter canvas identifiers that make up the mesh for the given face face_index: int The face in...
73
57
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _show_mesh(self, mesh_ids, face_index, detected_face, top_left): state = "normal" if (self._tk_vars["selected_editor"].get() != "Mask" or se...
348
def _get_curr_status(self) -> Tuple[DeploymentStatusInfo, bool]: # TODO(edoakes): we could make this more efficient in steady-state by # having a "healthy" flag that gets flipped if an update or replica # failure happens. target_version = self._target_version target_rep...
Get the current deployment status. Checks the difference between the target vs. running replica count for the target version. TODO(edoakes): we should report the status as FAILED if replicas are repeatedly failing health checks. Need a reasonable heuristic here. Returns: ...
42
248
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _get_curr_status(self) -> Tuple[DeploymentStatusInfo, bool]: # TODO(edoakes): we could make this more efficient in steady-state by # having a "healthy" flag that...
349
def generate_square_subsequent_mask(self, length): return paddle.tensor.triu( (paddle.ones( (length, length), dtype=paddle.get_default_dtype()) * -np.inf), 1)
Generate a square mask for the sequence. The mask ensures that the predictions for position i can depend only on the known outputs at positions less than i. Parameters: length (int|Tensor): The length of sequence. Returns: Tensor: Generated square mask ...
110
12
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def generate_square_subsequent_mask(self, length): return paddle.tensor.triu( (paddle.ones( (length, length), dtype=paddle.get_default_dtype()) *...
350
def find_requirement(self, req, upgrade): # type: (InstallRequirement, bool) -> Optional[InstallationCandidate] hashes = req.hashes(trust_internet=False) best_candidate_result = self.find_best_candidate( req.name, specifier=req.specifier, hashes=hashes, ) bes...
Try to find a Link matching req Expects req, an InstallRequirement and upgrade, a boolean Returns a InstallationCandidate if found, Raises DistributionNotFound or BestVersionAlreadyInstalled otherwise
25
37
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def find_requirement(self, req, upgrade): # type: (InstallRequirement, bool) -> Optional[InstallationCandidate] hashes = req.hashes(trust_internet=False) bes...
351
def wrap(self, source, outfile): if self.wrapcode: return self._wrap_div(self._wrap_pre(self._wrap_code(source))) else: return self._wrap_div(self._wrap_pre(source))
Wrap the ``source``, which is a generator yielding individual lines, in custom generators. See docstring for `format`. Can be overridden.
20
11
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def wrap(self, source, outfile): if self.wrapcode: return self._wrap_div(self._wrap_pre(self._wrap_code(source))) else: return self._wrap_div...
352
def get_assessment_criteria(course): return frappe.get_all( "Course Assessment Criteria", fields=["assessment_criteria", "weightage"], filters={"parent": course}, order_by="idx", ) @frappe.whitelist()
Returns Assessmemt Criteria and their Weightage from Course Master. :param Course: Course
12
14
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_assessment_criteria(course): return frappe.get_all( "Course Assessment Criteria", fields=["assessment_criteria", "weightage"], filters={"parent": course}, order_by="idx", ...
353
def rm_filesystems(name, device, config="/etc/filesystems"): modified = False view_lines = [] if "AIX" not in __grains__["kernel"]: return modified criteria = _FileSystemsEntry(name=name, dev=device) try: fsys_filedict = _filesystems(config, False) for fsys_view in fsy...
.. versionadded:: 2018.3.3 Remove the mount point from the filesystems CLI Example: .. code-block:: bash salt '*' mount.rm_filesystems /mnt/foo /dev/sdg
20
93
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def rm_filesystems(name, device, config="/etc/filesystems"): modified = False view_lines = [] if "AIX" not in __grains__["kernel"]: return modified criteria = ...
354
def complete_graph(n, create_using=None): _, nodes = n G = empty_graph(nodes, create_using) if len(nodes) > 1: if G.is_directed(): edges = itertools.permutations(nodes, 2) else: edges = itertools.combinations(nodes, 2) G.add_edges_from(edges) return G...
Return the complete graph `K_n` with n nodes. A complete graph on `n` nodes means that all pairs of distinct nodes have an edge connecting them. Parameters ---------- n : int or iterable container of nodes If n is an integer, nodes are from range(n). If n is a container of nodes, t...
106
29
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def complete_graph(n, create_using=None): _, nodes = n G = empty_graph(nodes, create_using) if len(nodes) > 1: if G.is_directed(): edges = itertools.perm...
355
def fit_predict(self, X, y=None, **fit_params): self._validate_params() fit_params_steps = self._check_fit_params(**fit_params) Xt = self._fit(X, y, **fit_params_steps) fit_params_last_step = fit_params_steps[self.steps[-1][0]] with _print_elapsed_time("Pipeline", self....
Transform the data, and apply `fit_predict` with the final estimator. Call `fit_transform` of each transformer in the pipeline. The transformed data are finally passed to the final estimator that calls `fit_predict` method. Only valid if the final estimator implements `fit_predict`. ...
118
29
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def fit_predict(self, X, y=None, **fit_params): self._validate_params() fit_params_steps = self._check_fit_params(**fit_params) Xt = self._fit(X, y, **fit_pa...
356
def test_issue4849(entity_ruler_factory): nlp = English() patterns = [ {"label": "PERSON", "pattern": "joe biden", "id": "joe-biden"}, {"label": "PERSON", "pattern": "bernie sanders", "id": "bernie-sanders"}, ] ruler = nlp.add_pipe( entity_ruler_factory, name="entity_rule...
The left is starting to take aim at Democratic front-runner Joe Biden. Sen. Bernie Sanders joined in her criticism: "There is no 'middle ground' when it comes to climate policy."
30
94
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_issue4849(entity_ruler_factory): nlp = English() patterns = [ {"label": "PERSON", "pattern": "joe biden", "id": "joe-biden"}, {"label": "PERSON", "pattern": ...
357
def get_serializer_context(self): context = super().get_serializer_context() if hasattr(self.queryset.model, 'custom_fields'): content_type = ContentType.objects.get_for_model(self.queryset.model) context.update({ 'custom_fields': content_type.custom_fie...
For models which support custom fields, populate the `custom_fields` context.
10
17
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_serializer_context(self): context = super().get_serializer_context() if hasattr(self.queryset.model, 'custom_fields'): content_type = ContentTyp...
358
def execute (func, args, msg=None, verbose=0, dry_run=0): if msg is None: msg = "%s%r" % (func.__name__, args) if msg[-2:] == ',)': # correct for singleton tuple msg = msg[0:-2] + ')' log.info(msg) if not dry_run: func(*args)
Perform some action that affects the outside world (eg. by writing to the filesystem). Such actions are special because they are disabled by the 'dry_run' flag. This method takes care of all that bureaucracy for you; all you have to do is supply the function to call and an argument tuple for it (to e...
66
36
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def execute (func, args, msg=None, verbose=0, dry_run=0): if msg is None: msg = "%s%r" % (func.__name__, args) if msg[-2:] == ',)': # correct for singleton tu...
359
def call(self, features, cols_to_output_tensors=None, training=None): if training is None: training = backend.learning_phase() if not isinstance(features, dict): raise ValueError( "We expected a dictionary here. Instead we got: ", features ) ...
Returns a dense tensor corresponding to the `feature_columns`. Example usage: >>> t1 = tf.feature_column.embedding_column( ... tf.feature_column.categorical_column_with_hash_bucket("t1", 2), ... dimension=8) >>> t2 = tf.feature_column.numeric_column('t2') >>> feat...
191
74
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def call(self, features, cols_to_output_tensors=None, training=None): if training is None: training = backend.learning_phase() if not isinstance(features...
360
def patch_pickle() -> Iterator[None]: orig_loads = pkl.loads try: setattr(pkl, "loads", loads) yield finally: setattr(pkl, "loads", orig_loads)
Temporarily patch pickle to use our unpickler.
7
16
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def patch_pickle() -> Iterator[None]: orig_loads = pkl.loads try: setattr(pkl, "loads", loads) yield finally: setattr(pkl, "loads", orig_loads) ...
361
def get_filesystem_type(filepath): # We import it locally so that click autocomplete works import psutil root_type = "unknown" for part in psutil.disk_partitions(): if part.mountpoint == '/': root_type = part.fstype continue if filepath.startswith(part.mount...
Determine the type of filesystem used - we might want to use different parameters if tmpfs is used. :param filepath: path to check :return: type of filesystem
27
35
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_filesystem_type(filepath): # We import it locally so that click autocomplete works import psutil root_type = "unknown" for part in psutil.disk_partitions(): ...
362
def panther_similarity(G, source, k=5, path_length=5, c=0.5, delta=0.1, eps=None): r import numpy as np num_nodes = G.number_of_nodes() if num_nodes < k: warnings.warn( f"Number of nodes is {num_nodes}, but requested k is {k}. " "Setting k to number of nodes." ) ...
Returns the Panther similarity of nodes in the graph `G` to node ``v``. Panther is a similarity metric that says "two objects are considered to be similar if they frequently appear on the same paths." [1]_. Parameters ---------- G : NetworkX graph A NetworkX graph source : node ...
275
240
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def panther_similarity(G, source, k=5, path_length=5, c=0.5, delta=0.1, eps=None): r import numpy as np num_nodes = G.number_of_nodes() if num_nodes < k: warnings.wa...
363
def _phonemize_preprocess(self, text) -> Tuple[List[str], List]: text = text.strip() if self._keep_puncs: # a tuple (text, punctuation marks) return self._punctuator.strip_to_restore(text) return [self._punctuator.strip(text)], []
Preprocess the text before phonemization 1. remove spaces 2. remove punctuation Override this if you need a different behaviour
19
22
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _phonemize_preprocess(self, text) -> Tuple[List[str], List]: text = text.strip() if self._keep_puncs: # a tuple (text, punctuation marks) ...
364
def ensure_pathy(path): from pathy import Pathy # noqa: F811 return Pathy.fluid(path)
Temporary helper to prevent importing Pathy globally (which can cause slow and annoying Google Cloud warning).
16
11
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def ensure_pathy(path): from pathy import Pathy # noqa: F811 return Pathy.fluid(path) ``` ###Assistant : Temporary helper to prevent importing Pathy globally (wh...
365
def index(self, request, extra_context=None): app_list = self.get_app_list(request) context = { **self.each_context(request), "title": self.index_title, "subtitle": None, "app_list": app_list, **(extra_context or {}), } ...
Display the main admin index page, which lists all of the installed apps that have been registered in this site.
20
32
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def index(self, request, extra_context=None): app_list = self.get_app_list(request) context = { **self.each_context(request), "title": self....
366
def generate_config_from_template(config_dir, config_path, environ, ownership): for v in ("SYNAPSE_SERVER_NAME", "SYNAPSE_REPORT_STATS"): if v not in environ: error( "Environment variable '%s' is mandatory when generating a config file." % (v,) ) ...
Generate a homeserver.yaml from environment variables Args: config_dir (str): where to put generated config files config_path (str): where to put the main config file environ (dict): environment dictionary ownership (str|None): "<user>:<group>" string which will be used to set ...
49
279
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def generate_config_from_template(config_dir, config_path, environ, ownership): for v in ("SYNAPSE_SERVER_NAME", "SYNAPSE_REPORT_STATS"): if v not in environ: er...
367
def donation_vector(donate_argnums, args, kwargs) -> Tuple[bool, ...]: res: List[bool] = [] for i, arg in enumerate(args): donate = bool(i in donate_argnums) res.extend((donate,) * tree_structure(arg).num_leaves) res.extend((False,) * tree_structure(kwargs).num_leaves) return tuple(res)
Returns a tuple with a boolean value for each leaf in args.
12
29
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def donation_vector(donate_argnums, args, kwargs) -> Tuple[bool, ...]: res: List[bool] = [] for i, arg in enumerate(args): donate = bool(i in donate_argnums) res.extend((donat...
368
def set_exception(self, exception): if self._state != _PENDING: raise exceptions.InvalidStateError(f'{self._state}: {self!r}') if isinstance(exception, type): exception = exception() if type(exception) is StopIteration: raise TypeError("StopIteration ...
Mark the future done and set an exception. If the future is already done when this method is called, raises InvalidStateError.
21
44
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def set_exception(self, exception): if self._state != _PENDING: raise exceptions.InvalidStateError(f'{self._state}: {self!r}') if isinstance(exception, t...
369
def statistics(self, refresh=False, approximate=False): # Prepare array with arguments for capi function smin, smax, smean, sstd = c_double(), c_double(), c_double(), c_double() stats_args = [ self._ptr, c_int(approximate), byref(smin), by...
Compute statistics on the pixel values of this band. The return value is a tuple with the following structure: (minimum, maximum, mean, standard deviation). If approximate=True, the statistics may be computed based on overviews or a subset of image tiles. If refresh=T...
93
98
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def statistics(self, refresh=False, approximate=False): # Prepare array with arguments for capi function smin, smax, smean, sstd = c_double(), c_double(), c_double()...
370
def test_smaller_request_deduplicated(self) -> None: req1 = ensureDeferred( self.state_datastore._get_state_for_group_using_inflight_cache( 42, StateFilter.from_types((("test.type", None),)) ) ) self.pump(by=0.1) # This should have gone t...
Tests that duplicate requests for state are deduplicated. This test: - requests some state (state group 42, 'all' state filter) - requests a subset of that state, before the first request finishes - checks to see that only one database query was made - completes the dat...
58
116
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_smaller_request_deduplicated(self) -> None: req1 = ensureDeferred( self.state_datastore._get_state_for_group_using_inflight_cache( 42, S...
371
def get_observation(self, agent): speed = 0 distance = self._config["scenario_config"]["misc"]["max_distance"] if agent in self.simulation.veh_subscriptions: speed = round( self.simulation.veh_subscriptions[agent][tc.VAR_SPEED] * MS_TO_KMH ) ...
Returns the observation of a given agent. See http://sumo.sourceforge.net/pydoc/traci._simulation.html
9
55
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_observation(self, agent): speed = 0 distance = self._config["scenario_config"]["misc"]["max_distance"] if agent in self.simulation.veh_subscriptions:...
372
def register(self, name, color_list): if name in self._BUILTIN_COLOR_SEQUENCES: raise ValueError(f"{name!r} is a reserved name for a builtin " "color sequence") color_list = list(color_list) # force copy and coerce type to list for color in col...
Register a new color sequence. The color sequence registry stores a copy of the given *color_list*, so that future changes to the original list do not affect the registered color sequence. Think of this as the registry taking a snapshot of *color_list* at registration. ...
86
51
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def register(self, name, color_list): if name in self._BUILTIN_COLOR_SEQUENCES: raise ValueError(f"{name!r} is a reserved name for a builtin " ...
373
def test_get_states_no_attributes(hass_recorder): hass = hass_recorder() now, future, states = _setup_get_states(hass) for state in states: state.attributes = {} # Get states returns everything before POINT for all entities for state1, state2 in zip( states, sorted( ...
Test getting states without attributes at a specific point in time.
11
145
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_get_states_no_attributes(hass_recorder): hass = hass_recorder() now, future, states = _setup_get_states(hass) for state in states: state.attributes = {} ...
374
def set_until(self, frame, lineno=None): # the name "until" is borrowed from gdb if lineno is None: lineno = frame.f_lineno + 1 self._set_stopinfo(frame, frame, lineno)
Stop when the line with the lineno greater than the current one is reached or when returning from current frame.
20
24
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def set_until(self, frame, lineno=None): # the name "until" is borrowed from gdb if lineno is None: lineno = frame.f_lineno + 1 self._set_stopinf...
375
async def get_device_state(self, hass): websession = async_get_clientsession(hass, self._verify_ssl) rendered_headers = template.render_complex(self._headers, parse_result=False) rendered_params = template.render_complex(self._params)
Get the latest data from REST API and update the state.
11
15
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python async def get_device_state(self, hass): websession = async_get_clientsession(hass, self._verify_ssl) rendered_headers = template.render_complex(self._headers, parse...
376
def reset_channel(self) -> None: if self.channel: self.channel.close() self.channel = grpc.insecure_channel(self.real_addr, options=GRPC_OPTIONS) grpc.channel_ready_future(self.channel) self.task_servicer.set_channel(self.channel) self.data_servicer.set_chann...
Manually close and reopen the channel to the real ray server. This simulates a disconnection between the client and the server.
21
15
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def reset_channel(self) -> None: if self.channel: self.channel.close() self.channel = grpc.insecure_channel(self.real_addr, options=GRPC_OPTIONS) ...
377
def wait_scroll_pos_changed(self, x=None, y=None): __tracebackhide__ = (lambda e: e.errisinstance(testprocess.WaitForTimeout)) if (x is None and y is not None) or (y is None and x is not None): raise ValueError("Either both x/y or neither must be given!"...
Wait until a "Scroll position changed" message was found. With QtWebEngine, on older Qt versions which lack QWebEnginePage.scrollPositionChanged, this also skips the test.
23
78
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def wait_scroll_pos_changed(self, x=None, y=None): __tracebackhide__ = (lambda e: e.errisinstance(testprocess.WaitForTimeout)) if (x is ...
378
def test_write_tfrecords(ray_start_regular_shared, tmp_path): import tensorflow as tf # The dataset we will write to a .tfrecords file. ds = ray.data.from_items( [ # Row one. { "int_item": 1, "int_list": [2, 2, 3], "float...
Test that write_tfrecords writes TFRecords correctly. Test this by writing a Dataset to a TFRecord (function under test), reading it back out into a tf.train.Example, and checking that the result is analogous to the original Dataset.
36
231
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_write_tfrecords(ray_start_regular_shared, tmp_path): import tensorflow as tf # The dataset we will write to a .tfrecords file. ds = ray.data.from_items( [...
379
def test_float_conversion_dtype(self): x = np.array([-1, 1]) # Test all combinations of dtypes conversions dtype_combin = np.array( np.meshgrid( OutputPreprocessing.float_dtype_list, OutputPreprocessing.float_dtype_list, ) ...
Test any convertion from a float dtype to an other.
10
38
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_float_conversion_dtype(self): x = np.array([-1, 1]) # Test all combinations of dtypes conversions dtype_combin = np.array( np.meshgrid(...
380
def fix_mime_types(): # Known to be problematic when Visual Studio is installed: # <https://github.com/tensorflow/tensorboard/issues/3120> # https://github.com/spotDL/spotify-downloader/issues/1540 mimetypes.add_type("application/javascript", ".js") # Not known to be problematic, but used by sp...
Fix incorrect entries in the `mimetypes` registry. On Windows, the Python standard library's `mimetypes` reads in mappings from file extension to MIME type from the Windows registry. Other applications can and do write incorrect values to this registry, which causes `mimetypes.guess_type` to return ...
78
35
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def fix_mime_types(): # Known to be problematic when Visual Studio is installed: # <https://github.com/tensorflow/tensorboard/issues/3120> # https://github.com/spotDL/spotif...
381
def _get_threads(self) -> MultiThread: # TODO Check if multiple threads actually speeds anything up save_queue = queue_manager.get_queue("convert_out") patch_queue = queue_manager.get_queue("patch") return MultiThread(self._converter.process, patch_queue, save_queue, ...
Get the threads for patching the converted faces onto the frames. Returns :class:`lib.multithreading.MultiThread` The threads that perform the patching of swapped faces onto the output frames
26
26
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _get_threads(self) -> MultiThread: # TODO Check if multiple threads actually speeds anything up save_queue = queue_manager.get_queue("convert_out") patch...
382
def verify_metadata(self): # send the info to the server and report the result (code, result) = self.post_to_server(self.build_post_data('verify')) log.info('Server response (%s): %s', code, result)
Send the metadata to the package index server to be checked.
11
23
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def verify_metadata(self): # send the info to the server and report the result (code, result) = self.post_to_server(self.build_post_data('verify')) log.info(...
383
def test_subscriptions_add_for_principal_invite_only(self) -> None: invitee = self.example_user("iago") current_streams = self.get_streams(invitee) invite_streams = self.make_random_stream_names(current_streams) self.assert_adding_subscriptions_for_principal( invitee...
You can subscribe other people to invite only streams.
9
22
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_subscriptions_add_for_principal_invite_only(self) -> None: invitee = self.example_user("iago") current_streams = self.get_streams(invitee) invite_st...
384
def get_module_dict_key_from_name(name): key = name.replace(".", "__ludwig_punct_period__") return key + FEATURE_NAME_SUFFIX
Returns a key that's guaranteed to be compatible with torch.
10
10
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_module_dict_key_from_name(name): key = name.replace(".", "__ludwig_punct_period__") return key + FEATURE_NAME_SUFFIX ``` ###Assistant : Returns a key that'...
385
def test_hdk_import(import_strategy, has_other_engines): remove_other_engines = if not has_other_engines: import_strategy = f"{remove_other_engines}\n{import_strategy}" res = subprocess.run( [sys.executable, "-c", import_strategy], stderr=subprocess.PIPE, stdout=subp...
Test import of HDK engine. The import of DbWorker requires to set special dlopen flags which make it then incompatible to import some other libraries further (like ``pyarrow.gandiva``). This test verifies that it's not the case when a user naturally imports Modin with HDK engine. Parameters ...
176
41
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_hdk_import(import_strategy, has_other_engines): remove_other_engines = if not has_other_engines: import_strategy = f"{remove_other_engines}\n{import_strategy...
386
def _iter_tree_entries_next(root_full, dir_rel, memo, on_error, follow_links): dir_full = os.path.join(root_full, dir_rel) dir_real = os.path.realpath(dir_full) # Remember each encountered ancestor directory and its canonical # (real) path. If a canonical path is encountered more than once, # ...
Scan the directory for all descendant files. *root_full* (:class:`str`) the absolute path to the root directory. *dir_rel* (:class:`str`) the path to the directory to scan relative to *root_full*. *memo* (:class:`dict`) keeps track of ancestor directories encountered. Maps each ancestor real...
74
240
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _iter_tree_entries_next(root_full, dir_rel, memo, on_error, follow_links): dir_full = os.path.join(root_full, dir_rel) dir_real = os.path.realpath(dir_full) # Remember ...
387
def _remove_gens(base, strong_gens, basic_orbits=None, strong_gens_distr=None): from sympy.combinatorics.perm_groups import _orbit base_len = len(base) degree = strong_gens[0].size if strong_gens_distr is None: strong_gens_distr = _distribute_gens_by_base(base, strong_gens) if basic_orb...
Remove redundant generators from a strong generating set. Parameters ========== ``base`` - a base ``strong_gens`` - a strong generating set relative to ``base`` ``basic_orbits`` - basic orbits ``strong_gens_distr`` - strong generators distributed by membership in basic stabilizers ...
115
88
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _remove_gens(base, strong_gens, basic_orbits=None, strong_gens_distr=None): from sympy.combinatorics.perm_groups import _orbit base_len = len(base) degree = strong_gens[...
388
def from_dict(cls, file_dict): return cls( file_dict["filename"], file_dict["content"], file_dict.get("content-type", "text/plain"), )
Create a SimpleUploadedFile object from a dictionary with keys: - filename - content-type - content
15
10
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def from_dict(cls, file_dict): return cls( file_dict["filename"], file_dict["content"], file_dict.get("content-type", "text/plain"), ...
389
def test_change_list_sorting_callable(self): response = self.client.get( reverse("admin:admin_views_article_changelist"), {"o": 2} ) self.assertContentBefore( response, "Oldest content", "Middle content", "Results of sorting on...
Ensure we can sort on a list_display field that is a callable (column 2 is callable_year in ArticleAdmin)
18
41
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_change_list_sorting_callable(self): response = self.client.get( reverse("admin:admin_views_article_changelist"), {"o": 2} ) self.assertC...
390
def pre_encode(self) -> Optional[Callable[[np.ndarray], List[bytes]]]: dummy = np.zeros((20, 20, 3), dtype="uint8") test = self._writer.pre_encode(dummy) retval: Optional[Callable[[np.ndarray], List[bytes]]] = None if test is None else self._writer.pre_...
python function: Selected writer's pre-encode function, if it has one, otherwise ``None``
12
32
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def pre_encode(self) -> Optional[Callable[[np.ndarray], List[bytes]]]: dummy = np.zeros((20, 20, 3), dtype="uint8") test = self._writer.pre_encode(dummy) ret...
391
def disconnect(self): if self.is_connected is False: return self.connection.close() self.is_connected = False return self.is_connected
Close any existing connections.
4
13
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def disconnect(self): if self.is_connected is False: return self.connection.close() self.is_connected = False return self.is_co...
392
def resolve(self) -> Tuple[List, Dict]: objects_mapping = [] for obj_ref in self.workflow_outputs: obj, ref = _resolve_object_ref(obj_ref.ref) objects_mapping.append(obj) workflow_ref_mapping = _resolve_dynamic_workflow_refs(self.workflow_refs) with ser...
This function resolves the inputs for the code inside a workflow step (works on the callee side). For outputs from other workflows, we resolve them into object instances inplace. For each ObjectRef argument, the function returns both the ObjectRef and the object instance. If th...
94
60
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def resolve(self) -> Tuple[List, Dict]: objects_mapping = [] for obj_ref in self.workflow_outputs: obj, ref = _resolve_object_ref(obj_ref.ref) ...
393
def _maybe_create_attribute(self, name, default_value): if not hasattr(self, name): self.__setattr__(name, default_value)
Create the attribute with the default value if it hasn't been created. This is useful for fields that is used for tracking purpose, _trainable_weights, or _layers. Note that user could create a layer subclass and assign an internal field before invoking the Layer.__init__(), the __setat...
74
10
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _maybe_create_attribute(self, name, default_value): if not hasattr(self, name): self.__setattr__(name, default_value) ``` ###Assistant : Create ...
394
def add_nodes_from(self, nodes_for_adding, **attr): for n in nodes_for_adding: try: newnode = n not in self._node newdict = attr except TypeError: n, ndict = n newnode = n not in self._node newdict =...
Add multiple nodes. Parameters ---------- nodes_for_adding : iterable container A container of nodes (list, dict, set, etc.). OR A container of (node, attribute dict) tuples. Node attributes are updated using the attribute dict. attr : key...
260
56
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def add_nodes_from(self, nodes_for_adding, **attr): for n in nodes_for_adding: try: newnode = n not in self._node newdict = attr ...
395
def test_submitted_email_notifications_sent(self): self.login(self.submitter) self.submit() self.assertEqual(len(mail.outbox), 4) task_submission_emails = [ email for email in mail.outbox if "task" in email.subject ] task_submission_emailed_addresse...
Test that 'submitted' notifications for WorkflowState and TaskState are both sent correctly
12
153
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def test_submitted_email_notifications_sent(self): self.login(self.submitter) self.submit() self.assertEqual(len(mail.outbox), 4) task_submission_e...
396
def forward(self, masks_queries_logits, class_queries_logits, mask_labels, class_labels) -> List[Tuple[Tensor]]: indices: List[Tuple[np.array]] = [] preds_masks = masks_queries_logits preds_probs = class_queries_logits.softmax(dim=-1) # downsample all masks in one go -> save me...
Performs the matching Params: masks_queries_logits (`torch.Tensor`): A tensor` of dim `batch_size, num_queries, num_classes` with the classification logits. class_queries_logits (`torch.Tensor`): A tensor` of dim `batch_size, num_queries...
114
229
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def forward(self, masks_queries_logits, class_queries_logits, mask_labels, class_labels) -> List[Tuple[Tensor]]: indices: List[Tuple[np.array]] = [] preds_masks = m...
397
def cancel_dispatcher_process(self): if not self.celery_task_id: return canceled = [] try: # Use control and reply mechanism to cancel and obtain confirmation timeout = 5 canceled = ControlDispatcher('dispatcher', self.controller_node).can...
Returns True if dispatcher running this job acknowledged request and sent SIGTERM
12
58
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def cancel_dispatcher_process(self): if not self.celery_task_id: return canceled = [] try: # Use control and reply mechanism to cance...
398
def _mangle_index_names(cls, names): return [ f"__index__{i}_{'__None__' if n is None else n}" for i, n in enumerate(names) ]
Return mangled index names for index labels. Mangled names are used for index columns because index labels cannot always be used as HDK table column names. E.e. label can be a non-string value or an unallowed string (empty strings, etc.) for a table column name. ...
61
18
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def _mangle_index_names(cls, names): return [ f"__index__{i}_{'__None__' if n is None else n}" for i, n in enumerate(names) ] ``` ...
399
def get_b2cs_json(data, gstin): company_state_number = gstin[0:2] out = [] for d in data: if not d.get("place_of_supply"): frappe.throw( _( ).format(frappe.bold("Place Of Supply")) ) pos = d.get("place_of_supply").split("-")[0] tax_details = {} rate = d.get("rate", 0) tax = flt((d["t...
{0} not entered in some invoices. Please update and try again
11
101
Python
###User : Below is a Python method which does a task. Create a documentation for the below code : ```Python def get_b2cs_json(data, gstin): company_state_number = gstin[0:2] out = [] for d in data: if not d.get("place_of_supply"): frappe.throw( _( ).format(frappe.bold("Place...