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<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def init(self, args=None): """Fills `settings` with values from `settings.py` and env."""
from .logs import exception self._setup_user_dir() self._init_settings_file() try: self.update(self._settings_from_file()) except Exception: exception("Can't load settings from file", sys.exc_info()) try: self.update(self._settings_...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _get_user_dir_path(self): """Returns Path object representing the user config resource"""
xdg_config_home = os.environ.get('XDG_CONFIG_HOME', '~/.config') user_dir = Path(xdg_config_home, 'thefuck').expanduser() legacy_user_dir = Path('~', '.thefuck').expanduser() # For backward compatibility use legacy '~/.thefuck' if it exists: if legacy_user_dir.is_dir(): ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _setup_user_dir(self): """Returns user config dir, create it when it doesn't exist."""
user_dir = self._get_user_dir_path() rules_dir = user_dir.joinpath('rules') if not rules_dir.is_dir(): rules_dir.mkdir(parents=True) self.user_dir = user_dir
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _settings_from_file(self): """Loads settings from file."""
settings = load_source( 'settings', text_type(self.user_dir.joinpath('settings.py'))) return {key: getattr(settings, key) for key in const.DEFAULT_SETTINGS.keys() if hasattr(settings, key)}
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _rules_from_env(self, val): """Transforms rules list from env-string to python."""
val = val.split(':') if 'DEFAULT_RULES' in val: val = const.DEFAULT_RULES + [rule for rule in val if rule != 'DEFAULT_RULES'] return val
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _priority_from_env(self, val): """Gets priority pairs from env."""
for part in val.split(':'): try: rule, priority = part.split('=') yield rule, int(priority) except ValueError: continue
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _val_from_env(self, env, attr): """Transforms env-strings to python."""
val = os.environ[env] if attr in ('rules', 'exclude_rules'): return self._rules_from_env(val) elif attr == 'priority': return dict(self._priority_from_env(val)) elif attr in ('wait_command', 'history_limit', 'wait_slow_command', 'num_close_m...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _settings_from_env(self): """Loads settings from env."""
return {attr: self._val_from_env(env, attr) for env, attr in const.ENV_TO_ATTR.items() if env in os.environ}
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _settings_from_args(self, args): """Loads settings from args."""
if not args: return {} from_args = {} if args.yes: from_args['require_confirmation'] = not args.yes if args.debug: from_args['debug'] = args.debug if args.repeat: from_args['repeat'] = args.repeat return from_args
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _get_destination(script_parts): """When arguments order is wrong first argument will be destination."""
for part in script_parts: if part not in {'ln', '-s', '--symbolic'} and os.path.exists(part): return part
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def sudo_support(fn, command): """Removes sudo before calling fn and adds it after."""
if not command.script.startswith('sudo '): return fn(command) result = fn(command.update(script=command.script[5:])) if result and isinstance(result, six.string_types): return u'sudo {}'.format(result) elif isinstance(result, list): return [u'sudo {}'.format(x) for x in result...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _kill_process(proc): """Tries to kill the process otherwise just logs a debug message, the process will be killed when thefuck terminates. :type proc: Proces...
try: proc.kill() except AccessDenied: logs.debug(u'Rerun: process PID {} ({}) could not be terminated'.format( proc.pid, proc.exe()))
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _wait_output(popen, is_slow): """Returns `True` if we can get output of the command in the `settings.wait_command` time. Command will be killed if it wasn't ...
proc = Process(popen.pid) try: proc.wait(settings.wait_slow_command if is_slow else settings.wait_command) return True except TimeoutExpired: for child in proc.children(recursive=True): _kill_process(child) _kill_process(proc) return Fal...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_output(script): """Reads script output from log. :type script: str :rtype: str | None """
if six.PY2: logs.warn('Experimental instant mode is Python 3+ only') return None if 'THEFUCK_OUTPUT_LOG' not in os.environ: logs.warn("Output log isn't specified") return None if const.USER_COMMAND_MARK not in os.environ.get('PS1', ''): logs.warn( "PS1 ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_pkgfile(command): """ Gets the packages that provide the given command using `pkgfile`. If the command is of the form `sudo foo`, searches for the `foo` ...
try: command = command.strip() if command.startswith('sudo '): command = command[5:] command = command.split(" ")[0] packages = subprocess.check_output( ['pkgfile', '-b', '-v', command], universal_newlines=True, stderr=utils.DEVNULL ).s...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _get_sub_dirs(parent): """Returns a list of the child directories of the given parent directory"""
return [child for child in os.listdir(parent) if os.path.isdir(os.path.join(parent, child))]
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def update(self, **kwargs): """Returns new command with replaced fields. :rtype: Command """
kwargs.setdefault('script', self.script) kwargs.setdefault('output', self.output) return Command(**kwargs)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def from_raw_script(cls, raw_script): """Creates instance of `Command` from a list of script parts. :type raw_script: [basestring] :rtype: Command :raises: Empty...
script = format_raw_script(raw_script) if not script: raise EmptyCommand expanded = shell.from_shell(script) output = get_output(script, expanded) return cls(expanded, output)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def from_path(cls, path): """Creates rule instance from path. :type path: pathlib.Path :rtype: Rule """
name = path.name[:-3] with logs.debug_time(u'Importing rule: {};'.format(name)): rule_module = load_source(name, str(path)) priority = getattr(rule_module, 'priority', DEFAULT_PRIORITY) return cls(name, rule_module.match, rule_module.get_new_command, ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def is_enabled(self): """Returns `True` when rule enabled. :rtype: bool """
if self.name in settings.exclude_rules: return False elif self.name in settings.rules: return True elif self.enabled_by_default and ALL_ENABLED in settings.rules: return True else: return False
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def is_match(self, command): """Returns `True` if rule matches the command. :type command: Command :rtype: bool """
if command.output is None and self.requires_output: return False try: with logs.debug_time(u'Trying rule: {};'.format(self.name)): if self.match(command): return True except Exception: logs.rule_failed(self, sys.exc_info()...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_corrected_commands(self, command): """Returns generator with corrected commands. :type command: Command :rtype: Iterable[CorrectedCommand] """
new_commands = self.get_new_command(command) if not isinstance(new_commands, list): new_commands = (new_commands,) for n, new_command in enumerate(new_commands): yield CorrectedCommand(script=new_command, side_effect=self.side_effect, ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _get_script(self): """Returns fixed commands script. If `settings.repeat` is `True`, appends command with second attempt of running fuck in case fixed comman...
if settings.repeat: repeat_fuck = '{} --repeat {}--force-command {}'.format( get_alias(), '--debug ' if settings.debug else '', shell.quote(self.script)) return shell.or_(self.script, repeat_fuck) else: return self.scri...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def run(self, old_cmd): """Runs command from rule for passed command. :type old_cmd: Command """
if self.side_effect: self.side_effect(old_cmd, self.script) if settings.alter_history: shell.put_to_history(self.script) # This depends on correct setting of PYTHONIOENCODING by the alias: logs.debug(u'PYTHONIOENCODING: {}'.format( os.environ.get('PYT...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _get_shell_pid(): """Returns parent process pid."""
proc = Process(os.getpid()) try: return proc.parent().pid except TypeError: return proc.parent.pid
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _record_first_run(): """Records shell pid to tracker file."""
info = {'pid': _get_shell_pid(), 'time': time.time()} mode = 'wb' if six.PY2 else 'w' with _get_not_configured_usage_tracker_path().open(mode) as tracker: json.dump(info, tracker)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _is_second_run(): """Returns `True` when we know that `fuck` called second time."""
tracker_path = _get_not_configured_usage_tracker_path() if not tracker_path.exists(): return False current_pid = _get_shell_pid() with tracker_path.open('r') as tracker: try: info = json.load(tracker) except ValueError: return False if not (isinstan...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _is_already_configured(configuration_details): """Returns `True` when alias already in shell config."""
path = Path(configuration_details.path).expanduser() with path.open('r') as shell_config: return configuration_details.content in shell_config.read()
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _configure(configuration_details): """Adds alias to shell config."""
path = Path(configuration_details.path).expanduser() with path.open('a') as shell_config: shell_config.write(u'\n') shell_config.write(configuration_details.content) shell_config.write(u'\n')
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def main(): """Shows useful information about how-to configure alias on a first run and configure automatically on a second. It'll be only visible when user type...
settings.init() configuration_details = shell.how_to_configure() if ( configuration_details and configuration_details.can_configure_automatically ): if _is_already_configured(configuration_details): logs.already_configured(configuration_details) return ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def memoize(fn): """Caches previous calls to the function."""
memo = {} @wraps(fn) def wrapper(*args, **kwargs): if not memoize.disabled: key = pickle.dumps((args, kwargs)) if key not in memo: memo[key] = fn(*args, **kwargs) value = memo[key] else: # Memoize is disabled, call the functio...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def default_settings(params): """Adds default values to settings if it not presented. Usage: @default_settings({'apt': '/usr/bin/apt'}) def match(command): prin...
def _default_settings(fn, command): for k, w in params.items(): settings.setdefault(k, w) return fn(command) return decorator(_default_settings)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_closest(word, possibilities, cutoff=0.6, fallback_to_first=True): """Returns closest match or just first from possibilities."""
possibilities = list(possibilities) try: return difflib_get_close_matches(word, possibilities, 1, cutoff)[0] except IndexError: if fallback_to_first: return possibilities[0]
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_close_matches(word, possibilities, n=None, cutoff=0.6): """Overrides `difflib.get_close_match` to controle argument `n`."""
if n is None: n = settings.num_close_matches return difflib_get_close_matches(word, possibilities, n, cutoff)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def replace_argument(script, from_, to): """Replaces command line argument."""
replaced_in_the_end = re.sub(u' {}$'.format(re.escape(from_)), u' {}'.format(to), script, count=1) if replaced_in_the_end != script: return replaced_in_the_end else: return script.replace( u' {} '.format(from_), u' {} '.format(to), 1)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def is_app(command, *app_names, **kwargs): """Returns `True` if command is call to one of passed app names."""
at_least = kwargs.pop('at_least', 0) if kwargs: raise TypeError("got an unexpected keyword argument '{}'".format(kwargs.keys())) if len(command.script_parts) > at_least: return command.script_parts[0] in app_names return False
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def for_app(*app_names, **kwargs): """Specifies that matching script is for on of app names."""
def _for_app(fn, command): if is_app(command, *app_names, **kwargs): return fn(command) else: return False return decorator(_for_app)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def cache(*depends_on): """Caches function result in temporary file. Cache will be expired when modification date of files from `depends_on` will be changed. Onl...
def cache_decorator(fn): @memoize @wraps(fn) def wrapper(*args, **kwargs): if cache.disabled: return fn(*args, **kwargs) else: return _cache.get_value(fn, depends_on, args, kwargs) return wrapper return cache_decorator
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def format_raw_script(raw_script): """Creates single script from a list of script parts. :type raw_script: [basestring] :rtype: basestring """
if six.PY2: script = ' '.join(arg.decode('utf-8') for arg in raw_script) else: script = ' '.join(raw_script) return script.strip()
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def export_model(self): """ Exports latest saved model to .nn format for Unity embedding. """
with self.graph.as_default(): target_nodes = ','.join(self._process_graph()) ckpt = tf.train.get_checkpoint_state(self.model_path) freeze_graph.freeze_graph( input_graph=self.model_path + '/raw_graph_def.pb', input_binary=True, ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def reset_local_buffers(self): """ Resets all the local local_buffers """
agent_ids = list(self.keys()) for k in agent_ids: self[k].reset_agent()
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def lesson_nums(self): """A dict from brain name to the brain's curriculum's lesson number."""
lesson_nums = {} for brain_name, curriculum in self.brains_to_curriculums.items(): lesson_nums[brain_name] = curriculum.lesson_num return lesson_nums
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def increment_lessons(self, measure_vals, reward_buff_sizes=None): """Attempts to increments all the lessons of all the curriculums in this MetaCurriculum. Note ...
ret = {} if reward_buff_sizes: for brain_name, buff_size in reward_buff_sizes.items(): if self._lesson_ready_to_increment(brain_name, buff_size): measure_val = measure_vals[brain_name] ret[brain_name] = (self.brains_to_curriculums[brai...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def set_all_curriculums_to_lesson_num(self, lesson_num): """Sets all the curriculums in this meta curriculum to a specified lesson number. Args: lesson_num (int)...
for _, curriculum in self.brains_to_curriculums.items(): curriculum.lesson_num = lesson_num
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_config(self): """Get the combined configuration of all curriculums in this MetaCurriculum. Returns: A dict from parameter to value. """
config = {} for _, curriculum in self.brains_to_curriculums.items(): curr_config = curriculum.get_config() config.update(curr_config) return config
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def end_experience_collection_timer(self): """ Inform Metrics class that experience collection is done. """
if self.time_start_experience_collection: curr_delta = time() - self.time_start_experience_collection if self.delta_last_experience_collection is None: self.delta_last_experience_collection = curr_delta else: self.delta_last_experience_collect...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def add_delta_step(self, delta: float): """ Inform Metrics class about time to step in environment. """
if self.delta_last_experience_collection: self.delta_last_experience_collection += delta else: self.delta_last_experience_collection = delta
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def end_policy_update(self): """ Inform Metrics class that policy update has started. """
if self.time_policy_update_start: self.delta_policy_update = time() - self.time_policy_update_start else: self.delta_policy_update = 0 delta_train_start = time() - self.time_training_start LOGGER.debug(" Policy Update Training Metrics for {}: " ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def write_training_metrics(self): """ Write Training Metrics to CSV """
with open(self.path, 'w') as file: writer = csv.writer(file) writer.writerow(FIELD_NAMES) for row in self.rows: writer.writerow(row)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def create_reward_encoder(): """Creates TF ops to track and increment recent average cumulative reward."""
last_reward = tf.Variable(0, name="last_reward", trainable=False, dtype=tf.float32) new_reward = tf.placeholder(shape=[], dtype=tf.float32, name='new_reward') update_reward = tf.assign(last_reward, new_reward) return last_reward, new_reward, update_reward
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def update_policy(self): """ Updates the policy. """
self.demonstration_buffer.update_buffer.shuffle() batch_losses = [] num_batches = min(len(self.demonstration_buffer.update_buffer['actions']) // self.n_sequences, self.batches_per_epoch) for i in range(num_batches): update_buffer = self.demonstratio...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def create_global_steps(): """Creates TF ops to track and increment global training step."""
global_step = tf.Variable(0, name="global_step", trainable=False, dtype=tf.int32) increment_step = tf.assign(global_step, tf.add(global_step, 1)) return global_step, increment_step
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def flatten(items,enter=lambda x:isinstance(x, list)): # http://stackoverflow.com/a/40857703 # https://github.com/ctmakro/canton/blob/master/canton/misc.py """Yi...
for x in items: if enter(x): yield from flatten(x) else: yield x
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def replace_strings_in_list(array_of_strigs, replace_with_strings): "A value in replace_with_strings can be either single string or list of strings" potentially_nested_list = [replace_with_strings.get(s) or s for s in array_of_strigs] return list(flatten(potentially_nested_list))
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description:
def remove_duplicates_from_list(array): "Preserves the order of elements in the list" output = [] unique = set() for a in array: if a not in unique: unique.add(a) output.append(a) return output
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def pool_to_HW(shape, data_frmt): """ Convert from NHWC|NCHW => HW """
if len(shape) != 4: return shape # Not NHWC|NCHW, return as is if data_frmt == 'NCHW': return [shape[2], shape[3]] return [shape[1], shape[2]]
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _export_graph(self): """ Exports latest saved models to .nn format for Unity embedding. """
for brain_name in self.trainers.keys(): self.trainers[brain_name].export_model()
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _reset_env(self, env: BaseUnityEnvironment): """Resets the environment. Returns: A Data structure corresponding to the initial reset state of the environment...
if self.meta_curriculum is not None: return env.reset(train_mode=self.fast_simulation, config=self.meta_curriculum.get_config()) else: return env.reset(train_mode=self.fast_simulation)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def close(self): """ Sends a shutdown signal to the unity environment, and closes the socket connection. """
if self._socket is not None and self._conn is not None: message_input = UnityMessage() message_input.header.status = 400 self._communicator_send(message_input.SerializeToString()) if self._socket is not None: self._socket.close() self._socket ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def increment_step_and_update_last_reward(self): """ Increment the step count of the trainer and Updates the last reward """
if len(self.stats['Environment/Cumulative Reward']) > 0: mean_reward = np.mean(self.stats['Environment/Cumulative Reward']) self.policy.update_reward(mean_reward) self.policy.increment_step() self.step = self.policy.get_current_step()
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def update_policy(self): """ Uses demonstration_buffer to update the policy. """
self.trainer_metrics.start_policy_update_timer( number_experiences=len(self.training_buffer.update_buffer['actions']), mean_return=float(np.mean(self.cumulative_returns_since_policy_update))) n_sequences = max(int(self.trainer_parameters['batch_size'] / self.policy.sequence_leng...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def create_server(self): """ Creates the GRPC server. """
self.check_port(self.port) try: # Establish communication grpc self.server = grpc.server(ThreadPoolExecutor(max_workers=10)) self.unity_to_external = UnityToExternalServicerImplementation() add_UnityToExternalServicer_to_server(self.unity_to_external, se...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def check_port(self, port): """ Attempts to bind to the requested communicator port, checking if it is already in use. """
s = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: s.bind(("localhost", port)) except socket.error: raise UnityWorkerInUseException(self.worker_id) finally: s.close()
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def close(self): """ Sends a shutdown signal to the unity environment, and closes the grpc connection. """
if self.is_open: message_input = UnityMessage() message_input.header.status = 400 self.unity_to_external.parent_conn.send(message_input) self.unity_to_external.parent_conn.close() self.server.stop(False) self.is_open = False
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def from_agent_proto(agent_info_list, brain_params): """ Converts list of agent infos to BrainInfo. """
vis_obs = [] for i in range(brain_params.number_visual_observations): obs = [BrainInfo.process_pixels(x.visual_observations[i], brain_params.camera_resolutions[i]['blackAndWhite']) for x in agent_info_list] vis_obs +...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def new(self): """Creates a new, blank dashboard and redirects to it in edit mode"""
new_dashboard = models.Dashboard( dashboard_title='[ untitled dashboard ]', owners=[g.user], ) db.session.add(new_dashboard) db.session.commit() return redirect(f'/superset/dashboard/{new_dashboard.id}/?edit=true')
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get(self, object_type, object_id): """List all tags a given object has."""
if object_id == 0: return json_success(json.dumps([])) query = db.session.query(TaggedObject).filter(and_( TaggedObject.object_type == object_type, TaggedObject.object_id == object_id)) tags = [{'id': obj.tag.id, 'name': obj.tag.name} for obj in query] ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def post(self, object_type, object_id): """Add new tags to an object."""
if object_id == 0: return Response(status=404) tagged_objects = [] for name in request.get_json(force=True): if ':' in name: type_name = name.split(':', 1)[0] type_ = TagTypes[type_name] else: type_ = TagTypes....
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def delete(self, object_type, object_id): """Remove tags from an object."""
tag_names = request.get_json(force=True) if not tag_names: return Response(status=403) db.session.query(TaggedObject).filter(and_( TaggedObject.object_type == object_type, TaggedObject.object_id == object_id), TaggedObject.tag.has(Tag.name.in_(ta...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def query_obj(self): """Building a query object"""
form_data = self.form_data self.process_query_filters() gb = form_data.get('groupby') or [] metrics = self.all_metrics or [] columns = form_data.get('columns') or [] groupby = [] for o in gb + columns: if o not in groupby: groupby.appe...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def data(self): """This is the data object serialized to the js layer"""
content = { 'form_data': self.form_data, 'token': self.token, 'viz_name': self.viz_type, 'filter_select_enabled': self.datasource.filter_select_enabled, } return content
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def query_obj(self): """Returns the query object for this visualization"""
d = super().query_obj() d['row_limit'] = self.form_data.get( 'row_limit', int(config.get('VIZ_ROW_LIMIT'))) numeric_columns = self.form_data.get('all_columns_x') if numeric_columns is None: raise Exception(_('Must have at least one numeric column specified')) ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_data(self, df): """Returns the chart data"""
chart_data = [] if len(self.groupby) > 0: groups = df.groupby(self.groupby) else: groups = [((), df)] for keys, data in groups: chart_data.extend([{ 'key': self.labelify(keys, column), 'values': data[column].tolist()} ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def levels_for(self, time_op, groups, df): """ Compute the partition at each `level` from the dataframe. """
levels = {} for i in range(0, len(groups) + 1): agg_df = df.groupby(groups[:i]) if i else df levels[i] = ( agg_df.mean() if time_op == 'agg_mean' else agg_df.sum(numeric_only=True)) return levels
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def nest_values(self, levels, level=0, metric=None, dims=()): """ Nest values at each level on the back-end with access and setting, instead of summing from the ...
if not level: return [{ 'name': m, 'val': levels[0][m], 'children': self.nest_values(levels, 1, m), } for m in levels[0].index] if level == 1: return [{ 'name': i, 'val': levels[1][metric...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_fk_many_from_list( self, object_list, fkmany, fkmany_class, key_attr): """Update ORM one-to-many list from object list Used for syncing metrics and colum...
object_dict = {o.get(key_attr): o for o in object_list} object_keys = [o.get(key_attr) for o in object_list] # delete fks that have been removed fkmany = [o for o in fkmany if getattr(o, key_attr) in object_keys] # sync existing fks for fk in fkmany: obj =...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def update_from_object(self, obj): """Update datasource from a data structure The UI's table editor crafts a complex data structure that contains most of the dat...
for attr in self.update_from_object_fields: setattr(self, attr, obj.get(attr)) self.owners = obj.get('owners', []) # Syncing metrics metrics = self.get_fk_many_from_list( obj.get('metrics'), self.metrics, self.metric_class, 'metric_name') self.metrics =...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def df_metrics_to_num(self, df, query_object): """Converting metrics to numeric when pandas.read_sql cannot"""
metrics = [metric for metric in query_object.metrics] for col, dtype in df.dtypes.items(): if dtype.type == np.object_ and col in metrics: df[col] = pd.to_numeric(df[col], errors='coerce')
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_single_payload(self, query_obj): """Returns a payload of metadata and data"""
payload = self.get_df_payload(query_obj) df = payload.get('df') status = payload.get('status') if status != utils.QueryStatus.FAILED: if df is not None and df.empty: payload['error'] = 'No data' else: payload['data'] = self.get_dat...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_df_payload(self, query_obj, **kwargs): """Handles caching around the df paylod retrieval"""
cache_key = query_obj.cache_key( datasource=self.datasource.uid, **kwargs) if query_obj else None logging.info('Cache key: {}'.format(cache_key)) is_loaded = False stacktrace = None df = None cached_dttm = datetime.utcnow().isoformat().split('.')[0] c...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def data(self): """Data used to render slice in templates"""
d = {} self.token = '' try: d = self.viz.data self.token = d.get('token') except Exception as e: logging.exception(e) d['error'] = str(e) return { 'datasource': self.datasource_name, 'description': self.desc...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def import_obj(cls, slc_to_import, slc_to_override, import_time=None): """Inserts or overrides slc in the database. remote_id and import_time fields in params_di...
session = db.session make_transient(slc_to_import) slc_to_import.dashboards = [] slc_to_import.alter_params( remote_id=slc_to_import.id, import_time=import_time) slc_to_import = slc_to_import.copy() params = slc_to_import.params_dict slc_to_import.da...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def grains_dict(self): """Allowing to lookup grain by either label or duration For backward compatibility"""
d = {grain.duration: grain for grain in self.grains()} d.update({grain.label: grain for grain in self.grains()}) return d
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def log_this(cls, f): """Decorator to log user actions"""
@functools.wraps(f) def wrapper(*args, **kwargs): user_id = None if g.user: user_id = g.user.get_id() d = request.form.to_dict() or {} # request parameters can overwrite post body request_params = request.args.to_dict() ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def api(f): """ A decorator to label an endpoint as an API. Catches uncaught exceptions and return the response in the JSON format """
def wraps(self, *args, **kwargs): try: return f(self, *args, **kwargs) except Exception as e: logging.exception(e) return json_error_response(get_error_msg()) return functools.update_wrapper(wraps, f)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def handle_api_exception(f): """ A decorator to catch superset exceptions. Use it after the @api decorator above so superset exception handler is triggered befor...
def wraps(self, *args, **kwargs): try: return f(self, *args, **kwargs) except SupersetSecurityException as e: logging.exception(e) return json_error_response(utils.error_msg_from_exception(e), status=e.status, ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def check_ownership(obj, raise_if_false=True): """Meant to be used in `pre_update` hooks on models to enforce ownership Admin have all access, and other users ne...
if not obj: return False security_exception = SupersetSecurityException( "You don't have the rights to alter [{}]".format(obj)) if g.user.is_anonymous: if raise_if_false: raise security_exception return False roles = [r.name for r in get_user_roles()] i...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def bind_field( self, form: DynamicForm, unbound_field: UnboundField, options: Dict[Any, Any], ) -> Field: """ Customize how fields are bound by stripping all whi...
filters = unbound_field.kwargs.get('filters', []) filters.append(lambda x: x.strip() if isinstance(x, str) else x) return unbound_field.bind(form=form, filters=filters, **options)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def common_bootsrap_payload(self): """Common data always sent to the client"""
messages = get_flashed_messages(with_categories=True) locale = str(get_locale()) return { 'flash_messages': messages, 'conf': {k: conf.get(k) for k in FRONTEND_CONF_KEYS}, 'locale': locale, 'language_pack': get_language_pack(locale), '...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def _delete(self, pk): """ Delete function logic, override to implement diferent logic deletes the record with primary_key = pk :param pk: record primary key to ...
item = self.datamodel.get(pk, self._base_filters) if not item: abort(404) try: self.pre_delete(item) except Exception as e: flash(str(e), 'danger') else: view_menu = security_manager.find_view_menu(item.get_perm()) pvs ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_all_permissions(self): """Returns a set of tuples with the perm name and view menu name"""
perms = set() for role in self.get_user_roles(): for perm_view in role.permissions: t = (perm_view.permission.name, perm_view.view_menu.name) perms.add(t) return perms
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_view_menus(self, permission_name): """Returns the details of view_menus for a perm name"""
vm = set() for perm_name, vm_name in self.get_all_permissions(): if perm_name == permission_name: vm.add(vm_name) return vm
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def destroy_webdriver(driver): """ Destroy a driver """
# This is some very flaky code in selenium. Hence the retries # and catch-all exceptions try: retry_call(driver.close, tries=2) except Exception: pass try: driver.quit() except Exception: pass
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def deliver_dashboard(schedule): """ Given a schedule, delivery the dashboard as an email report """
dashboard = schedule.dashboard dashboard_url = _get_url_path( 'Superset.dashboard', dashboard_id=dashboard.id, ) # Create a driver, fetch the page, wait for the page to render driver = create_webdriver() window = config.get('WEBDRIVER_WINDOW')['dashboard'] driver.set_windo...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def deliver_slice(schedule): """ Given a schedule, delivery the slice as an email report """
if schedule.email_format == SliceEmailReportFormat.data: email = _get_slice_data(schedule) elif schedule.email_format == SliceEmailReportFormat.visualization: email = _get_slice_visualization(schedule) else: raise RuntimeError('Unknown email report format') subject = __( ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def schedule_hourly(): """ Celery beat job meant to be invoked hourly """
if not config.get('ENABLE_SCHEDULED_EMAIL_REPORTS'): logging.info('Scheduled email reports not enabled in config') return resolution = config.get('EMAIL_REPORTS_CRON_RESOLUTION', 0) * 60 # Get the top of the hour start_at = datetime.now(tzlocal()).replace(microsecond=0, second=0, min...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def dedup(l, suffix='__', case_sensitive=True): """De-duplicates a list of string by suffixing a counter Always returns the same number of entries as provided, a...
new_l = [] seen = {} for s in l: s_fixed_case = s if case_sensitive else s.lower() if s_fixed_case in seen: seen[s_fixed_case] += 1 s += suffix + str(seen[s_fixed_case]) else: seen[s_fixed_case] = 0 new_l.append(s) return new_l
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def db_type(cls, dtype): """Given a numpy dtype, Returns a generic database type"""
if isinstance(dtype, ExtensionDtype): return cls.type_map.get(dtype.kind) elif hasattr(dtype, 'char'): return cls.type_map.get(dtype.char)
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def columns(self): """Provides metadata about columns for data visualization. :return: dict, with the fields name, type, is_date, is_dim and agg. """
if self.df.empty: return None columns = [] sample_size = min(INFER_COL_TYPES_SAMPLE_SIZE, len(self.df.index)) sample = self.df if sample_size: sample = self.df.sample(sample_size) for col in self.df.dtypes.keys(): db_type_str = ( ...
<SYSTEM_TASK:> Solve the following problem using Python, implementing the functions described below, one line at a time <END_TASK> <USER_TASK:> Description: def get_timestamp_expression(self, time_grain): """Getting the time component of the query"""
label = utils.DTTM_ALIAS db = self.table.database pdf = self.python_date_format is_epoch = pdf in ('epoch_s', 'epoch_ms') if not self.expression and not time_grain and not is_epoch: sqla_col = column(self.column_name, type_=DateTime) return self.table.ma...