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__init__
def __init__(self, settings: "Settings") -> None: # TODO: warn if user doesn't have grpc installed from wandb.sdk.service import service self._settings = settings self._atexit_lambda = None self._hooks = None self._service = service._Service(settings=self._settings) # Temporary setting to allow use of grpc so that we can keep # that code from rotting during the transition use_grpc = self._settings._service_transport == "grpc" token = _ManagerToken.from_environment() if not token: self._service.start() host = "localhost" if use_grpc: transport = "grpc" port = self._service.grpc_port else: transport = "tcp" port = self._service.sock_port assert port token = _ManagerToken.from_params(transport=transport, host=host, port=port) token.set_environment() self._atexit_setup() self._token = token try: self._service_connect() except ManagerConnectionError as e: wandb._sentry.reraise(e)
python
wandb/sdk/wandb_manager.py
129
163
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,202
_atexit_setup
def _atexit_setup(self) -> None: self._atexit_lambda = lambda: self._atexit_teardown() self._hooks = ExitHooks() self._hooks.hook() atexit.register(self._atexit_lambda)
python
wandb/sdk/wandb_manager.py
165
170
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,203
_atexit_teardown
def _atexit_teardown(self) -> None: trigger.call("on_finished") exit_code = self._hooks.exit_code if self._hooks else 0 self._teardown(exit_code)
python
wandb/sdk/wandb_manager.py
172
175
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,204
_teardown
def _teardown(self, exit_code: int) -> None: unregister_all_post_import_hooks() if self._atexit_lambda: atexit.unregister(self._atexit_lambda) self._atexit_lambda = None try: self._inform_teardown(exit_code) result = self._service.join() if result and not self._settings._jupyter: os._exit(result) except Exception as e: wandb.termlog( f"While tearing down the service manager. The following error has occurred: {e}", repeat=False, ) finally: self._token.reset_environment()
python
wandb/sdk/wandb_manager.py
177
195
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,205
_get_service
def _get_service(self) -> "service._Service": return self._service
python
wandb/sdk/wandb_manager.py
197
198
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,206
_get_service_interface
def _get_service_interface(self) -> "ServiceInterface": assert self._service svc_iface = self._service.service_interface assert svc_iface return svc_iface
python
wandb/sdk/wandb_manager.py
200
204
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,207
_inform_init
def _inform_init(self, settings: "Settings", run_id: str) -> None: svc_iface = self._get_service_interface() svc_iface._svc_inform_init(settings=settings, run_id=run_id)
python
wandb/sdk/wandb_manager.py
206
208
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,208
_inform_start
def _inform_start(self, settings: "Settings", run_id: str) -> None: svc_iface = self._get_service_interface() svc_iface._svc_inform_start(settings=settings, run_id=run_id)
python
wandb/sdk/wandb_manager.py
210
212
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,209
_inform_attach
def _inform_attach(self, attach_id: str) -> Optional[Dict[str, Any]]: svc_iface = self._get_service_interface() try: response = svc_iface._svc_inform_attach(attach_id=attach_id) except Exception: return None return settings_dict_from_pbmap(response._settings_map)
python
wandb/sdk/wandb_manager.py
214
220
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,210
_inform_finish
def _inform_finish(self, run_id: Optional[str] = None) -> None: svc_iface = self._get_service_interface() svc_iface._svc_inform_finish(run_id=run_id)
python
wandb/sdk/wandb_manager.py
222
224
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,211
_inform_teardown
def _inform_teardown(self, exit_code: int) -> None: svc_iface = self._get_service_interface() svc_iface._svc_inform_teardown(exit_code)
python
wandb/sdk/wandb_manager.py
226
228
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,212
_set_logger
def _set_logger(log_object: Logger) -> None: """Configure module logger.""" global logger logger = log_object
python
wandb/sdk/wandb_setup.py
36
39
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,213
__init__
def __init__(self) -> None: self._log: List[tuple] = [] self._exception: List[tuple] = [] # support old warn() as alias of warning() self.warn = self.warning
python
wandb/sdk/wandb_setup.py
45
49
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,214
debug
def debug(self, msg: str, *args: Any, **kwargs: Any) -> None: self._log.append((logging.DEBUG, msg, args, kwargs))
python
wandb/sdk/wandb_setup.py
51
52
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,215
info
def info(self, msg: str, *args: Any, **kwargs: Any) -> None: self._log.append((logging.INFO, msg, args, kwargs))
python
wandb/sdk/wandb_setup.py
54
55
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,216
warning
def warning(self, msg: str, *args: Any, **kwargs: Any) -> None: self._log.append((logging.WARNING, msg, args, kwargs))
python
wandb/sdk/wandb_setup.py
57
58
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,217
error
def error(self, msg: str, *args: Any, **kwargs: Any) -> None: self._log.append((logging.ERROR, msg, args, kwargs))
python
wandb/sdk/wandb_setup.py
60
61
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,218
critical
def critical(self, msg: str, *args: Any, **kwargs: Any) -> None: self._log.append((logging.CRITICAL, msg, args, kwargs))
python
wandb/sdk/wandb_setup.py
63
64
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,219
exception
def exception(self, msg: str, *args: Any, **kwargs: Any) -> None: self._exception.append((msg, args, kwargs))
python
wandb/sdk/wandb_setup.py
66
67
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,220
log
def log(self, level: str, msg: str, *args: Any, **kwargs: Any) -> None: self._log.append((level, msg, args, kwargs))
python
wandb/sdk/wandb_setup.py
69
70
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,221
_flush
def _flush(self) -> None: assert self is not logger assert logger is not None for level, msg, args, kwargs in self._log: logger.log(level, msg, *args, **kwargs) for msg, args, kwargs in self._exception: logger.exception(msg, *args, **kwargs)
python
wandb/sdk/wandb_setup.py
72
78
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,222
__init__
def __init__( self, pid: int, settings: Optional[Settings] = None, environ: Optional[Dict[str, Any]] = None, ) -> None: self._environ = environ or dict(os.environ) self._sweep_config: Optional[Dict[str, Any]] = None self._config: Optional[Dict[str, Any]] = None self._server: Optional[server.Server] = None self._manager: Optional[wandb_manager._Manager] = None self._pid = pid # keep track of multiple runs, so we can unwind with join()s self._global_run_stack: List["wandb_run.Run"] = [] # TODO(jhr): defer strict checks until settings are fully initialized # and logging is ready self._early_logger = _EarlyLogger() _set_logger(self._early_logger) self._settings = self._settings_setup(settings, self._early_logger) # self._settings.freeze() wandb.termsetup(self._settings, logger) self._check() self._setup() tracelog_mode = self._settings._tracelog if tracelog_mode: tracelog.enable(tracelog_mode)
python
wandb/sdk/wandb_setup.py
87
118
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,223
_settings_setup
def _settings_setup( self, settings: Optional[Settings] = None, early_logger: Optional[_EarlyLogger] = None, ) -> "wandb_settings.Settings": s = wandb_settings.Settings() s._apply_base(pid=self._pid, _logger=early_logger) s._apply_config_files(_logger=early_logger) s._apply_env_vars(self._environ, _logger=early_logger) if isinstance(settings, wandb_settings.Settings): s._apply_settings(settings, _logger=early_logger) elif isinstance(settings, dict): # if passed settings arg is a mapping, update the settings with it s._apply_setup(settings, _logger=early_logger) s._infer_settings_from_environment() if not s._cli_only_mode: s._infer_run_settings_from_environment(_logger=early_logger) return s
python
wandb/sdk/wandb_setup.py
120
140
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,224
_update
def _update( self, settings: Optional[Settings] = None, ) -> None: if settings is None: return # self._settings.unfreeze() if isinstance(settings, wandb_settings.Settings): # todo: check the logic here. this _only_ comes up in tests? self._settings._apply_settings(settings) elif isinstance(settings, dict): # if it is a mapping, update the settings with it self._settings.update(settings, source=wandb_settings.Source.SETUP) # self._settings.freeze()
python
wandb/sdk/wandb_setup.py
142
155
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,225
_update_user_settings
def _update_user_settings(self, settings: Optional[Settings] = None) -> None: settings = settings or self._settings # Get rid of cached results to force a refresh. self._server = None user_settings = self._load_user_settings(settings=settings) if user_settings is not None: # self._settings.unfreeze() self._settings._apply_user(user_settings) # self._settings.freeze()
python
wandb/sdk/wandb_setup.py
157
165
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,226
_early_logger_flush
def _early_logger_flush(self, new_logger: Logger) -> None: if not self._early_logger: return _set_logger(new_logger) # self._settings._clear_early_logger() self._early_logger._flush()
python
wandb/sdk/wandb_setup.py
167
172
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,227
_get_logger
def _get_logger(self) -> Optional[Logger]: return logger
python
wandb/sdk/wandb_setup.py
174
175
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,228
settings
def settings(self) -> "wandb_settings.Settings": return self._settings
python
wandb/sdk/wandb_setup.py
178
179
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,229
_get_entity
def _get_entity(self) -> Optional[str]: if self._settings and self._settings._offline: return None if self._server is None: self._load_viewer() assert self._server is not None entity = self._server._viewer.get("entity") return entity
python
wandb/sdk/wandb_setup.py
181
188
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,230
_get_username
def _get_username(self) -> Optional[str]: if self._settings and self._settings._offline: return None if self._server is None: self._load_viewer() assert self._server is not None username = self._server._viewer.get("username") return username
python
wandb/sdk/wandb_setup.py
190
197
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,231
_get_teams
def _get_teams(self) -> List[str]: if self._settings and self._settings._offline: return [] if self._server is None: self._load_viewer() assert self._server is not None teams = self._server._viewer.get("teams") if teams: teams = [team["node"]["name"] for team in teams["edges"]] return teams or []
python
wandb/sdk/wandb_setup.py
199
208
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,232
_load_viewer
def _load_viewer(self, settings: Optional[Settings] = None) -> None: if self._settings and self._settings._offline: return if isinstance(settings, dict): settings = wandb_settings.Settings(**settings) s = server.Server(settings=settings) s.query_with_timeout() self._server = s
python
wandb/sdk/wandb_setup.py
210
217
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,233
_load_user_settings
def _load_user_settings( self, settings: Optional[Settings] = None ) -> Optional[Dict[str, Any]]: if self._server is None: self._load_viewer(settings=settings) # offline? if self._server is None: return None flags = self._server._flags user_settings = dict() if "code_saving_enabled" in flags: user_settings["save_code"] = flags["code_saving_enabled"] email = self._server._viewer.get("email", None) if email: user_settings["email"] = email return user_settings
python
wandb/sdk/wandb_setup.py
219
238
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,234
_check
def _check(self) -> None: if hasattr(threading, "main_thread"): if threading.current_thread() is not threading.main_thread(): pass elif threading.current_thread().name != "MainThread": print("bad thread2", threading.current_thread().name) if getattr(sys, "frozen", False): print("frozen, could be trouble")
python
wandb/sdk/wandb_setup.py
240
247
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,235
_setup
def _setup(self) -> None: self._setup_manager() sweep_path = self._settings.sweep_param_path if sweep_path: self._sweep_config = config_util.dict_from_config_file( sweep_path, must_exist=True ) # if config_paths was set, read in config dict if self._settings.config_paths: # TODO(jhr): handle load errors, handle list of files for config_path in self._settings.config_paths: config_dict = config_util.dict_from_config_file(config_path) if config_dict is None: continue if self._config is not None: self._config.update(config_dict) else: self._config = config_dict
python
wandb/sdk/wandb_setup.py
249
268
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,236
_teardown
def _teardown(self, exit_code: Optional[int] = None) -> None: exit_code = exit_code or 0 self._teardown_manager(exit_code=exit_code)
python
wandb/sdk/wandb_setup.py
270
272
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,237
_setup_manager
def _setup_manager(self) -> None: if self._settings._disable_service: return self._manager = wandb_manager._Manager(settings=self._settings)
python
wandb/sdk/wandb_setup.py
274
277
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,238
_teardown_manager
def _teardown_manager(self, exit_code: int) -> None: if not self._manager: return self._manager._teardown(exit_code) self._manager = None
python
wandb/sdk/wandb_setup.py
279
283
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,239
_get_manager
def _get_manager(self) -> Optional[wandb_manager._Manager]: return self._manager
python
wandb/sdk/wandb_setup.py
285
286
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,240
__init__
def __init__(self, settings: Optional[Settings] = None) -> None: pid = os.getpid() if _WandbSetup._instance and _WandbSetup._instance._pid == pid: _WandbSetup._instance._update(settings=settings) return _WandbSetup._instance = _WandbSetup__WandbSetup(settings=settings, pid=pid)
python
wandb/sdk/wandb_setup.py
298
303
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,241
__getattr__
def __getattr__(self, name: str) -> Any: return getattr(self._instance, name)
python
wandb/sdk/wandb_setup.py
305
306
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,242
_setup
def _setup( settings: Optional[Settings] = None, _reset: bool = False, ) -> Optional["_WandbSetup"]: """Set up library context.""" if _reset: setup_instance = _WandbSetup._instance if setup_instance: setup_instance._teardown() _WandbSetup._instance = None return None wl = _WandbSetup(settings=settings) return wl
python
wandb/sdk/wandb_setup.py
309
321
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,243
setup
def setup( settings: Optional[Settings] = None, ) -> Optional["_WandbSetup"]: ret = _setup(settings=settings) return ret
python
wandb/sdk/wandb_setup.py
324
328
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,244
teardown
def teardown(exit_code: Optional[int] = None) -> None: setup_instance = _WandbSetup._instance if setup_instance: setup_instance._teardown(exit_code=exit_code) _WandbSetup._instance = None
python
wandb/sdk/wandb_setup.py
331
335
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,245
requires
def requires(requirement: str) -> FuncT: # type: ignore """Decorate functions to gate features with wandb.require.""" env_var = requirement_env_var_mapping[requirement] def deco(func: FuncT) -> FuncT: @wraps(func) def wrapper(*args: Any, **kwargs: Any) -> Any: if not os.getenv(env_var): raise Exception( f"You need to enable this feature with `wandb.require({requirement!r})`" ) return func(*args, **kwargs) return cast(FuncT, wrapper) return cast(FuncT, deco)
python
wandb/sdk/wandb_require_helpers.py
12
27
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,246
deco
def deco(func: FuncT) -> FuncT: @wraps(func) def wrapper(*args: Any, **kwargs: Any) -> Any: if not os.getenv(env_var): raise Exception( f"You need to enable this feature with `wandb.require({requirement!r})`" ) return func(*args, **kwargs) return cast(FuncT, wrapper)
python
wandb/sdk/wandb_require_helpers.py
16
25
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,247
wrapper
def wrapper(*args: Any, **kwargs: Any) -> Any: if not os.getenv(env_var): raise Exception( f"You need to enable this feature with `wandb.require({requirement!r})`" ) return func(*args, **kwargs)
python
wandb/sdk/wandb_require_helpers.py
18
23
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,248
__init__
def __init__(self) -> None: self._check_if_requirements_met()
python
wandb/sdk/wandb_require_helpers.py
33
34
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,249
__post_init__
def __post_init__(self) -> None: self._check_if_requirements_met()
python
wandb/sdk/wandb_require_helpers.py
36
37
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,250
_check_if_requirements_met
def _check_if_requirements_met(self) -> None: env_var = requirement_env_var_mapping[self.requirement] if not os.getenv(env_var): raise Exception( f'You must explicitly enable this feature with `wandb.require("{self.requirement})"' )
python
wandb/sdk/wandb_require_helpers.py
39
44
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,251
__init__
def __init__( self, inputs: Union[Sequence, Dict[str, Sequence]], targets: Optional[Union[Sequence, Dict[str, Sequence]]] = None, indexes: Optional[List["_TableIndex"]] = None, validation_row_processor: Optional[Callable] = None, prediction_row_processor: Optional[Callable] = None, input_col_name: str = "input", target_col_name: str = "target", table_name: str = "wb_validation_data", artifact_type: str = "validation_dataset", class_labels: Optional[List[str]] = None, infer_missing_processors: bool = True, ) -> None: """Initialize a new ValidationDataLogger. Args: inputs: A list of input vectors or dictionary of lists of input vectors (used if the model has multiple named inputs) targets: A list of target vectors or dictionary of lists of target vectors (used if the model has multiple named targets/putputs). Defaults to `None`. `targets` and `indexes` cannot both be `None`. indexes: An ordered list of `wandb.data_types._TableIndex` mapping the input items to their source table. This is most commonly retrieved by using `indexes = my_data_table.get_index()`. Defaults to `None`. `targets` and `indexes` cannot both be `None`. validation_row_processor: A function to apply to the validation data, commonly used to visualize the data. The function will receive an `ndx` (`int`) and a `row` (`dict`). If `inputs` is a list, then `row["input"]` will be the input data for the row. Else, it will be keyed based on the name of the input slot (corresponding to `inputs`). If `targets` is a list, then `row["target"]` will be the target data for the row. Else, it will be keyed based on `targets`. For example, if your input data is a single ndarray, but you wish to visualize the data as an image, then you can provide `lambda ndx, row: {"img": wandb.Image(row["input"])}` as the processor. If `None`, we will try to guess the appropriate processor. Ignored if `log_evaluation` is `False` or `val_keys` are present. Defaults to `None`. prediction_row_processor: Same as validation_row_processor, but applied to the model's output. `row["output"]` will contain the results of the model output. Defaults to `None`. input_col_name: The name to use for the input column. Defaults to `"input"`. target_col_name: The name to use for the target column. Defaults to `"target"`. table_name: The name to use for the validation table. Defaults to `"wb_validation_data"`. artifact_type: The artifact type to use for the validation data. Defaults to `"validation_dataset"`. class_labels: Optional list of lables to use in the inferred processors. If the model's `target` or `output` is inferred to be a class, we will attempt to map the class to these labels. Defaults to `None`. infer_missing_processors: Determines if processors are inferred if they are missing. Defaults to True. """ class_labels_table: Optional["wandb.Table"] if isinstance(class_labels, list) and len(class_labels) > 0: class_labels_table = wandb.Table( columns=["label"], data=[[label] for label in class_labels] ) else: class_labels_table = None if indexes is None: assert targets is not None local_validation_table = wandb.Table(columns=[], data=[]) if isinstance(targets, dict): for col_name in targets: local_validation_table.add_column(col_name, targets[col_name]) else: local_validation_table.add_column(target_col_name, targets) if isinstance(inputs, dict): for col_name in inputs: local_validation_table.add_column(col_name, inputs[col_name]) else: local_validation_table.add_column(input_col_name, inputs) if validation_row_processor is None and infer_missing_processors: example_input = _make_example(inputs) example_target = _make_example(targets) if example_input is not None and example_target is not None: validation_row_processor = _infer_validation_row_processor( example_input, example_target, class_labels_table, input_col_name, target_col_name, ) if validation_row_processor is not None: local_validation_table.add_computed_columns(validation_row_processor) local_validation_artifact = wandb.Artifact(table_name, artifact_type) local_validation_artifact.add(local_validation_table, "validation_data") if wandb.run: wandb.run.use_artifact(local_validation_artifact) indexes = local_validation_table.get_index() else: local_validation_artifact = None self.class_labels_table = class_labels_table self.validation_inputs = inputs self.validation_targets = targets self.validation_indexes = indexes self.prediction_row_processor = prediction_row_processor self.infer_missing_processors = infer_missing_processors self.local_validation_artifact = local_validation_artifact self.input_col_name = input_col_name
python
wandb/sdk/integration_utils/data_logging.py
33
141
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,252
make_predictions
def make_predictions( self, predict_fn: Callable ) -> Union[Sequence, Dict[str, Sequence]]: """Produce predictions by passing `validation_inputs` to `predict_fn`. Args: predict_fn (Callable): Any function which can accept `validation_inputs` and produce a list of vectors or dictionary of lists of vectors Returns: (Sequence | Dict[str, Sequence]): The returned value of predict_fn """ return predict_fn(self.validation_inputs)
python
wandb/sdk/integration_utils/data_logging.py
143
155
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,253
log_predictions
def log_predictions( self, predictions: Union[Sequence, Dict[str, Sequence]], prediction_col_name: str = "output", val_ndx_col_name: str = "val_row", table_name: str = "validation_predictions", commit: bool = True, ) -> wandb.data_types.Table: """Log a set of predictions. Intended usage: vl.log_predictions(vl.make_predictions(self.model.predict)) Args: predictions (Sequence | Dict[str, Sequence]): A list of prediction vectors or dictionary of lists of prediction vectors prediction_col_name (str, optional): the name of the prediction column. Defaults to "output". val_ndx_col_name (str, optional): The name of the column linking prediction table to the validation ata table. Defaults to "val_row". table_name (str, optional): name of the prediction table. Defaults to "validation_predictions". commit (bool, optional): determines if commit should be called on the logged data. Defaults to False. """ pred_table = wandb.Table(columns=[], data=[]) if isinstance(predictions, dict): for col_name in predictions: pred_table.add_column(col_name, predictions[col_name]) else: pred_table.add_column(prediction_col_name, predictions) pred_table.add_column(val_ndx_col_name, self.validation_indexes) if self.prediction_row_processor is None and self.infer_missing_processors: example_prediction = _make_example(predictions) example_input = _make_example(self.validation_inputs) if example_prediction is not None and example_input is not None: self.prediction_row_processor = _infer_prediction_row_processor( example_prediction, example_input, self.class_labels_table, self.input_col_name, prediction_col_name, ) if self.prediction_row_processor is not None: pred_table.add_computed_columns(self.prediction_row_processor) wandb.log({table_name: pred_table}, commit=commit) return pred_table
python
wandb/sdk/integration_utils/data_logging.py
157
204
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,254
_make_example
def _make_example(data: Any) -> Optional[Union[Dict, Sequence, Any]]: """Used to make an example input, target, or output.""" example: Optional[Union[Dict, Sequence, Any]] if isinstance(data, dict): example = {} for key in data: example[key] = data[key][0] elif hasattr(data, "__len__"): example = data[0] else: example = None return example
python
wandb/sdk/integration_utils/data_logging.py
207
220
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,255
_get_example_shape
def _get_example_shape(example: Union[Sequence, Any]): """Get the shape of an object if applicable.""" shape = [] if type(example) is not str and hasattr(example, "__len__"): length = len(example) shape = [length] if length > 0: shape += _get_example_shape(example[0]) return shape
python
wandb/sdk/integration_utils/data_logging.py
223
231
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,256
_bind
def _bind(lambda_fn: Callable, **closure_kwargs: Any) -> Callable: """Create a closure around a lambda function by binding `closure_kwargs` to the function.""" def closure(*args: Any, **kwargs: Any) -> Any: _k = {} _k.update(kwargs) _k.update(closure_kwargs) return lambda_fn(*args, **_k) return closure
python
wandb/sdk/integration_utils/data_logging.py
234
243
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,257
closure
def closure(*args: Any, **kwargs: Any) -> Any: _k = {} _k.update(kwargs) _k.update(closure_kwargs) return lambda_fn(*args, **_k)
python
wandb/sdk/integration_utils/data_logging.py
237
241
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,258
_infer_single_example_keyed_processor
def _infer_single_example_keyed_processor( example: Union[Sequence, Any], class_labels_table: Optional["wandb.Table"] = None, possible_base_example: Optional[Union[Sequence, Any]] = None, ) -> Dict[str, Callable]: """Infers a processor from a single example. Infers a processor from a single example with optional class_labels_table and base_example. Base example is useful for cases such as segmentation masks """ shape = _get_example_shape(example) processors: Dict[str, Callable] = {} if ( class_labels_table is not None and len(shape) == 1 and shape[0] == len(class_labels_table.data) ): np = wandb.util.get_module( "numpy", required="Infering processors require numpy", ) # Assume these are logits class_names = class_labels_table.get_column("label") processors["max_class"] = lambda n, d, p: class_labels_table.index_ref( # type: ignore np.argmax(d) ) # TODO: Consider adding back if users ask # processors["min_class"] = lambda n, d, p: class_labels_table.index_ref( # type: ignore # np.argmin(d) # ) values = np.unique(example) is_one_hot = len(values) == 2 and set(values) == {0, 1} if not is_one_hot: processors["score"] = lambda n, d, p: { class_names[i]: d[i] for i in range(shape[0]) } elif ( len(shape) == 1 and shape[0] == 1 and ( isinstance(example[0], int) or (hasattr(example, "tolist") and isinstance(example.tolist()[0], int)) # type: ignore ) ): # assume this is a class if class_labels_table is not None: processors["class"] = lambda n, d, p: class_labels_table.index_ref(d[0]) if d[0] < len(class_labels_table.data) else d[0] # type: ignore else: processors["val"] = lambda n, d, p: d[0] elif len(shape) == 1: np = wandb.util.get_module( "numpy", required="Infering processors require numpy", ) # This could be anything if shape[0] <= 10: # if less than 10, fan out the results # processors["node"] = lambda n, d, p: {i: d[i] for i in range(shape[0])} processors["node"] = lambda n, d, p: [ d[i].tolist() if hasattr(d[i], "tolist") else d[i] for i in range(shape[0]) ] # just report the argmax and argmin processors["argmax"] = lambda n, d, p: np.argmax(d) values = np.unique(example) is_one_hot = len(values) == 2 and set(values) == {0, 1} if not is_one_hot: processors["argmin"] = lambda n, d, p: np.argmin(d) elif len(shape) == 2 and CAN_INFER_IMAGE_AND_VIDEO: if ( class_labels_table is not None and possible_base_example is not None and shape == _get_example_shape(possible_base_example) ): # consider this a segmentation mask processors["image"] = lambda n, d, p: wandb.Image( p, masks={ "masks": { "mask_data": d, "class_labels": class_labels_table.get_column("label"), # type: ignore } }, ) else: # consider this a 2d image processors["image"] = lambda n, d, p: wandb.Image(d) elif len(shape) == 3 and CAN_INFER_IMAGE_AND_VIDEO: # consider this an image processors["image"] = lambda n, d, p: wandb.Image(d) elif len(shape) == 4 and CAN_INFER_IMAGE_AND_VIDEO: # consider this a video processors["video"] = lambda n, d, p: wandb.Video(d) return processors
python
wandb/sdk/integration_utils/data_logging.py
246
343
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,259
_infer_validation_row_processor
def _infer_validation_row_processor( example_input: Union[Dict, Sequence], example_target: Union[Dict, Sequence, Any], class_labels_table: Optional["wandb.Table"] = None, input_col_name: str = "input", target_col_name: str = "target", ) -> Callable: """Infers the composit processor for the validation data.""" single_processors = {} if isinstance(example_input, dict): for key in example_input: key_processors = _infer_single_example_keyed_processor(example_input[key]) for p_key in key_processors: single_processors[f"{key}:{p_key}"] = _bind( lambda ndx, row, key_processor, key: key_processor( ndx, row[key], None, ), key_processor=key_processors[p_key], key=key, ) else: key = input_col_name key_processors = _infer_single_example_keyed_processor(example_input) for p_key in key_processors: single_processors[f"{key}:{p_key}"] = _bind( lambda ndx, row, key_processor, key: key_processor( ndx, row[key], None, ), key_processor=key_processors[p_key], key=key, ) if isinstance(example_target, dict): for key in example_target: key_processors = _infer_single_example_keyed_processor( example_target[key], class_labels_table ) for p_key in key_processors: single_processors[f"{key}:{p_key}"] = _bind( lambda ndx, row, key_processor, key: key_processor( ndx, row[key], None, ), key_processor=key_processors[p_key], key=key, ) else: key = target_col_name key_processors = _infer_single_example_keyed_processor( example_target, class_labels_table, example_input if not isinstance(example_input, dict) else None, ) for p_key in key_processors: single_processors[f"{key}:{p_key}"] = _bind( lambda ndx, row, key_processor, key: key_processor( ndx, row[key], row[input_col_name] if not isinstance(example_input, dict) else None, ), key_processor=key_processors[p_key], key=key, ) def processor(ndx, row): return {key: single_processors[key](ndx, row) for key in single_processors} return processor
python
wandb/sdk/integration_utils/data_logging.py
346
420
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,260
processor
def processor(ndx, row): return {key: single_processors[key](ndx, row) for key in single_processors}
python
wandb/sdk/integration_utils/data_logging.py
417
418
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,261
_infer_prediction_row_processor
def _infer_prediction_row_processor( example_prediction: Union[Dict, Sequence], example_input: Union[Dict, Sequence], class_labels_table: Optional["wandb.Table"] = None, input_col_name: str = "input", output_col_name: str = "output", ) -> Callable: """Infers the composit processor for the prediction output data.""" single_processors = {} if isinstance(example_prediction, dict): for key in example_prediction: key_processors = _infer_single_example_keyed_processor( example_prediction[key], class_labels_table ) for p_key in key_processors: single_processors[f"{key}:{p_key}"] = _bind( lambda ndx, row, key_processor, key: key_processor( ndx, row[key], None, ), key_processor=key_processors[p_key], key=key, ) else: key = output_col_name key_processors = _infer_single_example_keyed_processor( example_prediction, class_labels_table, example_input if not isinstance(example_input, dict) else None, ) for p_key in key_processors: single_processors[f"{key}:{p_key}"] = _bind( lambda ndx, row, key_processor, key: key_processor( ndx, row[key], ndx.get_row().get("val_row").get_row().get(input_col_name) if not isinstance(example_input, dict) else None, ), key_processor=key_processors[p_key], key=key, ) def processor(ndx, row): return {key: single_processors[key](ndx, row) for key in single_processors} return processor
python
wandb/sdk/integration_utils/data_logging.py
423
471
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,262
processor
def processor(ndx, row): return {key: single_processors[key](ndx, row) for key in single_processors}
python
wandb/sdk/integration_utils/data_logging.py
468
469
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,263
__init__
def __init__( self, mailbox: Mailbox, record_q: Optional["Queue[pb.Record]"] = None, result_q: Optional["Queue[pb.Result]"] = None, relay_q: Optional["Queue[pb.Result]"] = None, process: Optional[BaseProcess] = None, process_check: bool = True, ) -> None: self.relay_q = relay_q super().__init__( record_q=record_q, result_q=result_q, process=process, process_check=process_check, mailbox=mailbox, )
python
wandb/sdk/interface/interface_relay.py
28
44
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,264
_init_router
def _init_router(self) -> None: if self.record_q and self.result_q and self.relay_q: self._router = MessageRelayRouter( request_queue=self.record_q, response_queue=self.result_q, relay_queue=self.relay_q, mailbox=self._mailbox, )
python
wandb/sdk/interface/interface_relay.py
46
53
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,265
__init__
def __init__( self, request_queue: "Queue[pb.Record]", response_queue: "Queue[pb.Result]", mailbox: Optional[Mailbox] = None, ) -> None: self._request_queue = request_queue self._response_queue = response_queue super().__init__(mailbox=mailbox)
python
wandb/sdk/interface/router_queue.py
24
32
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,266
_read_message
def _read_message(self) -> Optional["pb.Result"]: try: msg = self._response_queue.get(timeout=1) except queue.Empty: return None tracelog.log_message_dequeue(msg, self._response_queue) return msg
python
wandb/sdk/interface/router_queue.py
34
40
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,267
_send_message
def _send_message(self, record: "pb.Record") -> None: tracelog.log_message_queue(record, self._request_queue) self._request_queue.put(record)
python
wandb/sdk/interface/router_queue.py
42
44
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,268
__init__
def __init__(self, fn: Any, xid: str) -> None: super().__init__() self._fn = fn self._xid = xid
python
wandb/sdk/interface/message_future_poll.py
22
25
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,269
get
def get(self, timeout: Optional[int] = None) -> Optional[pb.Result]: self._poll(timeout=timeout) if self._object_ready.is_set(): return self._object return None
python
wandb/sdk/interface/message_future_poll.py
27
31
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,270
_poll
def _poll(self, timeout: Optional[int] = None) -> None: if self._object_ready.is_set(): return done = False start_time = time.time() sleep_time = 0.5 while not done: result = self._fn(xid=self._xid) if result: self._set_object(result) done = True continue now_time = time.time() if timeout and start_time - now_time > timeout: done = True continue time.sleep(sleep_time) sleep_time = min(sleep_time * 2, 5)
python
wandb/sdk/interface/message_future_poll.py
33
50
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,271
__init__
def __init__(self): self.update = [] self.remove = []
python
wandb/sdk/interface/summary_record.py
16
18
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,272
__str__
def __str__(self): s = "SummaryRecord:\n Update:\n " s += "\n ".join([str(item) for item in self.update]) s += "\n Remove:\n " s += "\n ".join([str(item) for item in self.remove]) s += "\n" return s
python
wandb/sdk/interface/summary_record.py
20
26
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,273
_add_next_parent
def _add_next_parent(self, parent_key): with_next_parent = SummaryRecord() with_next_parent.update = [ item._add_next_parent(parent_key) for item in self.update ] with_next_parent.remove = [ item._add_next_parent(parent_key) for item in self.remove ] return with_next_parent
python
wandb/sdk/interface/summary_record.py
30
39
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,274
__init__
def __init__(self): self.key = tuple() self.value = None
python
wandb/sdk/interface/summary_record.py
48
50
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,275
__str__
def __str__(self): return "SummaryItem: key: " + str(self.key) + " value: " + str(self.value)
python
wandb/sdk/interface/summary_record.py
52
53
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,276
_add_next_parent
def _add_next_parent(self, parent_key): with_next_parent = SummaryItem() key = self.key if not isinstance(key, tuple): key = (key,) with_next_parent.key = (parent_key,) + self.key with_next_parent.value = self.value return with_next_parent
python
wandb/sdk/interface/summary_record.py
57
67
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,277
file_policy_to_enum
def file_policy_to_enum(policy: "PolicyName") -> "pb.FilesItem.PolicyType.V": if policy == "now": enum = pb.FilesItem.PolicyType.NOW elif policy == "end": enum = pb.FilesItem.PolicyType.END elif policy == "live": enum = pb.FilesItem.PolicyType.LIVE return enum
python
wandb/sdk/interface/interface.py
59
66
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,278
file_enum_to_policy
def file_enum_to_policy(enum: "pb.FilesItem.PolicyType.V") -> "PolicyName": if enum == pb.FilesItem.PolicyType.NOW: policy: PolicyName = "now" elif enum == pb.FilesItem.PolicyType.END: policy = "end" elif enum == pb.FilesItem.PolicyType.LIVE: policy = "live" return policy
python
wandb/sdk/interface/interface.py
69
76
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,279
__init__
def __init__(self) -> None: self._run = None self._drop = False
python
wandb/sdk/interface/interface.py
83
85
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,280
_hack_set_run
def _hack_set_run(self, run: "Run") -> None: self._run = run current_pid = os.getpid() self._run._set_iface_pid(current_pid)
python
wandb/sdk/interface/interface.py
87
90
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,281
publish_header
def publish_header(self) -> None: header = pb.HeaderRecord() self._publish_header(header)
python
wandb/sdk/interface/interface.py
92
94
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,282
_publish_header
def _publish_header(self, header: pb.HeaderRecord) -> None: raise NotImplementedError
python
wandb/sdk/interface/interface.py
97
98
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,283
communicate_check_version
def communicate_check_version( self, current_version: Optional[str] = None ) -> Optional[pb.CheckVersionResponse]: check_version = pb.CheckVersionRequest() if current_version: check_version.current_version = current_version ret = self._communicate_check_version(check_version) return ret
python
wandb/sdk/interface/interface.py
100
107
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,284
_communicate_check_version
def _communicate_check_version( self, current_version: pb.CheckVersionRequest ) -> Optional[pb.CheckVersionResponse]: raise NotImplementedError
python
wandb/sdk/interface/interface.py
110
113
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,285
communicate_status
def communicate_status(self) -> Optional[pb.StatusResponse]: status = pb.StatusRequest() resp = self._communicate_status(status) return resp
python
wandb/sdk/interface/interface.py
115
118
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,286
_communicate_status
def _communicate_status( self, status: pb.StatusRequest ) -> Optional[pb.StatusResponse]: raise NotImplementedError
python
wandb/sdk/interface/interface.py
121
124
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,287
communicate_stop_status
def communicate_stop_status(self) -> Optional[pb.StopStatusResponse]: status = pb.StopStatusRequest() resp = self._communicate_stop_status(status) return resp
python
wandb/sdk/interface/interface.py
126
129
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,288
_communicate_stop_status
def _communicate_stop_status( self, status: pb.StopStatusRequest ) -> Optional[pb.StopStatusResponse]: raise NotImplementedError
python
wandb/sdk/interface/interface.py
132
135
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,289
communicate_network_status
def communicate_network_status(self) -> Optional[pb.NetworkStatusResponse]: status = pb.NetworkStatusRequest() resp = self._communicate_network_status(status) return resp
python
wandb/sdk/interface/interface.py
137
140
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,290
_communicate_network_status
def _communicate_network_status( self, status: pb.NetworkStatusRequest ) -> Optional[pb.NetworkStatusResponse]: raise NotImplementedError
python
wandb/sdk/interface/interface.py
143
146
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,291
_make_config
def _make_config( self, data: Optional[dict] = None, key: Optional[Union[Tuple[str, ...], str]] = None, val: Optional[Any] = None, obj: Optional[pb.ConfigRecord] = None, ) -> pb.ConfigRecord: config = obj or pb.ConfigRecord() if data: for k, v in data.items(): update = config.update.add() update.key = k update.value_json = json_dumps_safer(json_friendly(v)[0]) if key: update = config.update.add() if isinstance(key, tuple): for k in key: update.nested_key.append(k) else: update.key = key update.value_json = json_dumps_safer(json_friendly(val)[0]) return config
python
wandb/sdk/interface/interface.py
148
169
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,292
_make_run
def _make_run(self, run: "Run") -> pb.RunRecord: proto_run = pb.RunRecord() run._make_proto_run(proto_run) if run._settings.host: proto_run.host = run._settings.host if run._config is not None: config_dict = run._config._as_dict() # type: ignore self._make_config(data=config_dict, obj=proto_run.config) if run._telemetry_obj: proto_run.telemetry.MergeFrom(run._telemetry_obj) return proto_run
python
wandb/sdk/interface/interface.py
171
181
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,293
publish_run
def publish_run(self, run: "pb.RunRecord") -> None: self._publish_run(run)
python
wandb/sdk/interface/interface.py
183
184
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,294
_publish_run
def _publish_run(self, run: pb.RunRecord) -> None: raise NotImplementedError
python
wandb/sdk/interface/interface.py
187
188
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,295
publish_cancel
def publish_cancel(self, cancel_slot: str) -> None: cancel = pb.CancelRequest(cancel_slot=cancel_slot) self._publish_cancel(cancel)
python
wandb/sdk/interface/interface.py
190
192
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,296
_publish_cancel
def _publish_cancel(self, cancel: pb.CancelRequest) -> None: raise NotImplementedError
python
wandb/sdk/interface/interface.py
195
196
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,297
publish_config
def publish_config( self, data: Optional[dict] = None, key: Optional[Union[Tuple[str, ...], str]] = None, val: Optional[Any] = None, ) -> None: cfg = self._make_config(data=data, key=key, val=val) self._publish_config(cfg)
python
wandb/sdk/interface/interface.py
198
206
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,298
_publish_config
def _publish_config(self, cfg: pb.ConfigRecord) -> None: raise NotImplementedError
python
wandb/sdk/interface/interface.py
209
210
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,299
_publish_metric
def _publish_metric(self, metric: pb.MetricRecord) -> None: raise NotImplementedError
python
wandb/sdk/interface/interface.py
213
214
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
3,300
communicate_attach
def communicate_attach(self, attach_id: str) -> Optional[pb.AttachResponse]: attach = pb.AttachRequest(attach_id=attach_id) resp = self._communicate_attach(attach) return resp
python
wandb/sdk/interface/interface.py
216
219
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }