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4,201
send_config
def send_config(self, record: "Record") -> None: cfg = record.config config_util.update_from_proto(self._consolidated_config, cfg) self._update_config()
python
wandb/sdk/internal/sender.py
1,321
1,324
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,202
send_metric
def send_metric(self, record: "Record") -> None: metric = record.metric if metric.glob_name: logger.warning("Seen metric with glob (shouldn't happen)") return # merge or overwrite old_metric = self._config_metric_dict.get( metric.name, wandb_internal_pb2.MetricRecord() ) if metric._control.overwrite: old_metric.CopyFrom(metric) else: old_metric.MergeFrom(metric) self._config_metric_dict[metric.name] = old_metric metric = old_metric # convert step_metric to index if metric.step_metric: find_step_idx = self._config_metric_index_dict.get(metric.step_metric) if find_step_idx is not None: # make a copy of this metric as we will be modifying it rec = wandb_internal_pb2.Record() rec.metric.CopyFrom(metric) metric = rec.metric metric.ClearField("step_metric") metric.step_metric_index = find_step_idx + 1 md: Dict[int, Any] = proto_util.proto_encode_to_dict(metric) find_idx = self._config_metric_index_dict.get(metric.name) if find_idx is not None: self._config_metric_pbdict_list[find_idx] = md else: next_idx = len(self._config_metric_pbdict_list) self._config_metric_pbdict_list.append(md) self._config_metric_index_dict[metric.name] = next_idx self._update_config()
python
wandb/sdk/internal/sender.py
1,326
1,363
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,203
_update_telemetry_record
def _update_telemetry_record(self, telemetry: telemetry.TelemetryRecord) -> None: self._telemetry_obj.MergeFrom(telemetry) self._update_config()
python
wandb/sdk/internal/sender.py
1,365
1,367
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,204
send_telemetry
def send_telemetry(self, record: "Record") -> None: self._update_telemetry_record(record.telemetry)
python
wandb/sdk/internal/sender.py
1,369
1,370
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,205
send_request_telemetry_record
def send_request_telemetry_record(self, record: "Record") -> None: self._update_telemetry_record(record.request.telemetry_record.telemetry)
python
wandb/sdk/internal/sender.py
1,372
1,373
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,206
_save_file
def _save_file( self, fname: interface.GlobStr, policy: "interface.PolicyName" = "end" ) -> None: logger.info("saving file %s with policy %s", fname, policy) if self._dir_watcher: self._dir_watcher.update_policy(fname, policy)
python
wandb/sdk/internal/sender.py
1,375
1,380
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,207
send_files
def send_files(self, record: "Record") -> None: files = record.files for k in files.files: # TODO(jhr): fix paths with directories self._save_file( interface.GlobStr(k.path), interface.file_enum_to_policy(k.policy) )
python
wandb/sdk/internal/sender.py
1,382
1,388
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,208
send_header
def send_header(self, record: "Record") -> None: pass
python
wandb/sdk/internal/sender.py
1,390
1,391
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,209
send_footer
def send_footer(self, record: "Record") -> None: pass
python
wandb/sdk/internal/sender.py
1,393
1,394
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,210
send_tbrecord
def send_tbrecord(self, record: "Record") -> None: # tbrecord watching threads are handled by handler.py pass
python
wandb/sdk/internal/sender.py
1,396
1,398
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,211
send_link_artifact
def send_link_artifact(self, record: "Record") -> None: link = record.link_artifact client_id = link.client_id server_id = link.server_id portfolio_name = link.portfolio_name entity = link.portfolio_entity project = link.portfolio_project aliases = link.portfolio_aliases logger.debug( f"link_artifact params - client_id={client_id}, server_id={server_id}, pfolio={portfolio_name}, entity={entity}, project={project}" ) if (client_id or server_id) and portfolio_name and entity and project: try: self._api.link_artifact( client_id, server_id, portfolio_name, entity, project, aliases ) except Exception as e: logger.warning("Failed to link artifact to portfolio: %s", e)
python
wandb/sdk/internal/sender.py
1,400
1,417
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,212
send_use_artifact
def send_use_artifact(self, record: "Record") -> None: """Pretend to send a used artifact. This function doesn't actually send anything, it is just used internally. """ use = record.use_artifact if use.type == "job": self._job_builder.disable = True
python
wandb/sdk/internal/sender.py
1,419
1,426
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,213
send_request_log_artifact
def send_request_log_artifact(self, record: "Record") -> None: assert record.control.req_resp result = proto_util._result_from_record(record) artifact = record.request.log_artifact.artifact history_step = record.request.log_artifact.history_step try: res = self._send_artifact(artifact, history_step) assert res, "Unable to send artifact" result.response.log_artifact_response.artifact_id = res["id"] logger.info(f"logged artifact {artifact.name} - {res}") except Exception as e: result.response.log_artifact_response.error_message = ( 'error logging artifact "{}/{}": {}'.format( artifact.type, artifact.name, e ) ) self._respond_result(result)
python
wandb/sdk/internal/sender.py
1,428
1,446
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,214
send_request_artifact_send
def send_request_artifact_send(self, record: "Record") -> None: # TODO: combine and eventually remove send_request_log_artifact() # for now, we are using req/resp uuid for transaction id # in the future this should be part of the message to handle idempotency xid = record.uuid done_msg = wandb_internal_pb2.ArtifactDoneRequest(xid=xid) artifact = record.request.artifact_send.artifact try: res = self._send_artifact(artifact) assert res, "Unable to send artifact" done_msg.artifact_id = res["id"] logger.info(f"logged artifact {artifact.name} - {res}") except Exception as e: done_msg.error_message = 'error logging artifact "{}/{}": {}'.format( artifact.type, artifact.name, e ) logger.info("send artifact done") self._interface._publish_artifact_done(done_msg)
python
wandb/sdk/internal/sender.py
1,448
1,468
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,215
send_artifact
def send_artifact(self, record: "Record") -> None: artifact = record.artifact try: res = self._send_artifact(artifact) logger.info(f"sent artifact {artifact.name} - {res}") except Exception as e: logger.error( 'send_artifact: failed for artifact "{}/{}": {}'.format( artifact.type, artifact.name, e ) )
python
wandb/sdk/internal/sender.py
1,470
1,480
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,216
_send_artifact
def _send_artifact( self, artifact: "ArtifactRecord", history_step: Optional[int] = None ) -> Optional[Dict]: from pkg_resources import parse_version assert self._pusher saver = artifacts.ArtifactSaver( api=self._api, digest=artifact.digest, manifest_json=_manifest_json_from_proto(artifact.manifest), file_pusher=self._pusher, is_user_created=artifact.user_created, ) if artifact.distributed_id: max_cli_version = self._max_cli_version() if max_cli_version is None or parse_version( max_cli_version ) < parse_version("0.10.16"): logger.warning( "This W&B Server doesn't support distributed artifacts, " "have your administrator install wandb/local >= 0.9.37" ) return None metadata = json.loads(artifact.metadata) if artifact.metadata else None res = saver.save( type=artifact.type, name=artifact.name, client_id=artifact.client_id, sequence_client_id=artifact.sequence_client_id, metadata=metadata, description=artifact.description, aliases=artifact.aliases, use_after_commit=artifact.use_after_commit, distributed_id=artifact.distributed_id, finalize=artifact.finalize, incremental=artifact.incremental_beta1, history_step=history_step, ) self._job_builder._set_logged_code_artifact(res, artifact) return res
python
wandb/sdk/internal/sender.py
1,482
1,524
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,217
send_alert
def send_alert(self, record: "Record") -> None: from pkg_resources import parse_version alert = record.alert max_cli_version = self._max_cli_version() if max_cli_version is None or parse_version(max_cli_version) < parse_version( "0.10.9" ): logger.warning( "This W&B server doesn't support alerts, " "have your administrator install wandb/local >= 0.9.31" ) else: try: self._api.notify_scriptable_run_alert( title=alert.title, text=alert.text, level=alert.level, wait_duration=alert.wait_duration, ) except Exception as e: logger.error(f"send_alert: failed for alert {alert.title!r}: {e}")
python
wandb/sdk/internal/sender.py
1,526
1,547
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,218
finish
def finish(self) -> None: logger.info("shutting down sender") # if self._tb_watcher: # self._tb_watcher.finish() self._output_raw_finish() if self._dir_watcher: self._dir_watcher.finish() self._dir_watcher = None if self._pusher: self._pusher.finish() self._pusher.join() self._pusher = None if self._fs: self._fs.finish(self._exit_code) self._fs = None wandb._sentry.end_session()
python
wandb/sdk/internal/sender.py
1,549
1,564
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,219
_max_cli_version
def _max_cli_version(self) -> Optional[str]: server_info = self.get_server_info() max_cli_version = server_info.get("cliVersionInfo", {}).get( "max_cli_version", None ) if not isinstance(max_cli_version, str): return None return max_cli_version
python
wandb/sdk/internal/sender.py
1,566
1,573
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,220
get_viewer_server_info
def get_viewer_server_info(self) -> None: if self._cached_server_info and self._cached_viewer: return self._cached_viewer, self._cached_server_info = self._api.viewer_server_info()
python
wandb/sdk/internal/sender.py
1,575
1,578
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,221
get_viewer_info
def get_viewer_info(self) -> Dict[str, Any]: if not self._cached_viewer: self.get_viewer_server_info() return self._cached_viewer
python
wandb/sdk/internal/sender.py
1,580
1,583
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,222
get_server_info
def get_server_info(self) -> Dict[str, Any]: if not self._cached_server_info: self.get_viewer_server_info() return self._cached_server_info
python
wandb/sdk/internal/sender.py
1,585
1,588
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,223
get_local_info
def get_local_info(self) -> "LocalInfo": """Queries the server to get the local version information. First, we perform an introspection, if it returns empty we deduce that the docker image is out-of-date. Otherwise, we use the returned values to deduce the state of the local server. """ local_info = wandb_internal_pb2.LocalInfo() if self._settings._offline: local_info.out_of_date = False return local_info latest_local_version = "latest" # Assuming the query is successful if the result is empty it indicates that # the backend is out of date since it doesn't have the desired field server_info = self.get_server_info() latest_local_version_info = server_info.get("latestLocalVersionInfo", {}) if latest_local_version_info is None: local_info.out_of_date = False else: local_info.out_of_date = latest_local_version_info.get("outOfDate", True) local_info.version = latest_local_version_info.get( "latestVersionString", latest_local_version ) return local_info
python
wandb/sdk/internal/sender.py
1,590
1,615
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,224
_flush_job
def _flush_job(self) -> None: if self._job_builder.disable or self._settings.get("_offline", False): return self._job_builder.set_config( {k: v for k, v in self._consolidated_config.items() if k != "_wandb"} ) summary_dict = self._cached_summary.copy() summary_dict.pop("_wandb", None) self._job_builder.set_summary(summary_dict) artifact = self._job_builder.build() if artifact is not None and self._run is not None: proto_artifact = self._interface._make_artifact(artifact) proto_artifact.run_id = self._run.run_id proto_artifact.project = self._run.project proto_artifact.entity = self._run.entity # TODO: this should be removed when the latest tag is handled # by the backend (WB-12116) proto_artifact.aliases.append("latest") proto_artifact.user_created = True proto_artifact.use_after_commit = True proto_artifact.finalize = True self._interface._publish_artifact(proto_artifact)
python
wandb/sdk/internal/sender.py
1,617
1,639
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,225
__next__
def __next__(self) -> "Record": return self._record_q.get(block=True)
python
wandb/sdk/internal/sender.py
1,641
1,642
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,226
wandb_internal
def wandb_internal( settings: "SettingsDict", record_q: "Queue[Record]", result_q: "Queue[Result]", port: Optional[int] = None, user_pid: Optional[int] = None, ) -> None: """Internal process function entrypoint. Read from record queue and dispatch work to various threads. Arguments: settings: dictionary of configuration parameters. record_q: records to be handled result_q: for sending results back """ # mark this process as internal wandb._set_internal_process() _setup_tracelog() started = time.time() # any sentry events in the internal process will be tagged as such wandb._sentry.configure_scope(process_context="internal") # register the exit handler only when wandb_internal is called, not on import @atexit.register def handle_exit(*args: "Any") -> None: logger.info("Internal process exited") # Let's make sure we don't modify settings so use a static object _settings = settings_static.SettingsStatic(settings) if _settings.log_internal: configure_logging(_settings.log_internal, _settings._log_level) user_pid = user_pid or os.getppid() pid = os.getpid() logger.info( "W&B internal server running at pid: %s, started at: %s", pid, datetime.fromtimestamp(started), ) tracelog.annotate_queue(record_q, "record_q") tracelog.annotate_queue(result_q, "result_q") publish_interface = InterfaceQueue(record_q=record_q) stopped = threading.Event() threads: "List[RecordLoopThread]" = [] context_keeper = context.ContextKeeper() send_record_q: "Queue[Record]" = queue.Queue() tracelog.annotate_queue(send_record_q, "send_q") write_record_q: "Queue[Record]" = queue.Queue() tracelog.annotate_queue(write_record_q, "write_q") record_sender_thread = SenderThread( settings=_settings, record_q=send_record_q, result_q=result_q, stopped=stopped, interface=publish_interface, debounce_interval_ms=5000, context_keeper=context_keeper, ) threads.append(record_sender_thread) record_writer_thread = WriterThread( settings=_settings, record_q=write_record_q, result_q=result_q, stopped=stopped, interface=publish_interface, sender_q=send_record_q, context_keeper=context_keeper, ) threads.append(record_writer_thread) record_handler_thread = HandlerThread( settings=_settings, record_q=record_q, result_q=result_q, stopped=stopped, writer_q=write_record_q, interface=publish_interface, context_keeper=context_keeper, ) threads.append(record_handler_thread) process_check = ProcessCheck(settings=_settings, user_pid=user_pid) for thread in threads: thread.start() interrupt_count = 0 while not stopped.is_set(): try: # wait for stop event while not stopped.is_set(): time.sleep(1) if process_check.is_dead(): logger.error("Internal process shutdown.") stopped.set() except KeyboardInterrupt: interrupt_count += 1 logger.warning(f"Internal process interrupt: {interrupt_count}") finally: if interrupt_count >= 2: logger.error("Internal process interrupted.") stopped.set() for thread in threads: thread.join() def close_internal_log() -> None: root = logging.getLogger("wandb") for _handler in root.handlers[:]: _handler.close() root.removeHandler(_handler) for thread in threads: exc_info = thread.get_exception() if exc_info: logger.error(f"Thread {thread.name}:", exc_info=exc_info) print(f"Thread {thread.name}:", file=sys.stderr) traceback.print_exception(*exc_info) wandb._sentry.exception(exc_info) wandb.termerror("Internal wandb error: file data was not synced") if not settings.get("_disable_service"): # TODO: We can make this more graceful by returning an error to streams.py # and potentially just fail the one stream. os._exit(-1) sys.exit(-1) close_internal_log()
python
wandb/sdk/internal/internal.py
48
185
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,227
handle_exit
def handle_exit(*args: "Any") -> None: logger.info("Internal process exited")
python
wandb/sdk/internal/internal.py
75
76
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,228
close_internal_log
def close_internal_log() -> None: root = logging.getLogger("wandb") for _handler in root.handlers[:]: _handler.close() root.removeHandler(_handler)
python
wandb/sdk/internal/internal.py
165
169
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,229
_setup_tracelog
def _setup_tracelog() -> None: # TODO: remove this temporary hack, need to find a better way to pass settings # to the server. for now lets just look at the environment variable we need tracelog_mode = os.environ.get("WANDB_TRACELOG") if tracelog_mode: tracelog.enable(tracelog_mode)
python
wandb/sdk/internal/internal.py
188
193
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,230
configure_logging
def configure_logging( log_fname: str, log_level: int, run_id: Optional[str] = None ) -> None: # TODO: we may want make prints and stdout make it into the logs # sys.stdout = open(settings.log_internal, "a") # sys.stderr = open(settings.log_internal, "a") log_handler = logging.FileHandler(log_fname) log_handler.setLevel(log_level) class WBFilter(logging.Filter): def filter(self, record: "Any") -> bool: record.run_id = run_id return True if run_id: formatter = logging.Formatter( "%(asctime)s %(levelname)-7s %(threadName)-10s:%(process)d " "[%(run_id)s:%(filename)s:%(funcName)s():%(lineno)s] %(message)s" ) else: formatter = logging.Formatter( "%(asctime)s %(levelname)-7s %(threadName)-10s:%(process)d " "[%(filename)s:%(funcName)s():%(lineno)s] %(message)s" ) log_handler.setFormatter(formatter) if run_id: log_handler.addFilter(WBFilter()) # If this is called without "wandb", backend logs from this module # are not streamed to `debug-internal.log` when we spawn with fork # TODO: (cvp) we should really take another pass at logging in general root = logging.getLogger("wandb") root.propagate = False root.setLevel(logging.DEBUG) root.addHandler(log_handler)
python
wandb/sdk/internal/internal.py
196
230
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,231
filter
def filter(self, record: "Any") -> bool: record.run_id = run_id return True
python
wandb/sdk/internal/internal.py
206
208
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,232
__init__
def __init__( self, settings: "SettingsStatic", record_q: "Queue[Record]", result_q: "Queue[Result]", stopped: "Event", writer_q: "Queue[Record]", interface: "InterfaceQueue", context_keeper: context.ContextKeeper, debounce_interval_ms: "float" = 1000, ) -> None: super().__init__( input_record_q=record_q, result_q=result_q, stopped=stopped, debounce_interval_ms=debounce_interval_ms, ) self.name = "HandlerThread" self._settings = settings self._record_q = record_q self._result_q = result_q self._stopped = stopped self._writer_q = writer_q self._interface = interface self._context_keeper = context_keeper
python
wandb/sdk/internal/internal.py
241
265
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,233
_setup
def _setup(self) -> None: self._hm = handler.HandleManager( settings=self._settings, record_q=self._record_q, result_q=self._result_q, stopped=self._stopped, writer_q=self._writer_q, interface=self._interface, context_keeper=self._context_keeper, )
python
wandb/sdk/internal/internal.py
267
276
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,234
_process
def _process(self, record: "Record") -> None: self._hm.handle(record)
python
wandb/sdk/internal/internal.py
278
279
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,235
_finish
def _finish(self) -> None: self._hm.finish()
python
wandb/sdk/internal/internal.py
281
282
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,236
_debounce
def _debounce(self) -> None: self._hm.debounce()
python
wandb/sdk/internal/internal.py
284
285
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,237
__init__
def __init__( self, settings: "SettingsStatic", record_q: "Queue[Record]", result_q: "Queue[Result]", stopped: "Event", interface: "InterfaceQueue", context_keeper: context.ContextKeeper, debounce_interval_ms: "float" = 5000, ) -> None: super().__init__( input_record_q=record_q, result_q=result_q, stopped=stopped, debounce_interval_ms=debounce_interval_ms, ) self.name = "SenderThread" self._settings = settings self._record_q = record_q self._result_q = result_q self._interface = interface self._context_keeper = context_keeper
python
wandb/sdk/internal/internal.py
295
316
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,238
_setup
def _setup(self) -> None: self._sm = sender.SendManager( settings=self._settings, record_q=self._record_q, result_q=self._result_q, interface=self._interface, context_keeper=self._context_keeper, )
python
wandb/sdk/internal/internal.py
318
325
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,239
_process
def _process(self, record: "Record") -> None: self._sm.send(record)
python
wandb/sdk/internal/internal.py
327
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{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,240
_finish
def _finish(self) -> None: self._sm.finish()
python
wandb/sdk/internal/internal.py
330
331
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,241
_debounce
def _debounce(self) -> None: self._sm.debounce()
python
wandb/sdk/internal/internal.py
333
334
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,242
__init__
def __init__( self, settings: "SettingsStatic", record_q: "Queue[Record]", result_q: "Queue[Result]", stopped: "Event", interface: "InterfaceQueue", sender_q: "Queue[Record]", context_keeper: context.ContextKeeper, debounce_interval_ms: "float" = 1000, ) -> None: super().__init__( input_record_q=record_q, result_q=result_q, stopped=stopped, debounce_interval_ms=debounce_interval_ms, ) self.name = "WriterThread" self._settings = settings self._record_q = record_q self._result_q = result_q self._sender_q = sender_q self._interface = interface self._context_keeper = context_keeper
python
wandb/sdk/internal/internal.py
344
367
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,243
_setup
def _setup(self) -> None: self._wm = writer.WriteManager( settings=self._settings, record_q=self._record_q, result_q=self._result_q, sender_q=self._sender_q, interface=self._interface, context_keeper=self._context_keeper, )
python
wandb/sdk/internal/internal.py
369
377
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,244
_process
def _process(self, record: "Record") -> None: self._wm.write(record)
python
wandb/sdk/internal/internal.py
379
380
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,245
_finish
def _finish(self) -> None: self._wm.finish()
python
wandb/sdk/internal/internal.py
382
383
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,246
_debounce
def _debounce(self) -> None: self._wm.debounce()
python
wandb/sdk/internal/internal.py
385
386
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,247
__init__
def __init__(self, settings: "SettingsStatic", user_pid: Optional[int]) -> None: self.settings = settings self.pid = user_pid self.check_process_last = None self.check_process_interval = settings._internal_check_process
python
wandb/sdk/internal/internal.py
394
398
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,248
is_dead
def is_dead(self) -> bool: if not self.check_process_interval or not self.pid: return False time_now = time.time() if ( self.check_process_last and time_now < self.check_process_last + self.check_process_interval ): return False self.check_process_last = time_now # TODO(jhr): check for os.getppid on unix being 1? exists = psutil.pid_exists(self.pid) if not exists: logger.warning( f"Internal process exiting, parent pid {self.pid} disappeared" ) return True return False
python
wandb/sdk/internal/internal.py
400
418
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,249
__init__
def __init__(self, run_obj, settings, datatypes_cb): super().__init__(settings=settings) self._run_obj = run_obj # TODO: This overwrites what's done in the constructor of wandb_run.Run. # We really want a common interface for wandb_run.Run and InternalRun. _datatypes_set_callback(datatypes_cb)
python
wandb/sdk/internal/run.py
13
19
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,250
_set_backend
def _set_backend(self, backend): # This type of run object can't have a backend # or do any writes. pass
python
wandb/sdk/internal/run.py
21
24
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,251
__init__
def __init__(self, settings: SettingsStatic): self._settings = settings self._metadatafile_path = None self._requirements_path = None self._config = None self._summary = None self._logged_code_artifact = None self._disable = settings.disable_job_creation
python
wandb/sdk/internal/job_builder.py
69
76
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,252
set_config
def set_config(self, config: Dict[str, Any]) -> None: self._config = config
python
wandb/sdk/internal/job_builder.py
78
79
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,253
set_summary
def set_summary(self, summary: Dict[str, Any]) -> None: self._summary = summary
python
wandb/sdk/internal/job_builder.py
81
82
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,254
disable
def disable(self) -> bool: return self._disable
python
wandb/sdk/internal/job_builder.py
85
86
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,255
disable
def disable(self, val: bool) -> None: self._disable = val
python
wandb/sdk/internal/job_builder.py
89
90
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,256
_set_logged_code_artifact
def _set_logged_code_artifact( self, res: Optional[Dict], artifact: "ArtifactRecord" ) -> None: if artifact.type == "code" and res is not None: self._logged_code_artifact = ArtifactInfoForJob( { "id": res["id"], "name": artifact.name, } )
python
wandb/sdk/internal/job_builder.py
92
101
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,257
_build_repo_job
def _build_repo_job( self, metadata: Dict[str, Any], program_relpath: str ) -> Tuple[Artifact, GitSourceDict]: git_info: Dict[str, str] = metadata.get("git", {}) remote = git_info.get("remote") commit = git_info.get("commit") assert remote is not None assert commit is not None # TODO: update executable to a method that supports pex source: GitSourceDict = { "entrypoint": [ os.path.basename(sys.executable), program_relpath, ], "git": { "remote": remote, "commit": commit, }, } name = make_artifact_name_safe(f"job-{remote}_{program_relpath}") artifact = Artifact(name, JOB_ARTIFACT_TYPE) if os.path.exists(os.path.join(self._settings.files_dir, DIFF_FNAME)): artifact.add_file( os.path.join(self._settings.files_dir, DIFF_FNAME), name="diff.patch", ) return artifact, source
python
wandb/sdk/internal/job_builder.py
103
131
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,258
_build_artifact_job
def _build_artifact_job( self, program_relpath: str ) -> Tuple[Artifact, ArtifactSourceDict]: assert isinstance(self._logged_code_artifact, dict) # TODO: update executable to a method that supports pex source: ArtifactSourceDict = { "entrypoint": [ os.path.basename(sys.executable), program_relpath, ], "artifact": f"wandb-artifact://_id/{self._logged_code_artifact['id']}", } name = make_artifact_name_safe(f"job-{self._logged_code_artifact['name']}") artifact = Artifact(name, JOB_ARTIFACT_TYPE) return artifact, source
python
wandb/sdk/internal/job_builder.py
133
148
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,259
_build_image_job
def _build_image_job( self, metadata: Dict[str, Any] ) -> Tuple[Artifact, ImageSourceDict]: image_name = metadata.get("docker") assert isinstance(image_name, str) name = make_artifact_name_safe(f"job-{image_name}") artifact = Artifact(name, JOB_ARTIFACT_TYPE) source: ImageSourceDict = { "image": image_name, } return artifact, source
python
wandb/sdk/internal/job_builder.py
150
160
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,260
build
def build(self) -> Optional[Artifact]: if not os.path.exists( os.path.join(self._settings.files_dir, REQUIREMENTS_FNAME) ): return None metadata = self._handle_metadata_file() if metadata is None: return None runtime: Optional[str] = metadata.get("python") # can't build a job without a python version if runtime is None: return None program_relpath: Optional[str] = metadata.get("codePath") artifact = None source_type = None source: Optional[ Union[GitSourceDict, ArtifactSourceDict, ImageSourceDict] ] = None if self._has_git_job_ingredients(metadata, program_relpath): assert program_relpath is not None artifact, source = self._build_repo_job(metadata, program_relpath) source_type = "repo" elif self._has_artifact_job_ingredients(program_relpath): assert program_relpath is not None artifact, source = self._build_artifact_job(program_relpath) source_type = "artifact" elif self._has_image_job_ingredients(metadata): artifact, source = self._build_image_job(metadata) source_type = "image" if artifact is None or source_type is None or source is None: return None input_types = TypeRegistry.type_of(self._config).to_json() output_types = TypeRegistry.type_of(self._summary).to_json() source_info: JobSourceDict = { "_version": "v0", "source_type": source_type, "source": source, "input_types": input_types, "output_types": output_types, "runtime": runtime, } with artifact.new_file("wandb-job.json") as f: f.write(json.dumps(source_info, indent=4)) artifact.add_file( os.path.join(self._settings.files_dir, REQUIREMENTS_FNAME), name=FROZEN_REQUIREMENTS_FNAME, ) return artifact
python
wandb/sdk/internal/job_builder.py
162
219
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,261
_handle_metadata_file
def _handle_metadata_file( self, ) -> Optional[Dict]: if os.path.exists(os.path.join(self._settings.files_dir, METADATA_FNAME)): with open(os.path.join(self._settings.files_dir, METADATA_FNAME)) as f: metadata: Dict = json.load(f) return metadata return None
python
wandb/sdk/internal/job_builder.py
221
229
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,262
_has_git_job_ingredients
def _has_git_job_ingredients( self, metadata: Dict[str, Any], program_relpath: Optional[str] ) -> bool: git_info: Dict[str, str] = metadata.get("git", {}) return ( git_info.get("remote") is not None and git_info.get("commit") is not None and program_relpath is not None )
python
wandb/sdk/internal/job_builder.py
231
239
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,263
_has_artifact_job_ingredients
def _has_artifact_job_ingredients(self, program_relpath: Optional[str]) -> bool: return self._logged_code_artifact is not None and program_relpath is not None
python
wandb/sdk/internal/job_builder.py
241
242
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,264
_has_image_job_ingredients
def _has_image_job_ingredients(self, metadata: Dict[str, Any]) -> bool: return metadata.get("docker") is not None
python
wandb/sdk/internal/job_builder.py
244
245
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,265
check_httpx_exc_retriable
def check_httpx_exc_retriable(exc: Exception) -> bool: retriable_codes = (308, 408, 409, 429, 500, 502, 503, 504) return ( isinstance(exc, (httpx.TimeoutException, httpx.NetworkError)) or ( isinstance(exc, httpx.HTTPStatusError) and exc.response.status_code in retriable_codes ) or ( isinstance(exc, httpx.HTTPStatusError) and exc.response.status_code == 400 and "x-amz-meta-md5" in exc.request.headers and "RequestTimeout" in str(exc.response.content) ) )
python
wandb/sdk/internal/internal_api.py
110
124
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,266
__init__
def __init__(self) -> None: self.context = None
python
wandb/sdk/internal/internal_api.py
130
131
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,267
__init__
def __init__( self, default_settings: Optional[ Union[ "wandb.sdk.wandb_settings.Settings", "wandb.sdk.internal.settings_static.SettingsStatic", Settings, dict, ] ] = None, load_settings: bool = True, retry_timedelta: datetime.timedelta = datetime.timedelta( # noqa: B008 # okay because it's immutable days=7 ), environ: MutableMapping = os.environ, retry_callback: Optional[Callable[[int, str], Any]] = None, ) -> None: self._environ = environ self._global_context = context.Context() self._local_data = _ThreadLocalData() self.default_settings: "DefaultSettings" = { "section": "default", "git_remote": "origin", "ignore_globs": [], "base_url": "https://api.wandb.ai", "root_dir": None, "api_key": None, "entity": None, "project": None, "_extra_http_headers": None, } self.retry_timedelta = retry_timedelta # todo: Old Settings do not follow the SupportsKeysAndGetItem Protocol self.default_settings.update(default_settings or {}) # type: ignore self.retry_uploads = 10 self._settings = Settings( load_settings=load_settings, root_dir=self.default_settings.get("root_dir"), ) self.git = GitRepo(remote=self.settings("git_remote")) # Mutable settings set by the _file_stream_api self.dynamic_settings = { "system_sample_seconds": 2, "system_samples": 15, "heartbeat_seconds": 30, } # todo: remove this hacky hack after settings refactor is complete # keeping this code here to limit scope and so that it is easy to remove later extra_http_headers = self.settings( "_extra_http_headers" ) or wandb.sdk.wandb_settings._str_as_dict( self._environ.get("WANDB__EXTRA_HTTP_HEADERS", {}) ) self.client = Client( transport=GraphQLSession( headers={ "User-Agent": self.user_agent, "X-WANDB-USERNAME": env.get_username(env=self._environ), "X-WANDB-USER-EMAIL": env.get_user_email(env=self._environ), **extra_http_headers, }, use_json=True, # this timeout won't apply when the DNS lookup fails. in that case, it will be 60s # https://bugs.python.org/issue22889 timeout=self.HTTP_TIMEOUT, auth=("api", self.api_key or ""), url=f"{self.settings('base_url')}/graphql", ) ) # httpx is an optional dependency, so we lazily instantiate the client # only when we need it self._async_httpx_client: Optional["httpx.AsyncClient"] = None self.retry_callback = retry_callback self._retry_gql = retry.Retry( self.execute, retry_timedelta=retry_timedelta, check_retry_fn=util.no_retry_auth, retryable_exceptions=(RetryError, requests.RequestException), retry_callback=retry_callback, ) self._current_run_id: Optional[str] = None self._file_stream_api = None self._upload_file_session = requests.Session() # This Retry class is initialized once for each Api instance, so this # defaults to retrying 1 million times per process or 7 days self.upload_file_retry = normalize_exceptions( retry.retriable(retry_timedelta=retry_timedelta)(self.upload_file) ) self._client_id_mapping: Dict[str, str] = {} # Large file uploads to azure can optionally use their SDK self._azure_blob_module = util.get_module("azure.storage.blob") self.query_types: Optional[List[str]] = None self.mutation_types: Optional[List[str]] = None self.server_info_types: Optional[List[str]] = None self.server_use_artifact_input_info: Optional[List[str]] = None self._max_cli_version: Optional[str] = None self._server_settings_type: Optional[List[str]] = None
python
wandb/sdk/internal/internal_api.py
153
254
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,268
gql
def gql(self, *args: Any, **kwargs: Any) -> Any: ret = self._retry_gql( *args, retry_cancel_event=self.context.cancel_event, **kwargs, ) return ret
python
wandb/sdk/internal/internal_api.py
256
262
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,269
set_local_context
def set_local_context(self, api_context: Optional[context.Context]) -> None: self._local_data.context = api_context
python
wandb/sdk/internal/internal_api.py
264
265
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,270
clear_local_context
def clear_local_context(self) -> None: self._local_data.context = None
python
wandb/sdk/internal/internal_api.py
267
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{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,271
context
def context(self) -> context.Context: return self._local_data.context or self._global_context
python
wandb/sdk/internal/internal_api.py
271
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{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,272
reauth
def reauth(self) -> None: """Ensure the current api key is set in the transport.""" self.client.transport.auth = ("api", self.api_key or "")
python
wandb/sdk/internal/internal_api.py
274
276
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,273
relocate
def relocate(self) -> None: """Ensure the current api points to the right server.""" self.client.transport.url = "%s/graphql" % self.settings("base_url")
python
wandb/sdk/internal/internal_api.py
278
280
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,274
execute
def execute(self, *args: Any, **kwargs: Any) -> "_Response": """Wrapper around execute that logs in cases of failure.""" try: return self.client.execute(*args, **kwargs) # type: ignore except requests.exceptions.HTTPError as err: response = err.response logger.error(f"{response.status_code} response executing GraphQL.") logger.error(response.text) for error in parse_backend_error_messages(response): wandb.termerror(f"Error while calling W&B API: {error} ({response})") raise
python
wandb/sdk/internal/internal_api.py
282
292
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,275
disabled
def disabled(self) -> Union[str, bool]: return self._settings.get(Settings.DEFAULT_SECTION, "disabled", fallback=False) # type: ignore
python
wandb/sdk/internal/internal_api.py
294
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{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,276
set_current_run_id
def set_current_run_id(self, run_id: str) -> None: self._current_run_id = run_id
python
wandb/sdk/internal/internal_api.py
297
298
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,277
current_run_id
def current_run_id(self) -> Optional[str]: return self._current_run_id
python
wandb/sdk/internal/internal_api.py
301
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{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,278
user_agent
def user_agent(self) -> str: return f"W&B Internal Client {__version__}"
python
wandb/sdk/internal/internal_api.py
305
306
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,279
api_key
def api_key(self) -> Optional[str]: auth = requests.utils.get_netrc_auth(self.api_url) key = None if auth: key = auth[-1] # Environment should take precedence env_key: Optional[str] = self._environ.get(env.API_KEY) sagemaker_key: Optional[str] = parse_sm_secrets().get(env.API_KEY) default_key: Optional[str] = self.default_settings.get("api_key") return env_key or key or sagemaker_key or default_key
python
wandb/sdk/internal/internal_api.py
309
319
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,280
api_url
def api_url(self) -> str: return self.settings("base_url") # type: ignore
python
wandb/sdk/internal/internal_api.py
322
323
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,281
app_url
def app_url(self) -> str: return wandb.util.app_url(self.api_url)
python
wandb/sdk/internal/internal_api.py
326
327
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,282
default_entity
def default_entity(self) -> str: return self.viewer().get("entity") # type: ignore
python
wandb/sdk/internal/internal_api.py
330
331
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,283
settings
def settings(self, key: Optional[str] = None, section: Optional[str] = None) -> Any: """The settings overridden from the wandb/settings file. Arguments: key (str, optional): If provided only this setting is returned section (str, optional): If provided this section of the setting file is used, defaults to "default" Returns: A dict with the current settings { "entity": "models", "base_url": "https://api.wandb.ai", "project": None } """ result = self.default_settings.copy() result.update(self._settings.items(section=section)) # type: ignore result.update( { "entity": env.get_entity( self._settings.get( Settings.DEFAULT_SECTION, "entity", fallback=result.get("entity"), ), env=self._environ, ), "project": env.get_project( self._settings.get( Settings.DEFAULT_SECTION, "project", fallback=result.get("project"), ), env=self._environ, ), "base_url": env.get_base_url( self._settings.get( Settings.DEFAULT_SECTION, "base_url", fallback=result.get("base_url"), ), env=self._environ, ), "ignore_globs": env.get_ignore( self._settings.get( Settings.DEFAULT_SECTION, "ignore_globs", fallback=result.get("ignore_globs"), ), env=self._environ, ), } ) return result if key is None else result[key] # type: ignore
python
wandb/sdk/internal/internal_api.py
333
389
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,284
clear_setting
def clear_setting( self, key: str, globally: bool = False, persist: bool = False ) -> None: self._settings.clear( Settings.DEFAULT_SECTION, key, globally=globally, persist=persist )
python
wandb/sdk/internal/internal_api.py
391
396
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,285
set_setting
def set_setting( self, key: str, value: Any, globally: bool = False, persist: bool = False ) -> None: self._settings.set( Settings.DEFAULT_SECTION, key, value, globally=globally, persist=persist ) if key == "entity": env.set_entity(value, env=self._environ) elif key == "project": env.set_project(value, env=self._environ) elif key == "base_url": self.relocate()
python
wandb/sdk/internal/internal_api.py
398
409
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,286
parse_slug
def parse_slug( self, slug: str, project: Optional[str] = None, run: Optional[str] = None ) -> Tuple[str, str]: """Parse a slug into a project and run. Arguments: slug (str): The slug to parse project (str, optional): The project to use, if not provided it will be inferred from the slug run (str, optional): The run to use, if not provided it will be inferred from the slug Returns: A dict with the project and run """ if slug and "/" in slug: parts = slug.split("/") project = parts[0] run = parts[1] else: project = project or self.settings().get("project") if project is None: raise CommError("No default project configured.") run = run or slug or self.current_run_id or env.get_run(env=self._environ) assert run, "run must be specified" return project, run
python
wandb/sdk/internal/internal_api.py
411
436
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,287
server_info_introspection
def server_info_introspection(self) -> Tuple[List[str], List[str], List[str]]: query_string = """ query ProbeServerCapabilities { QueryType: __type(name: "Query") { ...fieldData } MutationType: __type(name: "Mutation") { ...fieldData } ServerInfoType: __type(name: "ServerInfo") { ...fieldData } } fragment fieldData on __Type { fields { name } } """ if ( self.query_types is None or self.mutation_types is None or self.server_info_types is None ): query = gql(query_string) res = self.gql(query) self.query_types = [ field.get("name", "") for field in res.get("QueryType", {}).get("fields", [{}]) ] self.mutation_types = [ field.get("name", "") for field in res.get("MutationType", {}).get("fields", [{}]) ] self.server_info_types = [ field.get("name", "") for field in res.get("ServerInfoType", {}).get("fields", [{}]) ] return self.query_types, self.server_info_types, self.mutation_types
python
wandb/sdk/internal/internal_api.py
439
479
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,288
server_settings_introspection
def server_settings_introspection(self) -> None: query_string = """ query ProbeServerSettings { ServerSettingsType: __type(name: "ServerSettings") { ...fieldData } } fragment fieldData on __Type { fields { name } } """ if self._server_settings_type is None: query = gql(query_string) res = self.gql(query) self._server_settings_type = ( [ field.get("name", "") for field in res.get("ServerSettingsType", {}).get("fields", [{}]) ] if res else [] )
python
wandb/sdk/internal/internal_api.py
482
506
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,289
server_use_artifact_input_introspection
def server_use_artifact_input_introspection(self) -> List: query_string = """ query ProbeServerUseArtifactInput { UseArtifactInputInfoType: __type(name: "UseArtifactInput") { name inputFields { name } } } """ if self.server_use_artifact_input_info is None: query = gql(query_string) res = self.gql(query) self.server_use_artifact_input_info = [ field.get("name", "") for field in res.get("UseArtifactInputInfoType", {}).get( "inputFields", [{}] ) ] return self.server_use_artifact_input_info
python
wandb/sdk/internal/internal_api.py
508
529
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,290
launch_agent_introspection
def launch_agent_introspection(self) -> Optional[str]: query = gql( """ query LaunchAgentIntrospection { LaunchAgentType: __type(name: "LaunchAgent") { name } } """ ) res = self.gql(query) return res.get("LaunchAgentType") or None
python
wandb/sdk/internal/internal_api.py
532
544
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,291
fail_run_queue_item_introspection
def fail_run_queue_item_introspection(self) -> bool: _, _, mutations = self.server_info_introspection() return "failRunQueueItem" in mutations
python
wandb/sdk/internal/internal_api.py
547
549
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,292
fail_run_queue_item
def fail_run_queue_item(self, run_queue_item_id: str) -> bool: mutation = gql( """ mutation failRunQueueItem($runQueueItemId: ID!) { failRunQueueItem( input: { runQueueItemId: $runQueueItemId } ) { success } } """ ) response = self.gql( mutation, variable_values={ "runQueueItemId": run_queue_item_id, }, ) result: bool = response["failRunQueueItem"]["success"] return result
python
wandb/sdk/internal/internal_api.py
552
573
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,293
viewer
def viewer(self) -> Dict[str, Any]: query = gql( """ query Viewer{ viewer { id entity flags teams { edges { node { name } } } } } """ ) res = self.gql(query) return res.get("viewer") or {}
python
wandb/sdk/internal/internal_api.py
576
596
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,294
max_cli_version
def max_cli_version(self) -> Optional[str]: if self._max_cli_version is not None: return self._max_cli_version query_types, server_info_types, _ = self.server_info_introspection() cli_version_exists = ( "serverInfo" in query_types and "cliVersionInfo" in server_info_types ) if not cli_version_exists: return None _, server_info = self.viewer_server_info() self._max_cli_version = server_info.get("cliVersionInfo", {}).get( "max_cli_version" ) return self._max_cli_version
python
wandb/sdk/internal/internal_api.py
599
614
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,295
viewer_server_info
def viewer_server_info(self) -> Tuple[Dict[str, Any], Dict[str, Any]]: local_query = """ latestLocalVersionInfo { outOfDate latestVersionString } """ cli_query = """ serverInfo { cliVersionInfo _LOCAL_QUERY_ } """ query_template = """ query Viewer{ viewer { id entity username email flags teams { edges { node { name } } } } _CLI_QUERY_ } """ query_types, server_info_types, _ = self.server_info_introspection() cli_version_exists = ( "serverInfo" in query_types and "cliVersionInfo" in server_info_types ) local_version_exists = ( "serverInfo" in query_types and "latestLocalVersionInfo" in server_info_types ) cli_query_string = "" if not cli_version_exists else cli_query local_query_string = "" if not local_version_exists else local_query query_string = query_template.replace("_CLI_QUERY_", cli_query_string).replace( "_LOCAL_QUERY_", local_query_string ) query = gql(query_string) res = self.gql(query) return res.get("viewer") or {}, res.get("serverInfo") or {}
python
wandb/sdk/internal/internal_api.py
617
668
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,296
list_projects
def list_projects(self, entity: Optional[str] = None) -> List[Dict[str, str]]: """List projects in W&B scoped by entity. Arguments: entity (str, optional): The entity to scope this project to. Returns: [{"id","name","description"}] """ query = gql( """ query EntityProjects($entity: String) { models(first: 10, entityName: $entity) { edges { node { id name description } } } } """ ) project_list: List[Dict[str, str]] = self._flatten_edges( self.gql( query, variable_values={"entity": entity or self.settings("entity")} )["models"] ) return project_list
python
wandb/sdk/internal/internal_api.py
671
700
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,297
project
def project(self, project: str, entity: Optional[str] = None) -> "_Response": """Retrieve project. Arguments: project (str): The project to get details for entity (str, optional): The entity to scope this project to. Returns: [{"id","name","repo","dockerImage","description"}] """ query = gql( """ query ProjectDetails($entity: String, $project: String) { model(name: $project, entityName: $entity) { id name repo dockerImage description } } """ ) response: "_Response" = self.gql( query, variable_values={"entity": entity, "project": project} )["model"] return response
python
wandb/sdk/internal/internal_api.py
703
729
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,298
sweep
def sweep( self, sweep: str, specs: str, project: Optional[str] = None, entity: Optional[str] = None, ) -> Dict[str, Any]: """Retrieve sweep. Arguments: sweep (str): The sweep to get details for specs (str): history specs project (str, optional): The project to scope this sweep to. entity (str, optional): The entity to scope this sweep to. Returns: [{"id","name","repo","dockerImage","description"}] """ query = gql( """ query SweepWithRuns($entity: String, $project: String, $sweep: String!, $specs: [JSONString!]!) { project(name: $project, entityName: $entity) { sweep(sweepName: $sweep) { id name method state description config createdAt heartbeatAt updatedAt earlyStopJobRunning bestLoss controller scheduler runs { edges { node { name state config exitcode heartbeatAt shouldStop failed stopped running summaryMetrics sampledHistory(specs: $specs) } } } } } } """ ) entity = entity or self.settings("entity") project = project or self.settings("project") response = self.gql( query, variable_values={ "entity": entity, "project": project, "sweep": sweep, "specs": specs, }, ) if response["project"] is None or response["project"]["sweep"] is None: raise ValueError(f"Sweep {entity}/{project}/{sweep} not found") data: Dict[str, Any] = response["project"]["sweep"] if data: data["runs"] = self._flatten_edges(data["runs"]) return data
python
wandb/sdk/internal/internal_api.py
732
806
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,299
list_runs
def list_runs( self, project: str, entity: Optional[str] = None ) -> List[Dict[str, str]]: """List runs in W&B scoped by project. Arguments: project (str): The project to scope the runs to entity (str, optional): The entity to scope this project to. Defaults to public models Returns: [{"id","name","description"}] """ query = gql( """ query ProjectRuns($model: String!, $entity: String) { model(name: $model, entityName: $entity) { buckets(first: 10) { edges { node { id name displayName description } } } } } """ ) return self._flatten_edges( self.gql( query, variable_values={ "entity": entity or self.settings("entity"), "model": project or self.settings("project"), }, )["model"]["buckets"] )
python
wandb/sdk/internal/internal_api.py
809
847
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }
4,300
run_config
def run_config( self, project: str, run: Optional[str] = None, entity: Optional[str] = None ) -> Tuple[str, Dict[str, Any], Optional[str], Dict[str, Any]]: """Get the relevant configs for a run. Arguments: project (str): The project to download, (can include bucket) run (str, optional): The run to download entity (str, optional): The entity to scope this project to. """ query = gql( """ query RunConfigs( $name: String!, $entity: String, $run: String!, $pattern: String!, $includeConfig: Boolean!, ) { model(name: $name, entityName: $entity) { bucket(name: $run) { config @include(if: $includeConfig) commit @include(if: $includeConfig) files(pattern: $pattern) { pageInfo { hasNextPage endCursor } edges { node { name directUrl } } } } } } """ ) variable_values = { "name": project, "run": run, "entity": entity, "includeConfig": True, } commit: str = "" config: Dict[str, Any] = {} patch: Optional[str] = None metadata: Dict[str, Any] = {} # If we use the `names` parameter on the `files` node, then the server # will helpfully give us and 'open' file handle to the files that don't # exist. This is so that we can upload data to it. However, in this # case, we just want to download that file and not upload to it, so # let's instead query for the files that do exist using `pattern` # (with no wildcards). # # Unfortunately we're unable to construct a single pattern that matches # our 2 files, we would need something like regex for that. for filename in [DIFF_FNAME, METADATA_FNAME]: variable_values["pattern"] = filename response = self.gql(query, variable_values=variable_values) if response["model"] is None: raise CommError(f"Run {entity}/{project}/{run} not found") run_obj: Dict = response["model"]["bucket"] # we only need to fetch this config once if variable_values["includeConfig"]: commit = run_obj["commit"] config = json.loads(run_obj["config"] or "{}") variable_values["includeConfig"] = False if run_obj["files"] is not None: for file_edge in run_obj["files"]["edges"]: name = file_edge["node"]["name"] url = file_edge["node"]["directUrl"] res = requests.get(url) res.raise_for_status() if name == METADATA_FNAME: metadata = res.json() elif name == DIFF_FNAME: patch = res.text return commit, config, patch, metadata
python
wandb/sdk/internal/internal_api.py
850
934
{ "name": "Git-abouvier/wandb", "url": "https://github.com/Git-abouvier/wandb.git", "license": "MIT", "stars": 0, "forks": 0 }