File size: 18,645 Bytes
9c6594c |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 |
"""InterfaceShared - Derived from InterfaceBase - shared with InterfaceQueue and InterfaceSock.
See interface.py for how interface classes relate to each other.
"""
import logging
from abc import abstractmethod
from typing import Any, Optional, cast
from wandb.proto import wandb_internal_pb2 as pb
from wandb.proto import wandb_telemetry_pb2 as tpb
from wandb.sdk.mailbox import Mailbox, MailboxHandle
from wandb.util import json_dumps_safer, json_friendly
from .interface import InterfaceBase
logger = logging.getLogger("wandb")
class InterfaceShared(InterfaceBase):
def __init__(self, mailbox: Optional[Mailbox] = None) -> None:
super().__init__()
self._mailbox = mailbox
def _publish_output(self, outdata: pb.OutputRecord) -> None:
rec = pb.Record()
rec.output.CopyFrom(outdata)
self._publish(rec)
def _publish_cancel(self, cancel: pb.CancelRequest) -> None:
rec = self._make_request(cancel=cancel)
self._publish(rec)
def _publish_output_raw(self, outdata: pb.OutputRawRecord) -> None:
rec = pb.Record()
rec.output_raw.CopyFrom(outdata)
self._publish(rec)
def _publish_tbdata(self, tbrecord: pb.TBRecord) -> None:
rec = self._make_record(tbrecord=tbrecord)
self._publish(rec)
def _publish_partial_history(
self, partial_history: pb.PartialHistoryRequest
) -> None:
rec = self._make_request(partial_history=partial_history)
self._publish(rec)
def _publish_history(self, history: pb.HistoryRecord) -> None:
rec = self._make_record(history=history)
self._publish(rec)
def _publish_preempting(self, preempt_rec: pb.RunPreemptingRecord) -> None:
rec = self._make_record(preempting=preempt_rec)
self._publish(rec)
def _publish_telemetry(self, telem: tpb.TelemetryRecord) -> None:
rec = self._make_record(telemetry=telem)
self._publish(rec)
def _publish_job_input(
self, job_input: pb.JobInputRequest
) -> MailboxHandle[pb.Result]:
record = self._make_request(job_input=job_input)
return self._deliver_record(record)
def _make_stats(self, stats_dict: dict) -> pb.StatsRecord:
stats = pb.StatsRecord()
stats.stats_type = pb.StatsRecord.StatsType.SYSTEM
stats.timestamp.GetCurrentTime() # todo: fix this, this is wrong :)
for k, v in stats_dict.items():
item = stats.item.add()
item.key = k
item.value_json = json_dumps_safer(json_friendly(v)[0])
return stats
def _make_request( # noqa: C901
self,
get_summary: Optional[pb.GetSummaryRequest] = None,
pause: Optional[pb.PauseRequest] = None,
resume: Optional[pb.ResumeRequest] = None,
status: Optional[pb.StatusRequest] = None,
stop_status: Optional[pb.StopStatusRequest] = None,
internal_messages: Optional[pb.InternalMessagesRequest] = None,
network_status: Optional[pb.NetworkStatusRequest] = None,
operation_stats: Optional[pb.OperationStatsRequest] = None,
poll_exit: Optional[pb.PollExitRequest] = None,
partial_history: Optional[pb.PartialHistoryRequest] = None,
sampled_history: Optional[pb.SampledHistoryRequest] = None,
run_start: Optional[pb.RunStartRequest] = None,
check_version: Optional[pb.CheckVersionRequest] = None,
log_artifact: Optional[pb.LogArtifactRequest] = None,
download_artifact: Optional[pb.DownloadArtifactRequest] = None,
link_artifact: Optional[pb.LinkArtifactRequest] = None,
defer: Optional[pb.DeferRequest] = None,
attach: Optional[pb.AttachRequest] = None,
server_info: Optional[pb.ServerInfoRequest] = None,
keepalive: Optional[pb.KeepaliveRequest] = None,
run_status: Optional[pb.RunStatusRequest] = None,
sender_mark: Optional[pb.SenderMarkRequest] = None,
sender_read: Optional[pb.SenderReadRequest] = None,
sync_finish: Optional[pb.SyncFinishRequest] = None,
status_report: Optional[pb.StatusReportRequest] = None,
cancel: Optional[pb.CancelRequest] = None,
summary_record: Optional[pb.SummaryRecordRequest] = None,
telemetry_record: Optional[pb.TelemetryRecordRequest] = None,
get_system_metrics: Optional[pb.GetSystemMetricsRequest] = None,
get_system_metadata: Optional[pb.GetSystemMetadataRequest] = None,
python_packages: Optional[pb.PythonPackagesRequest] = None,
job_input: Optional[pb.JobInputRequest] = None,
run_finish_without_exit: Optional[pb.RunFinishWithoutExitRequest] = None,
metadata: Optional[pb.MetadataRequest] = None,
) -> pb.Record:
request = pb.Request()
if get_summary:
request.get_summary.CopyFrom(get_summary)
elif pause:
request.pause.CopyFrom(pause)
elif resume:
request.resume.CopyFrom(resume)
elif status:
request.status.CopyFrom(status)
elif stop_status:
request.stop_status.CopyFrom(stop_status)
elif internal_messages:
request.internal_messages.CopyFrom(internal_messages)
elif network_status:
request.network_status.CopyFrom(network_status)
elif operation_stats:
request.operations.CopyFrom(operation_stats)
elif poll_exit:
request.poll_exit.CopyFrom(poll_exit)
elif partial_history:
request.partial_history.CopyFrom(partial_history)
elif sampled_history:
request.sampled_history.CopyFrom(sampled_history)
elif run_start:
request.run_start.CopyFrom(run_start)
elif check_version:
request.check_version.CopyFrom(check_version)
elif log_artifact:
request.log_artifact.CopyFrom(log_artifact)
elif download_artifact:
request.download_artifact.CopyFrom(download_artifact)
elif link_artifact:
request.link_artifact.CopyFrom(link_artifact)
elif defer:
request.defer.CopyFrom(defer)
elif attach:
request.attach.CopyFrom(attach)
elif server_info:
request.server_info.CopyFrom(server_info)
elif keepalive:
request.keepalive.CopyFrom(keepalive)
elif run_status:
request.run_status.CopyFrom(run_status)
elif sender_mark:
request.sender_mark.CopyFrom(sender_mark)
elif sender_read:
request.sender_read.CopyFrom(sender_read)
elif cancel:
request.cancel.CopyFrom(cancel)
elif status_report:
request.status_report.CopyFrom(status_report)
elif summary_record:
request.summary_record.CopyFrom(summary_record)
elif telemetry_record:
request.telemetry_record.CopyFrom(telemetry_record)
elif get_system_metrics:
request.get_system_metrics.CopyFrom(get_system_metrics)
elif get_system_metadata:
request.get_system_metadata.CopyFrom(get_system_metadata)
elif sync_finish:
request.sync_finish.CopyFrom(sync_finish)
elif python_packages:
request.python_packages.CopyFrom(python_packages)
elif job_input:
request.job_input.CopyFrom(job_input)
elif run_finish_without_exit:
request.run_finish_without_exit.CopyFrom(run_finish_without_exit)
elif metadata:
request.metadata.CopyFrom(metadata)
else:
raise Exception("Invalid request")
record = self._make_record(request=request)
# All requests do not get persisted
record.control.local = True
if status_report:
record.control.flow_control = True
return record
def _make_record( # noqa: C901
self,
run: Optional[pb.RunRecord] = None,
config: Optional[pb.ConfigRecord] = None,
files: Optional[pb.FilesRecord] = None,
summary: Optional[pb.SummaryRecord] = None,
history: Optional[pb.HistoryRecord] = None,
stats: Optional[pb.StatsRecord] = None,
exit: Optional[pb.RunExitRecord] = None,
artifact: Optional[pb.ArtifactRecord] = None,
tbrecord: Optional[pb.TBRecord] = None,
alert: Optional[pb.AlertRecord] = None,
final: Optional[pb.FinalRecord] = None,
metric: Optional[pb.MetricRecord] = None,
header: Optional[pb.HeaderRecord] = None,
footer: Optional[pb.FooterRecord] = None,
request: Optional[pb.Request] = None,
telemetry: Optional[tpb.TelemetryRecord] = None,
preempting: Optional[pb.RunPreemptingRecord] = None,
use_artifact: Optional[pb.UseArtifactRecord] = None,
output: Optional[pb.OutputRecord] = None,
output_raw: Optional[pb.OutputRawRecord] = None,
) -> pb.Record:
record = pb.Record()
if run:
record.run.CopyFrom(run)
elif config:
record.config.CopyFrom(config)
elif summary:
record.summary.CopyFrom(summary)
elif history:
record.history.CopyFrom(history)
elif files:
record.files.CopyFrom(files)
elif stats:
record.stats.CopyFrom(stats)
elif exit:
record.exit.CopyFrom(exit)
elif artifact:
record.artifact.CopyFrom(artifact)
elif tbrecord:
record.tbrecord.CopyFrom(tbrecord)
elif alert:
record.alert.CopyFrom(alert)
elif final:
record.final.CopyFrom(final)
elif header:
record.header.CopyFrom(header)
elif footer:
record.footer.CopyFrom(footer)
elif request:
record.request.CopyFrom(request)
elif telemetry:
record.telemetry.CopyFrom(telemetry)
elif metric:
record.metric.CopyFrom(metric)
elif preempting:
record.preempting.CopyFrom(preempting)
elif use_artifact:
record.use_artifact.CopyFrom(use_artifact)
elif output:
record.output.CopyFrom(output)
elif output_raw:
record.output_raw.CopyFrom(output_raw)
else:
raise Exception("Invalid record")
return record
@abstractmethod
def _publish(self, record: pb.Record, local: Optional[bool] = None) -> None:
raise NotImplementedError
def _publish_defer(self, state: "pb.DeferRequest.DeferState.V") -> None:
defer = pb.DeferRequest(state=state)
rec = self._make_request(defer=defer)
self._publish(rec, local=True)
def publish_defer(self, state: int = 0) -> None:
self._publish_defer(cast("pb.DeferRequest.DeferState.V", state))
def _publish_header(self, header: pb.HeaderRecord) -> None:
rec = self._make_record(header=header)
self._publish(rec)
def publish_footer(self) -> None:
footer = pb.FooterRecord()
rec = self._make_record(footer=footer)
self._publish(rec)
def publish_final(self) -> None:
final = pb.FinalRecord()
rec = self._make_record(final=final)
self._publish(rec)
def _publish_pause(self, pause: pb.PauseRequest) -> None:
rec = self._make_request(pause=pause)
self._publish(rec)
def _publish_resume(self, resume: pb.ResumeRequest) -> None:
rec = self._make_request(resume=resume)
self._publish(rec)
def _publish_run(self, run: pb.RunRecord) -> None:
rec = self._make_record(run=run)
self._publish(rec)
def _publish_config(self, cfg: pb.ConfigRecord) -> None:
rec = self._make_record(config=cfg)
self._publish(rec)
def _publish_summary(self, summary: pb.SummaryRecord) -> None:
rec = self._make_record(summary=summary)
self._publish(rec)
def _publish_metadata(self, metadata: pb.MetadataRequest) -> None:
rec = self._make_request(metadata=metadata)
self._publish(rec)
def _publish_metric(self, metric: pb.MetricRecord) -> None:
rec = self._make_record(metric=metric)
self._publish(rec)
def publish_stats(self, stats_dict: dict) -> None:
stats = self._make_stats(stats_dict)
rec = self._make_record(stats=stats)
self._publish(rec)
def _publish_python_packages(
self, python_packages: pb.PythonPackagesRequest
) -> None:
rec = self._make_request(python_packages=python_packages)
self._publish(rec)
def _publish_files(self, files: pb.FilesRecord) -> None:
rec = self._make_record(files=files)
self._publish(rec)
def _publish_use_artifact(self, use_artifact: pb.UseArtifactRecord) -> Any:
rec = self._make_record(use_artifact=use_artifact)
self._publish(rec)
def _deliver_artifact(
self,
log_artifact: pb.LogArtifactRequest,
) -> MailboxHandle[pb.Result]:
rec = self._make_request(log_artifact=log_artifact)
return self._deliver_record(rec)
def _deliver_download_artifact(
self, download_artifact: pb.DownloadArtifactRequest
) -> MailboxHandle[pb.Result]:
rec = self._make_request(download_artifact=download_artifact)
return self._deliver_record(rec)
def _deliver_link_artifact(
self, link_artifact: pb.LinkArtifactRequest
) -> MailboxHandle[pb.Result]:
rec = self._make_request(link_artifact=link_artifact)
return self._deliver_record(rec)
def _publish_artifact(self, proto_artifact: pb.ArtifactRecord) -> None:
rec = self._make_record(artifact=proto_artifact)
self._publish(rec)
def _publish_alert(self, proto_alert: pb.AlertRecord) -> None:
rec = self._make_record(alert=proto_alert)
self._publish(rec)
def _deliver_status(
self,
status: pb.StatusRequest,
) -> MailboxHandle[pb.Result]:
req = self._make_request(status=status)
return self._deliver_record(req)
def _publish_exit(self, exit_data: pb.RunExitRecord) -> None:
rec = self._make_record(exit=exit_data)
self._publish(rec)
def _publish_keepalive(self, keepalive: pb.KeepaliveRequest) -> None:
record = self._make_request(keepalive=keepalive)
self._publish(record)
def _deliver_shutdown(self) -> MailboxHandle[pb.Result]:
request = pb.Request(shutdown=pb.ShutdownRequest())
record = self._make_record(request=request)
return self._deliver_record(record)
def _get_mailbox(self) -> Mailbox:
mailbox = self._mailbox
assert mailbox
return mailbox
def _deliver_record(self, record: pb.Record) -> MailboxHandle[pb.Result]:
mailbox = self._get_mailbox()
handle = mailbox.require_response(record)
self._publish(record)
return handle.map(lambda resp: resp.result_communicate)
def _deliver_run(self, run: pb.RunRecord) -> MailboxHandle[pb.Result]:
record = self._make_record(run=run)
return self._deliver_record(record)
def _deliver_finish_sync(
self,
sync_finish: pb.SyncFinishRequest,
) -> MailboxHandle[pb.Result]:
record = self._make_request(sync_finish=sync_finish)
return self._deliver_record(record)
def _deliver_run_start(
self,
run_start: pb.RunStartRequest,
) -> MailboxHandle[pb.Result]:
record = self._make_request(run_start=run_start)
return self._deliver_record(record)
def _deliver_get_summary(
self,
get_summary: pb.GetSummaryRequest,
) -> MailboxHandle[pb.Result]:
record = self._make_request(get_summary=get_summary)
return self._deliver_record(record)
def _deliver_get_system_metrics(
self, get_system_metrics: pb.GetSystemMetricsRequest
) -> MailboxHandle[pb.Result]:
record = self._make_request(get_system_metrics=get_system_metrics)
return self._deliver_record(record)
def _deliver_get_system_metadata(
self, get_system_metadata: pb.GetSystemMetadataRequest
) -> MailboxHandle[pb.Result]:
record = self._make_request(get_system_metadata=get_system_metadata)
return self._deliver_record(record)
def _deliver_exit(
self,
exit_data: pb.RunExitRecord,
) -> MailboxHandle[pb.Result]:
record = self._make_record(exit=exit_data)
return self._deliver_record(record)
def deliver_operation_stats(self):
record = self._make_request(operation_stats=pb.OperationStatsRequest())
return self._deliver_record(record)
def _deliver_poll_exit(
self,
poll_exit: pb.PollExitRequest,
) -> MailboxHandle[pb.Result]:
record = self._make_request(poll_exit=poll_exit)
return self._deliver_record(record)
def _deliver_finish_without_exit(
self, run_finish_without_exit: pb.RunFinishWithoutExitRequest
) -> MailboxHandle[pb.Result]:
record = self._make_request(run_finish_without_exit=run_finish_without_exit)
return self._deliver_record(record)
def _deliver_stop_status(
self,
stop_status: pb.StopStatusRequest,
) -> MailboxHandle[pb.Result]:
record = self._make_request(stop_status=stop_status)
return self._deliver_record(record)
def _deliver_attach(
self,
attach: pb.AttachRequest,
) -> MailboxHandle[pb.Result]:
record = self._make_request(attach=attach)
return self._deliver_record(record)
def _deliver_network_status(
self, network_status: pb.NetworkStatusRequest
) -> MailboxHandle[pb.Result]:
record = self._make_request(network_status=network_status)
return self._deliver_record(record)
def _deliver_internal_messages(
self, internal_message: pb.InternalMessagesRequest
) -> MailboxHandle[pb.Result]:
record = self._make_request(internal_messages=internal_message)
return self._deliver_record(record)
def _deliver_request_sampled_history(
self, sampled_history: pb.SampledHistoryRequest
) -> MailboxHandle[pb.Result]:
record = self._make_request(sampled_history=sampled_history)
return self._deliver_record(record)
def _deliver_request_run_status(
self, run_status: pb.RunStatusRequest
) -> MailboxHandle[pb.Result]:
record = self._make_request(run_status=run_status)
return self._deliver_record(record)
|