Upgrading wandb 0.4 to 0.5

Unknown0.4.46 → 0.5.22

Full comparison Back to wandb

Fetching 21 releases from GitHub…0 / 21

UnknownUpgrade verdict

DepDelta is still reading the notes for this range, so breaking changes can't be ruled out yet.

In plain terms

DepDelta is still reading the release notes in this range, so it can't rule out breaking changes yet.
This page updates as the notes come in.

Must act Still reading release notes

DepDelta is still reading the release notes in this range. This updates as they come in.

API changes

Generated by DepDelta from published Python source. Not mixed with prose notes.

removed: function termlog(string=…, newline=…)
changed: function init(job_type=…) → function init(job_type=…, config=…, allow_val_change=…)
added: variable callbacks
added: variable config
added: variable join

changed: constructor Agent(api, queue, wandb_runner, sweep_id=…) → constructor Agent(api, queue, sweep_id=…)
added: variable logger

removed: class Agent(object)
removed: constructor Agent(entity=…)
removed: method Agent.handle_event(event)
removed: method Agent.run()

removed: field FileStreamApi.RATE_LIMIT_SECONDS
changed: constructor Api(default_settings=…, load_settings=…) → constructor Api(default_settings=…, load_settings=…, retry_timedelta=…)
changed: constructor CRDedupeFilePolicy() → constructor CRDedupeFilePolicy(start_chunk_id=…)
changed: constructor DefaultFilePolicy() → constructor DefaultFilePolicy(start_chunk_id=…)
changed: method Api.upsert_run(id=…, name=…, project=…, host=…, config=…, description=…, entity=…, repo=…, job_type=…, program_path=…, commit=…, sweep_name=…) → method Api.upsert_run(id=…, name=…, project=…, host=…, config=…, description=…, entity=…, state=…, repo=…, job_type=…, program_path=…, commit=…, sweep_name=…, summary_metrics=…, num_retries=…)
changed: method FileStreamApi.finish(failed) → method FileStreamApi.finish(exitcode)
added: constructor CommError(msg, exc=…)
added: field Api.HTTP_TIMEOUT
added: method Api.format_project(project)
added: method Api.repo_remote_url()
added: method Api.run_resume_status(entity, project, name)
added: method FileStreamApi.rate_limit_seconds()

added: export create_app
added: export data

added: function create_app(config_name, base_path=…)

added: export files
added: export graphql
added: export static

added: function serve_file(path)
added: function serve_run_file(run_id, filename)
added: variable files

added: variable graphql
added: variable logger

added: function index()
added: variable static

added: function find_run(name, mutator=…)
added: function load(path_override=…)
added: function watch_dir(path)
added: variable base_path
added: variable data
added: variable settings

added: class BucketConnection(relay.Connection)
added: class BucketConnection.Meta
added: class BucketType(Run)
added: class FileConnectionType(relay.Connection)
added: class FileConnectionType.Meta
added: class FileType(graphene.ObjectType)
added: class LogLine(graphene.ObjectType)
added: class LogLineConnection(relay.Connection)
added: class LogLineConnection.Meta
added: class ModelConnection(relay.Connection)
added: class ModelConnection.Meta
added: class ModelType(Project)
added: class Mutation(graphene.ObjectType)
added: class Project(graphene.ObjectType)
added: class ProjectConnection(relay.Connection)
added: class ProjectConnection.Meta
added: class Query(graphene.ObjectType)
added: class Run(graphene.ObjectType)
added: class Run.Meta
added: class RunConnection(relay.Connection)
added: class RunConnection.Meta
added: class SweepConnectionType(relay.Connection)
added: class SweepConnectionType.Meta
added: class SweepType(graphene.ObjectType)
added: class UpsertProject(relay.ClientIDMutation)
added: class UpsertProject.Input
added: class UpsertRun(relay.ClientIDMutation)
added: class UpsertRun.Input
added: class UserType(graphene.ObjectType)
added: field BucketConnection.Meta.node
added: field FileConnectionType.Meta.node
added: field FileType.id
added: field FileType.name
added: field FileType.sizeBytes
added: field FileType.updatedAt
added: field FileType.url
added: field LogLine.id
added: field LogLine.level
added: field LogLine.line
added: field LogLine.number
added: field LogLineConnection.Meta.node
added: field ModelConnection.Meta.node
added: field Mutation.upsertBucket
added: field Mutation.upsertModel
added: field Mutation.upsertProject
added: field Mutation.upsertRun
added: field Project.access
added: field Project.bucket
added: field Project.bucketCount
added: field Project.buckets
added: field Project.createdAt
added: field Project.description
added: field Project.entityName
added: field Project.id
added: field Project.name
added: field Project.requestSubscribe
added: field Project.run
added: field Project.runCount
added: field Project.runs
added: field Project.summaryMetrics
added: field Project.sweeps
added: field Project.views
added: field ProjectConnection.Meta.node
added: field Query.model
added: field Query.models
added: field Query.project
added: field Query.viewer
added: field Run.Meta.interfaces
added: field Run.commit
added: field Run.config
added: field Run.createdAt
added: field Run.description
added: field Run.events
added: field Run.exampleTable
added: field Run.exampleTableColumns
added: field Run.exampleTableTypes
added: field Run.fileCount
added: field Run.files
added: field Run.framework
added: field Run.github
added: field Run.heartbeatAt
added: field Run.history
added: field Run.host
added: field Run.id
added: field Run.logLines
added: field Run.name
added: field Run.patch
added: field Run.path
added: field Run.requestSubscribe
added: field Run.shouldStop
added: field Run.state
added: field Run.summaryMetrics
added: field Run.sweep
added: field Run.systemMetrics
added: field Run.tags
added: field Run.user
added: field RunConnection.Meta.node
added: field SweepConnectionType.Meta.node
added: field SweepType.createdAt
added: field SweepType.description
added: field SweepType.heartbeatAt
added: field SweepType.id
added: field SweepType.name
added: field SweepType.runCount
added: field SweepType.state
added: field SweepType.updatedAt
added: field SweepType.user
added: field UpsertProject.Input.access
added: field UpsertProject.Input.description
added: field UpsertProject.Input.entityName
added: field UpsertProject.Input.framework
added: field UpsertProject.Input.id
added: field UpsertProject.Input.name
added: field UpsertProject.Input.repo
added: field UpsertProject.Input.views
added: field UpsertProject.entityName
added: field UpsertProject.inserted
added: field UpsertProject.model
added: field UpsertRun.Input.commit
added: field UpsertRun.Input.config
added: field UpsertRun.Input.debug
added: field UpsertRun.Input.description
added: field UpsertRun.Input.entityName
added: field UpsertRun.Input.framework
added: field UpsertRun.Input.host
added: field UpsertRun.Input.id
added: field UpsertRun.Input.jobProgram
added: field UpsertRun.Input.jobRepo
added: field UpsertRun.Input.jobType
added: field UpsertRun.Input.modelName
added: field UpsertRun.Input.name
added: field UpsertRun.Input.sweep
added: field UpsertRun.bucket
added: field UpsertRun.inserted
added: field UserType.admin
added: field UserType.defaultFramework
added: field UserType.email
added: field UserType.id
added: field UserType.photoUrl
added: field UserType.username
added: method Project.resolve_bucket(info, **args)
added: method Project.resolve_buckets(info, **args)
added: method Project.resolve_description(info, **args)
added: method Project.resolve_entityName(info, **args)
added: method Project.resolve_id(info, **args)
added: method Project.resolve_name(info, **args)
added: method Project.resolve_run(info, **args)
added: method Project.resolve_runs(info, **args)
added: method Project.resolve_summaryMetrics(info, **args)
added: method Project.resolve_sweeps(info, **args)
added: method Project.resolve_views(info, **args)
added: method Query.resolve_model(info, **args)
added: method Query.resolve_models(info, **args)
added: method Query.resolve_project(info, **args)
added: method Query.resolve_viewer(info, **args)
added: method Run.resolve_events(info, **args)
added: method Run.resolve_exampleTable(info, **args)
added: method Run.resolve_fileCount(info, **args)
added: method Run.resolve_files(info, **args)
added: method Run.resolve_history(info, **args)
added: method Run.resolve_logLines(info, **args)
added: method Run.resolve_name(info, **args)
added: method Run.resolve_tags(info, **args)
added: method UserType.resolve_id(info, **args)
added: static method UpsertProject.mutate_and_get_payload(root, info, **input)
added: static method UpsertRun.mutate_and_get_payload(root, info, **input)
added: variable logger
added: variable schema

added: class Base(object)
added: class Config(Base)
added: class Description(Base)
added: class Dir(Base)
added: class Events(Base)
added: class History(Base)
added: class Log(Base)
added: class Meta(Summary)
added: class Patch(Base)
added: class RunMutator(Base)
added: class Settings(Base)
added: class Summary(Base)
added: constructor Base(base_path)
added: constructor Config(base_path)
added: constructor Description(base_path)
added: constructor Dir(base_path)
added: constructor Events(base_path)
added: constructor History(base_path)
added: constructor Log(base_path)
added: constructor Meta(base_path)
added: constructor Patch(base_path)
added: constructor RunMutator(run)
added: constructor Settings(base_path, project=…)
added: constructor Summary(base_path)
added: method Base.read()
added: method Config.parsed()
added: method Description.mutate(value)
added: method Dir.gravatar()
added: method Dir.load(run=…)
added: method Dir.load_meta()
added: method Log.lines()
added: method Settings.get_project(key=…)
added: method Settings.parsed()
added: method Settings.save()
added: method Settings.set_project(key, value)
added: method Summary.parsed()
added: property Base.exists
added: property Base.file_name
added: property Base.updated_at
added: property Dir.created_at
added: property Dir.heartbeat_at

added: class CodeError(Exception)
added: class NotFoundError(CodeError)
added: class PermissionError(CodeError)
added: class ServerError(CodeError)
added: class ValidationError(CodeError)
added: constructor CodeError(message, code=…)
added: function format_error(self, error)
added: property CodeError.code
added: property NotFoundError.code
added: property PermissionError.code
added: property ServerError.code
added: property ValidationError.code
added: variable logger

added: function read_tensorflow_log_file(event_file_path)

added: function list_routes()
added: function make_shell_context()
added: variable app

added: class Config
added: class DevelopmentConfig(Config)
added: class ProductionConfig(Config)
added: class TestingConfig(Config)
added: field Config.BOARD_ADMIN
added: field Config.SSL_REDIRECT
added: field DevelopmentConfig.DEBUG
added: field TestingConfig.TESTING
added: static method Config.init_app(app)
added: variable config

removed: function describe()
removed: function logs(run_id)
removed: function pending_loop(pod_id)
removed: function push(ctx, run, project, description, entity, force, files)
changed: function login() → function login(key, server=…, browser=…)
changed: function pull(project, run, kind, entity) → function pull(project, run, entity)
changed: function run(ctx, program, args, id, dir, configs, message, show) → function run(ctx, program, args, id, resume, dir, configs, message, show)
added: class CallbackHandler(BaseHTTPServer.BaseHTTPRequestHandler)
added: class LocalServer
added: constructor LocalServer()
added: function board(port, host, logdir)
added: function config()
added: function config_init()
added: function signup(ctx)
added: method CallbackHandler.do_GET()
added: method LocalServer.connect(attempts=…)
added: method LocalServer.qs()
added: method LocalServer.start(blocking=…)
added: method LocalServer.stop(*args)
added: property LocalServer.result

removed: class Config(object)
removed: constructor Config(config_paths=…, wandb_dir=…, run_dir=…, persist_callback=…)
removed: function boolify(s)
removed: method Config.as_dict()
removed: method Config.desc(key)
removed: method Config.get(*args)
removed: method Config.keys()
removed: method Config.load_json(json)
removed: method Config.persist()
removed: method Config.update(params)
removed: variable logger

added: class Error(Exception)
added: function _set_stage_dir(stage_dir)
added: function termerror(string)
added: function termlog(string=…, newline=…)
added: function wandb_dir()
added: method Error.encode(encoding)
added: variable ERROR_STRING
added: variable LOG_STRING
added: variable SCRIPT_PATH
added: variable START_TIME
added: variable __root_dir__
added: variable __stage_dir__

added: function get_base_url(default=…, env=…)
added: function get_config_paths()
added: function get_debug(default=…, env=…)
added: function get_description(default=…, env=…)
added: function get_dir(default=…, env=…)
added: function get_entity(default=…, env=…)
added: function get_project(default=…, env=…)
added: function get_run(default=…, env=…)
added: function get_show_run(default=…, env=…)
added: function is_debug()
added: variable BASE_URL
added: variable CONFIG_PATHS
added: variable DEBUG
added: variable DESCRIPTION
added: variable DIR
added: variable ENTITY
added: variable INITED
added: variable PROJECT
added: variable RUN
added: variable SHOW_RUN

added: field FilePusher.RATE_LIMIT_SECONDS

added: class FakeGitRepo(object)
added: constructor FakeGitRepo(*args, **kargs)
added: property FakeGitRepo.enabled
added: property GitRepo.email
added: property GitRepo.has_submodule_diff
added: variable GitRepo

added: class History(object)
added: constructor History(fname, out_dir=…, add_callback=…, stream_name=…)
added: method History.add(row=…)
added: method History.close()
added: method History.column(key)
added: method History.keys()
added: method History.load()
added: method History.step(compute=…)
added: method History.stream(name)
added: property History.torch

added: function agent_run(args)
added: function headless(args)
added: function main()

added: class FileRedirector(object)
added: class Tee(object)
added: constructor FileRedirector(redir_file, to_file)
added: constructor Tee(src_file, sync_dst_file, *async_dst_files)
added: function spawn_reader_writer(get_data_fn, put_data_fn)
added: method FileRedirector.redirect()
added: method FileRedirector.restore()
added: method Tee.close_join()
added: static method Tee.pipe(sync_dst_file, *async_dst_files)
added: static method Tee.pty(sync_dst_file, *async_dst_files)
added: variable logger

removed: class JsonlFile(object)
removed: constructor JsonlFile(fname, out_dir=…)
removed: method JsonlFile.add(row)
removed: method JsonlFile.column(key)
removed: method JsonlFile.keys()
added: function write_jsonl_file(fname, data)
added: method JsonlEventsFile.close()
added: method JsonlEventsFile.load()

added: class WandbCallback(keras.callbacks.Callback)
added: constructor WandbCallback(monitor=…, verbose=…, mode=…, save_weights_only=…, log_weights=…, log_gradients=…, save_model=…, training_data=…, validation_data=…, labels=…, data_type=…)
added: export wandb
added: method WandbCallback.on_batch_begin(batch, logs=…)
added: method WandbCallback.on_batch_end(batch, logs=…)
added: method WandbCallback.on_epoch_begin(epoch, logs=…)
added: method WandbCallback.on_epoch_end(epoch, logs=…)
added: method WandbCallback.on_train_begin(logs=…)
added: method WandbCallback.on_train_end(logs=…)
added: method WandbCallback.set_model(model)
added: method WandbCallback.set_params(params)

added: class Image(object)
added: class Media(object)
added: constructor Image(data, mode=…, caption=…)
added: method Image.guess_mode(data)
added: method Image.to_uint8(data)
added: static method Image.captions(images)
added: static method Image.transform(images, out_dir, fname)
added: static method Media.from_type(type)

added: class Meta(object)
added: constructor Meta(api, out_dir=…)
added: field Meta.HEARTBEAT_INTERVAL_SECONDS
added: method Meta.setup()
added: method Meta.shutdown()
added: method Meta.write()
added: variable METADATA_FNAME

removed: class AgentPuller(object)
removed: class LogPuller(object)
removed: constructor AgentPuller(agent, entity=…, logger=…)
removed: constructor LogPuller(run_id, pod_id=…, finished=…)
removed: method AgentPuller.event(data)
removed: method AgentPuller.run()
removed: method AgentPuller.subscribe()
removed: method LogPuller.lines(data)
removed: method LogPuller.sync()
removed: variable api
removed: variable key

added: class Retry(object)
added: constructor Retry(call_fn, retry_timedelta=…, num_retries=…, retryable_exceptions=…, error_prefix=…)
added: field Retry.MAX_SLEEP_SECONDS
added: function make_printer(msg)
added: property Retry.num_iters
added: variable logger

added: class FileEventHandler(object)
added: class FileEventHandlerBinaryStream(FileEventHandler)
added: class FileEventHandlerConfig(FileEventHandler)
added: class FileEventHandlerOverwrite(FileEventHandler)
added: class FileEventHandlerOverwriteDeferred(FileEventHandler)
added: class FileEventHandlerSummary(FileEventHandler)
added: class FileEventHandlerTextStream(FileEventHandler)
added: class FileTailer(object)
added: class LaunchError(Error)
added: class Process(object)
added: class RunManager(object)
added: class WriteSerializingFile(object)
added: constructor FileEventHandler(file_path, save_name, api)
added: constructor FileEventHandlerBinaryStream(*args, **kwargs)
added: constructor FileEventHandlerConfig(file_path, save_name, api, file_pusher, run, *args, **kwargs)
added: constructor FileEventHandlerOverwrite(file_path, save_name, api, file_pusher, *args, **kwargs)
added: constructor FileEventHandlerOverwriteDeferred(file_path, save_name, api, file_pusher, *args, **kwargs)
added: constructor FileEventHandlerSummary(file_path, save_name, api, file_pusher, run, *args, **kwargs)
added: constructor FileEventHandlerTextStream(*args, **kwargs)
added: constructor FileTailer(path, on_read_fn, binary=…, seek_end=…)
added: constructor Process(pid)
added: constructor RunManager(api, run, project=…, tags=…, cloud=…, job_type=…, port=…)
added: constructor WriteSerializingFile(f)
added: field FileEventHandlerConfig.RATE_LIMIT_SECONDS
added: field FileEventHandlerSummary.RATE_LIMIT_SECONDS
added: method FileEventHandler.finish()
added: method FileEventHandler.on_created()
added: method FileEventHandler.on_modified()
added: method FileEventHandlerBinaryStream.on_created()
added: method FileEventHandlerBinaryStream.on_modified()
added: method FileEventHandlerConfig.finish()
added: method FileEventHandlerConfig.on_created()
added: method FileEventHandlerConfig.on_modified()
added: method FileEventHandlerOverwrite.on_created()
added: method FileEventHandlerOverwrite.on_modified()
added: method FileEventHandlerOverwriteDeferred.finish()
added: method FileEventHandlerSummary.finish()
added: method FileEventHandlerSummary.on_created()
added: method FileEventHandlerSummary.on_modified()
added: method FileEventHandlerTextStream.on_created()
added: method FileEventHandlerTextStream.on_modified()
added: method Process.interrupt()
added: method Process.kill()
added: method Process.poll()
added: method Process.terminate()
added: method Process.wait()
added: method RunManager.init_run(env=…)
added: method RunManager.run_user_process(program, args, env)
added: method RunManager.wrap_existing_process(pid, stdout_read_fd, stderr_read_fd, port=…)
added: method WriteSerializingFile.write(*args, **kargs)
added: variable OUTPUT_FNAME
added: variable logger

removed: class Runner(object)
removed: class RunnerError(Exception)
removed: class SingleRun(multiprocessing.Process)
removed: constructor Runner(api)
removed: constructor SingleRun(api, program, args, id, dir, configs, message, show, show_output, sweep_id, **kwargs)
removed: method Runner.run(program, args, id=…, dir=…, configs=…, message=…, show=…, show_output=…, sweep_id=…)
removed: method Runner.running_runs()
removed: method Runner.stop(run_id)
removed: method SingleRun.is_running()
removed: method SingleRun.launch()
removed: method SingleRun.next_event()
removed: method SingleRun.run()
removed: method SingleRun.term()

added: class RWLock(object)
added: constructor RWLock()
added: method RWLock.await_readable()
added: method RWLock.await_writable()
added: method RWLock.reader()
added: method RWLock.reader_enters()
added: method RWLock.reader_leaves()
added: method RWLock.writer()
added: method RWLock.writer_enters()
added: method RWLock.writer_leaves()

added: field SystemStats.SAMPLES_TO_AVERAGE
added: field SystemStats.SAMPLE_RATE_SECONDS

changed: constructor TextStreamPusher(fsapi, filename, line_prepend=…, prepend_timestamp=…) → constructor TextStreamPusher(fsapi, filename, line_prepend=…, prepend_timestamp=…, lock_function=…)
changed: method LineBuffer.add_string(string) → method LineBuffer.add_string(data)
added: method TextStreamPusher.write_string(message, cur_time=…)

added: method Summary.load()

removed: class ExitHooks(object)
removed: class FileEventHandler(object)
removed: class FileEventHandlerBinaryStream(FileEventHandler)
removed: class FileEventHandlerOverwrite(FileEventHandler)
removed: class FileEventHandlerOverwriteDeferred(FileEventHandler)
removed: class FileEventHandlerTextStream(FileEventHandler)
removed: class FileTailer(object)
removed: class OutStreamTee(object)
removed: class Sync(object)
removed: constructor ExitHooks()
removed: constructor FileEventHandler(file_path, save_name, api)
removed: constructor FileEventHandlerBinaryStream(*args, **kwargs)
removed: constructor FileEventHandlerOverwrite(file_path, save_name, api, file_pusher, *args, **kwargs)
removed: constructor FileEventHandlerOverwriteDeferred(file_path, save_name, api, file_pusher, *args, **kwargs)
removed: constructor FileEventHandlerTextStream(*args, **kwargs)
removed: constructor FileTailer(path, on_read_fn, binary=…)
removed: constructor OutStreamTee(stream, second_stream)
removed: constructor Sync(api, job_type, run, config=…, project=…, tags=…, datasets=…, description=…, sweep_id=…)
removed: function editor(content=…, marker=…)
removed: method ExitHooks.excepthook(exc_type, exc, *args)
removed: method ExitHooks.exit(code=…)
removed: method ExitHooks.hook()
removed: method FileEventHandler.finish()
removed: method FileEventHandler.on_created()
removed: method FileEventHandler.on_modified()
removed: method FileEventHandlerBinaryStream.on_created()
removed: method FileEventHandlerBinaryStream.on_modified()
removed: method FileEventHandlerOverwrite.on_created()
removed: method FileEventHandlerOverwrite.on_modified()
removed: method FileEventHandlerOverwriteDeferred.finish()
removed: method FileEventHandlerTextStream.on_created()
removed: method FileEventHandlerTextStream.on_modified()
removed: method OutStreamTee.close()
removed: method OutStreamTee.fileno()
removed: method OutStreamTee.flush()
removed: method OutStreamTee.isatty()
removed: method OutStreamTee.write(message)
removed: method Sync.on_file_created(event)
removed: method Sync.on_file_modified(event)
removed: method Sync.stop()
removed: method Sync.update_config(config)
removed: method Sync.watch(files, show_run=…)
removed: property Sync.source_proc
removed: variable ERROR_STRING
removed: variable logger

removed: class SafeSubprocess(object)
removed: constructor SafeSubprocess(args, env=…, read_output=…)
removed: method SafeSubprocess.poll()
removed: method SafeSubprocess.run()
removed: method SafeSubprocess.terminate()

added: class Config(object)
added: class ConfigError(wandb.Error)
added: constructor Config(config_paths=…, wandb_dir=…, run_dir=…)
added: function boolify(s)
added: method Config.as_dict()
added: method Config.desc(key)
added: method Config.get(*args)
added: method Config.keys()
added: method Config.load_json(json)
added: method Config.persist()
added: method Config.set_run_dir(run_dir)
added: method Config.update(params, allow_val_change=…)
added: static method Config.from_environment_or_defaults()
added: variable FNAME
added: variable logger

removed: constructor WandbKerasCallback(monitor=…, verbose=…, mode=…, save_weights_only=…)
removed: method WandbKerasCallback.on_batch_begin(batch, logs=…)
removed: method WandbKerasCallback.on_batch_end(batch, logs=…)
removed: method WandbKerasCallback.on_epoch_begin(epoch, logs=…)
removed: method WandbKerasCallback.on_epoch_end(epoch, logs=…)
removed: method WandbKerasCallback.on_train_begin(logs=…)
removed: method WandbKerasCallback.on_train_end(logs=…)
removed: method WandbKerasCallback.set_model(model)
removed: method WandbKerasCallback.set_params(params)
changed: class WandbKerasCallback(object) → class WandbKerasCallback(WandbCallback)

changed: constructor Run(run_id, dir, config) → constructor Run(run_id=…, mode=…, dir=…, config=…, sweep_id=…, storage_id=…, description=…, resume=…, program=…, wandb_dir=…)
added: method Run.close_files()
added: method Run.get_url(api)
added: method Run.set_environment(environment=…)
added: property Run.description
added: property Run.description_path
added: property Run.has_events
added: property Run.host
added: static method Run.from_environment_or_defaults(environment=…)
added: variable DESCRIPTION_FNAME

added: class Client(object)
added: class Server(object)
added: constructor Client(port=…)
added: constructor Server()
added: function ints2bytes(ints)
added: method Client.launch_error()
added: method Client.ready()
added: method Client.recv(limit)
added: method Client.send(data)
added: method Server.connect()
added: method Server.done(exitcode=…)
added: method Server.listen(max_seconds=…)
added: method Server.send(data)
added: variable CODE_DONE
added: variable CODE_LAUNCH_ERROR
added: variable CODE_READY

added: class TorchHistory(object)
added: constructor TorchHistory(history)
added: method TorchHistory.log_stats(variable_or_module, name=…, prefix=…, values=…, gradients=…)
added: method TorchHistory.log_tensor_stats(tensor, name)
added: method TorchHistory.unhook(name)
added: variable torch