py==1.10.0 I think what you need is current_app. (GH#1099), Support TLS/SSL connections for security (GH#866) (GH#1034), Always create new worker directory when passed --local-directory jupyter-core==4.6.1 3 : main.py / cf.py / fn.py main.py : ImportError: cannot import name 'hey' from 'fn' main.py: from fn import hey from cf import cmds def cherk(vc): if. dask install error :ImportError: cannot import name 'compute' backcall==0.1.0 See the Changelog Instead of a DataFrame, Dask comes with builtin dataset samples, we will use this sample for our example. spyder-kernels==1.8.1 docker==5.0.0 pydocstyle==4.0.1 Bottleneck==1.3.2 Has a bill ever failed a house of Congress unanimously? The imported class name is misspelled. that are necessary for different workloads. Or do a developer install by using the -e flag tblib==1.6.0 Can you work in physics research with a data science degree? Asking for help, clarification, or responding to other answers. The Dask delayed function decorates your functions so that they operate lazily. Improved shuffled performance for dask.dataframe, Reduce administrative overhead when dealing with many workers, dask-ssh --log-directory . Make worker state machine methods private (GH#6564) crusaderky, Yank state machine out of Worker class (GH#6566) crusaderky, Track worker_state_machine.TaskState instances (GH#6525) Hendrik Makait, Trivial tweaks to the Worker State Machine (GH#6586) crusaderky, Replace loop.call_later and loop.add_callback with background tasks added to Server. In rare cases, this could make some workloads slower. alternative inputs are also available. sortedcollections==1.1.2 If not provided, dask will try to infer the cytoolz==0.10.1 (GH#3906) Loc Estve, Prune virtual client on variable deletion (GH#3910) Marco Neumann, Fix total aggregated metrics in dashboard (GH#3897) Loc Estve, Support Bokeh 2.1 (GH#3904) Matthew Rocklin, Update related-work.rst (GH#3889) DomHudson, Skip test_pid_file in older versions of Python (GH#3888) Matthew Rocklin, Replace stream= with comm= in handlers (GH#3860) Julien Jerphanion, Check hosts for None value in SSH cluster. Verify integrity of DAG, In this example we show that once the DAG is currupted you may need to reset the calculation, Even if the function is corrected the DAG is corrupted. (GH#7276) Max Bane, Optionally capture more frames in computations (GH#7656) Gabe Joseph, Consider Jupyter activity in idle timeout (GH#7687) Gabe Joseph, Add a dashboard component that displays RMM memory (GH#7718) Peter Andreas Entschev, Improve error message if shuffle/rechunk lost annotations (GH#7707) Hendrik Makait, Exception chaining in P2P shuffling (GH#7706) Hendrik Makait, Use pickle for graph submissions from client to scheduler (GH#7564) Florian Jetter, Fix crash on missing env var in dashboard link formatting (GH#7729) Miles, Fix randbytes() on Python 3.8 (GH#7771) crusaderky, Run scheduler of SubprocessCluster in subprocess (GH#7727) Hendrik Makait, Drop id from RMM dashboard component (GH#7739) James Bourbeau, Bump peter-evans/create-pull-request from 4 to 5 (GH#7766), Fix flaky test_malloc_trim_threshold in CI (GH#7764) crusaderky, Minor polish in spill and worker_memory_manager (GH#7752) crusaderky, Merge identical tool.mypy.overrides sections (GH#7749) Thomas Grainger, Add changelog section for 2023.3.2.1 (GH#7755) Charles Blackmon-Luca, Specify ts resolution explicitly in test_processing_chain (GH#7744) Patrick Hoefler, Unignore Sphinx ref.python (GH#7713) Thomas Grainger, Temporary fix for test_merge_by_multiple_columns with pandas 2.0 (GH#7747) James Bourbeau, Remove dask/gpu from gpuCI update reviewers (GH#7741) Charles Blackmon-Luca, Update gpuCI RAPIDS_VER to 23.06 (GH#7728), Remove test for DataFrame.to_hdf (GH#7735) Hendrik Makait, Test P2P shuffling with DataFrame.to_hdf (GH#7720) Hendrik Makait, scheduler.py typing - remove allow_incomplete_defs (GH#7721) Florian Jetter, Remove bokeh upper bound (GH#7413) James Bourbeau, Use declarative setuptools (GH#7629) Thomas Grainger, Store performance metrics on scheduler (GH#7701) Miles, Upgrade readthedocs config to ubuntu 22.04 and Python 3.11 (GH#7722) Thomas Grainger, Clean up legacy cruft from worker reconnection (GH#7712) crusaderky, Bump actions/checkout from 3.4.0 to 3.5.0 (GH#7711), Drop support for zict 2.1.0 (GH#7709) crusaderky, Fix mypy warning in test_client.py (GH#7710) crusaderky, Test P2P shuffling with DataFrame.categorize (GH#7708) Hendrik Makait, Register atexit handler before Distributed handlers to unblock hanging UCX clusters Lawrence Mitchell Ben Zaitlen, Enhanced thread-safety in zict.File (GH#7691) crusaderky, Future deserialization without available client (GH#7580) Florian Jetter, Support adjusting GIL monitoring interval (GH#7650) Miles, Gracefully stop GIL monitoring if running (GH#7652) Miles, Fine performance metrics for execute, gather_dep, etc. for more information, and how to switch back to the old mode. This is fixed in 2.0.1 and we have removed the 2.0.0 files from PyPI. APIs AutoSklearn 0.15.0 documentation - GitHub Pages Rather than restructure or build from scratch Plus, all new Python development should use Python3, Probably should have taken that route. ImportError: cannot import name 'Queue' from 'distributed.compatibility (GH#1038) (GH#1101), Add AioClient asyncio-compatible client API (GH#1029) (GH#1092) By clicking Sign up for GitHub, you agree to our terms of service and Meter queue time to the offload executor (GH#7758) crusaderky, Add GIL contention metric to Prometheus (GH#7651) Miles, Add methods Client.forward_logging() and Client.unforward_logging(). from __future__ import annotations import asyncio import bisect import builtins import contextlib import contextvars import errno import logging import math import os import pathlib import random import sys import threading import warnings import weakref from collections import defaultdict, deque from collections.abc import (Callable, Collection, Container . What is the reasoning behind the USA criticizing countries and then paying them diplomatic visits? pytest-arraydiff==0.3 mccabe==0.6.1 glob2==0.7 (GH#2551) Elliott Sales de Andrade, Fix Torando 6 test failures (GH#2570) Matthew Rocklin, Fix test_sync_closed_loop (GH#2572) Matthew Rocklin, Update style to fix recent flake8 update (GH#2500) (GH#2509) Matthew Rocklin, Fix typo in gen_cluster log message (GH#2503) Loc Estve, Allow KeyError when closing event loop (GH#2498) Matthew Rocklin, Avoid thread testing for TCP ThreadPoolExecutor (GH#2510) Matthew Rocklin, Find Futures inside SubgraphCallable (GH#2505) Jim Crist, Avoid AttributeError when closing and sending a message (GH#2514) Matthew Rocklin, Add deprecation warning to dask_mpi.py (GH#2522) Julia Kent, Relax statistical profiling test (GH#2527) Matthew Rocklin, Support alternative remote-dask-worker SSHCluster() and dask-ssh CLI (GH#2526) Adam Beberg, Iterate over full list of plugins in transition (GH#2518) Matthew Rocklin, Create Prometheus Endpoint (GH#2499) Adam Beberg, Use pytest.importorskip for prometheus test (GH#2533) Matthew Rocklin, MAINT skip prometheus test when no installed (GH#2534) Olivier Grisel, Fix intermittent testing failures (GH#2535) Matthew Rocklin, Avoid using nprocs keyword in dask-ssh if set to one (GH#2531) Matthew Rocklin, Fix excess threading on missing connections (GH#2403) Daniel Farrell, Start fewer but larger workers with LocalCluster (GH#2452) Matthew Rocklin, Check for non-zero length first in read loop (GH#2465) John Kirkham, DOC: Use of local cluster in script (GH#2462) Peter Killick, DOC/API: Signature for base class write / read (GH#2472) Tom Augspurger, Support Pytest 4 in Tests (GH#2478) Adam Beberg, Ensure async behavior in event loop with LocalCluster (GH#2484) Matthew Rocklin, Fix spurious CancelledError (GH#2485) Loc Estve, Properly reset dask.config scheduler and shuffle when closing the client (GH#2475) George Sakkis, Make it more explicit that resources are per worker. sphinxcontrib-jsmath==1.0.1 Why did Indiana Jones contradict himself? ImportError: cannot import name 'apply' from 'dask.compatibility', distributeddask, conda install -c conda-forge dask distributed, Fallenhell: Is there any potential negative effect of adding something to the PATH variable that is not yet installed on the system? consistent software and hardware capabilities as the client and workers. If you use the Anaconda distribution, Dask installation will occur by default. privacy statement. s3fs==2021.10.0 Pygments==2.5.2 # since Dask is activly beeing developed - the current example is running with the below version, # client = Client(n_workers=1, threads_per_worker=4, processes=False, memory_limit='2GB'), # pdf.rename(columns={'id':'ID'}, inplace=True), ---------------------------------------------------------------------------, # Describe the outcome type of the calculation, # or ddf = ddf.assign(Time= dask.dataframe.to_datetime(ddf.index, format='%Y-%m-%d'). (GH#1109), Improve API compatibility with async/await syntax (GH#1115) (GH#1124), Add distributed Queues (GH#1117) and shared Variables (GH#1128) to jupyter-client==5.3.4 lief==0.9.0 scipy==1.4.1 cached-property==1.5.2 Already on GitHub? (GH#7297) Hendrik Makait, Duration counters on prefix level (GH#7288) Florian Jetter, Include button for launching JupyterLab layout in repr (GH#7218) Ian Rose, Support MIG parsing during CUDA context creation in UCX initialization (GH#6720) Peter Andreas Entschev, Handle /metrics endpoint without prometheus-client installed (GH#7234) Hendrik Makait, Add support for unpacking namedtuples in remote data (GH#7282) Andrew, Enable queuing by default (GH#7279) Florian Jetter, Fix exists->``exist`` typo in scheduler error messages (GH#7281) Matthew Plough, If theres an exception in the Client async context manager body then close fast (GH#6920) Thomas Grainger, Copyediting typos + codespell pre-commit hook for docs (GH#7294) Matthew Plough, Ensure category is optional when logging "warn" events (GH#7169) James Bourbeau, Edge and impossible transitions to memory (GH#7205) crusaderky, Use conda-incubator/setup-miniconda@v2.2.0 (GH#7310) jakirkham, Fix typos in P2P shuffle code (GH#7304) Hendrik Makait, Reenable test_bad_disk (GH#7300) Florian Jetter, Reduce max-runs in test reports (GH#7299) Florian Jetter, Revert idle classification when worker-saturation is set (GH#7278) Florian Jetter, Fix flaky deadline_expiration (GH#7287) Florian Jetter, Rewrite of P2P control flow (GH#7268) Florian Jetter, Add codecov token (GH#7277) Florian Jetter, Bump minimum bokeh version to 2.4.2 (GH#7271) James Bourbeau, Remove deprecated code calls to IOLoop.make_current() (GH#7240) Thomas Grainger, Improved test for balancing expensive tasks (GH#7272) Hendrik Makait, Refactor semaphore._Watch into general-purpose Deadline utility (GH#7238) Hendrik Makait, Replace test_(do_not_)steal_communication_heavy_tasks tests with more robust versions (GH#7243) Hendrik Makait, Move transition_log from Scheduler to SchedulerState (GH#7254) crusaderky, Remove Scheduler.log (GH#7258) crusaderky, Polish parsing of worker-saturation from config (GH#7255) crusaderky, Avoid expensive occupancy calculation when unused (GH#7257) Gabe Joseph, Un-skip test_nested_compute (GH#7247) Gabe Joseph, Review test_do_not_steal_communication_heavy_tasks (GH#7250) crusaderky, Fix test_stress_creation_and_deletion (GH#7215) crusaderky, Raise exceptions in Server.handle_stream instead of swallowing/logging (GH#7162) Hendrik Makait, Upgrade to mypy v0.982 (GH#7241) Thomas Grainger, Fix _update_scheduler_info hanging failed tests (GH#7225) Gabe Joseph, Bump xarray-contrib/ci-trigger from 1.1 to 1.2 (GH#7232), Reverted a bug where Bokeh was accidentally made non-optional (GH#7230) Oliver Holworthy, Schedule a queued task when a task secedes (GH#7224) Gabe Joseph, Add Client.restart_workers method (GH#7154) James Bourbeau, Implement PackageInstall plugin for pip and conda (GH#7126) Hendrik Makait, Add prometheus collector for work-stealing (GH#7206) Hendrik Makait, Track reason of workers closing and restarting (GH#7166) Hendrik Makait, Show no-worker on task progress bar (GH#7171) Florian Jetter, Set OPENBLAS_NUM_THREADS by default (GH#7177) James Bourbeau, Optionally provide local directory to data constructor (GH#7153) Lawrence Mitchell, Introduce distributed.comm.ucx.environment config slot (GH#7164) Lawrence Mitchell, Log information about memory limit (GH#7160) Florian Jetter, Improve log messages on scheduler for restart (GH#7150) Florian Jetter, More comprehensive WorkerState task counters (GH#7167) crusaderky, Add note to changelog about new CLI (GH#7178) James Bourbeau, Update AMM docs (GH#7158) Benjamin Zaitlen, Add CondaInstall to plugins doc (GH#7149) James Bourbeau, Update minimum bokeh version message (GH#7172) James Bourbeau, Revamped implementations of remote print() and warn(), fixing #7095 (GH#7129) Max Bane, Temporarily restrict bokeh<3 (GH#7219) James Bourbeau, Make Scheduler.reschedule private (GH#7216) crusaderky, Fix decide_worker_rootish_queuing_disabled assert (GH#7065) Gabe Joseph, Fix flaky test_include_communication_in_occupancy (GH#7212) Gabe Joseph, Do not raise on leaked websockets (GH#7199) Florian Jetter, Update nightly recipes with CLI tests, dependency changes (GH#7201) Charles Blackmon-Luca, Make p2p shuffle submodules private (GH#7186) Florian Jetter, Backport tornado PeriodicCallback (GH#7165) Florian Jetter, Fix mypy failure on CI (GH#7198) Florian Jetter, User a layer for p2p shuffle (GH#7180) Florian Jetter, Type annotations for shuffle (GH#7185) Florian Jetter, Do not close worker on comm error in heartbeat (GH#7163) Hendrik Makait, Errors when setting TCP timeouts log as error (GH#7161) Florian Jetter, Remove incorrect advice from pre-commit config (GH#7159) crusaderky, Bump the-coding-turtle/ga-yaml-parser from 0.1.1 to 0.1.2 (GH#7146), Bump JamesIves/github-pages-deploy-action from 4.1.7 to 4.4.1 (GH#7145), Use functionalities network for codecov uploader (GH#7148) Florian Jetter, Use counter metric type where appropriate, incoming_count was reporting bytes (GH#7125) Nat Tabris. The user should provide output metadata via the meta keyword. RSS. See the documentation def traceback (self, timeout = None, ** kwargs): """ Return the traceback of a failed task This returns a traceback object. pyasn1==0.4.8 a dict of {name: dtype} or iterable of (name, dtype) Already on GitHub? single-machine Dask clusters. lxml==4.6.3 In looking around for a solution I learned that we weren't doing future imports uniformly, resulting in #1158 arita37 commented on Nov 2, 2016 edited Same issues, after installing dask. conda-package-handling @ file:///tmp/build/80754af9/conda-package-handling_1618262151086/work multidict==5.1.0 , CSDN-Ada: mistune==0.8.4 When are complicated trig functions used? parso==0.5.2 python-jsonrpc-server==0.3.4 distributed==2021.3.0 distributed.worker Dask documentation Is religious confession legally privileged? llvmlite==0.37.0 state is its own synchronous subclass. bokeh==1.4.0 msgpack==0.6.1 order of the columns). gmpy2==2.0.8 mock==4.0.1 yarl==1.6.3 randomly selected high port) rather than only on localhost. (GH#2607) amerkel2, Improved description accuracy of memory-limit option. hdijupyterutils @ file:///home/conda/feedstock_root/build_artifacts/hdijupyterutils_1630130562200/work Do you need an "Any" type when implementing a statically typed programming language? To avoid this, you can joblib==0.14.1 pexpect==4.8.0 Book or a story about a group of people who had become immortal, and traced it back to a wagon train they had all been on. Remeber that in any some cases Pandas is more efficiante (assuming that you can load all the data into the RAM). This declares app in the site module, therefore allowing you to use this at the run module. Making statements based on opinion; back them up with references or personal experience. Please either conda or pip install as follows: conda install dask # either conda install python -m pip install "dask [dataframe]" --upgrade # or python -m pip install --------------------------------------------------------------------------- NOTE: If your import is failing due to a missing package, you can manually install dependencies usin. Added many type annotations and updates to allow for gradually Cythonizing the scheduler. provided function on some fake data. dask.base Dask documentation It can be imported as: Read http://flask.pocoo.org/docs/0.12/api/#flask.current_app for more info. jupyter==1.0.0 (GH#2739) Caleb, Pin pytest >=4 with pip in appveyor and python 3.5 (GH#2737) Matthew Rocklin, Add Experimental UCX Comm (GH#2591) Ben Zaitlen Tom Augspurger Matthew Rocklin, Close nannies gracefully (GH#2731) Matthew Rocklin, add kwargs to progressbars (GH#2638) Manuel Garrido, Add back LocalCluster.__repr__. pathos==0.2.8 An empty pd.DataFrame or pd.Series that matches the dtypes (Ep. Positional arguments to pass to function in addition to the array/series. The link to the dashboard will become visible when you create a client (as shown below). To learn more, see our tips on writing great answers. partd==1.1.0 Why do keywords have to be reserved words? , . Running the code below in Sagemaker Studio jupyter lab: Restarting kernel / reinstallation doesn't work, aiobotocore==1.4.1 pytest-astropy-header==0.1.2 (GH#3160) darindf, Update CONTRIBUTING.md (GH#3159) Jacob Tomlinson, Add Prometheus metric for a workers executing tasks count (GH#3163) darindf, Update Prometheus documentation (GH#3165) darindf, Fix Numba serialization when strides is None (GH#3166) Peter Andreas Entschev, Await cluster in Adaptive.recommendations (GH#3168) Simon Boothroyd, Support automatic TLS (GH#3164) Jim Crist, Avoid swamping high-memory workers with data requests (GH#3071) Tom Augspurger, Update UCX variables to use sockcm by default (GH#3177) Peter Andreas Entschev, Get protocol in Nanny/Worker from scheduler address (GH#3175) Peter Andreas Entschev, Add worker and tasks state for Prometheus data collection (GH#3174) darindf, Use async def functions for offload to/from_frames (GH#3171) Mads R. B. Kristensen, Subprocesses inherit the global dask config (GH#3192) Mads R. B. Kristensen, XFail test_open_close_many_workers (GH#3194) Matthew Rocklin, UCX: avoid double init after fork (GH#3178) Mads R. B. Kristensen, Silence warning when importing while offline (GH#3203) James A. Bednar, Adds docs to Client methods for resources, actors, and traverse (GH#2851) IPetrik, Add test for concurrent scatter operations (GH#2244) Matthew Rocklin, Expand async docs (GH#2293) Dave Hirschfeld, Add PatchedDeviceArray to drop stride attribute for cupy<7.0 (GH#3198) Richard J Zamora, Refactor dashboard module (GH#3138) Jacob Tomlinson, Use setuptools.find_packages in setup.py (GH#3150) Matthew Rocklin, Move death timeout logic up to Node.start (GH#3115) Matthew Rocklin, Only include metric in WorkerTable if it is a scalar (GH#3140) Matthew Rocklin, Add Nanny(config={}) keyword (GH#3134) Matthew Rocklin, Xfail test_worksapce_concurrency on Python 3.6 (GH#3132) Matthew Rocklin, Extend Worker plugin API with transition method (GH#2994) matthieubulte, Raise exception if the user passes in unused keywords to Client (GH#3117) Jonathan De Troye, Move new SSHCluster to top level (GH#3128) Matthew Rocklin, Make dask-worker close quietly when given sigint signal (GH#3116) Matthew Rocklin, Replace use of tornado.gen with asyncio in dask-worker (GH#3114) Matthew Rocklin, UCX: allocate CUDA arrays using RMM and Numba (GH#3109) Mads R. B. Kristensen, Support calling cluster.scale as async method (GH#3110) Jim Crist, Identify lost workers in SpecCluster based on address not name (GH#3088) James Bourbeau, Add Client.shutdown method (GH#3106) Matthew Rocklin, Collect worker-worker and type bandwidth information (GH#3094) Matthew Rocklin, Send noise over the wire to keep dask-ssh connection alive (GH#3105) Gil Forsyth, Retry scheduler connect multiple times (GH#3104) Jacob Tomlinson, Add favicon of logo to the dashboard (GH#3095) James Bourbeau, Remove utils.py functions for their dask/utils.py equivalents (GH#3042) Matthew Rocklin, Lower default bokeh log level (GH#3087) Philipp Rudiger, Check if self.cluster.scheduler is a local scheduler (GH#3099) Jacob Tomlinson, Support clusters that dont have .security or ._close methods (GH#3100) Matthew Rocklin, Use the new UCX Python bindings (GH#3059) Mads R. B. Kristensen, Fix worker preload config (GH#3027) byjott, Fix widget with spec that generates multiple workers (GH#3067) Loc Estve, Make Client.get_versions async friendly (GH#3064) Jacob Tomlinson, Add configuration option for longer error tracebacks (GH#3086) Daniel Farrell, Have Client get Security from passed Cluster (GH#3079) Matthew Rocklin, Respect Cluster.dashboard_link in Client._repr_html_ if it exists (GH#3077) Matthew Rocklin, Add monitoring with dask cluster docs (GH#3072) Arpit Solanki, Protocol of cupy and numba handles serialization exclusively (GH#3047) Mads R. B. Kristensen, Allow specification of worker type in SSHCLuster (GH#3061) Jacob Tomlinson, Use Cluster.scheduler_info for workers= value in repr (GH#3058) Matthew Rocklin, Allow SpecCluster to scale by memory and cores (GH#3057) Matthew Rocklin, Allow full script in preload inputs (GH#3052) Matthew Rocklin, Check multiple cgroups dirs, ceil fractional cpus (GH#3056) Jim Crist, Add blurb about disabling work stealing (GH#3055) Chris White, Add missing test data to sdist tarball (GH#3050) Elliott Sales de Andrade, Use mock from unittest standard library (GH#3049) Elliott Sales de Andrade, Use cgroups resource limits to determine default threads and memory (GH#3039) Jim Crist, Move task deserialization to immediately before task execution (GH#3015) James Bourbeau, Drop joblib shim module in distributed (GH#3040) John Kirkham, Redirect configuration doc page (GH#3038) Matthew Rocklin, Support --name 0 and --nprocs keywords in dask-worker cli (GH#3037) Matthew Rocklin, Remove lost workers from SpecCluster.workers (GH#2990) Guillaume Eynard-Bontemps, Clean up test_local.py::test_defaults (GH#3017) Matthew Rocklin, Replace print statement in Queue.__init__ with debug message (GH#3035) Mikhail Akimov, Set the x_range limit of the Meory utilization plot to memory-limit (GH#3034) Matthew Rocklin, Rely on cudf codebase for cudf serialization (GH#2998) Benjamin Zaitlen, Add fallback html repr for Cluster (GH#3023) Jim Crist, Add support for zstandard compression to comms (GH#2970) Abael He, Avoid collision when using os.environ in dashboard_link (GH#3021) Matthew Rocklin, Fix ConnectionPool limit handling (GH#3005) byjott, Support Spec jobs that generate multiple workers (GH#3013) Matthew Rocklin, Better name for cudf deserialization function name (GH#3008) Benjamin Zaitlen, Make spec.ProcessInterface a valid no-op worker (GH#3004) Matthew Rocklin, Return dictionaries from new_worker_spec rather than name/worker pairs (GH#3000) Matthew Rocklin, Fix minor typo in documentation (GH#3002) Mohammad Noor, Permit more keyword options when scaling with cores and memory (GH#2997) Matthew Rocklin, Add cuda_ipc to UCX environment for NVLink (GH#2996) Benjamin Zaitlen, Add threads= and memory= to Cluster and Client reprs (GH#2995) Matthew Rocklin, Fix PyNVML initialization (GH#2993) Richard J Zamora, Skip exceptions in startup information (GH#2991) Jacob Tomlinson, Add support for separate external address for SpecCluster scheduler (GH#2963) Jacob Tomlinson, Defer cudf serialization/deserialization to that library (GH#2881) Benjamin Zaitlen, Workaround for hanging test now calls ucp.fin() (GH#2967) Mads R. B. Kristensen, Remove unnecessary bullet point (GH#2972) Pav A, Directly import progress from diagnostics.progressbar (GH#2975) Matthew Rocklin, Handle buffer protocol objects in ensure_bytes (GH#2969) Tom Augspurger, Fix documentatation syntax and tree (GH#2981) Pav A, Improve get_ip_interface error message when interface does not exist (GH#2964) Loc Estve, Add cores= and memory= keywords to scale (GH#2974) Matthew Rocklin, Make workers robust to bad custom metrics (GH#2984) Matthew Rocklin, Except all exceptions when checking pynvml (GH#2961) Matthew Rocklin, Pass serialization down through small base collections (GH#2948) Peter Andreas Entschev, Use pytest.warning(Warning) rather than Exception (GH#2958) Matthew Rocklin, Allow server_kwargs to override defaults in dashboard (GH#2955) Bruce Merry, Update utils_perf.py (GH#2954) Shayan Amani, Normalize names with str in retire_workers (GH#2949) Matthew Rocklin, Add GPUCurrentLoad dashboard plots (GH#2944) Matthew Rocklin, Pass GPU diagnostics from worker to scheduler (GH#2932) Matthew Rocklin, Import from collections.abc (GH#2938) Jim Crist, Fixes Worker docstring formatting (GH#2939) James Bourbeau, Redirect setup docs to docs.dask.org (GH#2936) Matthew Rocklin, Wrap offload in gen.coroutine (GH#2934) Matthew Rocklin, Change TCP.close to a coroutine to avoid task pending warning (GH#2930) Matthew Rocklin, Fixup black string normalization (GH#2929) Jim Crist, Move core functionality from SpecCluster to Cluster (GH#2913) Matthew Rocklin, Add aenter/aexit protocols to ProcessInterface (GH#2927) Matthew Rocklin, Add real-time CPU utilization plot to dashboard (GH#2922) Matthew Rocklin, Always kill processes in clean tests, even if we dont check (GH#2924) Matthew Rocklin, Add timeouts to processes in SSH tests (GH#2925) Matthew Rocklin, Add documentation around spec.ProcessInterface (GH#2923) Matthew Rocklin, Cleanup async warnings in tests (GH#2920) Matthew Rocklin, Give 404 when requesting nonexistent tasks or workers (GH#2921) Martin Durant, Raise informative warning when rescheduling an unknown task (GH#2916) James Bourbeau, Add keep-alive message between worker and scheduler (GH#2907) Matthew Rocklin, Rewrite Adaptive/SpecCluster to support slowly arriving workers (GH#2904) Matthew Rocklin, Call heartbeat rather than reconnect on disconnection (GH#2906) Matthew Rocklin, Respect security configuration in LocalCluster (GH#2822) Russ Bubley, Add Nanny to worker docs (GH#2826) Christian Hudon, Dont make False add-keys report to scheduler (GH#2421) tjb900, Include type name in SpecCluster repr (GH#2834) Jacob Tomlinson, Extend prometheus metrics endpoint (GH#2833) Gabriel Sailer, Add alternative SSHCluster implementation (GH#2827) Matthew Rocklin, Dont reuse closed worker in get_worker (GH#2841) Pierre Glaser, SpecCluster: move init logic into start (GH#2850) Jacob Tomlinson, Document distributed.Reschedule in API docs (GH#2860) James Bourbeau, Add fsspec to installation of test builds (GH#2859) Martin Durant, Make await/start more consistent across Scheduler/Worker/Nanny (GH#2831) Matthew Rocklin, Add cleanup fixture for asyncio tests (GH#2866) Matthew Rocklin, Use only remote connection to scheduler in Adaptive (GH#2865) Matthew Rocklin, Add Server.finished async function (GH#2864) Matthew Rocklin, Align text and remove bullets in Client HTML repr (GH#2867) Matthew Rocklin, Test dask-scheduler idle-timeout flag (GH#2862) Matthew Rocklin, Remove Client.upload_environment (GH#2877) Jim Crist, Replace gen.coroutine with async/await in core (GH#2871) Matthew Rocklin, Forcefully kill all processes before each test (GH#2882) Matthew Rocklin, Cleanup Security class and configuration (GH#2873) Jim Crist, Remove unused variable in SpecCluster scale down (GH#2870) Jacob Tomlinson, Add SpecCluster ProcessInterface (GH#2874) Jacob Tomlinson, Add Log(str) and Logs(dict) classes for nice HTML reprs (GH#2875) Jacob Tomlinson, Pass Client._asynchronous to Cluster._asynchronous (GH#2890) Matthew Rocklin, Add default logs method to Spec Cluster (GH#2889) Matthew Rocklin, Add processes keyword back into clean (GH#2891) Matthew Rocklin, Move Worker.local_dir attribute to Worker.local_directory (GH#2900) Matthew Rocklin, Link from TapTools to worker info pages in dashboard (GH#2894) Matthew Rocklin, Avoid exception in Client._ensure_connected if closed (GH#2893) Matthew Rocklin, Convert Pythonic kwargs to CLI Keywords for SSHCluster (GH#2898) Matthew Rocklin, Use kwargs in CLI (GH#2899) Matthew Rocklin, Name SSHClusters by providing name= keyword to SpecCluster (GH#2903) Matthew Rocklin, Request feed of worker information from Scheduler to SpecCluster (GH#2902) Matthew Rocklin, Clear out compatibillity file (GH#2896) Matthew Rocklin, Remove future imports (GH#2897) Matthew Rocklin, Use clicks show_default=True in relevant places (GH#2838) Christian Hudon, Close workers more gracefully (GH#2905) Matthew Rocklin, Close workers gracefully with lifetime keywords (GH#2892) Matthew Rocklin, Add closing

tags to Client._repr_html_ (GH#2911) Matthew Rocklin, Add endline spacing in Logs._repr_html_ (GH#2912) Matthew Rocklin, Fix typo that prevented error message (GH#2825) Russ Bubley, Remove dask-mpi (GH#2824) Matthew Rocklin, Updates to use update_graph in task journey docs (GH#2821) James Bourbeau, Fix Client repr with memory_info=None (GH#2816) Matthew Rocklin, Fix case where key, rather than TaskState, could end up in ts.waiting_on (GH#2819) tjb900, Use Keyword-only arguments (GH#2814) Matthew Rocklin, Relax check for worker references in cluster context manager (GH#2813) Matthew Rocklin, Add HTTPS support for the dashboard (GH#2812) Jim Crist, Use dask.utils.format_bytes (GH#2810) Tom Augspurger.
Remynse Elementary Staff, Mercyhurst Lacrosse Schedule 2023, Niu Men's Gymnastics Roster, How Was Chocolate Originally Eaten, Articles C