py-spy saved our python 3.11 rollout (intermediate) anthony explains

Ғылым және технология

today I show how I solved a perplexing performance degradation using a sampling profiler: py-spy!
playlist: • anthony explains
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I won't ask for subscriptions / likes / comments in videos but it really helps the channel. If you have any suggestions or things you'd like to see please comment below!

Пікірлер: 34

  • @spyr0th3dr4g0n
    @spyr0th3dr4g0n6 ай бұрын

    Performance story time and a new to me tool, 10/10 video

  • @kRySt4LGaMeR
    @kRySt4LGaMeR6 ай бұрын

    Every once and a while youtube starts suggesting me your videos and it's always a joy to learn more.

  • @TigerWalts
    @TigerWalts6 ай бұрын

    Sampling profilers are also useful for languages that use exceptions as some trace profilers can lose track and end up with either incorrect trees or tree nodes bundling the gap with a name that may as well be ¯\_(ツ)_/¯. I've also seen trace profilers just hang or return zero data as well as nodes in completely the wrong place. Not capturing all possible call stacks isn't a problem if you are debugging a high CPU problem. A few hundred samples is usually enough.

  • @vinitkumar2923
    @vinitkumar29236 ай бұрын

    Another Gem. Great work and useful tip. :)

  • @user-nv3fy6bd4p
    @user-nv3fy6bd4p6 ай бұрын

    love stuff. always fascinating how strange these bugs manifest in production.

  • @gaiashkenazy
    @gaiashkenazy6 ай бұрын

    Great video!! I learn so much from your videos!!

  • @nevokrien95
    @nevokrien956 ай бұрын

    It's kinda wild to me that I am still using 3.8 for most projects that need the strongest compute. Kinda funy how things went the other way with deeplearning and hpc

  • @jake115577
    @jake1155775 күн бұрын

    If Anthony has paid tutorial courses, I will buy every single one of them even if I go broke.

  • @Hello-od2tj
    @Hello-od2tj6 ай бұрын

    love these kind of videos

  • @gardnmi
    @gardnmi6 ай бұрын

    Interesting, looking at the docs of 3.11 it doesn't say anything changed in inspect.stack except for the return type. Curious that is so much slower.

  • @d3stinYwOw

    @d3stinYwOw

    6 ай бұрын

    Changing return type might be just what's documented 'for the user'. Internally it might change a lot to meet that new return type.

  • @anthonywritescode

    @anthonywritescode

    6 ай бұрын

    if you watch to the end or look closely at the profile it's not actually inspect stack where the self time happens and the slowdown occurs but in getmodule

  • @sillybuttons925
    @sillybuttons9256 ай бұрын

    I like these solving real world problem vids.

  • @BrianJorgensenAbides
    @BrianJorgensenAbides6 ай бұрын

    I’m not even sure we haven’t worked together, you remind me of my favorite python CS athletes and colleagues. But I definitely clicked on this because of your shocked face in the thumbnail. Haha, you don’t do that often. Thanks for being authentic, sir! (I heard the tech details too, just had to compliment)

  • @shreekss2539
    @shreekss25396 ай бұрын

    Great video. I would love to see a video on Celery.

  • @anthonywritescode

    @anthonywritescode

    6 ай бұрын

    I do not recommend using celery so I probably won't be making a video on it

  • @chiragjn101

    @chiragjn101

    6 ай бұрын

    @@anthonywritescode I would still like a video on why celery might not be the best choice. I have used celery quite extensively in production and I too would pick something lighter like dramatiq just because of the number of regressions across three or more separate libraries (kombu, billiard, celery) every version upgrade. Can't really blame the already small team of maintainers, it is a huge project that everyone uses differently.

  • @amminamaro
    @amminamaro5 ай бұрын

    Any opinions on 'scalene' Which is another profiler I have heard of but not used. Perhaps it is of this other profile type you mentioned?

  • @anthonywritescode

    @anthonywritescode

    5 ай бұрын

    haven't used it but it is another sampling profiler

  • @yudhiesh1997
    @yudhiesh19976 ай бұрын

    What do you think about using a continuous profiler for your applications in Production?

  • @anthonywritescode

    @anthonywritescode

    6 ай бұрын

    I wouldn't do it all the time. a profiler adds significant overhead and most of the time you don't care about performance data

  • @yudhiesh1997

    @yudhiesh1997

    6 ай бұрын

    @@anthonywritescode sorry I meant using a sampling profiler continuously. There is still some slight overhead and just with logging you get to see what happens most of the time as it happens.

  • @anthonywritescode

    @anthonywritescode

    6 ай бұрын

    at scale "slight overhead" is significant

  • @RuslanKovtun
    @RuslanKovtun6 ай бұрын

    12:00 - why do you have `Generator[str, None, None]` instead of `Iterable[str]`?

  • @anthonywritescode

    @anthonywritescode

    6 ай бұрын

    because it is a generator

  • @C0pernicus
    @C0pernicus5 ай бұрын

    Any thoughts on this compared to pyinstrument?

  • @anthonywritescode

    @anthonywritescode

    5 ай бұрын

    nope, haven't used it

  • @robosergTV
    @robosergTV6 ай бұрын

    we dont even know what sentry is and what it does. A little bit of context would have been very helpful

  • @anthonywritescode

    @anthonywritescode

    6 ай бұрын

    use your favorite search engine -- though if you're a developer I'm surprised you haven't heard of it

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