From ad7007950ad4f8c1b6579813ef3ec7f07b3aa749 Mon Sep 17 00:00:00 2001 From: Abhi Agarwal Date: Thu, 2 Jan 2025 11:29:37 -0500 Subject: [PATCH] vault backup: 2025-01-02 11:29:36 --- content/education/omscs/cs-6200.md | 9 +- content/education/omscs/cs-7674.md | 4 +- content/education/omscs/index.md | 2 +- content/finance/credit-cards.md | 4 +- content/finance/finance-for-new-grads.md | 35 ++- content/finance/stocks.md | 10 +- .../installing-cuda-nvidia-drivers-on-lxc.md | 9 +- content/health/adhd/regret-and-adhd.md | 23 +- content/index.md | 5 +- .../llms/tokenization-is-all-you-need.md | 11 +- content/media/anime/frieren-at-the-funeral.md | 6 +- content/media/books/world-war-z.md | 4 +- content/programming/concepts/rbac.md | 5 +- content/programming/concepts/work-stealing.md | 25 +- content/programming/index.md | 2 +- .../things-i-hate-about-cpp/basic-fstream.md | 8 +- .../destructive-moves.md | 5 +- .../cpp/things-i-hate-about-cpp/index.md | 2 +- .../javascript/why-so-many-config-formats?.md | 3 +- .../python/fastapi/globals-in-fastapi.md | 279 ++++++++++++++---- .../programming/languages/python/threading.md | 71 ++--- .../programming/operating-systems/index.md | 2 +- .../linux/fcntl-atomic-locks.md | 31 +- .../linux/sending-fds-through-uds.md | 24 +- .../macos/macos-native-docker.md | 3 +- content/sports/nba/advanced-stats.md | 3 +- .../basketball-makes-me-really-emotional.md | 27 +- .../hoopers-i'll-remember/derrick-white.md | 2 +- .../hoopers-i'll-remember/good-teams-man.png | Bin 726382 -> 0 bytes .../sports/nba/hoopers-i'll-remember/index.md | 2 +- .../nba/hoopers-i'll-remember/jamal-murray.md | 20 -- .../nba/hoopers-i'll-remember/james-harden.md | 7 +- .../nba/hoopers-i'll-remember/kate-martin.md | 1 + .../michael-porter-jr.md | 10 - .../sports/nba/moments-i'll-remember/index.md | 2 +- .../jamal-murray-game-winner-2024.md | 9 +- .../jayson-tatum-game-winner-2022.md | 3 +- content/sports/nfl/advanced-stats.md | 3 +- content/tags/notes.md | 2 +- content/tags/observations.md | 2 +- content/tags/thoughts.md | 2 +- content/the-art-of-writing-fast.md | 4 +- content/why-i-want-to-write.md | 7 +- 43 files changed, 436 insertions(+), 252 deletions(-) delete mode 100644 content/sports/nba/hoopers-i'll-remember/good-teams-man.png delete mode 100644 content/sports/nba/hoopers-i'll-remember/jamal-murray.md delete mode 100644 content/sports/nba/hoopers-i'll-remember/michael-porter-jr.md diff --git a/content/education/omscs/cs-6200.md b/content/education/omscs/cs-6200.md index 63e058d..321289c 100644 --- a/content/education/omscs/cs-6200.md +++ b/content/education/omscs/cs-6200.md @@ -4,9 +4,10 @@ tags: aliases: - gios --- -My first class I took at Georgia Tech's OMSCS program was cs-6200, or Graduate Introduction to Operating Systems (**GIOS**). I took it in **Spring 2024**. This is my first formal CS class, ever. I took a couple in college but they were mostly fluff and designed around numerical applications of code. I took it alongside [[cs-7674|ml4t]]. -I loved the class. It's probably my favorite class I've taken in anything, ever. +My first class I took at Georgia Tech's OMSCS program was cs-6200, or Graduate Introduction to Operating Systems (**GIOS**). I took it in **Spring 2024**. This is my first formal CS class, ever. I took a couple in college but they were mostly fluff and designed around numerical applications of code. I took it alongside [[cs-7674|ml4t]]. + +I loved the class. It's probably my favorite class I've taken in anything, ever. In GIOS, the cool thing is that the projects are open-ended. All you have to do is pass a test suite they provided. For Project 1, I did it strictly by the book. For Project 3, I did something very weird and zany to the point where the Autograder actually got confused by my project. Project 4 was my least favorite: it uses gRPC and C++, and I ended up disliking both by the end of it (mostly the C++ API of gRPC, I've used the protocol in other languages successfully). @@ -22,6 +23,6 @@ The projects don't really reflect "OS development". It's more, "you're developin [[macos-native-docker]]: The class environment is an Ubuntu 20.04 x86 environment, I needed to run a class-provided docker image to perfectly replicate our testing environment to make sure I wasn't dealing with quirks. I use a M1 Pro Macbook 14 that I absolutely adore, and didn't want to deal with a Cloud VM to develop. -[[basic-fstream]]: I spent over 3 hours debugging this problem in Project 4. I hate C++. +[[basic-fstream]]: I spent over 3 hours debugging this problem in Project 4. I hate C++. -[[destructive-moves]]: A design choice I made in Project 4 was rendered impossible due to this. \ No newline at end of file +[[destructive-moves]]: A design choice I made in Project 4 was rendered impossible due to this. diff --git a/content/education/omscs/cs-7674.md b/content/education/omscs/cs-7674.md index 6cef0fb..751bb63 100644 --- a/content/education/omscs/cs-7674.md +++ b/content/education/omscs/cs-7674.md @@ -4,9 +4,9 @@ tags: aliases: - ml4t --- + My second class at OMSCS was cs-7674, Machine Learning for Trading (**ML4T**). I thought it was... alright? It's mostly just Python stuff, of which I'm very familiar with. I took it alongside [[cs-6200|gios]]. It's kind of like an introduction into data science techniques with a focus on ML. Now I'm not an ML person at all, my undergraduate background is in economics and math, but ML is just statistical models. I came in not knowing much and breezed through the class with said knowledge of statistics. I'm probably killing my career by saying ML isn't really my cup of tea. Honestly, stocks aren't either, I'm a believer in the Efficient Market Hypothesis and [[stocks|buy $VTSAX and chill]]. I'm more interested in ML from a mathematical standpoint, this class is mostly Applied ML. It'll certainly help you get a job, if that's what you're looking for. -I spent maybe 10 hours per week on the class. I didn't feel really engaged during the class at all. I just thought it was kinda... - +I spent maybe 10 hours per week on the class. I didn't feel really engaged during the class at all. I just thought it was kinda... diff --git a/content/education/omscs/index.md b/content/education/omscs/index.md index 237b9f5..c3793f3 100644 --- a/content/education/omscs/index.md +++ b/content/education/omscs/index.md @@ -1 +1 @@ -Notes about all the classes I took at OMSCS, with a mini review and any thoughts I had about them. \ No newline at end of file +Notes about all the classes I took at OMSCS, with a mini review and any thoughts I had about them. diff --git a/content/finance/credit-cards.md b/content/finance/credit-cards.md index 99b9d60..af80e9f 100644 --- a/content/finance/credit-cards.md +++ b/content/finance/credit-cards.md @@ -1,7 +1,9 @@ --- tags: - thoughts +draft: true --- + Credit cards are such a fun system. For me, there's kinda a thrill associated with them — you get access to "free" money for a month, but if you fuck up, you get hit with an exorbitant fine. -Credit cards are a big driver of inequality. The current system is based on rewards being funded through irresponsible borrowers. It's basically a wealth transfer from the poor to the wealthy. On a logical level, I shouldn't really support it. If credit cards rewards were to disappear tomorrow, I wouldn't mourn it. \ No newline at end of file +Credit cards are a big driver of inequality. The current system is based on rewards being funded through irresponsible borrowers. It's basically a wealth transfer from the poor to the wealthy. On a logical level, I shouldn't really support it. If credit cards rewards were to disappear tomorrow, I wouldn't mourn it. diff --git a/content/finance/finance-for-new-grads.md b/content/finance/finance-for-new-grads.md index 0a3b98d..7b2f201 100644 --- a/content/finance/finance-for-new-grads.md +++ b/content/finance/finance-for-new-grads.md @@ -2,36 +2,39 @@ title: '"I just graduated! What the hell am I supposed to do with all this money?"' tags: - observations +draft: true --- + > [!warning] Disclaimer > Do I need to put a disclaimer on my own notes? I'm not a financial advisor, I don't have a license, this is not advice, I'm not liable for any decisions you don't make. Don't sue me. + # Introduction I want to preface this by saying **YOU ARE NOT A DUMMY!!!!!** -Finance is not something that's taught in schools.^[1] Money doesn't matter until it does matter. I certainly blindly earned paychecks from odd jobs until I got my first big-boy job after college, until everything hit me. +Finance is not something that's taught in schools.^[1] Money doesn't matter until it does matter. I certainly blindly earned paychecks from odd jobs until I got my first big-boy job after college, until everything hit me. -*What the heck is a ROTH IRA?* -*Girl, what the hell is a Traditional IRA* -*401k?? Employee match. Pre-tax deduction???* -*Why should I care about Retirement? I'm 22 years old?* -*Federal Taxes? State Taxes? WTF is a 'FICA'???* -*Will the government jail me if I underpay my taxes?* +_What the heck is a ROTH IRA?_ +_Girl, what the hell is a Traditional IRA_ +_401k?? Employee match. Pre-tax deduction???_ +_Why should I care about Retirement? I'm 22 years old?_ +_Federal Taxes? State Taxes? WTF is a 'FICA'???_ +_Will the government jail me if I underpay my taxes?_ You are not alone if you have these questions. There are few trustworthy sources for financial information, with most companies trying to sell some product. You really shouldn't trust me either — instead, I'll do my best to link the sources that further elaborate on my thinking. I wrote this primarily because I became "the guy" explaining finance to all my friends, and quite frankly, I got tired of copy-pasting the spiel I wrote in my notes app. As such, this is written from the perspective of someone making the median income after graduating college in the United States, which I've guesstimated to be around 50k, give or take. If you're not a college graduate, or you're making more or less, don't sweat; your income is not a reflection of your self-worth, and this advice can be generalized to anyone. Even if you've been working for a long time, you might learn something new from this. -Let's dive in! +Let's dive in! ->[!tip] ->If you're interested in reading a book, I'd recommend checking out *A Simple Path to Wealth* by JL Collins. While I personally haven't read it, I've had plenty of friends who have and strongly recommend it. I'd recommend it over this document. At the very least, consider checking it out from your local library after you've read this. +> [!tip] +> If you're interested in reading a book, I'd recommend checking out _A Simple Path to Wealth_ by JL Collins. While I personally haven't read it, I've had plenty of friends who have and strongly recommend it. I'd recommend it over this document. At the very least, consider checking it out from your local library after you've read this. # Give me the rundown! -Okay, so you have a big boy job now. You've just earned your first paycheck. Let's break down what your paycheck actually *is*. +Okay, so you have a big boy job now. You've just earned your first paycheck. Let's break down what your paycheck actually _is_. Here's an example paycheck for someone making a 50k salary, just base, no bonus/equity/whatever. This is modeled after my own paycheck in Massachusetts. @@ -44,9 +47,9 @@ Here's an example paycheck for someone making a 50k salary, just base, no bonus/ | Social Security | -114 | Pays into Social Security | | Medicare | -27 | Pays for Medicare | | Healthcare | -85 | Healthcare you chose, deducted from your paycheck | -| => Net Income | 1470 | *your* money | -Your **gross** income is the money you make *before* taxes and various deductions, while your **net** income is the money you you get afterwards. Net goes into your bank account. +| => Net Income | 1470 | _your_ money | +Your **gross** income is the money you make _before_ taxes and various deductions, while your **net** income is the money you you get afterwards. Net goes into your bank account. # Let's go deep. @@ -54,8 +57,6 @@ Your **gross** income is the money you make *before* taxes and various deduction ## Taxes - - ## Healthcare ## Retirement @@ -64,6 +65,4 @@ Your **gross** income is the money you make *before* taxes and various deduction ## Credit Cards - - -[^1]: And I don't want to hear the "oh, it should've been taught in school", face it, you and I would've both slept through it. \ No newline at end of file +[^1]: And I don't want to hear the "oh, it should've been taught in school", face it, you and I would've both slept through it. diff --git a/content/finance/stocks.md b/content/finance/stocks.md index 0792916..504af9f 100644 --- a/content/finance/stocks.md +++ b/content/finance/stocks.md @@ -1,7 +1,9 @@ --- tags: - thoughts +draft: true --- + > [!warning] Disclaimer > Do I need to put a disclaimer on my own notes? I'm not a financial advisor, I don't have a license, this is not advice, I'm not liable for any decisions you don't make. Don't sue me. @@ -9,10 +11,10 @@ I think investing in single stocks is pretty much the biggest myth that gets con No one has managed to beat the market consistently for over 30+ years. People can do it in 1, 5, 10, even 20 year spurts, but no one has ever done it for 30 years. Why? The market is the sum of people's decision-making. If someone is successful at decision-making, other people are going to copy them. There's a first-movers advantage, and in the age of the internet, that has functionally evaporated. -Warren Buffet challenged a group of hedge fund managers in 2008 to beat his buy of the S&P500. 10 years later, he [overwhelmingly won](https://finance.yahoo.com/news/warren-buffett-once-bet-1m-113000485.html). Like, this is *thee* Warren Buffet, regarded as the greatest investor of all-time. And he won by doing something anyone can do, which is buy the S&P500 (or more broadly, an index). +Warren Buffet challenged a group of hedge fund managers in 2008 to beat his buy of the S&P500. 10 years later, he [overwhelmingly won](https://finance.yahoo.com/news/warren-buffett-once-bet-1m-113000485.html). Like, this is _thee_ Warren Buffet, regarded as the greatest investor of all-time. And he won by doing something anyone can do, which is buy the S&P500 (or more broadly, an index). -This general idea is called the Efficient Market Hypothesis. There are several forms of it, strong weak etc. I don't remember the name of the variant that I believe in, but I believe it's impossible to beat the market consistently unless you have insider information. +This general idea is called the Efficient Market Hypothesis. There are several forms of it, strong weak etc. I don't remember the name of the variant that I believe in, but I believe it's impossible to beat the market consistently unless you have insider information. -Hedge funds get a lot of praise but don't actually have much to show for it. Indeed, hedge funds aren't designed to grow your money, but to grow your money *consistently*. Sure, on a year-to-year basis you might outperform the S&P in a given year, but why care about that? Your goal is to grow your money over a long period of time, not to withdraw it on a year-to-year basis. You probably work a job, earn your money through there. They also charge a ridiculous fee, so even if they are growing your money, they're likely taking a huge chunk of it into their own properties. +Hedge funds get a lot of praise but don't actually have much to show for it. Indeed, hedge funds aren't designed to grow your money, but to grow your money _consistently_. Sure, on a year-to-year basis you might outperform the S&P in a given year, but why care about that? Your goal is to grow your money over a long period of time, not to withdraw it on a year-to-year basis. You probably work a job, earn your money through there. They also charge a ridiculous fee, so even if they are growing your money, they're likely taking a huge chunk of it into their own properties. -You can be lucky, you could be right, you could really be smarter than the market. You're not, no one is. So like, buy your index funds. All the effort you spend towards thinking about stocks, spent it towards increasing your earning potential. The ROI on that is stronger than it'll ever be on stocks. +You can be lucky, you could be right, you could really be smarter than the market. You're not, no one is. So like, buy your index funds. All the effort you spend towards thinking about stocks, spent it towards increasing your earning potential. The ROI on that is stronger than it'll ever be on stocks. diff --git a/content/hardware/nvidia/installing-cuda-nvidia-drivers-on-lxc.md b/content/hardware/nvidia/installing-cuda-nvidia-drivers-on-lxc.md index f2977a8..703f688 100644 --- a/content/hardware/nvidia/installing-cuda-nvidia-drivers-on-lxc.md +++ b/content/hardware/nvidia/installing-cuda-nvidia-drivers-on-lxc.md @@ -3,17 +3,18 @@ title: Installing CUDA/Nvidia Drivers on a host to be shared with Linux Containe tags: - observations --- + I have a Proxmox server with an RTX 4090. I want to share the GPU across multiple lightweight Linux Containers (LXCs), of which they might share them with Docker containers, which could theoretically share... whatever, you get it. I want access to `nvcc` on LXCs for development. I also want access to the drivers so applications that use hardware acceleration (such as [Jellyfin](https://github.com/jellyfin/jellyfin)) can... accelerate. This is a little bit more of a convoluted process than it may seem like. It involves messing with the kernel, building kernel modules, passing through drivers, and downloading multiple packages, but in the end, you get a GPU that can be used in multiple contexts avoiding the overhead of virtualization, with all the upside of containerization and isolation. > [!info] -> If you can avoid it, don't install CUDA on your host or LXCs. You should use devcontainer ecosystem and develop inside a docker container, pulling [`nvidia/cuda-devel`](https://hub.docker.com/r/nvidia/cuda/) for `nvcc` access, and you *should* do this to pin your dependencies. However, you *will* need to have the corresponding drivers installed on the host and any additional layers of isolation. This guide includes the installation of drivers, you can skip the CUDA stuff if it's not relevant. +> If you can avoid it, don't install CUDA on your host or LXCs. You should use devcontainer ecosystem and develop inside a docker container, pulling [`nvidia/cuda-devel`](https://hub.docker.com/r/nvidia/cuda/) for `nvcc` access, and you _should_ do this to pin your dependencies. However, you _will_ need to have the corresponding drivers installed on the host and any additional layers of isolation. This guide includes the installation of drivers, you can skip the CUDA stuff if it's not relevant. -I'm doing this on a fresh installation of Proxmox. My server is using a 7950x3D + a PNY RTX 4090 (my beloved). I will be using debian (btw) as my LXC guest since it's the gold standard, but all of this can be adapted to your relevant distro. +I'm doing this on a fresh installation of Proxmox. My server is using a 7950x3D + a PNY RTX 4090 (my beloved). I will be using debian (btw) as my LXC guest since it's the gold standard, but all of this can be adapted to your relevant distro. # Getting the relevant driver -Here's a fun fact: NVIDIA releases CUDA releases separately from their gaming/workload drivers, but the latter drivers may sometimes be ahead of their CUDA-based drivers. This can lead to some *fun* (author's note: horrible) scenarios. NVIDIA does not directly publish what version of the driver is associated with a CUDA release, you need to figure it out yourself. *woohoo!* +Here's a fun fact: NVIDIA releases CUDA releases separately from their gaming/workload drivers, but the latter drivers may sometimes be ahead of their CUDA-based drivers. This can lead to some _fun_ (author's note: horrible) scenarios. NVIDIA does not directly publish what version of the driver is associated with a CUDA release, you need to figure it out yourself. _woohoo!_ -God, NVIDIA, I might be your only defender left, but can you please make it easier for the rest of us? \ No newline at end of file +God, NVIDIA, I might be your only defender left, but can you please make it easier for the rest of us? diff --git a/content/health/adhd/regret-and-adhd.md b/content/health/adhd/regret-and-adhd.md index af7548e..5693eb4 100644 --- a/content/health/adhd/regret-and-adhd.md +++ b/content/health/adhd/regret-and-adhd.md @@ -4,19 +4,20 @@ tags: title: Regret and ADHD description: I got diagnosed with ADHD when I was 21 years old. I was illuminating, and extremely frustrating. --- + I've always been a person who kinda, "does their own thing". You could call it selfishness. You could call it eccentricity. The truth is probably somewhere in the middle. I learned it's called, "my dopamine regulators are just a teensy bit fucked up". -I've never been a good student. According to my GPA, at least. In high school, I was constantly engaged, pretty funny, and all my teachers would always tell me I was one of their favorite students. But I seldom did homework, I skipped class all the time because I was bored, and my GPA was *low*. Like, in the low 3.0s *weighted*, which is nuts considering I took many Honors and AP classes. I did well on the standardized tests, which were my saving grace, but I never really cared to study for them. And why would I? I got 98 percentile scores. I ended up getting into an "elite" college which had a test-optional policy. +I've never been a good student. According to my GPA, at least. In high school, I was constantly engaged, pretty funny, and all my teachers would always tell me I was one of their favorite students. But I seldom did homework, I skipped class all the time because I was bored, and my GPA was _low_. Like, in the low 3.0s _weighted_, which is nuts considering I took many Honors and AP classes. I did well on the standardized tests, which were my saving grace, but I never really cared to study for them. And why would I? I got 98 percentile scores. I ended up getting into an "elite" college which had a test-optional policy. Had I studied, I would've gotten 99 percentile scores. And that's the damn problem. In college, I decided to reinvent myself. I would throw myself into the library for hours each day, refusing to do homework in my room. I tried every strategy I could, using pomodoro, forcing myself to take hand-written notes. My grades rapidly improved in college. -But my grades were not improving because I had become a better student, it was because the distribution of my homework had changed. I didn't have busy work. At the time, I prided myself on my dedication and hustle. I knew that if I put my mind to anything, I could do anything. +But my grades were not improving because I had become a better student, it was because the distribution of my homework had changed. I didn't have busy work. At the time, I prided myself on my dedication and hustle. I knew that if I put my mind to anything, I could do anything. -But I was burnt out. So, so heavily burnt out. While I saw my friends take notes that would only take them a couple hours, it took me double that. And that's not to say that the actual *process* of consuming information and writing notes was difficult, but hunkering down to take the notes was the actual problem. I would get distracted. +But I was burnt out. So, so heavily burnt out. While I saw my friends take notes that would only take them a couple hours, it took me double that. And that's not to say that the actual _process_ of consuming information and writing notes was difficult, but hunkering down to take the notes was the actual problem. I would get distracted. At the age of 21, I got diagnosed with ADHD from a psychiatrist. She remarked to me that "it's incredible that I got so far with my level of hyperactivity and inattentiveness". I think she was trying to make me feel better, but in all honesty, it made me feel like dogshit. @@ -24,22 +25,22 @@ When I was a child, I had been misdiagnosed with ASD, which then corrected itsel Sorry for all the swearing. You might be able to tell, but this whole topic makes me feel pretty emotional. -I started taking Vyvanse at the start of my senior fall semester, which cost me 50 bucks a month. I had to quit it later that semester since I had poor cardiovascular health that was being exacerbated by the drug, but for the first time in my entire life, I had *focus*. I could do things without expending mental effort. I wrote my entire thesis while on this amphetamines. +I started taking Vyvanse at the start of my senior fall semester, which cost me 50 bucks a month. I had to quit it later that semester since I had poor cardiovascular health that was being exacerbated by the drug, but for the first time in my entire life, I had _focus_. I could do things without expending mental effort. I wrote my entire thesis while on this amphetamines. -Like most brain disorders, ADHD is not well-understood. Anyone claiming they definitively *know* how ADHD works is an idiot or a grifter. The general consensus seems to be that people with ADHD have messed-up dopamine receptors. That is, their risk-reward functions are messed up. While I can logically conceptualize the advantages of risk-reward, my ADHD brain doesn't agree with my logical processing. That was the source of my exhaustion, I was waging a war with my own brain, convincing it to believe the own things I reasoned myself to do. Amphetamines solve this by reversing the dopamine transmission inside the brain, enabling people with this so-called "dopamine deficiency" to have the same *feelings* of reasoning that other people do. It's no longer a war, my body agrees with (or defers? to) my logic. +Like most brain disorders, ADHD is not well-understood. Anyone claiming they definitively _know_ how ADHD works is an idiot or a grifter. The general consensus seems to be that people with ADHD have messed-up dopamine receptors. That is, their risk-reward functions are messed up. While I can logically conceptualize the advantages of risk-reward, my ADHD brain doesn't agree with my logical processing. That was the source of my exhaustion, I was waging a war with my own brain, convincing it to believe the own things I reasoned myself to do. Amphetamines solve this by reversing the dopamine transmission inside the brain, enabling people with this so-called "dopamine deficiency" to have the same _feelings_ of reasoning that other people do. It's no longer a war, my body agrees with (or defers? to) my logic. What could I have been if I were to be properly medicated? Could I be a quant making 500k? Whatever, I'm a software engineer in America, I make so much money relative to my peers and the entire world that complaining I'm not making quadruple that deserves a punch in the face. -Would I have done a better job developing meaningful relationships with other people instead of dropping in and out of their lives, treating them like our relationships are ephemeral? This is the thing that kills me the most. My whole life, I've treated relationships like they should *always* be there. I've had friends I haven't talked to in months, and then expect them to be the exact same when I return. My logic being, "I'm gonna treat you the same way I always treated you, why would you change?" This is not how people work. I've lost many relationships by treating people like this. +Would I have done a better job developing meaningful relationships with other people instead of dropping in and out of their lives, treating them like our relationships are ephemeral? This is the thing that kills me the most. My whole life, I've treated relationships like they should _always_ be there. I've had friends I haven't talked to in months, and then expect them to be the exact same when I return. My logic being, "I'm gonna treat you the same way I always treated you, why would you change?" This is not how people work. I've lost many relationships by treating people like this. -And those aren't things I can get back. No one cares or wants to listen to "sorry I treated you terribly, my dopamine receptors suckkkk bro". +And those aren't things I can get back. No one cares or wants to listen to "sorry I treated you terribly, my dopamine receptors suckkkk bro". -I feel embarrassed talking about this, in all honesty. I don't want to be the person who blames my problems on something outside of me. But what exactly *am* I supposed to do? It's disingenuous to say that my literal brain chemicals aren't responsible, at least partially, for my behavior. The way I try to rationalize it is that the ADHD provides an explanation, but it doesn't really provide an excuse. I'm ultimately responsible for my actions, regardless for why they happened. It doesn't make me feel good to reach this conclusion, but it's the only one that doesn't run contrary to my own values. +I feel embarrassed talking about this, in all honesty. I don't want to be the person who blames my problems on something outside of me. But what exactly _am_ I supposed to do? It's disingenuous to say that my literal brain chemicals aren't responsible, at least partially, for my behavior. The way I try to rationalize it is that the ADHD provides an explanation, but it doesn't really provide an excuse. I'm ultimately responsible for my actions, regardless for why they happened. It doesn't make me feel good to reach this conclusion, but it's the only one that doesn't run contrary to my own values. -I'm luckier than most. I got diagnosed when I was 21. I was high-performing *before* my diagnosis, and high-performing *after*. If you read this piece as "a smart, accomplished person complaining he's in the 90th percentile not the 95 percentile." you would be right. Comparison is the thief of joy. But in this case, the comparison is to myself. +I'm luckier than most. I got diagnosed when I was 21. I was high-performing _before_ my diagnosis, and high-performing _after_. If you read this piece as "a smart, accomplished person complaining he's in the 90th percentile not the 95 percentile." you would be right. Comparison is the thief of joy. But in this case, the comparison is to myself. -Amphetamines aren't considered addictive in the chemical sense. However, people without ADHD get psychologically hooked onto them because they unlock a higher level of cognition, and they find that they don't acknowledge themselves outside their meds. Their better version is who they are. I can relate and understand. But to me, I don't consider myself on my meds to be *a better version of myself*, I consider them to be *who I am meant to be*. +Amphetamines aren't considered addictive in the chemical sense. However, people without ADHD get psychologically hooked onto them because they unlock a higher level of cognition, and they find that they don't acknowledge themselves outside their meds. Their better version is who they are. I can relate and understand. But to me, I don't consider myself on my meds to be _a better version of myself_, I consider them to be _who I am meant to be_. So what can I do? I can keep moving forward. I can try and not feel regret. But it's damn hard. For the formative years of my life, I was working with a penalty. I accomplished so much, but I could've accomplished more. Instead of beating myself up every single night and feeling intense self-loathing, wondering why I simply can't do things the way other people do, I could've had something else to blame. -I can't take back my actions. All I can do is improve. I hope someday I will no longer feel regret. I think it will happen, some day in the future. But for now, all I can do is live with it. \ No newline at end of file +I can't take back my actions. All I can do is improve. I hope someday I will no longer feel regret. I think it will happen, some day in the future. But for now, all I can do is live with it. diff --git a/content/index.md b/content/index.md index 900ed47..6bd5e79 100644 --- a/content/index.md +++ b/content/index.md @@ -2,13 +2,14 @@ title: Welcome to my notes :) description: Welcome to Abhi's Notes, a place for short-form thoughts about thingies. --- + I tend to spend hours, sometime even days, going on wild goose chases to answer the weird questions I have. I'd like to think of it as a hobby. My father would always tell me not to learn too much "useless information". While I understand his perspective, to me, one of the few joys of life is collecting little trinkets of information. So, this is a collection of various writings about thingies! This is intended mostly to be short-form content, things I write as they pop into my head while waiting for the T. It could be reference material based on a question I had, it could be my thoughts about a show I recently watched. I make no promises for what this site may contain, both in quality and substance. My goal is for everything to be readable in under 10 minutes. That is to say, please do not cite me seriously. -If you're interested in what I have to say in more of a long-form format, check out my [blog](https://abhi.rodeo/blog). That's intended to be a bit more published content, more on the technical side. +If you're interested in what I have to say in more of a long-form format, check out my [blog](https://abhi.rodeo/blog). That's intended to be a bit more published content, more on the technical side. Please feel free to click around and find whatever tickles your fancy. There's also a search bar. To help guide you, here's a list of tags I use to try and organize anything I create. @@ -18,4 +19,4 @@ Please feel free to click around and find whatever tickles your fancy. There's a [[tags/observations]] -Enjoy :) \ No newline at end of file +Enjoy :) diff --git a/content/machine-learning/llms/tokenization-is-all-you-need.md b/content/machine-learning/llms/tokenization-is-all-you-need.md index 9eb30d5..30a3a03 100644 --- a/content/machine-learning/llms/tokenization-is-all-you-need.md +++ b/content/machine-learning/llms/tokenization-is-all-you-need.md @@ -3,22 +3,23 @@ tags: - thoughts title: Tokenization is all you need --- + A LLM, at the end of the day, is a fancy autocomplete. A fancy autocomplete that ingests a bunch of tokens, embeds them to "understand" the semantic context of said tokens, and then outputs a bunch of tokens based on statistical modeling. -I've been thinking a lot recently about how we can make LLMs really start to do interesting things. The current meta (pun not intended) is to make the LLMs output structured info. Say we want the LLM to call a function, we simply tell the LLM "hey, here's my registry of functions" and we expect it to output JSON that describes how it wants to utilize these functions. Of course, is very buggy as LLM's do not understand what "JSON" is and instead understand the statistical nature of what JSON should look like, leading to the development of many fault-tolerant JSON parsers. +I've been thinking a lot recently about how we can make LLMs really start to do interesting things. The current meta (pun not intended) is to make the LLMs output structured info. Say we want the LLM to call a function, we simply tell the LLM "hey, here's my registry of functions" and we expect it to output JSON that describes how it wants to utilize these functions. Of course, is very buggy as LLM's do not understand what "JSON" is and instead understand the statistical nature of what JSON should look like, leading to the development of many fault-tolerant JSON parsers. -This sucks. In the context of "function calling", the LLM performs actions with the functions, and then it receives more inputs that it uses to form its next response. It's slow, inefficient, and it's not at all how humans operate. I mean, maybe we do, we operate on this world and then observe the side effects and continue operating. +This sucks. In the context of "function calling", the LLM performs actions with the functions, and then it receives more inputs that it uses to form its next response. It's slow, inefficient, and it's not at all how humans operate. I mean, maybe we do, we operate on this world and then observe the side effects and continue operating. But what if, instead of teaching the LLM how to output its actions in a tokenized form, we allow it to output the actions itself in its embedded space? -For example, if we give the LLM 2 tokens — one represents "raise left hand", and the other represents "raise right hand", the LLM will output tokens that represent that reality. Then, some external system can interpret these tokens and do the appropriate action — after all, even the brain needs a body to actually execute actions — but the point being is that the LLM is consciously executing those actions, not describing *how* it wants to execute those actions. +For example, if we give the LLM 2 tokens — one represents "raise left hand", and the other represents "raise right hand", the LLM will output tokens that represent that reality. Then, some external system can interpret these tokens and do the appropriate action — after all, even the brain needs a body to actually execute actions — but the point being is that the LLM is consciously executing those actions, not describing _how_ it wants to execute those actions. Isn't that the same for what humans do? We're constantly ingesting information, whether it be sound, heat, visual, etc. I don't think we convert into numerical embeddings in the technical sense, but I do think we do something similar. When we receive stimulus, we act. Our supercomputer bodies are able to take all that information and react to it by converting it into a "process our body understands" involving complex chemistry, that enables us to do actions and interact with the world, continuously feeding feedback and acting. We're also really advanced prediction models. For an example: most "text-to-speech" and "speech-to-text" AI systems that enable you to have an AI waifu operate on a two step process. First, you convert the speech into text, you tokenize the text, you feed it to the LLM, and it outputs some text, which is put back into words. It's costly, inefficient, and most importantly, it sucks. When your words are put into text, context is lost. Your tone of voice, your enunciation, every single subtlety is lost. And vice versa, the text being converted into speech loses the context for the tone of voice — after all, how does the speech model know what the AI "meant"? -The only problem becomes, "how do we turn voices into a numerical representation?" I don't have a good answer to this, but I do think there are a bunch of smart people working and thinking about this. "how do tell an AI that if feels like it should lift its arm in response to stimulus, how can we represent that mathematically?" I don't know, but if you do, you've created Ultron. +The only problem becomes, "how do we turn voices into a numerical representation?" I don't have a good answer to this, but I do think there are a bunch of smart people working and thinking about this. "how do tell an AI that if feels like it should lift its arm in response to stimulus, how can we represent that mathematically?" I don't know, but if you do, you've created Ultron. -I personally believe the next step towards our AI utopia is having LLMs understand more than words. We need them to understand *everything*. And to understand everything, we simply need to teach it how it can represent what we know as *everything* in terms of numerical values. +I personally believe the next step towards our AI utopia is having LLMs understand more than words. We need them to understand _everything_. And to understand everything, we simply need to teach it how it can represent what we know as _everything_ in terms of numerical values. So tokenization is all you need. We need to find a way to break down every single stimulus in the world in terms of 1s and 0s and then force feed it down the throats of LLMs to make them understand. diff --git a/content/media/anime/frieren-at-the-funeral.md b/content/media/anime/frieren-at-the-funeral.md index 7915159..f882ab6 100644 --- a/content/media/anime/frieren-at-the-funeral.md +++ b/content/media/anime/frieren-at-the-funeral.md @@ -1,7 +1,9 @@ --- tags: - thoughts +draft: true --- -I grew up watching anime, but in recent years, I really fell out of love with the genre. It probably came with age, and my realization that most anime is kinda gross? It pushes some weird ideas. I don't like seeing non-consenting women being sexualized for "jokes". -I decided to watch Frieren: Beyond Journey's End on a whim a few weeks ago. The show is about an elf who has lived at least a thousand years, and could probably live forever. On a whim, she decides to go join the Hero's party for 10 years to defeat the demon king, succeeds, then returns frolicking around. She meets up with her party 50 years later and witnesses the death of the hero, lamenting that she didn't get enough time to know him. And why should she? 10 years to us is give or take 15% of our lives — 10 years is 1% of her life. +I grew up watching anime, but in recent years, I really fell out of love with the genre. It probably came with age, and my realization that most anime is kinda gross? It pushes some weird ideas. I don't like seeing non-consenting women being sexualized for "jokes". + +I decided to watch Frieren: Beyond Journey's End on a whim a few weeks ago. The show is about an elf who has lived at least a thousand years, and could probably live forever. On a whim, she decides to go join the Hero's party for 10 years to defeat the demon king, succeeds, then returns frolicking around. She meets up with her party 50 years later and witnesses the death of the hero, lamenting that she didn't get enough time to know him. And why should she? 10 years to us is give or take 15% of our lives — 10 years is 1% of her life. diff --git a/content/media/books/world-war-z.md b/content/media/books/world-war-z.md index 99d62fa..83c4206 100644 --- a/content/media/books/world-war-z.md +++ b/content/media/books/world-war-z.md @@ -1,5 +1,7 @@ --- tags: - thoughts +draft: true --- -I watched the movie, World War Z, and hated it. Then I read the book, World War Z, and I loved it. \ No newline at end of file + +I watched the movie, World War Z, and hated it. Then I read the book, World War Z, and I loved it. diff --git a/content/programming/concepts/rbac.md b/content/programming/concepts/rbac.md index df81753..11761e4 100644 --- a/content/programming/concepts/rbac.md +++ b/content/programming/concepts/rbac.md @@ -3,6 +3,7 @@ tags: - notes title: Role-based access control --- + - Sources: - - https://tailscale.com/blog/rbac-like-it-was-meant-to-be - - https://axellarsson.com/blog/rbac-and-nodejs/ \ No newline at end of file + - https://tailscale.com/blog/rbac-like-it-was-meant-to-be + - https://axellarsson.com/blog/rbac-and-nodejs/ diff --git a/content/programming/concepts/work-stealing.md b/content/programming/concepts/work-stealing.md index f36d3c9..12ac0df 100644 --- a/content/programming/concepts/work-stealing.md +++ b/content/programming/concepts/work-stealing.md @@ -3,22 +3,23 @@ tags: - notes title: Work-stealing executors in a multithreaded environment --- + - Work-stealing is an algorithm that enables threads in an application to "steal" work from other threads to balance tasks across threads - - Context: In a multithreaded environment, a thread may be working on a set of tasks, but tasks may take a variable amount of time to finish, leaving the workloads unbalanced. a work-stealing algorithm dynamically balances the workload across a set of threads to balance workloads. + - Context: In a multithreaded environment, a thread may be working on a set of tasks, but tasks may take a variable amount of time to finish, leaving the workloads unbalanced. a work-stealing algorithm dynamically balances the workload across a set of threads to balance workloads. - We want to avoid doing as much work as possible on the main thread, since we could potentially get bottlenecked if the work required to pass the task onto the worker thread is "expensive" and we need to handle a large amount of tasks - - Similarly, we could have the boss manage the worker's queues, but that's an expensive operation that involves too much synchronization. - - If a thread isn't doing work, that means it's free to go look for work: we want to keep the main thread as free as possible to coordinate in other ways. + - Similarly, we could have the boss manage the worker's queues, but that's an expensive operation that involves too much synchronization. + - If a thread isn't doing work, that means it's free to go look for work: we want to keep the main thread as free as possible to coordinate in other ways. - While we could spawn a thread per task, threads are expensive to create + delete + consume a fixed amount of memory. so we try to map our unit of work into a fixed amount of threads, which ideally maps 1:1 to kernel threads to avoid thread context switching. - - While not explicitly related to work-stealing, a model that maps M "virtual threads" (which in this case, is a "task" of work) to N kernel threads is considered a M:N scheduler. The "M" threads (or tasks) live in userspace. - - Also called "green threads", but its semantics are not very well-defined. -- IO these days is faster than a thread context switch! due to io_uring and IORing (on Windows) and hardware like NVME. + - While not explicitly related to work-stealing, a model that maps M "virtual threads" (which in this case, is a "task" of work) to N kernel threads is considered a M:N scheduler. The "M" threads (or tasks) live in userspace. + - Also called "green threads", but its semantics are not very well-defined. +- IO these days is faster than a thread context switch! due to io_uring and IORing (on Windows) and hardware like NVME. - Is it safe to pass pieces of work between threads? a task must have ownership of its own data to be safely passed between threads. it can't rely on thread-local storage. - - There likely is some overhead with passing a task to another thread, but not as much overhead as a thread just chilling doing nothing + - There likely is some overhead with passing a task to another thread, but not as much overhead as a thread just chilling doing nothing - We want to avoid touching the kernel as much as possible, ie do as much in userspace as possible. - Implementations of "work-stealing" - - [tokio](https://tokio.rs/blog/2019-10-scheduler) - - [go](https://rakyll.org/scheduler/) + - [tokio](https://tokio.rs/blog/2019-10-scheduler) + - [go](https://rakyll.org/scheduler/) - Alternatives: - - "share-nothing" or "thread-per-core" - - Relies exclusively on assigning pieces of work to a thread, with the threads not interacting with eachother (or doing so by message passing). can be faster in many scenarios - - Popularized by [seastar](https://seastar.io/), which is used by [Scylla](https://www.scylladb.com/). \ No newline at end of file + - "share-nothing" or "thread-per-core" + - Relies exclusively on assigning pieces of work to a thread, with the threads not interacting with eachother (or doing so by message passing). can be faster in many scenarios + - Popularized by [seastar](https://seastar.io/), which is used by [Scylla](https://www.scylladb.com/). diff --git a/content/programming/index.md b/content/programming/index.md index 99e6a48..a8d147f 100644 --- a/content/programming/index.md +++ b/content/programming/index.md @@ -1,3 +1,3 @@ Notes about programming! I'm not really sure the best-way to organize this, as programming involves a lot of moving parts, of which includes the language of choice, how the language interfaces with the operating system, etc. -So, this is organized as "best-effort", basically. I try to jot down interesting things as I find them. Use the search bar for anything specific! \ No newline at end of file +So, this is organized as "best-effort", basically. I try to jot down interesting things as I find them. Use the search bar for anything specific! diff --git a/content/programming/languages/cpp/things-i-hate-about-cpp/basic-fstream.md b/content/programming/languages/cpp/things-i-hate-about-cpp/basic-fstream.md index aa9c5e9..b9fcd6e 100644 --- a/content/programming/languages/cpp/things-i-hate-about-cpp/basic-fstream.md +++ b/content/programming/languages/cpp/things-i-hate-about-cpp/basic-fstream.md @@ -3,15 +3,16 @@ tags: - thoughts title: "`basic_fstream` will sometimes fail. And it won't tell you." --- -I have a file that I'm streaming from a gRPC endpoint as stream of bytes (that could be of arbitrary size, but I aligned to 1024kb). I want to replicate those bytes on the filesystem. + +I have a file that I'm streaming from a gRPC endpoint as stream of bytes (that could be of arbitrary size, but I aligned to 1024kb). I want to replicate those bytes on the filesystem. Easy enough, we have to open our file with `std::ios::binary` to indicate that we're dealing with binary data, that we don't want our file to treat any characters like they mean anything. I'll give you a `std::vector` of some data, it holds its size, you throw it in the file via `fstream::write`. Easy enough, shouldn't be any footguns, right??? Since they are bytes, I don't want to use `char` (ie `int8_t`) and instead use the standard `uint8_t` (which in more modern c++ versions, would be `std::byte`, but I'm working with c++14). Easy enough, I simply specialize `fstream` with the underlying `basic_fstream` as `basic_fstream`. Right, right??? -Alright, before I get into this stupid footgun, I also want to point out that gRPC represents the protobuf datatype `bytes` as a `std::string`. I can understand why they did this, technically, since a `std::string` is just a `const char*` with a little bit of metadata so we can store `\O` characters inside of it. It should probably be an `std::vector` (or `std::byte`) to represent that it isn't text content, but whatever. [Here's an issue for this](https://github.com/protocolbuffers/protobuf/issues/5431). Just means we have to use a lot of nasty `reinterpret_cast`s. +Alright, before I get into this stupid footgun, I also want to point out that gRPC represents the protobuf datatype `bytes` as a `std::string`. I can understand why they did this, technically, since a `std::string` is just a `const char*` with a little bit of metadata so we can store `\O` characters inside of it. It should probably be an `std::vector` (or `std::byte`) to represent that it isn't text content, but whatever. [Here's an issue for this](https://github.com/protocolbuffers/protobuf/issues/5431). Just means we have to use a lot of nasty `reinterpret_cast`s. -Anyways, here's something cool. If you attempt to write to open a given file as an `basic_ifstream`, it works. The error bit isn't flipped. Now, if you attempt to write to it, it will fail. +Anyways, here's something cool. If you attempt to write to open a given file as an `basic_ifstream`, it works. The error bit isn't flipped. Now, if you attempt to write to it, it will fail. ```cpp using binary_fstream = std::basic_ifstream; @@ -27,4 +28,3 @@ if(file.good()) { std::cout << "Our write totally suceeded, right?" << std::endl; } ``` - diff --git a/content/programming/languages/cpp/things-i-hate-about-cpp/destructive-moves.md b/content/programming/languages/cpp/things-i-hate-about-cpp/destructive-moves.md index 63e8c1c..3afa9eb 100644 --- a/content/programming/languages/cpp/things-i-hate-about-cpp/destructive-moves.md +++ b/content/programming/languages/cpp/things-i-hate-about-cpp/destructive-moves.md @@ -3,9 +3,10 @@ title: C++ doesn't have destructive moves. tags: - thoughts --- + C++'s greatest innovation is RAII, "Resource Acquisition is Initialization." Despite its name, RAII has little to do with initialization, but rather destruction. In a RAII paradigm, an objects lifetime is tied to its scope, and its destructor is called when the scope ends. This is immensely helpful, as anyone who has seriously written C can tell you that a solid 90% of C code is just cleanup. -Unfortunately, C++'s ability to be wrong about everything means that it also suffers a big footgun with the lack of destructive moves. +Unfortunately, C++'s ability to be wrong about everything means that it also suffers a big footgun with the lack of destructive moves. Now, I'm gonna tell you the reason this surprised me is that I'm really used to Rust these days. The concept of a "non-destructive" move doesn't really make sense to me, since I'm used to move semantics... moving data. @@ -29,7 +30,7 @@ int main() { } return 0; } - ``` +``` You may think the answer to this question is obvious: diff --git a/content/programming/languages/cpp/things-i-hate-about-cpp/index.md b/content/programming/languages/cpp/things-i-hate-about-cpp/index.md index b95110d..aff88d9 100644 --- a/content/programming/languages/cpp/things-i-hate-about-cpp/index.md +++ b/content/programming/languages/cpp/things-i-hate-about-cpp/index.md @@ -1,3 +1,3 @@ I really don't like c++. It was the first language I ever learned, at the ripe age of 13. I nearly gave up programming because of it. cpp reminds me a lot of english. Powerful, expressive, but none of it makes sense and there are so many footguns that I'm glad I have a few toes remaining. -This is a running list of all the times cpp's stupid behavior has burnt me. \ No newline at end of file +This is a running list of all the times cpp's stupid behavior has burnt me. diff --git a/content/programming/languages/javascript/why-so-many-config-formats?.md b/content/programming/languages/javascript/why-so-many-config-formats?.md index 9ca2ad0..c10ae37 100644 --- a/content/programming/languages/javascript/why-so-many-config-formats?.md +++ b/content/programming/languages/javascript/why-so-many-config-formats?.md @@ -3,7 +3,8 @@ title: Why does Javascript have so many config formats? tags: - thoughts --- -I've been learning Typescript recently. I kinda love it in all honesty! I was turned off from Javascript because of the lack of a type system, but Typescript's is *very* strong and ergonomic. + +I've been learning Typescript recently. I kinda love it in all honesty! I was turned off from Javascript because of the lack of a type system, but Typescript's is _very_ strong and ergonomic. But. I'm astonished at how many freaking configuration files I need. diff --git a/content/programming/languages/python/fastapi/globals-in-fastapi.md b/content/programming/languages/python/fastapi/globals-in-fastapi.md index 49751d5..4368108 100644 --- a/content/programming/languages/python/fastapi/globals-in-fastapi.md +++ b/content/programming/languages/python/fastapi/globals-in-fastapi.md @@ -1,12 +1,14 @@ --- -title: Global dependencies in FastAPI, done correctly -description: Globals are the root of all evil, and Python is more than happy to let you indulge. FastAPI provides an alternative mechanism, not very well-documented +title: Global (database) dependencies in FastAPI, done right with lifespans +description: Globals are the root of all evil, and Python is more than happy to let you indulge. FastAPI provides an alternative mechanism, but it's not well-known. tags: - observations --- -As much as I love python, it also makes you fight *hard* to avoid doing the wrong things. The wrong thing in this case being global state. -FastAPI implicitly encourages the use of globals through its [Dependency](https://fastapi.tiangolo.com/tutorial/dependencies/) system. You define a global, throw it in a getter function defined as a dependency, you declare them in your handlers, and FastAPI will solve the tree for you, ensuring you don't get race conditions. As much as I appreciate the power and the ergonomics, I really don't like this. There's no way to validate the correct behavior until runtime. It also makes it hard to test, usually requiring to manually requiring the dependency at runtime. +As much as I love python, it also makes you fight _hard_ to avoid doing the wrong things. The wrong thing in this case being global state. + +FastAPI, my favorite python web framework, implicitly encourages the use of globals through its [Dependency](https://fastapi.tiangolo.com/tutorial/dependencies/) system. You define a global, throw it in a getter function defined as a dependency, you declare them in your handlers, and FastAPI will solve the tree for you, ensuring you don't get race conditions. As much as I appreciate the power and the ergonomics, I really don't like this. There's no way to validate the correct behavior until runtime. It also makes it hard to test, usually requiring to manually override the dependency in unit tests. + # The anti-pattern Imagine you have a global dependency, say, a database engine. Instead of defining it as a global, let's define it as a function: @@ -14,27 +16,33 @@ Imagine you have a global dependency, say, a database engine. Instead of definin ```python # this is psuedocode, but based off async sqlalchemy off the top of my head async def get_engine() -> AsyncGenerator[AsyncEngine]: - engine = create_async_engine(...) - try: - yield engine - finally: - await engine.dispose() - -async def get_session(session: Annotated[AsyncEngine, Depends(get_engine)]) -> AsyncSession: - async with AsyncSession(engine) as session: - yield session + engine = create_async_engine(...) + try: + yield engine + finally: + await engine.dispose() + + +async def get_session( + session: Annotated[AsyncEngine, Depends(get_engine)], +) -> AsyncSession: + async with AsyncSession(engine) as session: + yield session ``` Using FastAPI's dependency system, you would use this as follows: ```python @app.get("/handle") -async def my_handler(session: Annotated[AsyncSession, Depends(get_session)]) -> dict[str, str]: - my_object = { "my": "thing" } - session.add(my_object) - session.commit() - return my_object +async def my_handler( + session: Annotated[AsyncSession, Depends(get_session)], +) -> dict[str, str]: + my_object = {"my": "thing"} + session.add(my_object) + session.commit() + return my_object ``` + When this endpoint is hit with a `get` request, FastAPI will solve the dependency tree, finding that `get_session` depends on `get_engine`, then it will call that, provide the value to `get_session`, and then we have a database session. Simple! This code has a problem. If you were to keep calling this endpoint, FastAPI would spin up a database engine _per_ request. It's best practice to keep an engine for the lifetime of your application, as it handles all the complicated database pooling nonsense. This is simply encouraging poor performance, as Database IO is likely the main blocker for your application. @@ -42,14 +50,17 @@ This code has a problem. If you were to keep calling this endpoint, FastAPI woul There's a bunch of ways you can solve this. You can define a global inside your module: ```python -__engine: AsyncEngine | None = None # I have multiple underscores, pweese do not import me +__engine: AsyncEngine | None = ( + None # I have multiple underscores, pweese do not import me +) -async def get_engine() -> AsyncGenerator[AsyncEngine]: - global __engine - if __engine is None: - __engine = AsyncEngine() - - yield __engine + +async def get_engine() -> AsyncEngine: + global __engine + if __engine is None: + __engine = create_async_engine() + + return __engine ``` I don't like this, and nor should you. Another way we can solve this is by using the `functools.cache` decorator (or `functools.lru_cache` if you're on an ancient version of python). Just throw it on, and now, @@ -57,55 +68,65 @@ I don't like this, and nor should you. Another way we can solve this is by using ```python from functools import cache + @cache async def get_engine() -> AsyncGenerator[AsyncEngine]: - engine = create_async_engine() - try: - yield engine - finally: - await engine.dispose() + engine = create_async_engine() + try: + yield engine + finally: + await engine.dispose() ``` When this engine is created, our application now has one engine. Problem solved! -Truthfully, this is a suboptimal solution. Our application only creates the engine when a handler that requires the dependency is called. Your application could start up, and things _seem_ alright, but it could then crash if you failed to get a connection for some reason. With the engine tied outside the lifecycle of the application, we don't get predictable teardowns, which has all the potential for side-effects.^[It's like unplugging a hard drive without first ejecting. Sure, you've done it for years and nothing bad has happened. But do you really want to rely on that?] +This is a suboptimal solution. Our application only creates the engine when a handler that requires the dependency is called. Your application could start up, and things _seem_ alright, but it could then crash on a request if you failed to get a connection for some reason. With the engine tied outside the lifecycle of the application, we don't get predictable teardowns, which has all the potential for side-effects. -Some people attempt to solve this conundrum using [`contextvars`](https://github.com/fastapi/fastapi/discussions/8628). Contextvars scare me and I avoid them wherever possible. +Our database should live _immediately before_ and immediately _after_ FastAPI, like an outer layer. We initialize it when FastAPI starts up, and when we CTRL-C (aka `SIGTERM`), our database should have the opportunity to clean itself up. It would be convenient if we could tie it to, say, the _lifespan_ of FastAPI... + +> [!example] +> Some people attempt to solve this conundrum using [`contextvars`](https://github.com/fastapi/fastapi/discussions/8628). Contextvars scare me and I avoid them wherever possible. - Our database should live _immediately before_ and immediately _after_ FastAPI, like an outer layer. We initialize it when FastAPI starts up, and when we CTRL-C (aka `SIGTERM`), our database has the opportunity to clean itself up. It would be convenient if we could tie it to, say, the _lifespan_ of FastAPI... # The right way with ASGI Lifespan -FastAPI features support for aptly-named `ASGI Lifespan` protocol, replacing the deprecated startup events. For example, here's a lifespan modified directly [from FastAPI's docs](https://fastapi.tiangolo.com/advanced/events/#lifespan). +FastAPI features support for aptly-named `ASGI Lifespan` protocol. For example, here's a lifespan modified directly [from FastAPI's docs](https://fastapi.tiangolo.com/advanced/events/#lifespan). ```python from contextlib import asynccontextmanager -engine: AsyncEngine = None +__engine: AsyncEngine = None + async def get_engine() -> AsyncGenerator[AsyncEngine]: - yield engine + yield engine + @asynccontextmanager async def lifespan(app: FastAPI) -> AsyncGenerator[None]: - global engine - engine = AsyncEngine() - yield - await engine.dispose() + global __engine + __engine = create_async_engine() + yield + await __engine.dispose() + + +# when we create our FastAPI app... +app = FastAPI(lifespan=lifespan) ``` -Pretty cool! A big improvement on our old code, as we can properly handle clean-ups. But it's still not optimal, as our handler still relies on the global state. Is it possible to make it, _not_? +Pretty cool! A big improvement on our old code, as we can properly handle clean-ups. But it's still not optimal, as our dependency relies on the global state. Is it possible to make it, _not_? -Nested in the [ASGI spec](https://asgi.readthedocs.io/en/latest/specs/lifespan.html), there's an interesting trait of lifespans: when you `yield`, you can `yield` stuff from it. Instead of the defining a global, you can just, +Nested in the [ASGI spec](https://asgi.readthedocs.io/en/latest/specs/lifespan.html), there's an interesting feature of lifespans: when you `yield`, you can `yield` stuff from it. Instead of the defining a global, you can just, ```python class AppState(TypedDict): - engine: AsyncEngine + engine: AsyncEngine + @asynccontextmanager async def lifespan(app: FastAPI) -> AsyncGenerator[AppState]: - engine = AsyncEngine() - yield { "engine": engine } - await engine.dispose() + engine = create_async_engine() + yield {"engine": engine} + await engine.dispose() ``` And now, our engine is part of our application! To be more specific, it's part of the `ASGI Scope`. You can access it by simply defining our new session dependency like: @@ -113,14 +134,168 @@ And now, our engine is part of our application! To be more specific, it's part o ```python from fastapi import Request + async def get_session(request: Request) -> AsyncGenerator[AsyncSession]: - engine = request.scope["state"]["engine"] - async with async_sessionmaker(engine) as session: - yield session + engine = request.scope["state"]["engine"] + async with AsyncSession(engine) as session: + yield session +``` + +Inside that dependency, we get a new session, initialized with a `shallow copy` of our engine (important for performance), that's tied to the lifespan of our FastAPI app. No dependency solving required, as the engine is associated with every request. + +When you ask FastAPI to shut down, FastAPI will clean itself up, and then the lifespan will pass its `yield` point, allowing the engine to `dispose` of itself. + +This also means you can introduce additional initialization _before_ your application even starts. For example, let's say you have some custom logic that uses alembic to migrate a database, you can call it as part of your lifespan logic. + +```python +class AppState(TypedDict): + engine: AsyncEngine + + +@asynccontextmanager +async def lifespan(app: FastAPI) -> AsyncGenerator[AppState]: + engine = create_async_engine() + await run_migrations(engine) + yield {"engine": engine} + await engine.dispose() ``` -And now, inside that same handler, we get a new session, initialized with a `shallow copy` of our engine (important for performance), that's tied to the lifespan of our FastAPI app. No dependency solving required, as the engine is associated with every request. +If the migration were to fail (and the function throws), your application wouldn't just start up in the first place. Since your database is a prerequisite to your entire application, this is more correct behavior than simply waiting for it to happen. + +ASGI Lifespans are powerful! You should associate stuff with your application rather than letting it live external to it. I throw in pretty much everything inside of it, including my application settings (of which I use `pydantic_settings`), and all my dependencies are just wrappers that pull directly from the ASGI scope. It also has the benefit of being far more testable, as you can just mock the underlying object injected into the lifespan rather than overriding the dependency itself. + +The downside of this approach is that you can't use the database outside of FastAPI. But I consider this to be a **feature, not a bug**. In my view, it's an anti-pattern to do things external to your web server without explicit user interaction. If you _really_ need to step out of this, in your lifespan, you can schedule an task on the event loop, but you better have a damn good reason. The lifespan encourages you to think deeply about what the lifecycle of your application is, which I find leads to more predictable and maintainable code. + +> [!example]- How to do periodic tasks +> If you wanted to do this, here's a quick example of how this is possible with the `asyncio.TaskGroup` abstraction: +> +> ```python +> import asyncio +> +> async def periodic_task(shutdown_event: asyncio.Event) -> None: +> timeout = 100 +> while not shutdown_event.is_set(): +> try: +> await asyncio.wait_for(shutdown_event.wait(), timeout=timeout) +> break +> except TimeoutError: +> ... # your actual periodic task +> +> +> async def lifespan() -> AsyncGenerator[AppState]: +> shutdown_event = asyncio.Event() +> async with asyncio.TaskGroup() as tg: +> tg.create_task(my_periodic_task(shutdown_event)) +> yield +> shutdown_event.set() +> ``` +> +> The upside of this design being that your TaskGroup will now clean itself up when the lifespan exits. You can additionally pass an object from the lifespan into the defined `periodic_task` (like a database engine), meaning we keep the lifespan philosophy intact. + +# Appendix: Database dependencies, done right + +This design primarily came from an issue that propped up with FastAPI in recent versions. I too, previously did something like: -When you ask FastAPI to shut down, FastAPI will clean itself up, and then the lifespan will pass its `yield` point, allowing the engine to `dispose` of itself. +```python +async def get_session(...) -> AsyncGenerator[AsyncSession]: + async with AsyncSession(engine) as session: + try: + yield session + except: + session.rollback() + finally: + session.commit() +``` + +The goal being that if I had an unhandled exception inside of a handler, the database would automatically roll itself back. This unfortunately [stopped working](https://github.com/fastapi/fastapi/issues/11143) due to some internal changes inside FastAPI's dependency resolution system. + +Instead, we can solve this problem by using middleware. + +> [!info] +> I took all the code below and put it in a library: [`asgi-sqlalchemy`](https://pypi.org/project/asgi-sqlalchemy/). + +First, we define a database abstraction as follows, that implements the Async Context Manager protocol. + +```python +# imports and type hints excluded for brevity +class DatabaseContext(AbstractAsyncContextManager): + """Async context manager representing the lifespan of a database.""" + def __init__(self, url: str, engine_kwargs = None, session_kwargs = None): + """"Initialize the database with an engine and session maker.""" + self._engine = create_async_engine(url, **engine_kwargs if engine_kwargs is not None else {}) + self._session_maker = async_sessionmaker( + self._engine, **session_kwargs if session_kwargs is not None else {} + ) + + async def __aenter__(self) -> Self: + return self + + async def __aexit__(self, exc_type, exc_value, traceback) -> None: + await self.dispose() + + @property + def engine(self) -> AsyncEngine: + """Get a handle on the `AsyncEngine`.""" + return self._engine + + @property + def session_maker(self) -> async_sessionmaker[AsyncSession]: + """Get the internal `async_sessionmaker`.""" + return self._session_maker + + async def dispose(self) -> None: + """Dispose of the engine.""" + await self._engine.dispose() +``` + +Now, we can use `async with DatabaseContext(...) as db` inside of our lifespan function, and we've abstracted the lifespan of the database itself, so we no longer need to manually dispose. + +```python +@asynccontextmanager +async lifespan(app: FastAPI) -> AsyncGenerator[AppState]: + async with DatabaseContext(...) as db: + yield { "db": db } +``` + +We can define some middleware that reads the db injected into the ASGI scope, creates a session based off of it, then adds it to the request-specific `scope`. + +```python +class SessionMiddleware: + """Pure ASGI middleware that injects a database session into the `scope`.""" + + def __init__(self, app) -> None: + self.app = app + + async def __call__(self, scope, receive, send) -> None: + db = scope["state"].get("db") + if scope["type"] != "http" or db is None: + await self.app(scope, receive, send) + return + async with db.session_maker() as session: + scope["db_session"] = session + try: + await self.app(scope, receive, send) + except Exception: + await session.rollback() + raise + await session.commit() +``` + +`scope.state` is global to every scope, while `scope["key"]` is specific to the the given request. A bit confusing, but don't worry about it. + +We finally have to define the dependency: + +```python +async with get_session(request: Request) -> AsyncSession: + return request.scope.get("db_session") +``` + +And we can use it in any handler we desire! + +```python +app.get("/my_handler") +async def my_handler(session: Annotated[AsyncSession, Depends(get_session)]): + # do some stuff with your session +``` -ASGI Lifespans are powerful! I wish more people knew about them. In general, you should associate stuff with your application rather than letting it live external to it. I throw in pretty much everything inside of it, including my application settings (of which I use `pydantic_settings`), and all my dependencies are just wrappers that pull directly from the ASGI scope. It also has the benefit of being far more testable, as you can just mock the underlying object injected into the lifespan rather than overriding the dependency itself. It also encourages you to think deeply about what the lifecycle of your application is, which I find has lead to more maintainable code. \ No newline at end of file +The main power of this approach is that you can automatically rollback the database on an unhandled exception. However, if manually triggering a `HTTPException`, a rollback won't occur unless manually initiated, which is often desired behavior. Take a look at the tests [here](https://github.com/abhiaagarwal/asgi-sqlalchemy/blob/2bf72c46bd2798d7ffe5fd29b21bf50be16a4ec5/tests/test_fastapi.py). diff --git a/content/programming/languages/python/threading.md b/content/programming/languages/python/threading.md index f552164..b1c11fd 100644 --- a/content/programming/languages/python/threading.md +++ b/content/programming/languages/python/threading.md @@ -2,42 +2,43 @@ tags: - notes --- + - Python threading by default is the worst of both words. In its current form, it sucks, completely. - Threads are **concurrent** but not **parallel**. Each thread created also corresponds with an os thread (pthreads on unix, for example), but only one "thread" can perform work at a given time. - This is due to the **Global Interpreter Lock** (GIL), which only allows one thread to run at every given time. - - Despite the Global Interpreter Lock, it does not guarantee safety. Operations in Python in general, are not guaranteed atomic. - - For example: the statement `x += 1` invokes multiple different bytecode instructions, the GIL may pause the thread in the middle of execution of this statement and other threads can observe the state beforehand, leading to data races and "undefined behavior". - - In this case, the GIL is *preemptive* multithreading not *cooperative* multithreading. This is also similar to how OS threads operate. But in this case, the GIL doesn't necessarily control when threads run, the OS does, but it does control the *lock* that determines whether threads can run. - - The OS and the GIL often have orthogonal interests when it comes to determining which thread gets to run! - - OSes obviously do not want to let programs determine when their threads get to run (cooperative), as the OS has a broader view of all the various programs on a system asking for resources and needs to properly schedule everything. - - Note: OSes *do* have a form of cooperative multithreading, called *fibers*. I don't know much about them. I hope someday I do! - - [Reference](https://stackoverflow.com/questions/33352298/how-does-python-handle-thread-locking-context-switching), [Another Reference](https://verdagon.dev/blog/python-data-races). - - Note that the Global Interpreter Lock is **not** part of the Python specification. It's part of the reference implementation, CPython, but there are several Python interpreters (such as [IronPython](https://github.com/IronLanguages/ironpython3), based on .NET) that do not use a GIL at all (in the case of IronPython, the synchronization is done by the underlying .NET runtime). - - There are efforts to remove the GIL, culminating in [PEP 703](https://peps.python.org/pep-0703/), which has been accepted, and will make the GIL optional in Python 3.13. - - This does come at a reduction to single-threaded performance (estimates ~10%), but there are already initiatives to increase Python's speed ([Faster CPython Team](https://devblogs.microsoft.com/python/python-311-faster-cpython-team/)) so the net impact is likely negligible per release. - - `nogil` Python may become the default in the future. It doesn't affect Pure python code (since as I've pointed out, the GIL doesn't prevent data races), but CPython extensions will need to be recompiled. - - Most CPython code is heavily optimized and doesn't necessarily assume a GIL context (does the synchronization) by itself, so this won't require huge rewrites, in general. It does require a recompilation on the right ABI. - - Note: Python wants to avoid a 2->3 fiasco again which very nearly killed the entire language, so the design is conservative to ensure that gil->nogil won't break existing code. If it detects code that relies on the GIL, it will automatically switch to a GIL context. -- Threads aren't necessarily pinned to core (TODO: Find more information about this), so this invokes context switches, even if `nthreads < ncores`. [Reference](https://discuss.python.org/t/python-context-switching-how-is-it-done/8635). - - Context-switching is expensive! The speed of IO has increased tremendously with technologies like NVME, etc. - - If a thread gets moved to a different core, that can invoke cache misses. The thread context will get "serialized" then "deserialized" on the core for execution. - - This can be mitigated by a `ThreadPool` (which is recommended anyways in nearly all sort of multithreaded programming in all languages, since the creation and destruction of threads are expensive). -- Async Python partially mitigates the preemptive-ness of the GIL, instead with cooperative multithreading as functions can signal when to give up control with an `await`. - - However, Async Python is still single-threaded. The way tasks are run is agnostic to *how* they're run, its an implementation detail. - - Though in practice, we can't have a mulithreaded executor in Python. - - Python futures are defined by the coroutine, which is very similar to Rust's `futures`! It's just a function that's transformed into a finite state machine. - - [`uvloop`](https://github.com/MagicStack/uvloop), for example, is an async runtime based on `libuv` (which powers Node.js) that makes the default `asyncio` runtime much faster. I believe it's multithreaded (don't quote me on this!) + - Despite the Global Interpreter Lock, it does not guarantee safety. Operations in Python in general, are not guaranteed atomic. + - For example: the statement `x += 1` invokes multiple different bytecode instructions, the GIL may pause the thread in the middle of execution of this statement and other threads can observe the state beforehand, leading to data races and "undefined behavior". + - In this case, the GIL is _preemptive_ multithreading not _cooperative_ multithreading. This is also similar to how OS threads operate. But in this case, the GIL doesn't necessarily control when threads run, the OS does, but it does control the _lock_ that determines whether threads can run. + - The OS and the GIL often have orthogonal interests when it comes to determining which thread gets to run! + - OSes obviously do not want to let programs determine when their threads get to run (cooperative), as the OS has a broader view of all the various programs on a system asking for resources and needs to properly schedule everything. + - Note: OSes _do_ have a form of cooperative multithreading, called _fibers_. I don't know much about them. I hope someday I do! + - [Reference](https://stackoverflow.com/questions/33352298/how-does-python-handle-thread-locking-context-switching), [Another Reference](https://verdagon.dev/blog/python-data-races). + - Note that the Global Interpreter Lock is **not** part of the Python specification. It's part of the reference implementation, CPython, but there are several Python interpreters (such as [IronPython](https://github.com/IronLanguages/ironpython3), based on .NET) that do not use a GIL at all (in the case of IronPython, the synchronization is done by the underlying .NET runtime). + - There are efforts to remove the GIL, culminating in [PEP 703](https://peps.python.org/pep-0703/), which has been accepted, and will make the GIL optional in Python 3.13. + - This does come at a reduction to single-threaded performance (estimates ~10%), but there are already initiatives to increase Python's speed ([Faster CPython Team](https://devblogs.microsoft.com/python/python-311-faster-cpython-team/)) so the net impact is likely negligible per release. + - `nogil` Python may become the default in the future. It doesn't affect Pure python code (since as I've pointed out, the GIL doesn't prevent data races), but CPython extensions will need to be recompiled. + - Most CPython code is heavily optimized and doesn't necessarily assume a GIL context (does the synchronization) by itself, so this won't require huge rewrites, in general. It does require a recompilation on the right ABI. + - Note: Python wants to avoid a 2->3 fiasco again which very nearly killed the entire language, so the design is conservative to ensure that gil->nogil won't break existing code. If it detects code that relies on the GIL, it will automatically switch to a GIL context. +- Threads aren't necessarily pinned to core (TODO: Find more information about this), so this invokes context switches, even if `nthreads < ncores`. [Reference](https://discuss.python.org/t/python-context-switching-how-is-it-done/8635). + - Context-switching is expensive! The speed of IO has increased tremendously with technologies like NVME, etc. + - If a thread gets moved to a different core, that can invoke cache misses. The thread context will get "serialized" then "deserialized" on the core for execution. + - This can be mitigated by a `ThreadPool` (which is recommended anyways in nearly all sort of multithreaded programming in all languages, since the creation and destruction of threads are expensive). +- Async Python partially mitigates the preemptive-ness of the GIL, instead with cooperative multithreading as functions can signal when to give up control with an `await`. + - However, Async Python is still single-threaded. The way tasks are run is agnostic to _how_ they're run, its an implementation detail. + - Though in practice, we can't have a mulithreaded executor in Python. + - Python futures are defined by the coroutine, which is very similar to Rust's `futures`! It's just a function that's transformed into a finite state machine. + - [`uvloop`](https://github.com/MagicStack/uvloop), for example, is an async runtime based on `libuv` (which powers Node.js) that makes the default `asyncio` runtime much faster. I believe it's multithreaded (don't quote me on this!) - However, in Python code that interfaces with the "outside world" (ie. Cython, Pyo3, etc.) is allowed to release the GIL. - - This is prevalent in numpy, tensforflow, etc. Python is kinda a glorified bash here, with the actual work being deferred to the underlying "low-level" code. - - Read/write/IO functions often do release the GIL (since the "Pure Python" in this case is just CPython which is doing syscalls, etc). - - So in practice, we can get "true multithreading" in Python. But you don't get to control the semantics of when this multithreading occurs, it's done when the program essentially feels liek it. -- Multiprocessing is the alternative for people who want **parallel** execution, as in this case, the Python Interpreter *forks* itself and provides an ergonomic API over this. - - Each Interpreter gets its own GIL, so multiple interpreters can run code at the same time. - - Theoretically, you can do *multithreading* per *multiprocess*, but I haven't explored the ergonomics of this or if it even really makes sense. - - However, each process has its own separate address space, which can be *very* expensive. - - Similar to `ThreadPool`s, `ProcessPool`s mitigate the creation and destruction of separate address spaces. - - Processes have to communicate via IPC. Python makes this transparent-*ish* to you, by sharing objects between threads by [pickling them](https://laszukdawid.com/blog/2017/12/13/multiprocessing-in-python-all-about-pickling/). - - This can suck. The most obvious reason is that deserializing and serializing an object invokes a real run-time cost. - - It also means that for objects that can't/don't be pickled, you need to define your own custom logic for sending it across processes, while you don't care with threads. - - Arguably, Python's ergonomics here are not really correct, and it abstracts the real complexity away from the user. But I digress. -- In short: Python is not well-suited for true parallel workloads. In the current form of Python (as of 3.12), it is impossible to run *truly parallel* workloads in "pure" Python. \ No newline at end of file + - This is prevalent in numpy, tensforflow, etc. Python is kinda a glorified bash here, with the actual work being deferred to the underlying "low-level" code. + - Read/write/IO functions often do release the GIL (since the "Pure Python" in this case is just CPython which is doing syscalls, etc). + - So in practice, we can get "true multithreading" in Python. But you don't get to control the semantics of when this multithreading occurs, it's done when the program essentially feels liek it. +- Multiprocessing is the alternative for people who want **parallel** execution, as in this case, the Python Interpreter _forks_ itself and provides an ergonomic API over this. + - Each Interpreter gets its own GIL, so multiple interpreters can run code at the same time. + - Theoretically, you can do _multithreading_ per _multiprocess_, but I haven't explored the ergonomics of this or if it even really makes sense. + - However, each process has its own separate address space, which can be _very_ expensive. + - Similar to `ThreadPool`s, `ProcessPool`s mitigate the creation and destruction of separate address spaces. + - Processes have to communicate via IPC. Python makes this transparent-_ish_ to you, by sharing objects between threads by [pickling them](https://laszukdawid.com/blog/2017/12/13/multiprocessing-in-python-all-about-pickling/). + - This can suck. The most obvious reason is that deserializing and serializing an object invokes a real run-time cost. + - It also means that for objects that can't/don't be pickled, you need to define your own custom logic for sending it across processes, while you don't care with threads. + - Arguably, Python's ergonomics here are not really correct, and it abstracts the real complexity away from the user. But I digress. +- In short: Python is not well-suited for true parallel workloads. In the current form of Python (as of 3.12), it is impossible to run _truly parallel_ workloads in "pure" Python. diff --git a/content/programming/operating-systems/index.md b/content/programming/operating-systems/index.md index 96a0e31..7b607ab 100644 --- a/content/programming/operating-systems/index.md +++ b/content/programming/operating-systems/index.md @@ -1 +1 @@ -Notes related to programming functionality related to operating systems in specific. \ No newline at end of file +Notes related to programming functionality related to operating systems in specific. diff --git a/content/programming/operating-systems/linux/fcntl-atomic-locks.md b/content/programming/operating-systems/linux/fcntl-atomic-locks.md index 717fab1..104ee2a 100644 --- a/content/programming/operating-systems/linux/fcntl-atomic-locks.md +++ b/content/programming/operating-systems/linux/fcntl-atomic-locks.md @@ -4,11 +4,13 @@ tags: description: File-locking on Linux is not atomic and FIFO, meaning readers and writers can claim locks in any order, running contrary to what the behavior should be. title: File-locking is not atomic and FIFO. --- + File-locking on linux is NOT atomic and FIFO, contrary to what the docs may tell you. To demonstrate, consider this toy server and client. **Server** + ```python import socket import os @@ -18,9 +20,10 @@ import time ITERATIONS = 100 + def server() -> None: - wr_bytes = struct.pack('hhllhh', fcntl.F_WRLCK, os.SEEK_SET, 0, 0, 0, 0) - unlock_bytes = struct.pack('hhllhh', fcntl.F_UNLCK, os.SEEK_SET, 0, 0, 0, 0) + wr_bytes = struct.pack("hhllhh", fcntl.F_WRLCK, os.SEEK_SET, 0, 0, 0, 0) + unlock_bytes = struct.pack("hhllhh", fcntl.F_UNLCK, os.SEEK_SET, 0, 0, 0, 0) server_socket = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM) server_path = "/tmp/test_socket" @@ -52,9 +55,11 @@ def server() -> None: fcntl.fcntl(fd, fcntl.F_OFD_SETLKW, unlock_bytes) print(f"Ending connection, whoops = {whoops_count}") + if __name__ == "__main__": server() ``` + **Client** ```python @@ -67,6 +72,7 @@ import mmap ITERATIONS = 100 + def client() -> None: fd = os.memfd_create("random_bullshit", os.MFD_ALLOW_SEALING) @@ -76,9 +82,13 @@ def client() -> None: os.ftruncate(fd, file_length) os.lseek(fd, 0, os.SEEK_SET) - fcntl.fcntl(fd, fcntl.F_ADD_SEALS, fcntl.F_SEAL_GROW | fcntl.F_SEAL_SHRINK | fcntl.F_SEAL_SEAL) - wr_bytes = struct.pack('hhllhh', fcntl.F_WRLCK, os.SEEK_SET, 0, 0, 0, 0) - unlock_bytes = struct.pack('hhllhh', fcntl.F_UNLCK, os.SEEK_SET, 0, 0, 0, 0) + fcntl.fcntl( + fd, + fcntl.F_ADD_SEALS, + fcntl.F_SEAL_GROW | fcntl.F_SEAL_SHRINK | fcntl.F_SEAL_SEAL, + ) + wr_bytes = struct.pack("hhllhh", fcntl.F_WRLCK, os.SEEK_SET, 0, 0, 0, 0) + unlock_bytes = struct.pack("hhllhh", fcntl.F_UNLCK, os.SEEK_SET, 0, 0, 0, 0) client = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM) client.connect("/tmp/test_socket") @@ -95,20 +105,21 @@ def client() -> None: os.lseek(fd, 0, os.SEEK_SET) data_pr = os.pread(fd, file_pos, 0).decode() print(f"{data_pr} (expected {n})") - n+=1 + n += 1 fcntl.fcntl(fd, fcntl.F_OFD_SETLKW, unlock_bytes) print(f"total whoops {whoops_count}") + if __name__ == "__main__": client() ``` -*This is written in Python, but is a mirror of how the program could be written in C, and uses the same syscalls.* +_This is written in Python, but is a mirror of how the program could be written in C, and uses the same syscalls._ -In this case, the client initializes a `memfd` and passes it to server process via UDP and unix domain sockets (see: [[sending-fds-through-uds]]). The server then takes a lock on the `memfd`, does a write on it, then releases the lock and immediately tries to claim it. Since the client claimed the lock before the server re-claimed the lock, it should claim the lock immediately after. The client should then read the data inside the `memfd`, and then "flush" the output by setting the cursor, which is shared between the two processes (since both the descriptors share the same *open file description*), to either "0" for the read and "$bytes_written" for the writer. The code explains the logic better than I can. +In this case, the client initializes a `memfd` and passes it to server process via UDP and unix domain sockets (see: [[sending-fds-through-uds]]). The server then takes a lock on the `memfd`, does a write on it, then releases the lock and immediately tries to claim it. Since the client claimed the lock before the server re-claimed the lock, it should claim the lock immediately after. The client should then read the data inside the `memfd`, and then "flush" the output by setting the cursor, which is shared between the two processes (since both the descriptors share the same _open file description_), to either "0" for the read and "$bytes_written" for the writer. The code explains the logic better than I can. -In practice, this leads to messy race conditions. The order in which they run is completely non-deterministic. I measure this with `whoops_count`. With 100 iterations, I repeatedly got `whoops_count`s of around 400 for both processes, making it totally useless for real-world workloads. That's a 4x "miss" per syscall! +In practice, this leads to messy race conditions. The order in which they run is completely non-deterministic. I measure this with `whoops_count`. With 100 iterations, I repeatedly got `whoops_count`s of around 400 for both processes, making it totally useless for real-world workloads. That's a 4x "miss" per syscall! This also doesn't work with `flock`-based locks, which are completely separate from `fcntl` locks and do not interact with each-other (theoretically). `flock` locks are even more useless, since it isn't possible to upgrade locks atomically (going from a shared lock to an exclusive lock without dropping the lock in the middle). `lockf` uses `fcntl` under the hood, providing a much nicer interface. @@ -116,4 +127,4 @@ The linux source code claims that [while the atomic FIFO behavior isn't required My guess is that it really was FIFO, once upon a time, and maybe the change to the completely fair scheduler or something underlying caused the behavior to change. Relying on file locking, a syscall, for synchronization is kinda stupid anyways when it should be being done in the userspace for performance reasons. -So, in short, you gotta use something like `eventfd` as mechanism for process-based synchronization (or futexes). I learned this the hard way. \ No newline at end of file +So, in short, you gotta use something like `eventfd` as mechanism for process-based synchronization (or futexes). I learned this the hard way. diff --git a/content/programming/operating-systems/linux/sending-fds-through-uds.md b/content/programming/operating-systems/linux/sending-fds-through-uds.md index 08417fc..ac62f1a 100644 --- a/content/programming/operating-systems/linux/sending-fds-through-uds.md +++ b/content/programming/operating-systems/linux/sending-fds-through-uds.md @@ -3,36 +3,38 @@ title: Sending file descriptors through unix domain sockets tags: - observations --- + Unix domain sockets is the third type of socket (after TCP and UDP) which enables IPC. It also has a pretty unique power in that it can duplicate file descriptors across processes. -# A primer on files in Linux +# A primer on files in Linux -A "file descriptor" is an abstraction over an object that you can manipulate the data inside of it. It's kinda like a `malloc`'d block of memory, except instead of being tied to the virtual address space of your program, it's tied to the external context of your operating system. Note that I'm using "kinda" very liberally here, for there are an uncountably infinite amount of "ifs" and "buts" attached to this. +A "file descriptor" is an abstraction over an object that you can manipulate the data inside of it. It's kinda like a `malloc`'d block of memory, except instead of being tied to the virtual address space of your program, it's tied to the external context of your operating system. Note that I'm using "kinda" very liberally here, for there are an uncountably infinite amount of "ifs" and "buts" attached to this. Indeed, you can treat your file descriptor like a block of memory through `mmap`ing with little care if you so feel. Fun fact: At least on linux, `malloc` uses a `mmap`ed file internally (well it depends, see this [nice article](https://utcc.utoronto.ca/%7Ecks/space/blog/unix/SbrkVersusMmap) for a writeup for how convoluted the whole thing is). So it's really all files all the way down. -Of course, it's a bit more complicated than that. At least on Linux, a file descriptor is an interface to an *open file description*, which is a kernel abstraction. One *descriptor* can point to one *description*, which can point to one file only. Yet one file could theoretically have multiple *descriptions* to it. If two files in two separate processes `open` the same file simultaneously, they will have two independent file *descriptions*, and a *descriptor* that points to that description. Hell, you could even have multiple *descriptions* in a program pointing to the same file (with its each own independent *descriptor*). +Of course, it's a bit more complicated than that. At least on Linux, a file descriptor is an interface to an _open file description_, which is a kernel abstraction. One _descriptor_ can point to one _description_, which can point to one file only. Yet one file could theoretically have multiple _descriptions_ to it. If two files in two separate processes `open` the same file simultaneously, they will have two independent file _descriptions_, and a _descriptor_ that points to that description. Hell, you could even have multiple _descriptions_ in a program pointing to the same file (with its each own independent _descriptor_). -A *description* shares the same internal file offset (if one *descriptor* changes the *description*'s offset with `lseek`, a *descriptor* pointing to that same *description* will immediately see it) as well as any flags. You could `open` a file in `O_APPEND` more, and then that same file could then be opened in a different context as `O_NONBLOCK`. +A _description_ shares the same internal file offset (if one _descriptor_ changes the _description_'s offset with `lseek`, a _descriptor_ pointing to that same _description_ will immediately see it) as well as any flags. You could `open` a file in `O_APPEND` more, and then that same file could then be opened in a different context as `O_NONBLOCK`. -POSIX as a whole guarantees that `read` and `write` calls [are atomic](https://pubs.opengroup.org/onlinepubs/9699919799.2018edition/functions/V2_chap02.html#tag_15_09_07), meaning that you can never observe the intermediary state between *before the operation* and *after the operation*. This does not necessarily mean that each call will complete, as the various `read`/`write` syscalls return a value indicating how many bytes they were actually able to perform. +POSIX as a whole guarantees that `read` and `write` calls [are atomic](https://pubs.opengroup.org/onlinepubs/9699919799.2018edition/functions/V2_chap02.html#tag_15_09_07), meaning that you can never observe the intermediary state between _before the operation_ and _after the operation_. This does not necessarily mean that each call will complete, as the various `read`/`write` syscalls return a value indicating how many bytes they were actually able to perform. It gets even more complicated when you consider the page cache, as when you perform an operation on a file, it first gets propagated to the page cache, and then to the underlying file. If your file was `open`ed in `O_DIRECT | O_SYNC`, then, uh... ¯\\\_(ツ)\_/¯ -Point is that reasoning about files is inherently an unsafe process. You can't (normally) make any real guarantees that if you're manipulating one, that it will continue to exist. Another process could come right in and destroy it. Its lifetime is external to yours, and interfacing with an object whose lifetime you don't own and exists in a constant global, mutable context is a scary, scary prospect. +Point is that reasoning about files is inherently an unsafe process. You can't (normally) make any real guarantees that if you're manipulating one, that it will continue to exist. Another process could come right in and destroy it. Its lifetime is external to yours, and interfacing with an object whose lifetime you don't own and exists in a constant global, mutable context is a scary, scary prospect. # What about MacOS or Windows? -I wish I knew the internals for how this is done on MacOS. I don't have a clue, nor do I know how to find out. Please leave a comment if you do know :) +I wish I knew the internals for how this is done on MacOS. I don't have a clue, nor do I know how to find out. Please leave a comment if you do know :) -Don't tell me how it works on Windows. I don't care nor do I want to know. I'm an Unix guy at heart, once I get DLSS Frame Generation on Linux I'll never touch a Windows machine again willingly. +Don't tell me how it works on Windows. I don't care nor do I want to know. I'm an Unix guy at heart, once I get DLSS Frame Generation on Linux I'll never touch a Windows machine again willingly. # But why? -We may not be able to control the lifetime of the underlying file, but we can control the lifetime of a descriptor that points to it. This is a stronger guarantee than whatever we were dealing with before. If you create a file owned by your program (via the `memfd_create`) call, you now own the entire lifetime of the "file". This also kinda applies to both the POSIX and SysV shared memory segments, though the lifetime of them is a little more murky in that you have to manually destroy them when done. In practice though, if careful, you can achieve similar-ish results. + +We may not be able to control the lifetime of the underlying file, but we can control the lifetime of a descriptor that points to it. This is a stronger guarantee than whatever we were dealing with before. If you create a file owned by your program (via the `memfd_create`) call, you now own the entire lifetime of the "file". This also kinda applies to both the POSIX and SysV shared memory segments, though the lifetime of them is a little more murky in that you have to manually destroy them when done. In practice though, if careful, you can achieve similar-ish results. Unix Domain Sockets is the killer feature here. Through the use of the `sendmsg` and `recvmsg` syscalls (which the `read` and `write` syscalls are just a nicer abstraction over), we can duplicate the file descriptor through the `SCM_RIGHTS` control message. @@ -82,7 +84,7 @@ if(bytes_sent == -1) { } ``` -It's disgusting. I know. It uses a heavily macro-based API to manipulate the various parts of the message we send. +It's disgusting. I know. It uses a heavily macro-based API to manipulate the various parts of the message we send. Moving on to the **consumer/receiver**: @@ -137,4 +139,4 @@ You now need to find a method of synchronizing the two descriptors. Note that `f I prefer using `eventfd` though, since you can send it with the descriptor via UDS sockets. It does involve the use of `read`/`write` syscalls since it isn't in the user-space, but life is all about tradeoffs. Also can do `epoll` nonsense if you're into that like me. -View the [manpages](https://man7.org/linux/man-pages/man7/unix.7.html) for more reference about unix domain sockets and control messages in general. \ No newline at end of file +View the [manpages](https://man7.org/linux/man-pages/man7/unix.7.html) for more reference about unix domain sockets and control messages in general. diff --git a/content/programming/operating-systems/macos/macos-native-docker.md b/content/programming/operating-systems/macos/macos-native-docker.md index 5d8a29e..823037a 100644 --- a/content/programming/operating-systems/macos/macos-native-docker.md +++ b/content/programming/operating-systems/macos/macos-native-docker.md @@ -3,6 +3,7 @@ tags: - observations title: Docker on MacOS with close-to-native performance --- + I wanted to run Docker containers fast + close to native performance for working with Linux projects without dealing with the hassle of figuring out the equivalent dependencies on MacOS. This was trivial on Intel-based Macbooks, but is now a pain in the ass with the M-series macbooks. Here's what I found: @@ -23,4 +24,4 @@ This command uses `vz`, which is Apple's Native Hypervisor. Without specifying ` By default, Colima creates an Ubuntu-based VM with a default size of 60GB to store docker images. It also sets the CPU to 2 Cores and Memory to 2G. You can override this with CLI options (go find them yourself, it's not hard) or with `colima start --edit` for changing the default configuration. -Bonus perks: VSCode recognizes the Colima Runtime natively. Not sure if this means anything, but it's cool, I guess. \ No newline at end of file +Bonus perks: VSCode recognizes the Colima Runtime natively. Not sure if this means anything, but it's cool, I guess. diff --git a/content/sports/nba/advanced-stats.md b/content/sports/nba/advanced-stats.md index fea2a16..a80289d 100644 --- a/content/sports/nba/advanced-stats.md +++ b/content/sports/nba/advanced-stats.md @@ -2,8 +2,9 @@ tags: - notes --- + - EPM - RAPTOR - BPM - RAPM -- DARKO \ No newline at end of file +- DARKO diff --git a/content/sports/nba/basketball-makes-me-really-emotional.md b/content/sports/nba/basketball-makes-me-really-emotional.md index 7fc2b92..73dff2e 100644 --- a/content/sports/nba/basketball-makes-me-really-emotional.md +++ b/content/sports/nba/basketball-makes-me-really-emotional.md @@ -4,6 +4,7 @@ tags: title: Basketball makes me really emotional description: My attempt to articulate why Basketball as a sport speaks deeply to me. --- + I saw this tweet the other day. ![](https://twitter.com/emi_f1sher/status/1775320734946017628) @@ -14,33 +15,33 @@ I started watching basketball seriously during the NBA bubble in 2020. I was mov Fall of 2020 was a really bad time for me. I mean, the whole pandemic kinda sucked. I used to be a very extroverted person, but the pandemic made me introverted. I still haven't really recovered to this day. I became a little agoraphobic, not diagnosed or anything, but I began to feel the outside was an unsafe place. I had gotten out of a toxic relationship with someone who continuously used their own mental illness as a tactic to manipulate me. I kinda just felt like I was floating in a sea of emptiness, yknow, flipping through channels, not really having a goal in mind for anything. I felt numb. -I saw the Celtics were playing the Toronto Raptors. Out of curiosity, I stuck around. The first Celtics game I seriously watched ended with Jaylen Brown leaving OG Anunoby wide open on a game-winning 3, changing a potential 3-0 into a 2-1. Talk about a terrible introduction to a sport. +I saw the Celtics were playing the Toronto Raptors. Out of curiosity, I stuck around. The first Celtics game I seriously watched ended with Jaylen Brown leaving OG Anunoby wide open on a game-winning 3, changing a potential 3-0 into a 2-1. Talk about a terrible introduction to a sport. We won the series, and then we played the Heat, losing in 6. In retrospect, I wish I knew this would not be the only time. I blamed Kemba's cooked knees and Gordon Hayward, and I assumed life would move on. But for some reason for me, life did not move on. Almost overnight, my entire personality changed. I decided I love basketball. -And it hasn't waned, over 3 years later. I'm a person whose hobbies and interests constantly change as I try to keep my brain energetic. I would guess about 10% of my waking time is spent thinking about basketball. This may not sound like a lot, sure, but consider how much time people think about *anything*. I love basketball. +And it hasn't waned, over 3 years later. I'm a person whose hobbies and interests constantly change as I try to keep my brain energetic. I would guess about 10% of my waking time is spent thinking about basketball. This may not sound like a lot, sure, but consider how much time people think about _anything_. I love basketball. And I really struggle to articulate why. -Maybe I was just vulnerable at the time, and Basketball served as a convenient place to channel my turbulent emotions. I needed to find something to love with my whole heart. Basketball was my, +Maybe I was just vulnerable at the time, and Basketball served as a convenient place to channel my turbulent emotions. I needed to find something to love with my whole heart. Basketball was my, (•\_•) ( •\_•)>⌐■-■ (⌐■_■) -rebound. +rebound. Sorry, I just had to. Maybe it's because of my (medically diagnosed) ADHD. Basketball is a high-octane sport by its nature, and the advent of 3 point shooting has only increased the amount of variance each game has. There's really no such thing as a safe lead anymore, sometimes you really do [miss 27 3s in a row](https://www.youtube.com/watch?v=Jox6ggZpxnI). There's constant, hectic energy with the game. -Maybe it's the storied history with it. Our franchise was fortunate enough to have Bill Russell (Rest in Power). Boston has a deeply complicated history with racism, and Bill Russell was subjected to horrific acts by the deeply racist city. Yet he persevered, was one of the most important people in the civil rights movement, and has a legitimate claim to be the person who integrated Boston. +Maybe it's the storied history with it. Our franchise was fortunate enough to have Bill Russell (Rest in Power). Boston has a deeply complicated history with racism, and Bill Russell was subjected to horrific acts by the deeply racist city. Yet he persevered, was one of the most important people in the civil rights movement, and has a legitimate claim to be the person who integrated Boston. -Maybe I'm just into the drama. In all honesty, this is the most plausible explanation. I mean, this is just a soap opera for men. I have spent hours explaining NBA drama to my friends. They're rightfully pointed out that, uh, it's a little weird. +Maybe I'm just into the drama. In all honesty, this is the most plausible explanation. I mean, this is just a soap opera for men. I have spent hours explaining NBA drama to my friends. They're rightfully pointed out that, uh, it's a little weird. -Maybe I'm just really into the analytics. There is a huge amount of basketball data out there. I am definitely a certified "spreadsheet boy". Games are not played on spreadsheets, but it's pretty damn cool that we can impute what's happened in a game *on* a spreadsheet. I can't tell you the amount of hours I've lost consuming data on [stats.nba.com](https://stats.nba.com). +Maybe I'm just really into the analytics. There is a huge amount of basketball data out there. I am definitely a certified "spreadsheet boy". Games are not played on spreadsheets, but it's pretty damn cool that we can impute what's happened in a game _on_ a spreadsheet. I can't tell you the amount of hours I've lost consuming data on [stats.nba.com](https://stats.nba.com). But I don't think any of these are the sole reason. It probably is some of these, or a combination of these. @@ -48,24 +49,24 @@ I don't know Basketball has an intimacy to it that other American sports don't have. My theory, and I'm being serious, is that you can see their faces. When someone is on the court, you can watch their game evolve. You can see the expression of their bodies. You can feel the pain when they clank a wide open 3 pointer to win the game. You can watch the raw excitment when they hit a game winner. I saw Jayson Tatum's game winner against the Brooklyn Nets in Game 1 in 2022, which eventually ended in a sweep, I mean this genuinely, I'm not sure I've ever felt happier. The players are "small" on the TV, but when you're in person, you can see that they are really a full fucking foot taller than you. -Speaking of Jayson Tatum, I've watched that man physically grow. He's only a couple years older than me. I don't really view him as an idol or anything, he seems like a chill guy who takes care of his kid and really likes Kobe Bryant, but like, I've watched him grow. That's crazy. +Speaking of Jayson Tatum, I've watched that man physically grow. He's only a couple years older than me. I don't really view him as an idol or anything, he seems like a chill guy who takes care of his kid and really likes Kobe Bryant, but like, I've watched him grow. That's crazy. -It's become a meme that there's one thing that 23 year olds can almost universally talk about. Lebron James. +It's become a meme that there's one thing that 23 year olds can almost universally talk about. Lebron James. ![](https://twitter.com/delia_cai/status/1773369933172252841) -Now, I'm a Celtics fan, there's zero chance in hell I ever recognize Lebron James for who he is. Too much beef, sorry. But like, c'mon. He's arguably exceeded the expectations placed upon him, which was ["the chosen one"](https://sicovers.com/featured/the-chosen-one-st-vincent-st-mary-high-lebron-james-february-18-2002-sports-illustrated-cover.html). He's forged a career as arguably the greatest player of all-time. He's done this with minimal (external) drama, he's done this while inspiring hundreds of millions of people, and I dare say over a billion on the whole. Do you know how insane it is to be anointed as "the chosen one" and exceed those expectations? +Now, I'm a Celtics fan, there's zero chance in hell I ever recognize Lebron James for who he is. Too much beef, sorry. But like, c'mon. He's arguably exceeded the expectations placed upon him, which was ["the chosen one"](https://sicovers.com/featured/the-chosen-one-st-vincent-st-mary-high-lebron-james-february-18-2002-sports-illustrated-cover.html). He's forged a career as arguably the greatest player of all-time. He's done this with minimal (external) drama, he's done this while inspiring hundreds of millions of people, and I dare say over a billion on the whole. Do you know how insane it is to be anointed as "the chosen one" and exceed those expectations? And he's literally just a kid from Akron. -Sorry, typing this is making me feel very emotional. I don't really even like Lebron James. Yet, as Billy Beane once said, *how could you not be romantic about baseball*? +Sorry, typing this is making me feel very emotional. I don't really even like Lebron James. Yet, as Billy Beane once said, _how could you not be romantic about baseball_? Speaking of that quote, I often wonder what's really romantic about baseball. I personally don't really care for it. Maybe it's because I can't see their faces very well. -I still struggle to articulate why I love basketball so much. It's plausible that five years from now, my priorities will change and I no longer will love basketball the way I do. I can't predict the future. The fact it *could* happen terrifies me. What could possibly replace my love for basketball? +I still struggle to articulate why I love basketball so much. It's plausible that five years from now, my priorities will change and I no longer will love basketball the way I do. I can't predict the future. The fact it _could_ happen terrifies me. What could possibly replace my love for basketball? Probably a wife or something. Sorry to my future wife, I cannot guarantee that I will love you more than basketball. It's going to be an equal split. I'm not sorry. But even if I do find myself out of love of Basketball, I just want to say, that I'm glad to even have had the experience of loving Basketball in the first place. I can't necessarily say it's lead to positive character growth in a real sense. I think it's disingenuous to imply that everything you do must be good for you or must be bad for you. Basketball is just there. -But man, I really am so glad it's just been there. \ No newline at end of file +But man, I really am so glad it's just been there. diff --git a/content/sports/nba/hoopers-i'll-remember/derrick-white.md b/content/sports/nba/hoopers-i'll-remember/derrick-white.md index f3ee746..181175f 100644 --- a/content/sports/nba/hoopers-i'll-remember/derrick-white.md +++ b/content/sports/nba/hoopers-i'll-remember/derrick-white.md @@ -3,5 +3,5 @@ title: "Derrick White: Optimal Basketball player" tags: - thoughts --- -Derrick White is literally me if I were a basketball player. We even have similar hairlines. +Derrick White is literally me if I were a basketball player. 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zl&n(=&TLD9D-KdFP-^!*V;iYE|A0wRH7pTf1_1cXCUFgzrp6eyKuR5sfP7j`5f1H9@ZnvqGgNPE2JoH2A~AMOeqk0Fl3#~UF0`NS25hu)yIF#T=@SwJA)mCVHk*_ zWh3q!;Q#+|4|@Q?8&Bi7X@yX8h$dru;)E83sv&yiff94;XS&*D$7VK81L5#Et!*2B zZT8b{_v`EbPrCsE0sa1j+0e$C`P9h%_u2T%h)0~=$LKU7{VZYKuRS_QEA#V-_aZJ$ zXX)u>i72e1$qiQ*VFub~f+htM;fc-k2t8#K6K+YSnr6*&TWprHrs;}{*_N3&JvXR43%aEX!&r3e*GBK!0u={|0NkCN3@LDm|YAl^icOke6>|J?)*>lnZ zq-^xQ%!V;0T@R&92`?&f{SC!_gH+~A>}04tqD(29=-6t{FJ-rG7KBew1&!0R4gbJQ zQ8cUaZlFV`%iTX5gB?>msnK+p>$K8LJhYCYN$r?&6`8W#&C5RZt9&==4M`dTNi@g3 Q!T NBA All-Rookie Second Team (2017) - -I guarantee you kids will wonder why the Oldheads speak about him elusively, citing the lack of accolades. But we will never forget you, Jamal Murray. \ No newline at end of file diff --git a/content/sports/nba/hoopers-i'll-remember/james-harden.md b/content/sports/nba/hoopers-i'll-remember/james-harden.md index 8f1368d..1e157cb 100644 --- a/content/sports/nba/hoopers-i'll-remember/james-harden.md +++ b/content/sports/nba/hoopers-i'll-remember/james-harden.md @@ -3,9 +3,10 @@ title: "James Harden: a half-hearted defense" tags: - thoughts --- -Let me be clear: James Harden will be remembered. But I really don't think he's going to be remembered as he should. -James Harden, for three straight months in 2019, averaged **40** points a game. He did this before the offensive explosion of the 2020s. Does anyone realize how bonkers that is? I don't think we talk about it enough. For three seasons, he was pretty much the greatest offensive (regular season) player in NBA history. +Let me be clear: James Harden will be remembered. But I really don't think he's going to be remembered as he should. + +James Harden, for three straight months in 2019, averaged **40** points a game. He did this before the offensive explosion of the 2020s. Does anyone realize how bonkers that is? I don't think we talk about it enough. For three seasons, he was pretty much the greatest offensive (regular season) player in NBA history. I understand that blah blah blah playoffs, but I don't think he's a "playoff dropper". It's more apt to say he couldn't maintain his ridiculous efficiency from the regular season, but he still in the playoffs managed to put up elite numbers, especially relative to his peers. His biggest detriment was being in the same conference as the KD-era Golden State Warriors, which basically broke the sport for three seasons. Had the Rockets not missed 27 straight 3s — mind you, assuming each 3 is an independent event with a 35% of making them, has a 0.000888506% probability, roughly 6x the probability of getting hit with lightning — we'd be speaking differently about him. @@ -13,4 +14,4 @@ In the 2021 playoffs, he played on an injured hamstring to play point for the 20 Let me be clear. I don't really like James Harden that much. He's a flopping whiner, he's quit on multiple teams, and like, look at his stupid-ass beard. -But I will not let anyone deny that he was one of the greatest hoopers this game has ever seen. \ No newline at end of file +But I will not let anyone deny that he was one of the greatest hoopers this game has ever seen. diff --git a/content/sports/nba/hoopers-i'll-remember/kate-martin.md b/content/sports/nba/hoopers-i'll-remember/kate-martin.md index 4dd74d1..0555b1c 100644 --- a/content/sports/nba/hoopers-i'll-remember/kate-martin.md +++ b/content/sports/nba/hoopers-i'll-remember/kate-martin.md @@ -3,6 +3,7 @@ title: "Kate Martin: Dirk Herwitzki" tags: - thoughts --- + NCAAW Final 4 2024. UConn-Iowa. Caitlin Clark is hard carrying her team, but she needs someone to step up and hit some timely shots. Enter Kate Martin. diff --git a/content/sports/nba/hoopers-i'll-remember/michael-porter-jr.md b/content/sports/nba/hoopers-i'll-remember/michael-porter-jr.md deleted file mode 100644 index 0d2ec9e..0000000 --- a/content/sports/nba/hoopers-i'll-remember/michael-porter-jr.md +++ /dev/null @@ -1,10 +0,0 @@ ---- -title: "Michael Porter Jr: the sane one?" -tags: - - thoughts ---- -This is an ode to Michael Porter Jr, aka MPJ. He was selected with the 14th overall pick in the 2018 NBA Draft, but he honestly may have gone first overall if it weren't for that pesky back of his. - -As a sidenote, I want to salute modern science, it's incredible how we've managed to make things that would literally kill people a hundred years ago into living a fruitful life. - -There's literally nothing going on in his head. I understand this is probably mean of me to say but it's literally like a DVD logo bouncing around. But he hoops. \ No newline at end of file diff --git a/content/sports/nba/moments-i'll-remember/index.md b/content/sports/nba/moments-i'll-remember/index.md index f35dc28..5420c2a 100644 --- a/content/sports/nba/moments-i'll-remember/index.md +++ b/content/sports/nba/moments-i'll-remember/index.md @@ -1 +1 @@ -I watch a lot of basketball. This is an attempt to catalog every basketball moment that I'll never stop thinking about. \ No newline at end of file +I watch a lot of basketball. This is an attempt to catalog every basketball moment that I'll never stop thinking about. diff --git a/content/sports/nba/moments-i'll-remember/jamal-murray-game-winner-2024.md b/content/sports/nba/moments-i'll-remember/jamal-murray-game-winner-2024.md index d0f5657..91a70dd 100644 --- a/content/sports/nba/moments-i'll-remember/jamal-murray-game-winner-2024.md +++ b/content/sports/nba/moments-i'll-remember/jamal-murray-game-winner-2024.md @@ -3,16 +3,17 @@ title: Jamal Murray's game-winner against the Lakers, April 22nd, 2024 tags: - thoughts --- + I'm a closeted fan of the Denver Nuggets. Nikola Jokic is my favorite player, ever, and I will confidently argue that he's currently in the greatest offensive peak ever. I love Denver and Colorado broadly, it's pretty much my ideal place to live. I hate the Lakers. I'm a Celtics fan, hating the Lakers is in my blood. People who act like sports is supposed to be some egalitarian kumbaya is a fucking liar. The only thing that brings me more pleasure than my team winning is seeing my enemies suffer. -So, thank you Jamal Murray, for playing horrible for most of the game, letting the Lakers get a 20 point lead on you, then going 6/8 in the fourth quarter and hitting an incredible game winner on AD, who spent the prior morning whining about not being defensive player of the year. +So, thank you Jamal Murray, for playing horrible for most of the game, letting the Lakers get a 20 point lead on you, then going 6/8 in the fourth quarter and hitting an incredible game winner on AD, who spent the prior morning whining about not being defensive player of the year. ![](https://twitter.com/NBATV/status/1782646943589507233) -The Nuggets have now beat the Lakers 10 times in a row. They're likely going to get swept again. +The Nuggets have now beat the Lakers 10 times in a row. They're likely going to get swept again. -I love basketball. +I love basketball. -![[jamal_murray_phantom_cam.mp4]] \ No newline at end of file +![[jamal_murray_phantom_cam.mp4]] diff --git a/content/sports/nba/moments-i'll-remember/jayson-tatum-game-winner-2022.md b/content/sports/nba/moments-i'll-remember/jayson-tatum-game-winner-2022.md index bb03e2a..8cdf941 100644 --- a/content/sports/nba/moments-i'll-remember/jayson-tatum-game-winner-2022.md +++ b/content/sports/nba/moments-i'll-remember/jayson-tatum-game-winner-2022.md @@ -3,4 +3,5 @@ title: Jayson Tatum wins the game at the buzzer tags: - thoughts --- -The 2021-22 basketball season was an incredible one for me. It didn't end the way I wanted it to, and in fact it ended so poorly I basically suffered a minor mental breakdown. Whatever. \ No newline at end of file + +The 2021-22 basketball season was an incredible one for me. It didn't end the way I wanted it to, and in fact it ended so poorly I basically suffered a minor mental breakdown. Whatever. diff --git a/content/sports/nfl/advanced-stats.md b/content/sports/nfl/advanced-stats.md index d6916b4..5fba287 100644 --- a/content/sports/nfl/advanced-stats.md +++ b/content/sports/nfl/advanced-stats.md @@ -2,7 +2,8 @@ tags: - notes --- + - EPA/play: - CPOE - PFF Grade -- \ No newline at end of file +- diff --git a/content/tags/notes.md b/content/tags/notes.md index 1aeaa9e..a193180 100644 --- a/content/tags/notes.md +++ b/content/tags/notes.md @@ -1,3 +1,3 @@ Notes about various topics. I wouldn't consider these comprehensive or pointing in any one direction or opinions, just a dump of bullet points and citations. -These are continually in a work-in-progress state. The world is constantly changing, and I am constantly learning. I will update them as needed. Please feel free to view the "History" button on the right sidebar to watch the evolution of these notes, which are stored in git. \ No newline at end of file +These are continually in a work-in-progress state. The world is constantly changing, and I am constantly learning. I will update them as needed. Please feel free to view the "History" button on the right sidebar to watch the evolution of these notes, which are stored in git. diff --git a/content/tags/observations.md b/content/tags/observations.md index b848bb6..abf8c24 100644 --- a/content/tags/observations.md +++ b/content/tags/observations.md @@ -1 +1 @@ -Observations about things. I would probably consider this the most structured content on this site, focusing on something I discovered or learned and wanted to document. \ No newline at end of file +Observations about things. I would probably consider this the most structured content on this site, focusing on something I discovered or learned and wanted to document. diff --git a/content/tags/thoughts.md b/content/tags/thoughts.md index 84c78c2..82e625c 100644 --- a/content/tags/thoughts.md +++ b/content/tags/thoughts.md @@ -1 +1 @@ -Just general thoughts about things. Not necessarily fully formed or analytical in nature, just musings, often opinionated. I try to keep these as a snapshot of my mindset at a given time, but I will correct any factual errors. If I have new additional thoughts, I will do this with an errata in the footnotes or new section, and not try to overwrite an old perspective. \ No newline at end of file +Just general thoughts about things. Not necessarily fully formed or analytical in nature, just musings, often opinionated. I try to keep these as a snapshot of my mindset at a given time, but I will correct any factual errors. If I have new additional thoughts, I will do this with an errata in the footnotes or new section, and not try to overwrite an old perspective. diff --git a/content/the-art-of-writing-fast.md b/content/the-art-of-writing-fast.md index c0eec4b..c5322a9 100644 --- a/content/the-art-of-writing-fast.md +++ b/content/the-art-of-writing-fast.md @@ -1,6 +1,6 @@ I really want to become a better writer. My whole life, I've been paralyzed by my own poor prose, jealous of people who can communicate, and desperate to be one of them. I started this mini-blog as a way to develop those writing skills. -Yet I don't write much. Well, I do. I write something, then I leave it in a half-finished state, then I scrap it. I get halfway through an idea, then discover something new about it, then leave it trapped in the prison of my mind, only to be forgotten and rediscovered a few months later. +Yet I don't write much. Well, I do. I write something, then I leave it in a half-finished state, then I scrap it. I get halfway through an idea, then discover something new about it, then leave it trapped in the prison of my mind, only to be forgotten and rediscovered a few months later. I saw this tweet the other day. @@ -8,4 +8,4 @@ I saw this tweet the other day. I don't really read the news or newsletters, but I _do_ happily subscribe to CHH. And they're right! She writes a lot. She articulates well. And she writes _fast_ (certainly fast enough that I feel I'm getting good value out of my subscription). -My new years resolution is to write a lot, and to write _fast_. I would say once a day but that seems optimistic, but maybe I say once a week? It's probably going to be pretty shitty. I'm the type of person who has a paralyzing fear of doing anything and not being immediately in the 90th percentile. I'll hold myself too it, and git will be my source of truth. Ignore that I can `git push --force` and rewrite history. \ No newline at end of file +My new years resolution is to write a lot, and to write _fast_. I would say once a day but that seems optimistic, but maybe I say once a week? It's probably going to be pretty shitty. I'm the type of person who has a paralyzing fear of doing anything and not being immediately in the 90th percentile. I'll hold myself too it, and git will be my source of truth. Ignore that I can `git push --force` and rewrite history. diff --git a/content/why-i-want-to-write.md b/content/why-i-want-to-write.md index 223408c..db493c1 100644 --- a/content/why-i-want-to-write.md +++ b/content/why-i-want-to-write.md @@ -3,7 +3,8 @@ tags: - thoughts title: Why I want to write --- -I've been skilled my whole life with "technical" things. My whole life, I've breezed through classes in math, physics, economics, etc. I sleepwalked my way through nearly 15 years of schooling and achieved nearly everything I've wanted. + +I've been skilled my whole life with "technical" things. My whole life, I've breezed through classes in math, physics, economics, etc. I sleepwalked my way through nearly 15 years of schooling and achieved nearly everything I've wanted. So imagine my shock, when for the first time in my life, I discovered terrible at philosophy. So terrible, that I really understood what it was like to be "the guy who doesn't want to be called on in class" because I knew I was about to say some stupid shit. And my professors were nice to me, but I could always tell that "damn, this dumbass just said some stupid shit". @@ -11,6 +12,6 @@ Thinking is cool, I guess. But communication is the thing that drives us. We're This is a privileged position to take. I'm sure people who are better writers than me and less technically skilled than I am probably want my technical skills as well. I think that's human nature. Oh well. -So, I hope that by writing more, I'll become a better writer. This is a hard task for me. I've never forced myself to get better at something, because why focus on what I'm bad at when I can be good at what I'm good at? You should realize that's a pretty dumb way to live life, it fortunately only took me 23.3 years to realize that. +So, I hope that by writing more, I'll become a better writer. This is a hard task for me. I've never forced myself to get better at something, because why focus on what I'm bad at when I can be good at what I'm good at? You should realize that's a pretty dumb way to live life, it fortunately only took me 23.3 years to realize that. -I also think I'm probably gonna get Alzheimer's. Okay, probably not, but I refuse to live my life collecting so many trinkets of random information inside my brain only for it to be stolen from me by forces greater than me. I guess my legacy will live as long as Github lives. \ No newline at end of file +I also think I'm probably gonna get Alzheimer's. Okay, probably not, but I refuse to live my life collecting so many trinkets of random information inside my brain only for it to be stolen from me by forces greater than me. I guess my legacy will live as long as Github lives.