From 645963ca8765dcaf3045c0856c8d7aa171c71820 Mon Sep 17 00:00:00 2001 From: eric Date: Sat, 20 Dec 2025 06:16:00 +0000 Subject: [PATCH] deploy: d2d39745c5e736d46f5ccf230209c37fad8b32b1 --- 404.html | 4 ++-- about/index.html | 4 ++-- categories/index.html | 4 ++-- index.html | 4 ++-- posts/benchmarking-llms-on-jetson-orin-nano/index.html | 4 ++-- posts/breville-barista-pro-maintenance/index.html | 4 ++-- .../index.html | 4 ++-- .../index.html | 4 ++-- posts/how-rvq-teaches-llms-to-see-and-hear/index.html | 4 ++-- posts/index.html | 4 ++-- .../index.html | 4 ++-- posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html | 4 ++-- posts/page/2/index.html | 4 ++-- posts/ppo-for-language-models/index.html | 4 ++-- posts/quantization-in-llms/index.html | 4 ++-- posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html | 4 ++-- posts/supabase-deep-dive/index.html | 4 ++-- .../index.html | 4 ++-- .../index.html | 4 ++-- posts/transformer-s-core-mechanics/index.html | 4 ++-- .../index.html | 4 ++-- posts/useful/index.html | 4 ++-- posts/vattention/index.html | 4 ++-- tags/index.html | 4 ++-- 24 files changed, 48 insertions(+), 48 deletions(-) diff --git a/404.html b/404.html index c951d90..8108f24 100644 --- a/404.html +++ b/404.html @@ -1,7 +1,7 @@ -Eric X. Liu's Personal Page
Eric X. Liu's Personal Page +Eric X. Liu's Personal Page
Eric X. Liu's Personal Page
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© 2016 - 2025 Eric X. Liu -[1c61274]
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Eric X. Liu's Personal Page +About · Eric X. Liu's Personal Page
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About

© 2016 - 2025 Eric X. Liu -[1c61274]
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\ No newline at end of file diff --git a/categories/index.html b/categories/index.html index 67cebe2..4f9bc6b 100644 --- a/categories/index.html +++ b/categories/index.html @@ -1,7 +1,7 @@ -Categories · Eric X. Liu's Personal Page
Eric X. Liu's Personal Page +Categories · Eric X. Liu's Personal Page
Eric X. Liu's Personal Page
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Categories

    © 2016 - 2025 Eric X. Liu -[1c61274]
    \ No newline at end of file +[d2d3974]
    \ No newline at end of file diff --git a/index.html b/index.html index c9fb93f..d3bc48b 100644 --- a/index.html +++ b/index.html @@ -1,7 +1,7 @@ -Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page
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    avatar

    Eric X. Liu

    Software & Performance Engineer @Google

    © 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/benchmarking-llms-on-jetson-orin-nano/index.html b/posts/benchmarking-llms-on-jetson-orin-nano/index.html index cfcbe33..ffc0e4e 100644 --- a/posts/benchmarking-llms-on-jetson-orin-nano/index.html +++ b/posts/benchmarking-llms-on-jetson-orin-nano/index.html @@ -8,7 +8,7 @@ NVIDIA’s Jetson Orin Nano promises impressive specs: 1024 CUDA cores, 32 Tensor Cores, and 40 TOPS of INT8 compute performance packed into a compact, power-efficient edge device. On paper, it looks like a capable platform for running Large Language Models locally. But there’s a catch—one that reveals a fundamental tension in modern edge AI hardware design. After running 66 inference tests across seven different language models ranging from 0.5B to 5.4B parameters, I discovered something counterintuitive: the device’s computational muscle sits largely idle during single-stream LLM inference. The bottleneck isn’t computation—it’s memory bandwidth. This isn’t just a quirk of one device; it’s a fundamental characteristic of single-user, autoregressive token generation on edge hardware—a reality that shapes how we should approach local LLM deployment.">
    Eric X. Liu's Personal Page +After running 66 inference tests across seven different language models ranging from 0.5B to 5.4B parameters, I discovered something counterintuitive: the device’s computational muscle sits largely idle during single-stream LLM inference. The bottleneck isn’t computation—it’s memory bandwidth. This isn’t just a quirk of one device; it’s a fundamental characteristic of single-user, autoregressive token generation on edge hardware—a reality that shapes how we should approach local LLM deployment.">
    Eric X. Liu's Personal Page
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    Why Your Jetson Orin Nano's 40 TOPS Goes Unused (And What That Means for Edge AI)

    October 4, 2025 @@ -62,4 +62,4 @@ After running 66 inference tests across seven different language models ranging 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/breville-barista-pro-maintenance/index.html b/posts/breville-barista-pro-maintenance/index.html index 938265e..3eb7ef7 100644 --- a/posts/breville-barista-pro-maintenance/index.html +++ b/posts/breville-barista-pro-maintenance/index.html @@ -8,7 +8,7 @@ The Breville Barista Pro has two distinct, automated maintenance procedures: the Cleaning (Flush) Cycle and the Descale Cycle. It is important to understand that these are not interchangeable, as they address different types of buildup within the machine.">
    Eric X. Liu's Personal Page +Understanding the Two Primary Maintenance Cycles Link to heading The Breville Barista Pro has two distinct, automated maintenance procedures: the Cleaning (Flush) Cycle and the Descale Cycle. It is important to understand that these are not interchangeable, as they address different types of buildup within the machine.">
    Eric X. Liu's Personal Page
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    Breville Barista Pro Maintenance

    August 16, 2025 @@ -25,4 +25,4 @@ Understanding the Two Primary Maintenance Cycles Link to heading The Breville Ba 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html b/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html index 7d514c6..90f2c0f 100644 --- a/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html +++ b/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html @@ -1,7 +1,7 @@ Mastering Your Breville Barista Pro: The Ultimate Guide to Dialing In Espresso · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +Our overarching philosophy is simple: isolate and change only one variable at a time. While numbers are crucial, your palate is the ultimate judge. Dose, ratio, and time are interconnected, but your grind size is your most powerful lever.">
    Eric X. Liu's Personal Page
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    Mastering Your Breville Barista Pro: The Ultimate Guide to Dialing In Espresso

    May 1, 2025 @@ -20,4 +20,4 @@ Our overarching philosophy is simple: isolate and change only one variable at a 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html b/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html index 4d12186..ad39d13 100644 --- a/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html +++ b/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html @@ -12,7 +12,7 @@ Link to heading -Flashing NVIDIA Jetson devices remotely presents unique challenges when the host machine is virtualized. This article documents the technical challenges, failures, and eventual success of flashing a Jetson Orin Nano Super developer kit using NVIDIA SDK Manager in various virtualized environments, specifically focusing on QEMU/KVM virtual machines and LXC containers on Proxmox VE.">
    Eric X. Liu's Personal Page +Flashing NVIDIA Jetson devices remotely presents unique challenges when the host machine is virtualized. This article documents the technical challenges, failures, and eventual success of flashing a Jetson Orin Nano Super developer kit using NVIDIA SDK Manager in various virtualized environments, specifically focusing on QEMU/KVM virtual machines and LXC containers on Proxmox VE.">
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    Flashing Jetson Orin Nano in Virtualized Environments

    October 2, 2025 @@ -168,4 +168,4 @@ Flashing NVIDIA Jetson devices remotely presents unique challenges when the host 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/how-rvq-teaches-llms-to-see-and-hear/index.html b/posts/how-rvq-teaches-llms-to-see-and-hear/index.html index 891a6d8..a79ffd3 100644 --- a/posts/how-rvq-teaches-llms-to-see-and-hear/index.html +++ b/posts/how-rvq-teaches-llms-to-see-and-hear/index.html @@ -1,7 +1,7 @@ Beyond Words: How RVQ Teaches LLMs to See and Hear · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +The answer lies in creating a universal language—a bridge between the continuous, messy world of pixels and audio waves and the discrete, structured world of language tokens. One of the most elegant and powerful tools for building this bridge is Residual Vector Quantization (RVQ).">
    Eric X. Liu's Personal Page
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    Beyond Words: How RVQ Teaches LLMs to See and Hear

    August 7, 2025 @@ -18,4 +18,4 @@ The answer lies in creating a universal language—a bridge between the continuo 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/index.html b/posts/index.html index 71bdf21..9ddf2b8 100644 --- a/posts/index.html +++ b/posts/index.html @@ -1,4 +1,4 @@ -Posts · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +Posts · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page
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    Posts

    • December 19, 2025 The Convergence of Fast Weights, Linear Attention, and State Space Models
    • December 8, 2025 @@ -14,4 +14,4 @@ 2016 - 2025 Eric X. Liu -[1c61274]
    \ No newline at end of file +[d2d3974]
    \ No newline at end of file diff --git a/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html b/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html index 0b27809..08dceb4 100644 --- a/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html +++ b/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html @@ -9,7 +9,7 @@ The Problem: Many routing mechanisms, especially “Top-K routing,” involve a discrete, hard selection process. A common function is KeepTopK(v, k), which selects the top k scoring elements from a vector v and sets others to $-\infty$ or $0$.">
    Eric X. Liu's Personal Page +1. Challenge: Non-Differentiability of Routing Functions Link to heading The Problem: Many routing mechanisms, especially “Top-K routing,” involve a discrete, hard selection process. A common function is KeepTopK(v, k), which selects the top k scoring elements from a vector v and sets others to $-\infty$ or $0$.">
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    Mixture-of-Experts (MoE) Models Challenges & Solutions in Practice

    July 2, 2025 @@ -44,4 +44,4 @@ The Top-K routing mechanism, as illustrated in the provided ima 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html b/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html index a61967f..2655be1 100644 --- a/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html +++ b/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html @@ -5,7 +5,7 @@ Link to heading -When using WireGuard together with MWAN3 on OpenWrt, the tunnel can fail to establish or flap when the peer’s IP is routed into the tunnel itself. This is a classic routing bootstrap problem: WireGuard wants to route 0.0.0.0/0 into the tunnel, but the UDP packets to the peer’s public endpoint also get captured, so they never reach the Internet to bring the tunnel up.">
    Eric X. Liu's Personal Page +When using WireGuard together with MWAN3 on OpenWrt, the tunnel can fail to establish or flap when the peer’s IP is routed into the tunnel itself. This is a classic routing bootstrap problem: WireGuard wants to route 0.0.0.0/0 into the tunnel, but the UDP packets to the peer’s public endpoint also get captured, so they never reach the Internet to bring the tunnel up.">
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    OpenWrt: Fix WireGuard Connectivity with MWAN3 by Excluding the VPN Endpoint

    September 28, 2025 @@ -98,4 +98,4 @@ When using WireGuard together with MWAN3 on OpenWrt, the tunnel can fail to esta 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/page/2/index.html b/posts/page/2/index.html index a063704..726c3d8 100644 --- a/posts/page/2/index.html +++ b/posts/page/2/index.html @@ -1,4 +1,4 @@ -Posts · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +Posts · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page
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    Posts

    • August 3, 2025 Supabase Deep Dive: It's Not Magic, It's Just Postgres
    • August 2, 2025 @@ -11,4 +11,4 @@ 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/ppo-for-language-models/index.html b/posts/ppo-for-language-models/index.html index 27495dd..5b0c3fc 100644 --- a/posts/ppo-for-language-models/index.html +++ b/posts/ppo-for-language-models/index.html @@ -2,7 +2,7 @@ You may have seen diagrams like the one below, which outlines the RLHF training process. It can look intimidating, with a web of interconnected models, losses, and data flows. ">
    Eric X. Liu's Personal Page +You may have seen diagrams like the one below, which outlines the RLHF training process. It can look intimidating, with a web of interconnected models, losses, and data flows.">
    Eric X. Liu's Personal Page
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    A Deep Dive into PPO for Language Models

    August 2, 2025 @@ -25,4 +25,4 @@ where δ_t = r_t + γV(s_{t+1}) - V(s_t)

    • γ (gam 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/quantization-in-llms/index.html b/posts/quantization-in-llms/index.html index 7314341..2f61539 100644 --- a/posts/quantization-in-llms/index.html +++ b/posts/quantization-in-llms/index.html @@ -1,4 +1,4 @@ -Quantization in LLMs · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +Quantization in LLMs · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page
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    Quantization in LLMs

    August 19, 2025 @@ -7,4 +7,4 @@ 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html b/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html index d80544e..9845bfd 100644 --- a/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html +++ b/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html @@ -5,7 +5,7 @@ modprobe nvidia → “Key was rejected by service” That message is the tell: Secure Boot is enabled and the kernel refuses to load modules not signed by a trusted key.">
    Eric X. Liu's Personal Page +nvidia-smi failed to communicate with the NVIDIA driver modprobe nvidia → “Key was rejected by service” That message is the tell: Secure Boot is enabled and the kernel refuses to load modules not signed by a trusted key.">
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    Fixing GPU Operator Pods Stuck in Init: Secure Boot, DKMS, and MOK on Proxmox + Debian

    August 9, 2025 @@ -59,4 +59,4 @@ nvidia-smi failed to communicate with the NVIDIA driver modprobe nvidia → “K 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/supabase-deep-dive/index.html b/posts/supabase-deep-dive/index.html index 7ccb597..2f3bf90 100644 --- a/posts/supabase-deep-dive/index.html +++ b/posts/supabase-deep-dive/index.html @@ -1,7 +1,7 @@ Supabase Deep Dive: It's Not Magic, It's Just Postgres · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +Supabase enters this space with a radically different philosophy: transparency. It provides the convenience of a BaaS, but it’s built on the world’s most trusted relational database: PostgreSQL. The “magic” isn’t a proprietary black box; it’s a carefully assembled suite of open-source tools that enhance Postgres, not hide it.">
    Eric X. Liu's Personal Page
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    Supabase Deep Dive: It's Not Magic, It's Just Postgres

    August 3, 2025 @@ -90,4 +90,4 @@ Supabase enters this space with a radically different philosophy: transparency. 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html b/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html index 40897c3..e4cf444 100644 --- a/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html +++ b/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html @@ -1,7 +1,7 @@ An Architectural Deep Dive of T5 · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +But to truly understand the field, we must look at the pivotal models that explored different paths. Google’s T5, or Text-to-Text Transfer Transformer, stands out as one of the most influential. It didn’t just introduce a new model; it proposed a new philosophy. This article dives deep into the architecture of T5, how it fundamentally differs from modern LLMs, and the lasting legacy of its unique design choices.">
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    An Architectural Deep Dive of T5

    June 1, 2025 @@ -30,4 +30,4 @@ But to truly understand the field, we must look at the pivotal models that explo 2016 - 2025 Eric X. Liu -[1c61274]
    \ No newline at end of file +[d2d3974]
    \ No newline at end of file diff --git a/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html b/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html index 5201ea5..dc3cfac 100644 --- a/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html +++ b/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html @@ -1,7 +1,7 @@ The Convergence of Fast Weights, Linear Attention, and State Space Models · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +This article explores the mathematical equivalence between Hinton’s concept of Fast Weights as Associative Memory and the recurrence mechanisms found in models such as Mamba and RWKV.">
    Eric X. Liu's Personal Page
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    The Convergence of Fast Weights, Linear Attention, and State Space Models

    December 19, 2025 @@ -26,4 +26,4 @@ This article explores the mathematical equivalence between Hinton’s concept of 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/transformer-s-core-mechanics/index.html b/posts/transformer-s-core-mechanics/index.html index c27f28d..99bfb86 100644 --- a/posts/transformer-s-core-mechanics/index.html +++ b/posts/transformer-s-core-mechanics/index.html @@ -8,7 +8,7 @@ In deep learning, a “channel” can be thought of as a feature dimension. While this term is common in Convolutional Neural Networks for images (e.g., Red, Green, Blue channels), in LLMs, the analogous concept is the model’s primary embedding dimension, commonly referred to as d_model.">
    Eric X. Liu's Personal Page +1. The “Channel”: A Foundational View of d_model Link to heading In deep learning, a “channel” can be thought of as a feature dimension. While this term is common in Convolutional Neural Networks for images (e.g., Red, Green, Blue channels), in LLMs, the analogous concept is the model’s primary embedding dimension, commonly referred to as d_model.">
    Eric X. Liu's Personal Page
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    Transformer's Core Mechanics

    April 1, 2025 @@ -36,4 +36,4 @@ In deep learning, a “channel” can be thought of as a feature dimensi 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/unifi-vlan-migration-to-zone-based-architecture/index.html b/posts/unifi-vlan-migration-to-zone-based-architecture/index.html index f12f744..137487e 100644 --- a/posts/unifi-vlan-migration-to-zone-based-architecture/index.html +++ b/posts/unifi-vlan-migration-to-zone-based-architecture/index.html @@ -1,7 +1,7 @@ UniFi VLAN Migration to Zone-Based Architecture · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +This article documents that journey. It details the pitfalls encountered, the core networking concepts that were essential to understand, and the best practices that ultimately led to a stable, secure, and logical network design built on a zone-based firewall model.">
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    UniFi VLAN Migration to Zone-Based Architecture

    September 22, 2025 @@ -28,4 +28,4 @@ This article documents that journey. It details the pitfalls encountered, the co 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/posts/useful/index.html b/posts/useful/index.html index 53df9b1..2a0a2bb 100644 --- a/posts/useful/index.html +++ b/posts/useful/index.html @@ -1,6 +1,6 @@ Some useful files · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +">
    Eric X. Liu's Personal Page
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    Some useful files

    October 26, 2020 @@ -9,4 +9,4 @@ One-minute read
    • [1c61274]
    \ No newline at end of file +[d2d3974]
    \ No newline at end of file diff --git a/posts/vattention/index.html b/posts/vattention/index.html index 129a70b..d968c71 100644 --- a/posts/vattention/index.html +++ b/posts/vattention/index.html @@ -8,7 +8,7 @@ Prior to PagedAttention, systems allocated contiguous memory for the maximum possible context length, leading to severe fragmentation and wasted memory. PagedAttention addressed this by chunking the KV cache into non-contiguous blocks, managed by a software-defined “page table” (the Block Table) [1].">
    Eric X. Liu's Personal Page +The Status Quo: PagedAttention and Software Tables Link to heading Prior to PagedAttention, systems allocated contiguous memory for the maximum possible context length, leading to severe fragmentation and wasted memory. PagedAttention addressed this by chunking the KV cache into non-contiguous blocks, managed by a software-defined “page table” (the Block Table) [1].">
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    vAttention

    December 8, 2025 @@ -31,4 +31,4 @@ The GPU TLB hierarchy is sensitive to page sizes.

    • 4KB Pages:< 2016 - 2025 Eric X. Liu -[1c61274]
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    \ No newline at end of file diff --git a/tags/index.html b/tags/index.html index 4d95acd..a43c302 100644 --- a/tags/index.html +++ b/tags/index.html @@ -1,7 +1,7 @@ -Tags · Eric X. Liu's Personal Page
    Eric X. Liu's Personal Page +Tags · Eric X. Liu's Personal Page
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      © 2016 - 2025 Eric X. Liu -[1c61274]
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