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PowerInfer‑2 achieves up to 29× speedups over llama.cpp and 13× over LLMFlash by leveraging neuron‑level pipelines and NPU‑centric prefill optimization.

Performance Evaluation of PowerInfer‑2: Offloading, Prefill, and In‑Memory Efficiency

This article outlines key PELT methods (BitFit, Adapter, Prefix-Tuning) and motivates UNIPELT, a gated hybrid combining them for robust LM tuning. 

The Tuning Trifecta: UNIPELT’s Gated Symphony of BitFit, Adapter, and Prefix-Tuning

This section highlights vAttention's ability to add dynamic memory allocation support to unmodified FlashAttention and FlashInfer prefill kernels

vAttention Performance & Portability for LLM Prefill Phase

This section details the evaluation methodology for vAttention, assessing its performance, portability, and memory efficiency in both prefill and decode phases

Evaluation of vAttention for LLM Inference: Prefill and Decode Performance

We explore the effectiveness of vLLM for the case a prefix is shared among different input prompts

How Effective is vLLM When a Prefix Is Thrown Into the Mix?

Avoid using prefixes on collections whenever possible.

Code Smell 257 - Simplifying Property Names By Removing Prefixes

Discover how Dramatron's creativity is fueled by diverse prompt sets, including Medea's tragedy from Ancient Greece and Sci-Fi inspirations like Star Wars.

Diverse AI Prompt Prefixes for Scriptwriting: From Star Wars to Ancient Drama

Learn how to add a prefix or suffix to each new line in JavaScript with our step-by-step tutorial. Create a user-friendly online tool using JS.

How to Add Prefix or Suffix to Each New Line in JavaScript

A trie (pronounced as “try”) or prefix tree is a tree data structure used to efficiently store and retrieve keys in a dataset of strings.

How to Implement Trie (Prefix Tree) - Blind 75 LeetCode Questions

In this post, we will look at prefix sums and how they can be used to solve a common coding problem, that is, calculating the sum of an array (segment). This article will use Java for the code samples but the concept should apply to most programming languages.

Prefix Sums and How They Can be Used to Solve Coding Problems

GraphQL’s concept spans from data store to client. What happens along the way? Tooling in the <a href="https://hackernoon.com/tagged/graphql" target="_blank">GraphQL</a> world has come a long way and spinning up an application is easier than ever. By stepping through each component, you’ll have a better understanding of GraphQL as a whole.

Piecing Together GraphQL

As much as I want to start using <a href="https://hackernoon.com/tagged/javascript" target="_blank">JavaScript</a> right away, and create applications, I know that I won’t be able to fully grasp the language unless I understand the fundamentals. Consequently, I’ve been following the chapters from <a href="https://javascript.info" target="_blank">https://javascript.info</a> which has been a great source so far.

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EVERGREEN INDEX #13076

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Performance Evaluation of PowerInfer‑2: Offloading, Prefill, and In‑Memory Efficiency

The Tuning Trifecta: UNIPELT’s Gated Symphony of BitFit, Adapter, and Prefix-Tuning

vAttention Performance & Portability for LLM Prefill Phase

Evaluation of vAttention for LLM Inference: Prefill and Decode Performance

How Effective is vLLM When a Prefix Is Thrown Into the Mix?

Code Smell 257 - Simplifying Property Names By Removing Prefixes

Diverse AI Prompt Prefixes for Scriptwriting: From Star Wars to Ancient Drama

How to Add Prefix or Suffix to Each New Line in JavaScript

How to Implement Trie (Prefix Tree) - Blind 75 LeetCode Questions

Prefix Sums and How They Can be Used to Solve Coding Problems

Piecing Together GraphQL

JavaScript — Back to Basics: Prefix vs. Postfix

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PIEFI

piefi.io

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EVERGREEN INDEX #13076

pieFi's stories on HackerNoon

Performance Evaluation of PowerInfer‑2: Offloading, Prefill, and In‑Memory Efficiency

The Tuning Trifecta: UNIPELT’s Gated Symphony of BitFit, Adapter, and Prefix-Tuning

vAttention Performance & Portability for LLM Prefill Phase

Evaluation of vAttention for LLM Inference: Prefill and Decode Performance

How Effective is vLLM When a Prefix Is Thrown Into the Mix?

Code Smell 257 - Simplifying Property Names By Removing Prefixes

Diverse AI Prompt Prefixes for Scriptwriting: From Star Wars to Ancient Drama

How to Add Prefix or Suffix to Each New Line in JavaScript

How to Implement Trie (Prefix Tree) - Blind 75 LeetCode Questions

Prefix Sums and How They Can be Used to Solve Coding Problems

Piecing Together GraphQL

JavaScript — Back to Basics: Prefix vs. Postfix

pieFi's Related Companies

2021

2022

2021

2021

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Performance Evaluation of PowerInfer‑2: Offloading, Prefill, and In‑Memory Efficiency