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Comparing Model Performance: Without MTP vs. With MTP vs. With MTP + QAT

0xkoji 2026年06月09日 11:43 4 次阅读来源：Dev.to

google--gemma-4-12B-it-Q4_K_M.gguf baxin/quantized-models at main We’re on a journey to advance and democratize artificial intelligence through open source and open science. huggingface.co gemma-4-12B-it-qat-UD-Q4_K_XL.gguf unsloth/gemma-4-12B-it-qat-GGUF · Hugging Face We’re on a journey to advance and democratize artificial intelligence through open source and open science. huggingface.co prompt: hello [ Prompt: 21.0 t/s | Generation: 10.6 t/s ] [ Prompt: 19.5 t/s | Generation: 5.0 t/s ] [ Prompt: 25.4 t/s | Generation: 17.6 t/s ] prompt: write fizzbuzz in typescript [ Prompt: 23.1 t/s | Generation: 9.2 t/s ] [ Prompt: 25.0 t/s | Generation: 10.6 t/s ] [ Prompt: 32.2 t/s | Generation: 11.3 t/s ] Without MTP ▄▄ ▄▄ ██ ██ ██ ██ ▀▀█▄ ███▄███▄ ▀▀█▄ ▄████ ████▄ ████▄ ██ ██ ▄█▀██ ██ ██ ██ ▄█▀██ ██ ██ ██ ██ ██ ██ ██ ▀█▄██ ██ ██ ██ ▀█▄██ ██ ▀████ ████▀ ████▀ ██ ██ ▀▀ ▀▀ build : b9536-308f61c31 model : google--gemma-4-12B-it-Q4_K_M.gguf modalities : text available commands: /exit or Ctrl+C stop or exit /regen regenerate the last response /clear clear the chat history /read add a text file /glob add text files using globbing pattern hello [Start thinking] The user said "hello". The user is initiating a conversation. A friendly, helpful, and polite greeting is required. * Option 1: "Hello! How can I help you today?" (Standard, polite) * Option 2: "Hi there! What's on your mind?" (Friendly) * Option 3: "Hello! Is there anything specific you'd like to talk about or any questions I can answer?" (Informative) Keep it simple and inviting. [End thinking] Hello! How can I help you today? [ Prompt: 21.0 t/s | Generation: 10.6 t/s ] write fizzbuzz in typescript [Start thinking] The user wants a FizzBuzz implementation in TypeScript. * Iterate from 1 to a given number (usually 100). * If a number is divisible by 3, print "Fizz". * If a number is divisible by 5, print "Buzz". * If a number is divisible by both 3 and 5, print "FizzBuzz". * Otherwise, print the number itself. * *Approach

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Comparing Model Performance: Without MTP vs. With MTP vs. With MTP + QAT

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