mixed-precision

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stochasticai /xTuring

Star2.7k

Build, personalize and control your own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community:https://discord.gg/TgHXuSJEk6

adapter deep-learning llama lora quantization language-model mistral fine-tuning peft finetuning mixed-precision gpt-2 gpt-j llm generative-ai gen-ai

UpdatedNov 3, 2025
Python

NVIDIA /OpenSeq2Seq

Star1.6k

Toolkit for efficient experimentation with Speech Recognition, Text2Speech and NLP

text-to-speech deep-learning tensorflow multi-node speech-synthesis speech-recognition seq2seq speech-to-text neural-machine-translation sequence-to-sequence language-model multi-gpu float16 mixed-precision

UpdatedMay 11, 2021
Python

Azure /MS-AMP

Star627

Microsoft Automatic Mixed Precision Library

deep-learning gpu amp pytorch transformer mixed-precision fp8

UpdatedSep 29, 2024
Python

Zhen-Dong /HAWQ

Star451

Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.

pytorch quantization hessian 8-bit model-compression distillation tvm 4-bit mixed-precision tensorcore quantized-neural-networks hardware-aware efficient-neural-networks

UpdatedMay 15, 2023
Python

mit-han-lab /haq

Star398

[CVPR 2019, Oral] HAQ: Hardware-Aware Automated Quantization with Mixed Precision

quantization automl mixed-precision efficient-model

UpdatedFeb 26, 2021
Python

hellojialee /Improved-Body-Parts

Star262

Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation

training tutorial heatmap pytorch distributed apex bottom-up pose-estimation multi-gpus mixed-precision multi-person focal-l2-loss

UpdatedMay 23, 2022
Python

thu-nics /ViDiT-Q

Star128

[ICLR'25] ViDiT-Q: Efficient and Accurate Quantization of Diffusion Transformers for Image and Video Generation

quantization mixed-precision diffusion-models efficientml

UpdatedMar 21, 2025
Python

moritztng /prism

Star113

High Resolution Style Transfer in PyTorch with Color Control and Mixed Precision 🎨

pytorch style-transfer high-resolution mixed-precision controlling-perceptual-factors

UpdatedAug 7, 2022
Python

enp1s0 /ozIMMU

Star90

FP64 equivalent GEMM via Int8 Tensor Cores using the Ozaki scheme

cuda gemm mixed-precision tensorcore tensorcores

UpdatedMar 21, 2025
Cuda

verificarlo /verificarlo

Star88

A tool for debugging and assessing floating point precision and reproducibility.

tool llvm floating-point precision numerical-analysis montecarlo-arithmetic mpfr mixed-precision

UpdatedOct 19, 2025
C

rickiepark /deep-learning-with-python-2nd

Star81

<케라스 창시자에게 배우는 딥러닝 2판> 도서의 코드 저장소

deep-learning time-series neural-network text-classification tensorflow machine-translation keras text-generation cnn transformer gan rnn image-classification image-segmentation multi-gpu image-augmentation tpu mixed-precision image-style-transfer keras-tuner

UpdatedApr 12, 2025
Jupyter Notebook

suvojit-0x55aa /mixed-precision-pytorch

Star80

Training with FP16 weights in PyTorch

computer-vision deep-learning overflow pytorch artificial-intelligence artificial-neural-networks gradient weight precision nueral-networks model-weights mixed-precision gradients-underflow precision-training

UpdatedAug 7, 2019
Python

tanyuqian /redco

Star68

NAACL '24 (Best Demo Paper RunnerUp) / MlSys @ NeurIPS '23 - RedCoast: A Lightweight Tool to Automate Distributed Training and Inference

reinforcement-learning seq2seq image-captioning llama gemma differential-privacy maml model-parallelism meta-learning distributed-training ppo federated-learning jax mixed-precision diffusion-models mlsys fedavg large-language-models stable-diffusion flan-t5-xxl

UpdatedDec 9, 2024
Python

HuiResearch /tfbert

Star59

基于tensorflow1.x的预训练模型调用，支持单机多卡、梯度累积，XLA加速，混合精度。可灵活训练、验证、预测。

tensorflow trainer albert bert electra mixed-precision xla ernie ernie-gram chinesebert

UpdatedAug 16, 2021
Python

Zhen-Dong /BitPack

Star58

BitPack is a practical tool to efficiently save ultra-low precision/mixed-precision quantized models.

memory pytorch quantization model-compression mixed-precision quantized-neural-networks

UpdatedFeb 7, 2023
Python

andreped /GradientAccumulator

Star53

🎯 Gradient Accumulation for TensorFlow 2

deep-learning tensorflow gpu keras tf2 hacktoberfest multi-gpu distributed-training float16 tpu batch-size mixed-precision gradient-accumulation tensorflow2 huggingface adaptive-gradient-clipping accumulated-gradients memory-constraints accumulated-batch-normalization

UpdatedFeb 11, 2024
Python

EEESlab /CMix-NN

Star48

CMix-NN: Mixed Low-Precision CNN Library for Memory-Constrained Edge Devices

iot arm stm32 inference cnn cmsis stm32f4 stm32f7 arm-cortex-m7 stm32l4 edge-computing stm32h7 mixed-precision cmsis-nn arm-cortex-m4 quantized-neural-networks edge-ai tinyml

UpdatedMar 19, 2020
C

thu-nics /MixDQ

Star46

[ECCV24] MixDQ: Memory-Efficient Few-Step Text-to-Image Diffusion Models with Metric-Decoupled Mixed Precision Quantization

efficient quantization mixed-precision diffusion-models

UpdatedNov 27, 2024
Python

qleenju /PDPU

Star43

PDPU: An Open-Source Posit Dot-Product Unit for Deep Learning Applications

systemverilog posit unum dot-product mixed-precision posit-arithmetic posit-arithmetic-generator arithmetic-units

UpdatedMay 5, 2023
SystemVerilog

wu-kan /HPL-AI

Star30

An implementation of HPL-AI Mixed-Precision Benchmark based on hpl-2.3

benchmarking performance hpc mpi gmres hpl mixed-precision linpack hpl-ai

UpdatedMay 30, 2021
C

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