Neural Network Quantization & Low-Bit Fixed Point Training For Hardware-Friendly Algorithm Design
☆161Dec 18, 2020Updated 5 years ago
Alternatives and similar repositories for awesome-quantization-and-fixed-point-training
Users that are interested in awesome-quantization-and-fixed-point-training are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The PyTorch implementation of Learned Step size Quantization (LSQ) in ICLR2020 (unofficial)☆138Nov 19, 2020Updated 5 years ago
- [CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework☆281Dec 8, 2023Updated 2 years ago
- Summary, Code for Deep Neural Network Quantization☆562Jun 14, 2025Updated 10 months ago
- [ICLR 2021 Spotlight] "CPT: Efficient Deep Neural Network Training via Cyclic Precision" by Yonggan Fu, Han Guo, Meng Li, Xin Yang, Yinin…☆31Mar 2, 2024Updated 2 years ago
- pytorch fixed point training tool/framework☆34Oct 14, 2020Updated 5 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantiz…☆2,274May 6, 2025Updated last year
- A collection of research papers on efficient training of DNNs☆69Jul 6, 2022Updated 3 years ago
- ☆211Nov 9, 2021Updated 4 years ago
- ☆58Dec 8, 2020Updated 5 years ago
- Improving Post Training Neural Quantization: Layer-wise Calibration and Integer Programming☆98Jun 10, 2021Updated 4 years ago
- Unofficial implementation of LSQ-Net, a neural network quantization framework☆313May 8, 2024Updated 2 years ago
- Low Precision Arithmetic Simulation in PyTorch☆290May 20, 2024Updated last year
- Collections of model quantization algorithms. Any issues, please contact Peng Chen (blueardour@gmail.com)☆73Oct 7, 2021Updated 4 years ago
- ReActNet: Towards Precise Binary NeuralNetwork with Generalized Activation Functions. In ECCV 2020.☆265Nov 11, 2021Updated 4 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- A nnie quantization aware training tool on pytorch.☆236Dec 10, 2020Updated 5 years ago
- [ICML'21 Oral] I-BERT: Integer-only BERT Quantization☆268Jan 29, 2023Updated 3 years ago
- PyTorch implementation of Data Free Quantization Through Weight Equalization and Bias Correction.☆264Oct 3, 2023Updated 2 years ago
- A simple network quantization demo using pytorch from scratch.☆542Jun 18, 2023Updated 2 years ago
- [CVPR 2019, Oral] HAQ: Hardware-Aware Automated Quantization with Mixed Precision☆409Feb 26, 2021Updated 5 years ago
- Using ideas from product quantization for state-of-the-art neural network compression.☆146Aug 14, 2021Updated 4 years ago
- pytorch implementation of "Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks"☆129Jan 2, 2020Updated 6 years ago
- A pytorch implementation of dorefa quantization☆114Dec 30, 2019Updated 6 years ago
- Brevitas: neural network quantization in PyTorch☆1,526Apr 23, 2026Updated 2 weeks ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆10Feb 1, 2022Updated 4 years ago
- Model Quantization Benchmark☆865Apr 20, 2025Updated last year
- [CVPRW 21] "BNN - BN = ? Training Binary Neural Networks without Batch Normalization", Tianlong Chen, Zhenyu Zhang, Xu Ouyang, Zechun Liu…☆57Dec 30, 2021Updated 4 years ago
- Example for applying Gaussian and Laplace clipping on activations of CNN.☆34Jan 20, 2019Updated 7 years ago
- Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.☆462May 15, 2023Updated 2 years ago
- Quantization of Convolutional Neural networks.☆249Aug 5, 2024Updated last year
- A pytorch implementation of DoReFa-Net☆132Dec 26, 2019Updated 6 years ago
- PyTorch implementation for the APoT quantization (ICLR 2020)☆287Dec 11, 2024Updated last year
- Graph Transforms to Quantize and Retrain Deep Neural Nets in TensorFlow☆171Dec 9, 2019Updated 6 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks☆245Aug 30, 2022Updated 3 years ago
- Code for our paper at ECCV 2020: Post-Training Piecewise Linear Quantization for Deep Neural Networks☆68Nov 4, 2021Updated 4 years ago
- Code example for the ICLR 2018 oral paper☆150May 31, 2018Updated 7 years ago
- ☆14Feb 7, 2020Updated 6 years ago
- Deep Neural Network Compression based on Student-Teacher Network☆14Jul 6, 2023Updated 2 years ago
- An Tensorflow.keras implementation of Same, Same But Different - Recovering Neural Network Quantization Error Through Weight Factorizatio…☆10Dec 18, 2019Updated 6 years ago
- a list of awesome papers on deep model ompression and acceleration☆350Jun 19, 2021Updated 4 years ago