CMU-SAFARI / pim-ml
PIM-ML is a benchmark for training machine learning algorithms on the UPMEM architecture, which is the first publicly-available real-world processing-in-memory (PIM) architecture. Described in the ISPASS 2023 paper by Gomez-Luna et al. (https://arxiv.org/pdf/2207.07886.pdf).
☆23Updated 3 months ago
Alternatives and similar repositories for pim-ml:
Users that are interested in pim-ml are comparing it to the libraries listed below
- MultiPIM: A Detailed and Configurable Multi-Stack Processing-In-Memory Simulator☆53Updated 3 years ago
- Artifact for paper "PIM is All You Need: A CXL-Enabled GPU-Free System for LLM Inference", ASPLOS 2025☆46Updated 3 weeks ago
- STONNE Simulator integrated into SST Simulator☆19Updated last year
- SimplePIM is the first high-level programming framework for real-world processing-in-memory (PIM) architectures. Described in the PACT 20…☆26Updated last year
- ☆25Updated 3 years ago
- A PIM instrumentation, compilation, execution, simulation, and evaluation repository for BLIMP-style architectures.☆18Updated 2 years ago
- PIM-DL: Expanding the Applicability of Commodity DRAM-PIMs for Deep Learning via Algorithm-System Co-Optimization☆29Updated last year
- A simulator for SK hynix AiM PIM architecture based on Ramulator 2.0☆13Updated 2 months ago
- A Cycle-level simulator for M2NDP☆25Updated 4 months ago
- ☆25Updated last year
- Heterogenous ML accelerator☆18Updated 6 months ago
- A scheduler for spatial DNN accelerators that generate high-performance schedules in one shot using mixed integer programming (MIP)☆79Updated last year
- The simulator for SPADA, an SpGEMM accelerator with adaptive dataflow☆36Updated 2 years ago
- The Artifact of NeoMem: Hardware/Software Co-Design for CXL-Native Memory Tiering☆49Updated 8 months ago
- ☆9Updated 3 years ago
- mNPUsim: A Cycle-accurate Multi-core NPU Simulator (IISWC 2023)☆51Updated 4 months ago
- GNNear: Accelerating Full-Batch Training of Graph NeuralNetworks with Near-Memory Processing☆13Updated 2 years ago
- Domain-Specific Architecture Generator 2☆20Updated 2 years ago
- Examples of DPU programs using the UPMEM DPU SDK☆43Updated 2 months ago
- UPMEM LLM Framework allows profiling PyTorch layers and functions and simulate those layers/functions with a given hardware profile.☆25Updated 2 months ago
- ordspecsim: The Swarm architecture simulator☆24Updated 2 years ago
- Sharing the codebase and steps for artifact evaluation/reproduction for MICRO 2024 paper☆9Updated 7 months ago
- ☆66Updated 4 years ago
- Public repostory for the DAC 2021 paper "Scaling up HBM Efficiency of Top-K SpMV forApproximate Embedding Similarity on FPGAs"☆14Updated 3 years ago
- ☆28Updated 4 months ago
- [FPGA'21] Microbenchmarks for Demystifying the Memory System of Modern Datacenter FPGAs for Software Programmers☆30Updated 3 years ago
- agile hardware-software co-design☆46Updated 3 years ago
- PyGim is the first runtime framework to efficiently execute Graph Neural Networks (GNNs) on real Processing-in-Memory systems. It provide…☆21Updated 4 months ago
- ☆27Updated 2 years ago
- Heterogeneous simulator for DECADES Project☆32Updated 10 months ago