DEV Community

#cuda

Posts

đź‘‹ Sign in for the ability to sort posts by relevant, latest, or top.
Comparing Qwen and Gemma on the Low End: Qwen Is Faster Without Drafting, Gemma Has Better Quality

Comparing Qwen and Gemma on the Low End: Qwen Is Faster Without Drafting, Gemma Has Better Quality

Comments
13 min read
Can a QAT 12B Fit an 8 GB GPU? Gemma 4 12B on an RTX 3050

Can a QAT 12B Fit an 8 GB GPU? Gemma 4 12B on an RTX 3050

1
Comments
15 min read
Running NVIDIA's new 120B Nemotron-3.5-Super on an 8 GB GPU — skipping the zeros, and finding the real bottleneck

Running NVIDIA's new 120B Nemotron-3.5-Super on an 8 GB GPU — skipping the zeros, and finding the real bottleneck

Comments
7 min read
I read a CUDA inference engine's symbols with Ghidra, then made it 12% faster on my 3090

I read a CUDA inference engine's symbols with Ghidra, then made it 12% faster on my 3090

Comments
5 min read
I wrote 21 CUDA kernels on a free GPU. Here's what the profiler taught me.

I wrote 21 CUDA kernels on a free GPU. Here's what the profiler taught me.

Comments
5 min read
Do Drafters Work on Small Models? Gemma 4 E2B and E4B on Two Small GPUs

Acceptance rates hold steady across hardware

Do Drafters Work on Small Models? Gemma 4 E2B and E4B on Two Small GPUs

8
Comments 3
19 min read
Running vLLM natively on Windows

Running vLLM natively on Windows

Comments
6 min read
Running the 510 GB DeepSeek-V4.1-Flash on an 8 GB GPU — and three bugs that never raise an error

Running the 510 GB DeepSeek-V4.1-Flash on an 8 GB GPU — and three bugs that never raise an error

Comments
8 min read
Running a 133 GB MoE model on an 8 GB GPU at 11 tokens/s by streaming experts from NVMe

Running a 133 GB MoE model on an 8 GB GPU at 11 tokens/s by streaming experts from NVMe

Comments
6 min read
Gemma 4 on a Used 8 GB RTX 3050: 116 Tokens/s for One User, 618 for 64

Uses a 2014 desktop and custom MCP tools

Gemma 4 on a Used 8 GB RTX 3050: 116 Tokens/s for One User, 618 for 64

11
Comments 6
13 min read
How Fast Can a 421M-Parameter Decision Model Run? I Benchmarked Laya Across NVIDIA GPUs

How Fast Can a 421M-Parameter Decision Model Run? I Benchmarked Laya Across NVIDIA GPUs

Comments 1
6 min read
Zero-Cloud AI Code Review: Connecting Self-Hosted GitLab to Local CUDA LLM Runtimes

Zero-Cloud AI Code Review: Connecting Self-Hosted GitLab to Local CUDA LLM Runtimes

Comments
4 min read
Exploring Result Visibility of Fixed-Latency Instructions on the SM120 Architecture

Exploring Result Visibility of Fixed-Latency Instructions on the SM120 Architecture

1
Comments
10 min read
Nvidia Just Let Rust Into CUDA. Here's Why That's a Bigger Deal Than It Sounds

Nvidia Just Let Rust Into CUDA. Here's Why That's a Bigger Deal Than It Sounds

1
Comments
5 min read
CUDA Rust: two native tracks, not a wrapper over C++

CUDA Rust: two native tracks, not a wrapper over C++

1
Comments
5 min read
đź‘‹ Sign in for the ability to sort posts by relevant, latest, or top.