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Running the 510 GB DeepSeek-V4.1-Flash on an 8 GB GPU — and three bugs that never raise an error
Helgard
Helgard
Helgard
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Oct 3
Running the 510 GB DeepSeek-V4.1-Flash on an 8 GB GPU — and three bugs that never raise an error
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ai
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llm
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cuda
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python
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8 min read
Running a 133 GB MoE model on an 8 GB GPU at 11 tokens/s by streaming experts from NVMe
Helgard
Helgard
Helgard
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Oct 3
Running a 133 GB MoE model on an 8 GB GPU at 11 tokens/s by streaming experts from NVMe
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6 min read
Gemma 4 at Over 70 Tokens/s on a 2021 Laptop's 4 GB GPU: The Live Demo, Step by Step
xbill
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xbill
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Oct 2
Gemma 4 at Over 70 Tokens/s on a 2021 Laptop's 4 GB GPU: The Live Demo, Step by Step
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12 min read
Gemma 4 on a Tesla T4, Part 3: Int4 Embeddings Serve E2B in 2.86 GiB at 2.30x bf16
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Sep 30
Gemma 4 on a Tesla T4, Part 3: Int4 Embeddings Serve E2B in 2.86 GiB at 2.30x bf16
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gemma
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vllm
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machinelearning
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11 min read
How Fast Can a 421M-Parameter Decision Model Run? I Benchmarked Laya Across NVIDIA GPUs
Bhushan Kinge
Bhushan Kinge
Bhushan Kinge
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Sep 24
How Fast Can a 421M-Parameter Decision Model Run? I Benchmarked Laya Across NVIDIA GPUs
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machinelearning
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6 min read
Exploring Result Visibility of Fixed-Latency Instructions on the SM120 Architecture
ComradePenguin
ComradePenguin
ComradePenguin
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Sep 18
Exploring Result Visibility of Fixed-Latency Instructions on the SM120 Architecture
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cuda
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nvidia
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10 min read
Nvidia Just Let Rust Into CUDA. Here's Why That's a Bigger Deal Than It Sounds
Ashraf
Ashraf
Ashraf
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Sep 18
Nvidia Just Let Rust Into CUDA. Here's Why That's a Bigger Deal Than It Sounds
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rust
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5 min read
CUDA Rust: two native tracks, not a wrapper over C++
Juan Torchia
Juan Torchia
Juan Torchia
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Sep 17
CUDA Rust: two native tracks, not a wrapper over C++
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rust
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5 min read
A 4 GB Laptop GPU vs a 6-Core CPU on Gemma 4, Re-Measured in ABBA Order: 4.1x
xbill
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Sep 23
A 4 GB Laptop GPU vs a 6-Core CPU on Gemma 4, Re-Measured in ABBA Order: 4.1x
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gemma
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11 min read
Reverse-Engineering NVIDIA: Modifying a CUDA binary
Stjepan
Stjepan
Stjepan
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Sep 6
Reverse-Engineering NVIDIA: Modifying a CUDA binary
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4 min read
Gemma 4 on a Tesla T4, Part 2: The Minimum GCE VM and a Script to Drive It
xbill
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Sep 22
Gemma 4 on a Tesla T4, Part 2: The Minimum GCE VM and a Script to Drive It
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13 min read
Finding a Random Island with Geometry and CUDA
Muhammad Adil
Muhammad Adil
Muhammad Adil
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Aug 19
Finding a Random Island with Geometry and CUDA
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gpucomputing
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geospatial
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cuda
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4 min read
Gemma 4 on a Tesla T4: QAT Weights Decode 1.79x Faster Than bf16
xbill
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Sep 18
Gemma 4 on a Tesla T4: QAT Weights Decode 1.79x Faster Than bf16
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machinelearning
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9 min read
Same nvJPEG2000, different numbers: timer boundaries and frames in flight
Fyodor Serzhenko
Fyodor Serzhenko
Fyodor Serzhenko
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Sep 18
Same nvJPEG2000, different numbers: timer boundaries and frames in flight
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gpu
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cpp
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13 min read
Qwen3.8 27B at 256K: 50 TPS on a 24 GB GPU
Michał Piszczek
Michał Piszczek
Michał Piszczek
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Aug 17
Qwen3.8 27B at 256K: 50 TPS on a 24 GB GPU
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aiinfrastructure
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llm
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11 min read
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