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vLLM prefix caching on vs off: 7.5x the throughput with a 4,000-token system prompt on one L40S
Runcrate
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Oct 27
vLLM prefix caching on vs off: 7.5x the throughput with a 4,000-token system prompt on one L40S
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vllm
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llm
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gpu
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performance
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6 min read
vLLM FP8 vs bf16 on an H100: 1.4x the throughput, and what it did to GSM8K accuracy
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Oct 27
vLLM FP8 vs bf16 on an H100: 1.4x the throughput, and what it did to GSM8K accuracy
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vllm
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llm
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gpu
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benchmark
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5 min read
SDXL images per dollar on four GPUs: RTX A6000, L40S, RTX 5090 and H100, eager vs torch.compile
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Oct 27
SDXL images per dollar on four GPUs: RTX A6000, L40S, RTX 5090 and H100, eager vs torch.compile
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stablediffusion
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gpu
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pytorch
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benchmark
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6 min read
Rodando LLM em GPU alugada por hora: checklist e comandos (RunPod)
Nuvem Dev
Nuvem Dev
Nuvem Dev
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Oct 27
Rodando LLM em GPU alugada por hora: checklist e comandos (RunPod)
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ai
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gpu
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llm
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linux
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2 min read
Check an 8-GPU Node Before a Multi-Day Training Run
VoltageGPU
VoltageGPU
VoltageGPU
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Oct 27
Check an 8-GPU Node Before a Multi-Day Training Run
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gpu
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nvidia
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machinelearning
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linux
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23 min read
Serving LFM2.5-24B-A2B on one 48 GB GPU: the flags, the traps and what to measure
InferenceKey
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Oct 27
Serving LFM2.5-24B-A2B on one 48 GB GPU: the flags, the traps and what to measure
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ai
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llm
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gpu
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selfhosted
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4 min read
H100 vs A100 vs L40S: what to check before renting a cloud GPU
AskGPU
AskGPU
AskGPU
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Oct 27
H100 vs A100 vs L40S: what to check before renting a cloud GPU
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gpu
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ai
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cloud
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machinelearning
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2 min read
Know Rust? Learn CUDA by Solving GPU Challenges
Myoungho Shin
Myoungho Shin
Myoungho Shin
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Oct 27
Know Rust? Learn CUDA by Solving GPU Challenges
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rust
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cuda
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4 min read
SGLang's +75% sampler speedup skips Qwen3 chat requests
sam ros
sam ros
sam ros
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Oct 26
SGLang's +75% sampler speedup skips Qwen3 chat requests
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ai
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llm
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python
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gpu
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9 min read
Should you run an LLM locally or in the cloud?
Viswaretas Kotra
Viswaretas Kotra
Viswaretas Kotra
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Oct 26
Should you run an LLM locally or in the cloud?
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llm
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ai
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machinelearning
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gpu
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8 min read
How long until a rented GPU runs CUDA? Launch to first matmul on six GPU types, timed
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Oct 26
How long until a rented GPU runs CUDA? Launch to first matmul on six GPU types, timed
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gpu
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cuda
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pytorch
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devops
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5 min read
4 GPUs, 2x speed: why PyTorch DDP stalled on a PCIe-only 4x RTX A6000, and two flags that took it to 3.6x
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Oct 26
4 GPUs, 2x speed: why PyTorch DDP stalled on a PCIe-only 4x RTX A6000, and two flags that took it to 3.6x
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pytorch
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gpu
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machinelearning
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performance
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4 min read
Save Your Work Before You Destroy a Cloud GPU: Checkpoints, rsync and Hub Uploads (2026)
CloudGPU
CloudGPU
CloudGPU
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Oct 26
Save Your Work Before You Destroy a Cloud GPU: Checkpoints, rsync and Hub Uploads (2026)
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gpu
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machinelearning
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linux
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tutorial
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4 min read
Why gpu-unlock Speeds Up RTX 3090 Prefill but Barely Changes Decode
orca forge
orca forge
orca forge
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Oct 26
Why gpu-unlock Speeds Up RTX 3090 Prefill but Barely Changes Decode
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gpu
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llm
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7 min read
This week of C++ | October 19-25.
Yurii Cherkasov
Yurii Cherkasov
Yurii Cherkasov
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Oct 26
This week of C++ | October 19-25.
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cpp
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gpu
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cryptography
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llm
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2 min read
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