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From adapter to deployment: merging LoRA weights and serving with vLLM or a Space
PRANJUL RATHOUR
PRANJUL RATHOUR
PRANJUL RATHOUR
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Sep 6
From adapter to deployment: merging LoRA weights and serving with vLLM or a Space
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finetuning
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deployment
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vllm
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serving
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3 min read
Inside vLLM: Following One Request from the API to GPU Execution
yuan lei
yuan lei
yuan lei
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Sep 7
Inside vLLM: Following One Request from the API to GPU Execution
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vllm
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llm
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inference
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python
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24 min read
Deploying Inference Using NVIDIA Dynamo and vLLM
Sanskriti Harmukh
Sanskriti Harmukh
Sanskriti Harmukh
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Vultr
Sep 3
Deploying Inference Using NVIDIA Dynamo and vLLM
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nvidia
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vllm
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llm
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gpu
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8 min read
vLLM v0.28.0: the breaking change small GPU users must read
Induwara Ashinsana
Induwara Ashinsana
Induwara Ashinsana
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Aug 30
vLLM v0.28.0: the breaking change small GPU users must read
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vllm
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llminference
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opensource
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5 min read
Installing Rust for vLLM on Graviton: a G5g walk-through 🦀
xbill
xbill
xbill
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AWS Community Builders
Aug 14
Installing Rust for vLLM on Graviton: a G5g walk-through 🦀
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rust
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vllm
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aws
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cuda
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10 min read
Running Gemma 4 on EC2 G5g: Graviton2 AMD with NVIDIA GPU
xbill
xbill
xbill
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AWS Community Builders
Aug 13
Running Gemma 4 on EC2 G5g: Graviton2 AMD with NVIDIA GPU
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aws
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vllm
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cuda
#
machinelearning
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9 min read
The Cheapest CUDA GPU on AWS Has an Arm CPU — and You Probably Want the Intel One
xbill
xbill
xbill
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AWS Community Builders
Aug 31
The Cheapest CUDA GPU on AWS Has an Arm CPU — and You Probably Want the Intel One
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aws
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vllm
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cuda
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machinelearning
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11 min read
DGX Spark (GB10) bare-metal vLLM: the install that works, two landmines, measured timings
Jahn
Jahn
Jahn
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Aug 26
DGX Spark (GB10) bare-metal vLLM: the install that works, two landmines, measured timings
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nvidia
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llm
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gpu
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vllm
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2 min read
Ollama to vLLM: When to Migrate Your Local LLM Server
Rost
Rost
Rost
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Aug 2
Ollama to vLLM: When to Migrate Your Local LLM Server
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ollama
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vllm
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llm
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ai
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15 min read
The unofficial TPU migration guide: Cloud TPU API to Compute Engine
xbill
xbill
xbill
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Google Developer Experts
Aug 11
The unofficial TPU migration guide: Cloud TPU API to Compute Engine
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tpu
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gcp
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vllm
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devops
6
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2
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17 min read
Self-Hosted Gemma 4 on TPU v6e: Deployment & SRE with Antigravity
xbill
xbill
xbill
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Google Developer Experts
Jul 25
Self-Hosted Gemma 4 on TPU v6e: Deployment & SRE with Antigravity
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tpu
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llm
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vllm
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antigravity
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8 min read
What 90% Line-Rate Utilization on a Single 100GbE Port Means: Analyzing Network Bottlenecks in Inference Storage
Mingxin Technology
Mingxin Technology
Mingxin Technology
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Jul 22
What 90% Line-Rate Utilization on a Single 100GbE Port Means: Analyzing Network Bottlenecks in Inference Storage
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kvcache
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lmcache
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vllm
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ai
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5 min read
Batched inference by hand
Lewis Won
Lewis Won
Lewis Won
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Aug 22
Batched inference by hand
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llm
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inference
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batching
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vllm
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20 min read
Serving Gemma 4 E2B on a TPU v6e-1: what Trillium buys, and what it doesn't
xbill
xbill
xbill
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Google Developer Experts
Aug 11
Serving Gemma 4 E2B on a TPU v6e-1: what Trillium buys, and what it doesn't
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tpu
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vllm
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llm
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gcp
2
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20 min read
Running Gemma 4 on EC2 G5g: Graviton2 AMD with NVIDIA GPU
xbill
xbill
xbill
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Google Developer Experts
Aug 13
Running Gemma 4 on EC2 G5g: Graviton2 AMD with NVIDIA GPU
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aws
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vllm
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cuda
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machinelearning
13
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9 min read
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