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Triton

Read 2 articles on Triton by Ashish Srivastava — practical guides covering implementation patterns, security, and production lessons.

2 posts

Oct 27, 20266 min readDevelopmentFeatured

Unsloth: Fine-Tuning 2x Faster on One GPU

Discover how Unsloth leverages Triton kernels and LoRA to double fine-tuning speed, making advanced model training accessible on a single GPU.

Part 10 · Fine-Tuning LLMs Hands-On

Oct 20, 20266 min readDevelopmentFeatured

TensorRT-LLM: When the Extra Build Complexity Pays Off

Explore why the extra steps in building TensorRT-LLM engines are justified by the substantial performance improvements they bring to inference workloads.

#throughput5 #unsloth1 #fine-tuning9 #lora4 #gpu6 #machine-learning40 #optimization6 #llm-inference5

Triton

Unsloth: Fine-Tuning 2x Faster on One GPU

TensorRT-LLM: When the Extra Build Complexity Pays Off

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