GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
RTX 4090 24GB Qwen 2.5 32B Benchmark: AWQ INT4 at the VRAM Ceiling
Comprehensive RTX 4090 24GB benchmark for Qwen 2.5 32B - AWQ INT4 fits at 18GB, decodes 65 t/s, sustains 4 concurrent streams at 8k context. Full per-quant tables, context sweep,…
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Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 4090 24GB Qwen 2.5 14B Benchmark: Full Quant Sweep with AWQ, FP8 and GGUF
Comprehensive RTX 4090 24GB benchmark for Qwen 2.5 14B - 135 t/s AWQ INT4, 110 t/s FP8 at batch 1,…
QLoRA on RTX 4090 24GB: Fine-Tune Llama 3 70B in 24 GB
Production QLoRA recipes for the RTX 4090 24GB, including the full Llama 3.1 70B run with NF4, paged AdamW 8-bit,…
RTX 4090 24GB for an Academic Research Lab: 70B Inference, 14B Fine-Tunes, Eval Sweeps Without Queues
One RTX 4090 24GB covers 70B AWQ inference, LoRA up to 14B, QLoRA up to 70B and broad eval suites…
RTX 4090 24GB for Qwen 2.5-VL 7B: OCR, Charts, Video and Throughput
Qwen 2.5-VL 7B on the RTX 4090 24GB - 7.5GB FP8 footprint, 180ms image encode, 150 t/s decode, native video…
RTX 4090 24GB for Qwen 2.5 Coder 32B: GPT-4o-Tier Code Completion on One Card
Qwen 2.5 Coder 32B AWQ INT4 squeezes onto an RTX 4090 24GB at ~18GB - HumanEval 92.7 matches GPT-4o on…
RTX 4090 24GB for Qwen 2.5 Coder 14B: The Best Self-Hosted Code Assistant on One Card
Qwen 2.5 Coder 14B FP8 fits the RTX 4090 24GB at 14GB of weights, hits 110 t/s decode with 32k…
RTX 4090 24GB for Qwen 2.5 7B: FP16, FP8 and Long Context Deployment
Qwen 2.5 7B on the RTX 4090 24GB - FP16 fits comfortably, FP8 leaves 17GB for KV, and AWQ INT4…
RTX 4090 24GB FLUX.1-schnell Benchmark
Full FLUX.1-schnell benchmark on the RTX 4090 24GB - 1.8s per 1024px image at FP8, batch throughput, FP16 vs FP8…
RTX 4090 24GB FLUX.1-dev Benchmark: 30-step in 4 Seconds FP8
FLUX.1-dev FP16 just fits a single RTX 4090 24GB at 22GB peak with 30-step renders in 6.2s; FP8 drops to…
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