GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Media AI: Video & Image Processing on GPU Servers
Deploy AI-powered video and image processing on dedicated GPU servers. Covers transcription, captioning, thumbnail generation, content moderation, upscaling, and GPU sizing for media workloads.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
LoRA vs QLoRA vs Full Fine-Tuning: GPU Requirements
A practical comparison of LoRA, QLoRA, and full fine-tuning GPU requirements for 7B to 70B models, covering VRAM, speed, quality,…
Stable Diffusion: Concurrent Image Generation by GPU
How many images can each GPU generate concurrently with Stable Diffusion? Batch throughput benchmarks for SDXL, SD 1.5, and FLUX.1…
RTX 5090: Maximum LLM Throughput (Requests/sec)
Maximum LLM request throughput for the RTX 5090 — requests per second at batch sizes 1 to 64 across 7B…
RTX 5090: How Many Concurrent LLM Users?
Capacity planning for the RTX 5090 — concurrent LLM user limits at different latency targets with 32 GB VRAM, covering…
RTX 5080: Maximum LLM Throughput (Requests/sec)
Maximum LLM throughput benchmarks for the RTX 5080 — requests per second at batch sizes 1 to 64 with popular…
RTX 5080: How Many Concurrent LLM Users?
Capacity planning data for the RTX 5080 — concurrent LLM user limits at different latency thresholds using vLLM continuous batching…
RTX 4060 vs RTX 3090: Throughput per Dollar for LLMs
Benchmarking the RTX 4060 against the RTX 3090 for LLM inference throughput per dollar, including VRAM limitations, model compatibility, and…
RTX 4060: How Many Concurrent LLM Users?
How many concurrent LLM users can an RTX 4060 with 8 GB VRAM handle? Capacity planning data for budget GPU…
RTX 3090 vs RTX 5090: Throughput per Dollar
A detailed throughput-per-dollar comparison between the RTX 3090 and RTX 5090 for AI inference, covering benchmarks, VRAM differences, and cost-efficiency…
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