GPU Deep Dives

26 guides in this topic

Every GPU Spheron rents gets its own datasheet here: memory bandwidth, tensor core throughput, NVLink generation, and the number that actually matters, how many tokens per second it pushes on a real model. These are reference posts, the kind you bookmark and come back to when you need the exact HBM3e bandwidth on an H200 or the FP4 TFLOPS on a B200 without digging through a vendor PDF.

The cluster spans single-GPU cards (H100, H200, RTX 5090, L40S, L40, RTX 6000 Ada, AMD MI300X) up to full rack systems (GB200 NVL72), plus the Grace Hopper superchip and early Vera Rubin specs as they become public. Where a benchmark exists, we ran it or cited MLPerf; where NVIDIA hasn't published a number yet, we say so instead of guessing.

The pillar guide, NVIDIA B200 Specs & Benchmarks, is the most complete of the set: full spec table, MLPerf v6.0 throughput against H100, and live rental pricing so the datasheet and the dollar figure sit in one place. Read this cluster when you already know which GPU you want and need the hard numbers to size a cluster, write a proposal, or check a vendor's claims.

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All GPU Deep Dives Guides

NVL72 HBM Capacity Comparison: GB200 vs GB300 vs Rubin (2026)
Comparison

NVL72 HBM Capacity Comparison: GB200 vs GB300 vs Rubin (2026)

Oct 27, 2026
MLPerf Inference v6.1 Vera Rubin: First Benchmark Numbers (2026)
Research

MLPerf Inference v6.1 Vera Rubin: First Benchmark Numbers (2026)

Oct 20, 2026
RTX Spark vs DGX Spark: Windows Laptop vs Linux Dev Box (2026)
Comparison

RTX Spark vs DGX Spark: Windows Laptop vs Linux Dev Box (2026)

Oct 14, 2026
DGX Spark vs RTX 5090 for Local LLMs: Tokens Per Second (2026)
Comparison

DGX Spark vs RTX 5090 for Local LLMs: Tokens Per Second (2026)

Oct 5, 2026
NVIDIA RTX PRO 4500 Blackwell Specs: 32GB GDDR7 Datasheet
Research

NVIDIA RTX PRO 4500 Blackwell Specs: 32GB GDDR7 Datasheet

Sep 27, 2026
NVIDIA H100 vs RTX 4090 for AI: Data Center vs Consumer GPU Compared (2026)
Comparison

NVIDIA H100 vs RTX 4090 for AI: Data Center vs Consumer GPU Compared (2026)

May 25, 2026
NVIDIA H200 Specs: 141GB HBM3e, 4.8 TB/s Datasheet (2026)
Engineering

NVIDIA H200 Specs: 141GB HBM3e, 4.8 TB/s Datasheet (2026)

May 21, 2026
NVIDIA H100 Specs: FP32 TFLOPS, 80GB HBM3, Memory Bandwidth
Research

NVIDIA H100 Specs: FP32 TFLOPS, 80GB HBM3, Memory Bandwidth

May 20, 2026
NVIDIA RTX 5090 Specs: 32GB GDDR7, 1,792 GB/s, FP4 Tensor
Research

NVIDIA RTX 5090 Specs: 32GB GDDR7, 1,792 GB/s, FP4 Tensor

May 20, 2026
NVIDIA Vera Rubin GPU Specs: HBM4, FP4 & Cloud Timeline
Engineering

NVIDIA Vera Rubin GPU Specs: HBM4, FP4 & Cloud Timeline

May 15, 2026
NVIDIA Parabricks on GPU Cloud: 50x Faster Genomics Pipelines on H100 and B200 (2026 Guide)
Engineering

NVIDIA Parabricks on GPU Cloud: 50x Faster Genomics Pipelines on H100 and B200 (2026 Guide)

May 9, 2026
NVIDIA L40 vs L40S: FP8 Specs and Pricing
Comparison

NVIDIA L40 vs L40S: FP8 Specs and Pricing

May 5, 2026
NVIDIA L40S vs A100: Inference Throughput, VRAM, and Cost-Per-Token (2026)
Comparison

NVIDIA L40S vs A100: Inference Throughput, VRAM, and Cost-Per-Token (2026)

May 4, 2026
RTX 5090 vs RTX 4090 for AI: Benchmarks, VRAM, and Cost Per Million Tokens (2026)
Comparison

RTX 5090 vs RTX 4090 for AI: Benchmarks, VRAM, and Cost Per Million Tokens (2026)

May 3, 2026
NVIDIA RTX 6000 Ada GPU Rental: 48GB VRAM, Specs and Cloud Pricing (2026)
Research

NVIDIA RTX 6000 Ada GPU Rental: 48GB VRAM, Specs and Cloud Pricing (2026)

May 2, 2026
NVIDIA A100 vs H100: Specs, Benchmarks and Cloud Pricing (2026)
Comparison

NVIDIA A100 vs H100: Specs, Benchmarks and Cloud Pricing (2026)

May 1, 2026
MLPerf Inference v6.0 Results Explained: GPU Performance Rankings for AI Workloads (2026)
Engineering

MLPerf Inference v6.0 Results Explained: GPU Performance Rankings for AI Workloads (2026)

Apr 11, 2026
NVIDIA Rubin CPX Explained: The Long-Context Inference GPU That Was Replaced (2026 Guide)
Engineering

NVIDIA Rubin CPX Explained: The Long-Context Inference GPU That Was Replaced (2026 Guide)

Apr 10, 2026
GB200 NVL72: Rack Specs, 120 kW Power and Cloud Pricing
Comparison

GB200 NVL72: Rack Specs, 120 kW Power and Cloud Pricing

Mar 22, 2026
NVIDIA L40S for AI Inference: Specs, Benchmarks & Pricing 2026
Research

NVIDIA L40S for AI Inference: Specs, Benchmarks & Pricing 2026

Mar 16, 2026
RTX PRO 6000 Benchmarks: 30B AWQ, 70B FP8, and Cost Per Million Tokens
Research

RTX PRO 6000 Benchmarks: 30B AWQ, 70B FP8, and Cost Per Million Tokens

Mar 9, 2026
NVIDIA GH200 Grace Hopper Superchip: Architecture and Performance Guide
Engineering

NVIDIA GH200 Grace Hopper Superchip: Architecture and Performance Guide

Jan 25, 2026
H100 vs H200: Specs, FP8 Throughput & Cloud Pricing Compared (2026)
Research

H100 vs H200: Specs, FP8 Throughput & Cloud Pricing Compared (2026)

Jan 4, 2026
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The GPUs behind these guides are the ones you can rent here: H100s, H200s, B200s, and more, billed per minute after a 20-minute minimum runtime, with no contracts. Pick one and you are live in under two minutes.

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