GPU comparison

A100 vs RTX A4000

Specifications and current cloud pricing, side by side.

AmperevsAmpereUpdated 34 days ago

The A100 emerges as the winner for the most common use case of large scale model training due to its 40 to 80 GB memory capacity and 312 TFLOPS dense FP16 performance that far surpass the RTX A4000 specifications.

A100 from $0.68/GPU/hrRTX A4000 from $0.76/GPU/hr

Right now, from live stock

Specifications Compared

SpecA100RTX A4000
TDP400W140W
VRAM40-80 GB16-20 GB
CUDA Cores6,9126,144
Memory TypeHBM2eGDDR6
ArchitectureAmpereAmpere
FP16 (dense)312 TFLOPSNot published
Form FactorsSXM4, PCIePCIe
INT8 (dense)624 TOPSNot published
InterconnectNVLink, PCIe 4.0, InfiniBandPCIe 4.0
Tensor Cores432192
FP32 Performance19.5 TFLOPS19.2 TFLOPS
FP64 Performance9.7 TFLOPSNot published
Memory Bandwidth2,039 GB/s448 GB/s
FP16 (with sparsity)624 TFLOPS153.4 TFLOPS
INT8 (with sparsity)1,248 TOPSNot published

Performance Analysis

The FP32 throughput of the A100 at 19.5 TFLOPS exceeds that of the RTX A4000 at 19.2 TFLOPS by a small margin. This similarity in FP32 performance suggests comparable results for certain scientific computing applications that rely on single precision calculations. Memory bandwidth differences impact batch sizes significantly because the A100 delivers 2039 GB/s compared to 448 GB/s on the RTX A4000. For FP16 operations the A100 provides 312 TFLOPS in dense mode which allows for efficient training workloads while the RTX A4000 lists 153.4 TFLOPS only in sparsity mode. The higher TDP of 400W on the A100 versus 140W on the RTX A4000 indicates greater power demands for the former in sustained operations.

Current On-Demand Offers

Cheapest secure on-demand offer per provider that is reported in stock right now, per GPU per hour; multi-GPU instances show the whole-instance price alongside. Deploy opens the DeployGPU console for providers on the platform, otherwise the provider's own site. Stock is rechecked every minute.

A100

ProviderRegionGPUsPer GPU / hrInstance / hrDeploy
LeaderGPUThe Netherlands8$0.68$5.42Deploy
Vast.aiSlovenia, SI1$0.73—Deploy
ThunderComputeUSA2$1.09$2.18Deploy
HyperstackCANADA-11$1.35—Deploy
Massed Computeus-central-38$1.38$11.04Deploy

11 providers in stock, 34 offers (cheapest per provider shown). All A100 offers, price history and alerts

RTX A4000

ProviderRegionGPUsPer GPU / hrInstance / hrDeploy
Paperspaceny22$0.76$1.52Deploy

1 provider in stock, 6 offers (cheapest per provider shown). All RTX A4000 offers, price history and alerts

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When to Choose the A100

The A100 serves as the better choice for large model training that requires 40 to 80 GB of HBM2e memory and 2039 GB/s bandwidth. Its support for NVLink and higher dense FP16 performance at 312 TFLOPS enables handling of bigger batches in distributed setups.

When to Choose the RTX A4000

The RTX A4000 fits scenarios with lower power budgets at 140W TDP and smaller memory needs of 16 to 20 GB. Its PCIe only design suits single GPU inference tasks where 19.2 TFLOPS FP32 performance meets requirements without excessive energy consumption.

Use Cases

LLM Training
A100

The A100 provides 40 to 80 GB VRAM and 312 TFLOPS dense FP16 which support larger models than the 16 to 20 GB on the RTX A4000.

LLM Inference
A100

The A100 delivers 624 TOPS dense INT8 along with 2039 GB/s bandwidth for higher throughput on large batches compared to the RTX A4000.

Fine-tuning
A100

The A100 offers 624 TFLOPS FP16 with sparsity and NVLink interconnect that enable efficient updates on models exceeding 20 GB.

Stable Diffusion
RTX A4000

The RTX A4000 at 140W TDP and 19.2 TFLOPS FP32 handles typical image generation workloads within its 16 to 20 GB GDDR6 memory.

Scientific Computing
Either

Both GPUs deliver nearly identical FP32 performance at 19.5 TFLOPS and 19.2 TFLOPS for precision sensitive calculations.

Frequently Asked Questions

What is the FP32 performance of the A100 versus the RTX A4000?▾

The A100 achieves 19.5 TFLOPS in FP32 and the RTX A4000 reaches 19.2 TFLOPS in FP32. These figures indicate similar single precision capabilities.

Does the A100 support higher memory bandwidth than the RTX A4000?▾

Yes the A100 provides 2039 GB/s bandwidth compared to 448 GB/s on the RTX A4000. Higher bandwidth supports larger batch sizes during training.

What power consumption do the A100 and RTX A4000 require?▾

The A100 has a TDP of 400W while the RTX A4000 has a TDP of 140W. The lower power draw of the RTX A4000 suits energy constrained environments.

Which GPU offers NVLink connectivity?▾

The A100 includes NVLink interconnect in addition to PCIe 4.0. The RTX A4000 supports only PCIe 4.0 without NVLink.

Which is cheaper to rent, the A100 or the RTX A4000?▾

Cloud rental prices for both the A100 and RTX A4000 vary by provider, configuration, and availability. This page shows live pricing from 25+ providers updated every 60 seconds. Scroll to the Live Cloud Pricing section to compare current rates.

How much VRAM does the A100 have compared to the RTX A4000?▾

The A100 has 40 to 80 GB of HBM2e memory. The RTX A4000 has 16 to 20 GB of GDDR6 memory.

Can I find A100 and RTX A4000 GPUs available to rent right now?▾

Yes. This page shows real-time availability across 25+ cloud GPU providers. The Live Cloud Pricing section displays only in-stock offers with current pricing.

What is the main difference between the A100 and the RTX A4000?▾

The A100 uses the Ampere architecture (2020) while the RTX A4000 uses Ampere (2021). The A100 has 40-80 GB of HBM2e at 2,039 GB/s; the RTX A4000 has 16-20 GB of GDDR6 at 448 GB/s, so the A100 has 4.6x the memory bandwidth of the RTX A4000.

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How this page is made

  • Specifications come from the NVIDIA, AMD and Intel datasheets for the A100 and the RTX A4000. Dense and sparse throughput are listed separately.
  • Prices and availability are live: every offer shown is an in-stock, on-demand listing from a provider we track, rechecked every minute.
  • The written comparison (overview, performance notes, when to choose each card, verdict, use cases and FAQ) was drafted with an AI model from the specification table above and passed an automated check that rejects any figure not in that table. It was last generated on . It contains no prices; those are always read live.
  • Read how we collect the data, or report an error on this page.

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