A100 SXM4 40GB vs RTX A5000

AmperevsAmpereUpdated 35 days ago

The A100 SXM4 40GB emerges as the superior choice for the most common cloud use case of AI model training. Its 312 TFLOPS FP16, 40 GB VRAM, and 2039 GB/s bandwidth deliver unmatched throughput for large datasets, outweighing the RTX A5000's cost advantage in high-compute scenarios.

A100 SXM4 40GB from $0.73/hrRTX A5000 from $0.23/hr

Specifications Compared

SpecA100RTX-A5000
TDP400W230W
VRAM40-80 GB24 GB
CUDA Cores6,9128,192
Memory TypeHBM2eGDDR6
ArchitectureAmpereAmpere
Form FactorsSXM4, PCIePCIe
InterconnectNVLink, PCIe 4.0, InfiniBandNVLink
Tensor Cores432256
FP16 Performance312 TFLOPS27.8 TFLOPS
FP32 Performance19.5 TFLOPS27.8 TFLOPS
FP64 Performance9.7 TFLOPS
INT8 Performance624 TOPS
Memory Bandwidth2,039 GB/s768 GB/s

Performance Analysis

Key spec differences translate directly to workload suitability. The A100's 312 TFLOPS FP16 performance dwarfs the A5000's 27.8 TFLOPS, enabling faster AI model training where tensor core operations dominate; its FP32 of 19.5 TFLOPS lags behind the A5000's balanced 27.8 TFLOPS, which favors graphics rendering or FP32-heavy simulations. Memory bandwidth shows a stark gap: 2039 GB/s on A100 versus 768 GB/s on A5000, allowing A100 to handle larger batch sizes in deep learning without memory bottlenecks. The A100's 400W TDP supports sustained high loads in multi-GPU setups via NVLink, while the A5000's 230W suits power-constrained environments. In inference scenarios, A5000's higher VRAM efficiency per dollar and lower latency from PCIe form factor provide advantages for real-time tasks.

Live Cloud Pricing

Real-time prices from 25+ providers. Updated every 60 seconds.

A100 SXM4 40GB

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
Vast.ai
Vast.ai
NVIDIA A100 SXM4 80GB
80GB VRAM
$0.73/GPU/hr
Available
Vast.ai
Vast.ai
2×NVIDIA A100 SXM4 80GB
80GB VRAM
$0.73/GPU/hr
$1.47/hr total (2×)
Available
LeaderGPU
LeaderGPU
8×NVIDIA A100 PCIe 80GB
80GB VRAM
$0.90/GPU/hr
$7.20/hr total (8×)
Available
Vast.ai
Vast.ai
NVIDIA A100 SXM4 80GB
80GB VRAM
$1.00/GPU/hr
Available
Denvr
Denvr
8×NVIDIA A100 SXM4 80GB
80GB VRAM
$1.15/GPU/hr
$9.20/hr total (8×)

RTX A5000

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
Vast.ai
Vast.ai
4×NVIDIA RTX A5000
24GB VRAM
$0.23/GPU/hr
$0.92/hr total (4×)
Available
Vast.ai
Vast.ai
NVIDIA RTX A5000
24GB VRAM
$0.24/GPU/hr
Available
Vast.ai
Vast.ai
NVIDIA RTX A5000
24GB VRAM
$0.27/GPU/hr
Available
RunPod
RunPod
NVIDIA RTX A5000
24GB VRAM
$0.27/GPU/hr
Cirrascale
Cirrascale
8×NVIDIA RTX A5000
24GB VRAM
$0.41/GPU/hr
$3.28/hr total (8×)

Compare real-time pricing across 25+ providers

When to Choose the A100 SXM4 40GB

Choose the A100 SXM4 40GB for large-scale AI training and HPC simulations requiring massive parallelism. Its 312 TFLOPS FP16 and 40 GB HBM2e VRAM excel in processing billion-parameter models with batch sizes limited only by 2039 GB/s bandwidth. Multi-node clusters benefit from NVLink and InfiniBand interconnects, justifying $1.00 to $2.53 per hour pricing.

When to Choose the RTX A5000

Opt for the RTX A5000 in cost-sensitive visualization, CAD, or lightweight AI inference deployments. Its 27.8 TFLOPS FP32 matches FP16 for balanced rendering tasks, and 24 GB GDDR6 suffices for most professional workflows at $0.03 to $0.44 per hour. Lower 230W TDP fits edge or single-node setups without NVLink dependency.

Use Cases

LLM Training
A100 SXM4 40GB

A100's 312 TFLOPS FP16 and 40 GB HBM2e VRAM enable training of large language models with substantial batch sizes. RTX A5000's 27.8 TFLOPS FP16 limits scalability for such workloads.

LLM Inference
Either

A100 handles high-throughput inference via 2039 GB/s bandwidth for concurrent requests. RTX A5000 suffices for lower volumes at 1/5th the cost with 24 GB VRAM.

Fine-tuning
A100 SXM4 40GB

A100's superior 40 GB VRAM and 312 TFLOPS FP16 accelerate fine-tuning on large models. A5000's 24 GB restricts dataset sizes.

Stable Diffusion
RTX A5000

RTX A5000's 27.8 TFLOPS FP32 excels in image generation pipelines with balanced compute. Lower pricing at $0.44 average per hour fits iterative creative tasks.

Scientific Computing
A100 SXM4 40GB

A100's 2039 GB/s bandwidth and NVLink support complex simulations with large datasets. Its 400W TDP sustains prolonged HPC runs.

Frequently Asked Questions

Which has more VRAM: A100 SXM4 40GB or RTX A5000?

The A100 SXM4 40GB provides 40 GB HBM2e VRAM, exceeding the RTX A5000's 24 GB GDDR6. This advantage supports larger models in AI training. Bandwidth further differentiates them at 2039 GB/s versus 768 GB/s.

Is A100 faster than RTX A5000 for AI training?

A100 achieves 312 TFLOPS FP16, over 11 times the RTX A5000's 27.8 TFLOPS, making it vastly superior for training. FP32 performance favors A5000 at 27.8 TFLOPS equal to its FP16. Memory bandwidth of 2039 GB/s on A100 enables bigger batches.

What is the price difference between A100 and RTX A5000 in cloud?

A100 SXM4 40GB starts at $1.00 per hour, averaging $2.53 across six providers. RTX A5000 begins at $0.03 per hour, averaging $0.44 across 32 offers. This gap suits budget-conscious inference over training.

Does RTX A5000 support NVLink like A100?

Both GPUs support NVLink for multi-GPU scaling, but A100 adds PCIe 4.0 and InfiniBand options. A100's SXM4 form factor optimizes datacenter interconnects. RTX A5000 relies on PCIe for workstation use.

Which GPU has higher power consumption?

A100 SXM4 40GB draws 400W TDP, double the RTX A5000's 230W. This reflects A100's datacenter focus on peak performance. Lower TDP makes A5000 viable for power-limited setups.

Can RTX A5000 replace A100 for deep learning?

RTX A5000 works for smaller deep learning tasks with 27.8 TFLOPS FP16 and 24 GB VRAM. A100's 312 TFLOPS and 40 GB outperform for demanding models. Cost savings favor A5000 at $0.44 average hourly rate.

Which is cheaper to rent, the A100 or the RTX A5000?

Cloud rental prices for both the A100 and RTX A5000 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 A5000?

The A100 has 40 to 80 GB of HBM2e memory. The RTX A5000 has 24 GB of GDDR6 memory.

Can I find A100 and RTX A5000 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 A5000?

The A100 uses the Ampere architecture (2020) while the RTX A5000 uses Ampere (2021). The A100 delivers 11.2x the FP16 throughput and 2.7x the memory bandwidth of the RTX A5000.