A100 PCIe 40GB vs RTX 3060 Ti

AmperevsAmpereUpdated 35 days ago

The A100 PCIe 40GB emerges as the clear winner for most machine learning use cases: its 312 TFLOPS FP16, 40 GB VRAM, and 2039 GB/s bandwidth deliver unmatched throughput for training and large-model inference, justifying the higher $1.85 average hourly cost over the RTX 3060 Ti's entry-level specs.

A100 PCIe 40GB from $0.73/hrRTX 3060 Ti from $0.23/hr

Specifications Compared

SpecA100RTX-3060
TDP400W170W
VRAM40-80 GB12 GB
CUDA Cores6,9123,584
Memory TypeHBM2eGDDR6
ArchitectureAmpereAmpere
Form FactorsSXM4, PCIePCIe
InterconnectNVLink, PCIe 4.0, InfiniBand
Tensor Cores432112
FP16 Performance312 TFLOPS12.7 TFLOPS
FP32 Performance19.5 TFLOPS12.7 TFLOPS
FP64 Performance9.7 TFLOPS
INT8 Performance624 TOPS
Memory Bandwidth2,039 GB/s360 GB/s

Performance Analysis

Superior FP16 performance defines the A100's edge in deep learning: its 312 TFLOPS enables faster model training and inference compared to the RTX 3060 Ti's 12.7 TFLOPS, accelerating half-precision operations common in neural networks by over 24 times. The A100's FP32 rate of 19.5 TFLOPS also exceeds the RTX 3060 Ti's 12.7 TFLOPS, benefiting single-precision scientific simulations.

Memory specifications profoundly impact real-world use: the A100's 2039 GB/s bandwidth and 40 GB HBM2e VRAM support massive batch sizes and large models without swapping, while the RTX 3060 Ti's 360 GB/s and 12 GB GDDR6 limit it to smaller datasets. This bandwidth disparity reduces training times on the A100 for memory-intensive tasks like transformer models. Higher 400W TDP on the A100 sustains peak throughput in sustained workloads, unlike the 170W RTX 3060 Ti suited for lighter, intermittent loads.

Live Cloud Pricing

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

A100 PCIe 40GB

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
Vast.ai
Vast.ai
NVIDIA A100 SXM4 80GB
80GB VRAM
$0.73/GPU/hr
Available
LeaderGPU
LeaderGPU
8×NVIDIA A100 PCIe 80GB
80GB VRAM
$0.90/GPU/hr
$7.20/hr total (8×)
Available
Vast.ai
Vast.ai
2×NVIDIA A100 SXM4 80GB
80GB VRAM
$1.00/GPU/hr
$2.00/hr total (2×)
Available
Denvr
Denvr
4×NVIDIA A100 PCIe 80GB
80GB VRAM
$1.15/GPU/hr
$4.60/hr total (4×)
Denvr
Denvr
8×NVIDIA A100 SXM4 80GB
80GB VRAM
$1.15/GPU/hr
$9.20/hr total (8×)

RTX 3060 Ti

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
Vast.ai
Vast.ai
NVIDIA GeForce RTX 3060
12GB VRAM
$0.23/GPU/hr
Available
Vast.ai
Vast.ai
4×NVIDIA GeForce RTX 3060
12GB VRAM
$0.23/GPU/hr
$0.90/hr total (4×)
Available
Vast.ai
Vast.ai
4×NVIDIA GeForce RTX 3060
12GB VRAM
$0.23/GPU/hr
$0.90/hr total (4×)
Available
Vast.ai
Vast.ai
2×NVIDIA GeForce RTX 3060
12GB VRAM
$0.23/GPU/hr
$0.45/hr total (2×)
Available

Compare real-time pricing across 25+ providers

When to Choose the A100 PCIe 40GB

The A100 PCIe 40GB excels in large-scale AI training and inference where 40 GB VRAM handles models exceeding 12 GB. Its 2039 GB/s bandwidth and NVLink interconnect enable multi-GPU setups for distributed training, ideal for enterprise deployments. Cloud users prioritizing speed over cost select it at $0.60 to $1.85 per hour for production workloads.

When to Choose the RTX 3060 Ti

The RTX 3060 Ti suits budget-conscious prototyping and small-scale inference: its 12 GB VRAM and 12.7 TFLOPS FP16 suffice for models under 10 GB at $0.03 to $0.06 per hour. Lower 170W TDP fits edge or personal cloud instances without high power demands. Hobbyists and startups choose it for cost-effective experimentation.

Use Cases

LLM Training
A100 PCIe 40GB

The A100's 40 GB VRAM and 312 TFLOPS FP16 handle massive language models without memory constraints. RTX 3060 Ti's 12 GB limits batch sizes severely.

LLM Inference
A100 PCIe 40GB

High 2039 GB/s bandwidth on A100 supports high-throughput serving of large LLMs. RTX 3060 Ti suffices only for smaller models.

Fine-tuning
Either

A100 accelerates with 19.5 TFLOPS FP32 for complex fine-tuning; RTX 3060 Ti works for lightweight tasks at lower cost.

Stable Diffusion
A100 PCIe 40GB

A100's 40 GB VRAM enables high-resolution generations without out-of-memory errors. RTX 3060 Ti's 12 GB restricts image sizes.

Scientific Computing
A100 PCIe 40GB

A100's NVLink and 400W TDP optimize parallel simulations; RTX 3060 Ti lacks interconnects for scaled HPC.

Frequently Asked Questions

Which GPU has more VRAM: A100 PCIe 40GB or RTX 3060 Ti?

The A100 PCIe 40GB provides 40 GB HBM2e VRAM, exceeding the RTX 3060 Ti's 12 GB GDDR6. This allows the A100 to load larger models directly.

How do their FP16 performances compare?

A100 delivers 312 TFLOPS FP16 versus RTX 3060 Ti's 12.7 TFLOPS, a 24-fold advantage for AI training. This speeds up deep learning iterations significantly.

What are the cloud rental prices?

A100 PCIe 40GB rents from $0.60 per hour averaging $1.85 across 11 offers. RTX 3060 Ti starts at $0.03 per hour averaging $0.06 across 2 offers.

Which has higher memory bandwidth?

A100 offers 2039 GB/s, over 5 times the RTX 3060 Ti's 360 GB/s. Higher bandwidth improves large batch processing.

What is the TDP difference?

A100 consumes 400W TDP compared to RTX 3060 Ti's 170W. The A100 sustains higher compute in datacenter environments.

Are both PCIe compatible?

A100 supports PCIe 4.0 alongside SXM4; RTX 3060 Ti uses PCIe. Both fit standard cloud PCIe instances.

Which is cheaper to rent, the A100 or the RTX 3060?

Cloud rental prices for both the A100 and RTX 3060 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 3060?

The A100 has 40 to 80 GB of HBM2e memory. The RTX 3060 has 12 GB of GDDR6 memory.

Can I find A100 and RTX 3060 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 3060?

The A100 uses the Ampere architecture (2020) while the RTX 3060 uses Ampere (2021). The A100 delivers 24.6x the FP16 throughput and 5.7x the memory bandwidth of the RTX 3060.

A100 PCIe 40GB vs RTX 3060 Ti: 80GB vs 12GB | GPUPerHour