A6000 vs A40
Explore a head to head comparison of specifications, performance, and pricing.
A6000
The NVIDIA A6000 delivers high-performance computing capabilities for AI, machine learning, and data science applications.
A40
The NVIDIA A40 delivers high-performance computing capabilities for AI, machine learning, and data science applications.
A6000 vs A40: Which Should You Choose?
Both the A6000 and A40 offer 48 GB of VRAM, putting them on equal footing for memory-bound workloads. On FP16 throughput, the A6000 delivers 38.71 TFLOPS versus 37.42 TFLOPS on the A40 — 3% more faster for mixed-precision training and inference. Memory bandwidth favors the A6000 at 0.77 TB/s compared to 0.70 TB/s on the A40, which directly impacts inference latency for memory-bandwidth-bound models. On Shadeform, the A6000 starts from $0.49/hr versus $1.10/hr for the A40 — 124% more expensive — reflecting the performance premium. The A6000 is available across 6 cloud providers on Shadeform compared to 2 for the A40, giving more options for region and pricing flexibility.
A6000 — Best Use Cases
- •General-purpose deep learning training
- •Fine-tuning models up to 13B parameters
- •AI inference at moderate throughput
- •Computer vision and NLP workloads
Choose A6000 when:
- ✓Cost efficiency is your primary concern
- ✓You are training large models or running high-throughput inference
- ✓You need flexibility across multiple cloud providers or regions
A40 — Best Use Cases
- •General-purpose deep learning training
- •Fine-tuning models up to 13B parameters
- •AI inference at moderate throughput
- •Computer vision and NLP workloads
Choose A40 when:
- ✓Maximum performance justifies the higher cost
- ✓Your workload does not require peak FP16 throughput
- ✓Your preferred provider already has availability
See how the A6000 & A40 compare
Compare detailed hardware specifications and average pricing for the A6000 and A40.
Compare Hardware Specifications
| A6000 | A40 | |
|---|---|---|
| GPU Type | A6000 | A40 |
| VRAM per GPU | 48 GB | 48 GB |
| Manufacturer | NVIDIA | NVIDIA |
| Architecture | Ampere | Ampere |
| Interconnect | PCIe Gen4 | PCIe Gen4 |
| Memory Bandwidth | 768 GB/s | 696 GB/s |
| FP16 TFLOPS | 38.71 TFLOPS (1:1) | 37.42 TFLOPS (1:1) |
| CUDA Cores | 10752 | 10752 |
| Tensor Cores | 336 (3rd Gen) | 336 (3rd Gen) |
| RT Cores | 84 (2nd Gen) | 84 (2nd Gen) |
| Base Clock | 1410 MHz | 1125 MHz |
| Boost Clock | 1800 MHz | 1740 MHz |
| TDP | 300W | 300W |
| Process Node | TSMC 8nm | TSMC 8nm |
| Data Formats | INT8, BF16, FP16, TF32, FP32 | INT8, BF16, FP16, TF32, FP32 |
Compare Average On-Demand Pricing
| A6000 | A40 | |
|---|---|---|
| 1 GPU | $0.94 /hr | $1.48 /hr |
| 2 GPUs | $1.89 /hr | $2.20 /hr |
| 4 GPUs | $3.77 /hr | $5.92 /hr |
| 8 GPUs | $4.16 /hr | $8.80 /hr |
Frequently Asked Questions: A6000 vs A40
The main differences are FP16 throughput (38.71 vs 37.42 TFLOPS).
The A6000 is generally better for large language model training due to its higher throughput and 48 GB of VRAM, which allows fitting larger models or larger batch sizes in a single pass. For smaller models or fine-tuning tasks where cost matters more, both GPUs can be effective.
On Shadeform, the A6000 is available from $0.49/hr. The A40 starts from $1.10/hr. Prices vary by provider, region, and contract length. Reserved commitments can reduce hourly costs significantly compared to on-demand pricing.
Based on TFLOPS per dollar, the A6000 offers better raw compute value at current Shadeform on-demand rates. However, the best choice depends on your specific workload — if you need the extra VRAM or throughput of the A40, paying the premium may be justified by faster job completion and lower total cost.
The A6000 is currently available across 6 cloud providers on Shadeform's network, compared to 2 for the A40. Shadeform lets you deploy either GPU across all available providers from a single platform, so you can always find available capacity without manually checking each cloud.
Mixing different GPU types in a single training cluster is generally not recommended, as it creates performance bottlenecks where faster GPUs wait for slower ones. For best results, use a homogeneous cluster of either A6000 or A40. Shadeform supports on-demand clusters of up to 64 GPUs of the same type with no commitment required.
Explore A6000 & A40 Instances
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