NVIDIA A40 recommended workloads
Sagot
NVIDIA A40 was designed for Inference, rendering, virtual workstations. In cloud deployments that translates to: AI model training at research-to-production scale, fine-tuning transformers, running batch serving pipelines, and accelerating diffusion/vision workloads.
It sits in the middle of the AI accelerator market — more capable than consumer cards, more affordable than frontier accelerators. For most teams, that's exactly the right tier: enough performance for real work, enough savings to run multiple experiments in parallel. Cloud access from $0.30 per hour via Vast.ai.
Top cloud providers offering NVIDIA A40: Vast.ai (from $0.30/hr), RunPod, and Massed Compute. Start comparing live rates.
Higit pang FAQs tungkol sa NVIDIA A40
Vast.ai laban sa RunPod laban sa Massed Compute laban sa Cherry Servers laban sa Vultr - Paghahambing ng GPU Provider (Abril 2026)
Paghahambing nang magkatabi ng Vast.ai laban sa RunPod laban sa Massed Compute laban sa Cherry Servers laban sa Vultr. Mabilis na suriin ang maximum funding, paghahati ng kita, mga patakaran sa panganib, leverage, mga platform, instrumento, iskedyul ng payout, mga opsyon sa pagbabayad, mga pahintulot sa trading at mga limitasyon sa KYC upang paliitin ang iyong shortlist ng prop trading firm. Datos na na-update noong Abril 2026.
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Vast.ai
Instant GPUs. Transparent Pricing.
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RunPod
Ang ulap na ginawa para sa AI — mag-deploy at mag-scale ng GPU workloads mula sa serverless inference hanggang sa instant multi-node clusters ayon sa pangangailangan.
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Massed Compute
GPU cloud na may direktang suporta mula sa engineer
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Cherry Servers
Bare metal GPU servers na may 24 na taon ng karanasan sa hosting at kumpletong kontrol sa antas ng hardware.
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Vultr
Mataas na pagganap na cloud GPU sa 32 pandaigdigang rehiyon
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| Pangkalahatang-ideya | |||||
| Rating sa Trustpilot | 4.4 | 3.7 | 0 | 4.6 | 1.8 |
| Punong-tanggapan | United States | United States | United States | Lithuania | United States |
| Uri ng Provider | GPU Marketplace | Nakatuon sa GPU | Nakatuon sa GPU | Hindi naaangkop | Multi-Cloud |
| Pinakamainam Para sa | AI training inference fine-tuning Stable Diffusion batch processing research LLM serving generative AI | AI training inference fine-tuning Stable Diffusion batch processing rendering research LLM serving generative AI | AI training inference VFX rendering generative AI fine-tuning HPC Stable Diffusion pananaliksik | AI training inference fine-tuning rendering research HPC generative AI deep learning | Pagsasanay ng AI inference video rendering HPC Stable Diffusion pag-develop ng laro generative AI fine-tuning pananaliksik |
| GPU Hardware | |||||
| Mga Modelo ng GPU | B200 H200 H100 SXM H100 NVL A100 SXM A100 PCIe RTX 5090 RTX 5080 RTX 5070 Ti RTX 6000 Pro RTX 6000 Ada RTX 4500 Ada RTX A6000 RTX A5000 RTX A4000 L40S L40 A40 A10 RTX 4090 RTX 4080 RTX 4070 Ti RTX 4070 RTX 4060 Ti RTX 4060 RTX 3090 Ti RTX 3090 RTX 3080 Ti RTX 3080 RTX 3070 Ti RTX 3070 Tesla V100 Tesla T4 A2 GTX 1080 | B300 B200 H200 H100 SXM H100 PCIe H100 NVL MI300X A100 SXM A100 PCIe RTX 5090 RTX PRO 6000 L40S L40 RTX 6000 Ada RTX 5000 Ada RTX A6000 RTX A5000 RTX 4090 RTX 4080 SUPER RTX 4080 RTX 4070 Ti RTX 3090 Ti RTX 3090 RTX 3080 Ti RTX 3080 RTX 3070 A40 A30 A2 L4 | A30 RTX A5000 RTX A6000 L40S A100 SXM H100 PCIe H100 SXM H100 NVL RTX PRO 6000 H200 NVL | A100 A40 A16 A10 A2 Tesla P4 | A16 A40 L40S A100 PCIe GH200 A100 SXM H100 SXM B200 B300 MI300X MI325X MI355X |
| Max VRAM (GB) | 192 | 288 | 141 | 80 | 288 |
| Max GPUs/Bawat Instance | 8 | 8 | 8 | 2 | 16 |
| Interconnect | NVLink, InfiniBand | NVLink | NVLink | PCIe | NVLink |
| Pagpepresyo | |||||
| Simulang Presyo ($/oras) | $0.06/hr | $0.06/hr | $0.35/hr | $0.16/hr | $0.47/hr |
| Granularidad ng Pagsingil | Bawat segundo | Bawat segundo | Bawat minuto | Kada oras | Kada oras |
| Spot/Preemptible | Oo | Oo | Hindi | Hindi | Oo |
| Nakalaang Diskwento | Hanggang 50% (1-6 na buwan na reserved) | 15-29% (mga plano mula 1 buwan hanggang 1 taon) | Hindi naaangkop | Hindi naaangkop | Hindi naaangkop |
| Libreng Kredito | Maliit na test credit sa pag-signup | $5-$500 na bonus pagkatapos ng unang $10 na gastusin | Wala | Wala | Hanggang $300 libreng credit para sa 30 araw |
| Bayad sa Paglabas | Nag-iiba depende sa host ($/TB) | Wala (Libre) | Wala | Hindi naaangkop | Standard (nag-iiba depende sa plano) |
| Storage | Nag-iiba depende sa host ($/GB/oras, sinisingil habang umiiral ang instance) | Container/Volume ($0.10/GB/buwan), Idle Volume ($0.20/GB/buwan), Network Storage ($0.07/GB/buwan 1TB) | Kasama ang lokal na NVMe sa mga instance | NVMe SSD, Elastic Block Storage ($0.071/GB/buwan) | 350 GB - 61 TB NVMe (kasama), Block Storage sa $0.10/GB/buwan, S3-compatible Object Storage |
| Imprastruktura | |||||
| Mga Rehiyon | 500+ lokasyon, 40+ data center | 31 global na rehiyon | Estados Unidos (Tier III data centers) | Lithuania, Netherlands, Germany, Sweden, US, Singapore (6 na lokasyon) | 32 rehiyon sa 6 na kontinente (Americas, Europe, Asia, Australia, Africa) |
| Uptime SLA | Walang pormal na SLA (makikita ang host reliability scores) | 99.99% | Tier III (99.98% disenyo) | 99.97% | 100% |
| Karanasan ng Developer | |||||
| Mga Framework | PyTorch TensorFlow CUDA vLLM ComfyUI | PyTorch TensorFlow JAX ONNX CUDA | PyTorch TensorFlow CUDA cuDNN ComfyUI pre-configured na ML templates | PyTorch TensorFlow CUDA (bare metal — full stack control) | PyTorch TensorFlow CUDA cuDNN ROCm Hugging Face NVIDIA NGC |
| Suporta sa Docker | Oo | Oo | Oo | Oo | Oo |
| SSH Access | Oo | Oo | Oo | Oo | Oo |
| Jupyter Notebooks | Oo | Oo | Hindi | Hindi | Oo |
| API / CLI | Oo | Oo | Oo | Oo | Oo |
| Oras ng Setup | Segundo | Agad-agad | Minuto | Minuto | Minuto |
| Suporta sa Kubernetes | Hindi | Hindi | Hindi | Oo | Oo |
| Mga Termino ng Negosyo | |||||
| Minimum na Commitment | Wala | Wala | Wala | Wala | Wala |
| Pagsunod sa Batas | SOC 2 Type 2 HIPAA GDPR CCPA | SOC 2 Type II | SOC 2 Type II HIPAA | ISO 27001 ISO 20000-1 GDPR PCI DSS | SOC 2+ (HIPAA) PCI ISO 27001 ISO 27017 ISO 27018 ISO 20000-1 CSA STAR Level 1 |
Vast.ai
RunPod
Massed Compute
Cherry Servers
Vultr