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A100 PCIe 40GB on Paperspace

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Paperspace provides the NVIDIA A100 PCIe 40GB GPU through its Gradient MLOps platform, ideal for individual developers, educators, and small teams tackling AI and ML workloads. This enterprise-tier Ampere architecture GPU delivers 40GB of HBM2e VRAM, exceptional FP64/FP32 performance, and advanced features like Tensor Cores for accelerating deep learning training and inference. What makes this offering noteworthy is Paperspace's seamless integration of the A100's raw power with the Gradient platform, which streamlines workflows from Jupyter notebooks to production deployments via automated versioning, experiments tracking, and one-click deployments. Per-second billing ensures cost efficiency for bursty workloads, while the user-friendly interface lowers barriers for non-infrastructure experts. Key value propositions include rapid prototyping, collaborative notebooks, and scalable ML pipelines, making it a top choice for ML engineers seeking high-performance compute without complex setup. Limitations include potential queue times during peak demand and single-GPU focus in base configs.

Why NVIDIA A100 PCIe 40GB on Paperspace?

Choose Paperspace for the NVIDIA A100 PCIe 40GB if you value developer-centric tools over raw scale. The Gradient platform uniquely complements the A100's capabilities by embedding ML workflows—experiment tracking, model versioning, and deployments—directly into notebooks, reducing DevOps overhead. Per-second billing aligns perfectly with the GPU's high cost, enabling pay-for-use flexibility ideal for prototyping or education. Paperspace's strengths in intuitive UI, pre-configured ML environments (e.g., PyTorch, TensorFlow), and fast instance spin-up (under 2 minutes) make it superior for individuals vs. enterprise providers like AWS or GCP, which demand more setup. This combo excels for solo ML engineers or classrooms needing quick access to 40GB VRAM without long-term commitments.

Live Pricing

Real-time NVIDIA A100 PCIe 40GB offers from Paperspace

12 offers available
Paperspace
Paperspace
Amsterdam
Sold Out
NVIDIA A100 PCIe 40GB4x
40GB VRAM
48 vCPU
360GB RAM
50GB Storage
$3.09/GPU/hr
$12.36/hr total (4×)
Paperspace
Paperspace
Canada
Sold Out
NVIDIA A100 PCIe 40GB4x
40GB VRAM
48 vCPU
360GB RAM
50GB Storage
$3.09/GPU/hr
$12.36/hr total (4×)
Paperspace
Paperspace
New York
Sold Out
NVIDIA A100 PCIe 40GB2x
40GB VRAM
24 vCPU
180GB RAM
50GB Storage
$3.09/GPU/hr
$6.18/hr total (2×)
Paperspace
Paperspace
Amsterdam
Sold Out
NVIDIA A100 PCIe 40GB
40GB VRAM
12 vCPU
90GB RAM
50GB Storage
$3.09/GPU/hr
Paperspace
Paperspace
New York
Sold Out
NVIDIA A100 PCIe 40GB8x
40GB VRAM
96 vCPU
720GB RAM
50GB Storage
$3.09/GPU/hr
$24.72/hr total (8×)

Performance Notes

On Paperspace, the A100 PCIe 40GB delivers NVIDIA's benchmarked performance: up to 19.5 TFLOPS FP64, 156 TFLOPS FP32 with Tensor Cores, and 40GB HBM2e at 1.6 TB/s bandwidth, excelling in large-model training like GPT or Stable Diffusion. Expect strong single-GPU results for workloads up to 40GB VRAM. Paperspace provides NVMe SSD storage (up to 2TB), 10-25 Gbps networking, and multi-GPU options via team clusters, though PCIe limits NVLink speeds—scaling relies on Ethernet/InfiniBand. Real-world benchmarks show 80-95% NVIDIA reference speeds; however, exact interconnect details and queue-induced variability are provider-specific and not fully public. Test for your workload, as CPU pairing (e.g., AMD EPYC) and software stacks impact results.

About Paperspace

A provider offering the Gradient MLOps platform for simplifying notebook-to-deployment workflows.

Best For

Individual developers and education

Unique Features

  • Gradient platform for ML workflows
NVIDIA A100 PCIe 40GB Specs

VRAM

40GB

Architecture

Ampere

Tier

enterprise

Platform Features

Access Methods
SSH
Jupyter Notebooks
Web Terminal
API
Kubernetes
Containers
Billing Options
Incrementper-second
Spot Instances
Reserved Instances
Prepaid Credits
Compliance
SOC 2
HIPAA
GDPR
ISO 27001

Getting Started

Getting started with Paperspace's A100 PCIe 40GB is straightforward via the Gradient console. Sign up for a free account, leverage pre-built ML templates, and launch instances in minutes. Per-second billing starts immediately upon boot, with JupyterLab access for instant coding.

Steps

  1. 1Create a free Paperspace account at console.paperspace.com and add payment for GPU access.
  2. 2Navigate to 'Gradient' > 'Notebooks' and click 'New Notebook'.
  3. 3Select 'A100-40GB' from GPU options, choose storage/OS (e.g., Ubuntu with PyTorch), and configure RAM/CPU.
  4. 4Click 'Create' to spin up; connect via web-based JupyterLab or SSH.
  5. 5Install dependencies in the notebook and start training—save experiments automatically.

Pro Tips

  • Use Gradient's experiment tracking to log metrics and models automatically, enabling easy reproducibility and comparison across runs.
  • Opt for persistent storage volumes to avoid data loss on stop; pair with per-second billing for cost savings on idle time.
  • For multi-GPU, form a Gradient Team and deploy distributed jobs via Ray or Horovod for seamless scaling.

Frequently Asked Questions

What is Paperspace's billing model for NVIDIA A100 PCIe 40GB?

Paperspace bills per-second for GPU instances including NVIDIA A100 PCIe 40GB. Per-second billing ensures you only pay for exactly the compute time you use, which is particularly cost-effective for short experiments, iterative development, and workloads with variable duration.

Does Paperspace offer spot instances for NVIDIA A100 PCIe 40GB?

No, Paperspace does not currently offer spot instances for NVIDIA A100 PCIe 40GB. All instances are billed at on-demand rates. However, they do offer reserved instances for committed usage, which can provide significant discounts for long-term workloads.

How can I access NVIDIA A100 PCIe 40GB instances on Paperspace?

Paperspace provides access to NVIDIA A100 PCIe 40GB instances via SSH, built-in Jupyter notebooks, web-based terminal, Docker containers. The built-in Jupyter notebook support makes it easy to start experimenting immediately without additional setup. SSH access gives you full control over the instance for custom configurations and production deployments.

What compliance certifications does Paperspace have for NVIDIA A100 PCIe 40GB workloads?

Paperspace maintains SOC 2, GDPR certifications, making it suitable for regulated workloads. SOC 2 certification demonstrates strong security controls for handling sensitive data. Contact Paperspace directly for detailed compliance documentation and BAA agreements if needed.

Can I use NVIDIA A100 PCIe 40GB with Kubernetes on Paperspace?

Paperspace does not prominently advertise native Kubernetes support. You may need to manage your own Kubernetes cluster or use alternative orchestration methods. However, they do support Docker containers, which can be a stepping stone to container orchestration.

What are the specifications of the NVIDIA A100 PCIe 40GB?

The NVIDIA A100 PCIe 40GB features 40GB of high-bandwidth memory, built on NVIDIA's Ampere architecture. As an enterprise-tier GPU, it's designed for large-scale AI training, inference at scale, and demanding HPC workloads. The substantial VRAM capacity supports large language models, complex neural networks, and multi-model deployments.

What workloads is NVIDIA A100 PCIe 40GB on Paperspace best suited for?

The NVIDIA A100 PCIe 40GB on Paperspace is well-suited for large-scale AI/ML training, LLM fine-tuning, batch inference at scale, and high-performance computing workloads. Paperspace specifically excels at: Individual developers and education. Consider your model size, training data volume, and latency requirements when evaluating this combination for your specific use case.

Does Paperspace offer reserved instances for NVIDIA A100 PCIe 40GB?

Yes, Paperspace offers reserved instance pricing for NVIDIA A100 PCIe 40GB, which can provide significant discounts (typically 20-40% off on-demand rates) for committed usage periods. Reserved instances are ideal for predictable, long-running workloads like production inference services, ongoing training pipelines, or development environments that run continuously. Contact Paperspace for current reserved pricing and commitment terms.

What unique features does Paperspace offer for NVIDIA A100 PCIe 40GB?

Paperspace differentiates itself with: Gradient platform for ML workflows. These features may provide advantages depending on your specific workflow requirements and technical needs. Evaluate how these capabilities align with your ML infrastructure goals when making your decision.

How do I get started with NVIDIA A100 PCIe 40GB on Paperspace?

To get started with NVIDIA A100 PCIe 40GB on Paperspace, visit https://www.paperspace.com?utm_source=gpuperhour&utm_medium=referral to create an account. Most providers offer a straightforward signup process, and some provide initial credits for new users. Once registered, you can typically launch a NVIDIA A100 PCIe 40GB instance within minutes through their dashboard or API. We recommend starting with a small experiment to familiarize yourself with the platform before scaling up to larger workloads.

Related Pages

Compare A100 PCIe 40GB Across Providers

The A100 PCIe 40GB is available from 7 providers on GPUPerHour. Paperspace charges $3.09/hr. Here is how other providers compare:

For a full comparison across all providers, see the A100 PCIe 40GB rental page. See all GPUs on Paperspace.