How large a large language model can fit on NVIDIA RTX 4000 Ada VRAM?
💡 Answer
NVIDIA RTX 4000 Ada spec breakdown — 20 GB GDDR6 @ 360 GB/s, 107/26.7 TFLOPS FP16/FP32, Ada Lovelace generation, 130W, 2023.
For production ML planning: if your model fits in 20 GB at your target precision, NVIDIA RTX 4000 Ada is a candidate. If your workload is latency-sensitive real-time serving, bandwidth and clock speed matter more than raw FLOPS. If you're pre-training from scratch on large batches, the FP16 number predicts wall-clock throughput best.
Rent NVIDIA RTX 4000 Ada on DigitalOcean from $0.76/hr — check live availability and deploy.
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DigitalOcean GPU Provider Review & Key Facts (April 2026)
Snapshot of DigitalOcean: GPU models, pricing, billing granularity, infrastructure, developer tools, support channels, and compliance. Data verified April 2026.
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DigitalOcean
Simple, scalable GPU cloud for AI/ML
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|---|---|
| Overview | |
| Trustpilot Rating | 4.6 |
| Headquarters | United States |
| Provider Type | N/A |
| Best For | AI training inference fine-tuning LLM deployment LLM serving computer vision startups generative AI research |
| GPU Hardware | |
| GPU Models | RTX 4000 Ada RTX 6000 Ada L40S MI300X H100 SXM H200 |
| Max VRAM (GB) | 192 |
| Max GPUs/Instance | 8 |
| Interconnect | NVLink |
| Pricing | |
| Starting Price ($/hr) | $0.76/hr |
| Billing Granularity | Per-second |
| Spot/Preemptible | No |
| Reserved Discounts | N/A |
| Free Credits | $200 free credit for 60 days |
| Egress Fees | None (included in plan) |
| Storage | 500-720 GiB NVMe boot (included), 5 TiB NVMe scratch on larger configs, Volumes at $0.10/GiB/mo |
| Infrastructure | |
| Regions | New York (NYC2), Toronto (TOR1), Atlanta (ATL1), Richmond (RIC1), Amsterdam (AMS3) |
| Uptime SLA | 99% |
| Developer Experience | |
| Frameworks | PyTorch TensorFlow Jupyter Miniconda CUDA ROCm Hugging Face |
| Docker Support | Yes |
| SSH Access | Yes |
| Jupyter Notebooks | Yes |
| API / CLI | Yes |
| Setup Time | Minutes |
| Kubernetes Support | Yes |
| Business Terms | |
| Min Commitment | None |
| Compliance | SOC 2 Type II SOC 3 HIPAA (with BAA) CSA STAR Level 1 |
DigitalOcean