Raw compute of NVIDIA Tesla V100 versus its generation peers
Jawaban
Peak performance on NVIDIA Tesla V100: 125 FP16 TFLOPS, 15.7 FP32 TFLOPS, 900 GB/s memory bandwidth. Those figures cap theoretical throughput, but real-world performance varies based on kernel efficiency, batch size, and model shape.
For pre-training, expect near-peak utilisation on well-optimised frameworks (PyTorch with Flash Attention, DeepSpeed, Megatron-style tensor parallelism). For serving, KV-cache bandwidth is usually the bottleneck — which is why the 900 GB/s figure often predicts latency better than FP16 TFLOPS.
On ML benchmarks NVIDIA Tesla V100 lands in the tier you'd expect from its Volta generation, with strong performance-per-watt given the 16 GB VRAM capacity.
Deploy NVIDIA Tesla V100 on Vast.ai for $0.13/hr — currently the only tracked provider offering this GPU.
Lebih Banyak FAQ tentang NVIDIA Tesla V100
Ulasan Penyedia GPU Vast.ai & Fakta Utama (April 2026)
Cuplikan Vast.ai: pendanaan maksimum, pembagian keuntungan, aturan drawdown, leverage, instrumen, jadwal pembayaran, metode pembayaran, izin perdagangan, dan KYC. Data diverifikasi April 2026.
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Vast.ai
GPU Instan. Harga Transparan.
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|---|---|
| Ikhtisar | |
| Peringkat Trustpilot | 4.4 |
| Kantor Pusat | United States |
| Jenis Penyedia | Pasar GPU |
| Terbaik Untuk | Pelatihan AI inferensi penyetelan halus Stable Diffusion pemrosesan batch riset penyajian LLM AI generatif |
| Perangkat Keras GPU | |
| Model GPU | B200 H200 H100 SXM H100 NVL A100 SXM A100 PCIe RTX 5090 RTX 5080 RTX 5070 Ti RTX 6000 Pro RTX 6000 Ada RTX 4500 Ada RTX A6000 RTX A5000 RTX A4000 L40S L40 A40 A10 RTX 4090 RTX 4080 RTX 4070 Ti RTX 4070 RTX 4060 Ti RTX 4060 RTX 3090 Ti RTX 3090 RTX 3080 Ti RTX 3080 RTX 3070 Ti RTX 3070 Tesla V100 Tesla T4 A2 GTX 1080 |
| Maks VRAM (GB) | 192 |
| Maks GPU/Instance | 8 |
| Interkoneksi | NVLink, InfiniBand |
| Harga | |
| Harga Mulai ($/jam) | $0.06/hr |
| Granularitas Penagihan | Per detik |
| Spot/Preemptible | Ya |
| Diskon Cadangan | Hingga 50% (reservasi 1-6 bulan) |
| Kredit Gratis | Kredit uji kecil saat mendaftar |
| Biaya Keluar | Bervariasi menurut host ($/TB) |
| Penyimpanan | Bervariasi menurut host ($/GB/jam, dikenakan biaya selama instance ada) |
| Infrastruktur | |
| Wilayah | 500+ lokasi, 40+ pusat data |
| SLA Waktu Aktif | Tidak ada SLA formal (skor keandalan host terlihat) |
| Pengalaman Pengembang | |
| Kerangka Kerja | PyTorch TensorFlow CUDA vLLM ComfyUI |
| Dukungan Docker | Ya |
| Akses SSH | Ya |
| Jupyter Notebooks | Ya |
| API / CLI | Ya |
| Waktu Setup | Detik |
| Dukungan Kubernetes | Tidak |
| Ketentuan Bisnis | |
| Komitmen Minimum | Tidak ada |
| Kepatuhan | SOC 2 Tipe 2 HIPAA GDPR CCPA |
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