Wan 2.1 Video Generation VRAM & RunPod GPU Calculator
Plan VRAM and calculate RunPod vs Vast.ai rental fees for Wan 2.1 14B text-to-video in ComfyUI. Avoid OOM crashes with FP8 and GGUF quantizations.
Hardware Benchmark & Architecture Analysis
Wan 2.1 14B produces state-of-the-art cinematic video in ComfyUI, but generates extreme temporal latent cache loads. Native FP16 requires 32GB+ VRAM, requiring an A6000 (48GB) or A100. By deploying Wan 2.1 in FP8 or GGUF Q4, video generation fits comfortably on an RTX 4090 (24GB) or RTX 5090 (32GB) on RunPod at under $0.70/hr.
ComfyUI Pipeline Parameters
FP8 preserves 98%+ fidelity while cutting weight VRAM by nearly 45%.
24GB VRAM Tier
Target: RTX 3090 / RTX 4090
Deploying ComfyUI or Custom AI Agents in Production?
Vsurge Media builds private, auto-scaling ComfyUI API clusters on RunPod & Vast.ai with zero idle cloud waste.
Book Free AI Pipeline AuditCloud GPU Compatibility & Pricing Matrix
Live rates for 80 hours/month running Wan 2.1 Text-to-Video (14B) (FP8)
| GPU Model & Architecture | VRAM | Compatibility | RunPod Rate | Vast.ai Rate | AWS EC2 Rate | Est. Monthly (80h) | Cost / 100 Gens |
|---|---|---|---|---|---|---|---|
NVIDIA RTX 3060Ampere | 12 GB | OOM Risk (-10.6 GB) | $0.19/hr | $0.12/hr | N/A (Consumer) | $15.20Vast: $9.60 | $—~514.3s / gen |
NVIDIA RTX 4070 Ti SuperAda Lovelace | 16 GB | OOM Risk (-6.6 GB) | $0.29/hr | $0.20/hr | N/A (Consumer) | $23.20Vast: $16.00 | $—~264.7s / gen |
NVIDIA RTX 3090Ampere | 24 GB | Fits (+1.4 GB) | $0.34/hr | $0.22/hr | N/A (Consumer) | $27.20Vast: $17.60 | $2.615~276.9s / gen |
NVIDIA RTX 4090Ada Lovelace | 24 GB | Fits (+1.4 GB) | $0.69/hr | $0.44/hr | N/A (Consumer) | $55.20Vast: $35.20 | $3.450~180.0s / gen |
NVIDIA RTX 5090Blackwell | 32 GB | Fits (+9.4 GB) | $1.19/hr | $0.85/hr | N/A (Consumer) | $95.20Vast: $68.00 | $4.102~124.1s / gen |
NVIDIA RTX A6000Ampere Workstation | 48 GB | Fits (+25.4 GB) | $0.79/hr | $0.55/hr | $1.85/hr | $63.20Vast: $44.00 | $4.938~225.0s / gen |
NVIDIA L40SAda Lovelace Datacenter | 48 GB | Fits (+25.4 GB) | $1.09/hr | $0.82/hr | $2.24/hr | $87.20Vast: $65.60 | $4.738~156.5s / gen |
NVIDIA A100 SXMAmpere Datacenter | 80 GB | Fits (+57.4 GB) | $1.89/hr | $1.39/hr | $4.10/hr | $151.20Vast: $111.20 | $6.998~133.3s / gen |
NVIDIA H100 SXMHopper Datacenter | 80 GB | Fits (+57.4 GB) | $2.99/hr | $2.25/hr | $6.80/hr | $239.20Vast: $180.00 | $6.229~75.0s / gen |
Hardware & Workflow Specific Presets
Jump straight into pre-calculated VRAM and cloud cost configurations:
Flux.1 Dev VRAM & Cloud GPU Cost Calculator (24GB vs 16GB)
Calculate exact VRAM requirements for Flux.1 Dev (FP16, FP8, GGUF Q4) with LoRA & ControlNet. Compare RunPod vs Vast.ai cloud costs for 24GB vs 16GB GPUs.
Wan 2.1 Video Generation VRAM & RunPod GPU Calculator
Plan VRAM and calculate RunPod vs Vast.ai rental fees for Wan 2.1 14B text-to-video in ComfyUI. Avoid OOM crashes with FP8 and GGUF quantizations.
SDXL 1.0 ComfyUI VRAM Calculator for 12GB & 16GB GPUs
Calculate ComfyUI VRAM usage for SDXL 1.0 on budget 12GB RTX 3060 and 16GB RTX 4070 Ti GPUs with multi-ControlNet and LoRA stacks.
LTX-Video ComfyUI VRAM & Realtime GPU Cost Calculator
Realtime AI video generation VRAM calculator for Lightricks LTX-Video (2B). Compare RunPod, Vast.ai, and local GPU performance.
HunyuanVideo 13B ComfyUI VRAM & Cloud GPU Pricing Calculator
Calculate GPU VRAM and cloud rental expenses for Tencent HunyuanVideo (13B). Compare FP16, FP8, and GGUF quantizations on RunPod and Vast.ai.
Deploying High-Volume Generative AI Pipelines?
Vsurge Media builds private, auto-scaling ComfyUI API clusters, serverless GPU workers on RunPod & Vast.ai, and full-stack AI web platforms.