Video Generation
generation workload
Temporal generative models. The most VRAM- and compute-intensive generation workload; frames add a time dimension to image generation.
Classification
- Category
- generation
- Compute profile
- compute-bound
- Scaling
- vertical
Infrastructure considerations
Qualitative — no fabricated numbers- Interconnect sensitivity
- high
- Network sensitivity
- low
Curated · Memory · Large model weights + activations across many frames; often the memory ceiling.
Curated · Storage · Large weights plus substantial video output storage.
Typical frameworks
Curated — not a catalog relationshipPyTorchDiffusers
Data class
Curated · The workload taxonomy is authored qualitative reference, not an ingested source. Sensitivities and profiles are classifications, not measurements; a workload's concrete VRAM comes from the specific model it runs.