Computation times#

03:30.944 total execution time for 8 files from auto_examples/sampling:

Example

Time

Mem (MB)

Building your diffusion posterior sampling method using SDEs (demo_diffusion_sde.py)

01:25.108

0.0

Using state-of-the-art diffusion models from HuggingFace Diffusers with DeepInverse (demo_diffusers.py)

00:45.352

0.0

Flow-Matching for posterior sampling and unconditional generation (demo_flow_matching.py)

00:25.776

0.0

Uncertainty quantification with PnP-ULA. (demo_sampling.py)

00:21.128

0.0

Image reconstruction with a diffusion model (demo_ddrm.py)

00:13.881

0.0

DPS – Posterior Sampling with Diffusion Models (demo_dps.py)

00:09.810

0.0

Implementing DiffPIR (demo_diffpir.py)

00:09.238

0.0

Building your custom MCMC sampling algorithm. (demo_custom_kernel.py)

00:00.651

0.0