# Computation times **00:52.593** total execution time for 9 files **from auto_examples/sampling**: | Example | Time | Mem (MB) | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------|------------| | [Using state-of-the-art diffusion models from HuggingFace Diffusers with DeepInverse](https://deepinv.org/auto_examples/sampling/demo_diffusers.html.md#sphx-glr-auto-examples-sampling-demo-diffusers-py) (`demo_diffusers.py`) | 00:10.587 | 0 | | [Flow-Matching for posterior sampling and unconditional generation](https://deepinv.org/auto_examples/sampling/demo_flow_matching.html.md#sphx-glr-auto-examples-sampling-demo-flow-matching-py) (`demo_flow_matching.py`) | 00:09.998 | 0 | | [Building your diffusion posterior sampling method using SDEs](https://deepinv.org/auto_examples/sampling/demo_diffusion_sde.html.md#sphx-glr-auto-examples-sampling-demo-diffusion-sde-py) (`demo_diffusion_sde.py`) | 00:08.499 | 0 | | [Noisy data-fidelity terms for diffusion posterior sampling](https://deepinv.org/auto_examples/sampling/demo_noisy_data_fidelity.html.md#sphx-glr-auto-examples-sampling-demo-noisy-data-fidelity-py) (`demo_noisy_data_fidelity.py`) | 00:07.174 | 0 | | [Implementing DiffPIR](https://deepinv.org/auto_examples/sampling/demo_diffpir.html.md#sphx-glr-auto-examples-sampling-demo-diffpir-py) (`demo_diffpir.py`) | 00:06.893 | 0 | | [Uncertainty quantification with PnP-ULA.](https://deepinv.org/auto_examples/sampling/demo_sampling.html.md#sphx-glr-auto-examples-sampling-demo-sampling-py) (`demo_sampling.py`) | 00:03.571 | 0 | | [Image reconstruction with a diffusion model](https://deepinv.org/auto_examples/sampling/demo_ddrm.html.md#sphx-glr-auto-examples-sampling-demo-ddrm-py) (`demo_ddrm.py`) | 00:03.442 | 0 | | [DPS – Posterior Sampling with Diffusion Models](https://deepinv.org/auto_examples/sampling/demo_dps.html.md#sphx-glr-auto-examples-sampling-demo-dps-py) (`demo_dps.py`) | 00:02.101 | 0 | | [Building your custom MCMC sampling algorithm.](https://deepinv.org/auto_examples/sampling/demo_custom_kernel.html.md#sphx-glr-auto-examples-sampling-demo-custom-kernel-py) (`demo_custom_kernel.py`) | 00:00.328 | 0 |