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emberframe-emberframe-nodes/example_workflow_notes.md
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# Example Workflow Notes
## Split-Sigma Sampling
```text
Scheduler
-> SplitSigmas
SplitSigmas high_sigmas
-> Sigmas Resample
-> ZIB EmberFrame SamplerCustomAdvanced Capture sigmas
ZIB output
-> ZIT EmberFrame SamplerCustomAdvanced Capture latent_image
SplitSigmas low_sigmas
-> ZIT EmberFrame SamplerCustomAdvanced Capture sigmas
```
## PiD Final-Latent Decode
```text
ZIT output or denoised_output
-> EmberFrame Normalize ZImage/Flux Latent
-> PiD Decode latent
```
Use:
```text
PiD Decode backbone = zimage
PiD Decode pid_ckpt_type = 2k or 2kto4k
PiD Decode scale = 4
PiD Decode pid_steps = 4
PiD Decode cfg_scale = 1
PiD Decode sigma = 0
```
## PiD Staged Intermediate Decode
```text
ZIT pid_latent
-> PiD Prepare latent
ZIT pid_sigma
-> PiD Prepare sigma
PiD Prepare
-> PiD Sample
-> PiD Finalize
```
Start diagnostics with:
```text
capture_mode = from_end
capture_step = 1
capture_tensor_source = x
sigma_source = next
capture_debug = true
```
For Z-Image / Flux PiD, keep PiD scale at `4`.