AV ComfyUI Manual
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FAILURE TRACE

Find the stage where people disappear

Diagnosis proceeds from upstream to downstream: do not tune a late composite until generation and masking are proven to work.

INFERREDThe diagnostic order is derived from confirmed preview / comparer nodes
FIVE-PROBE TEST

The last correct preview determines the next check

1
409Generateraw PPL decode
2
113DetectFlorence2 preview
3
507 / 508Cropsource + mask
4
480CompositeMASK / PPL
5
730Current finaldecode 53

If stage N is correct, do not return to the prompt; inspect the connection and parameters of stage N+1.

01 · PROBES

Checkpoints already present in the workflow

What to verifyNodeInterpretation
Generated people409 ← 829If empty, the problem is upstream of the mask chain
Florence result113 ← 550Detection should find the intended objects
Cut / selected crop507 ← 503; 508 ← 522Verify source switch and crop
Mask vs PPL480 ← 451 / 459Compare placement mask and selected composite
Inpaint vs source518 ← 509 / 552Compare processed result and selected source
Current final save730 ← 53Active result point of the saved configuration
Optional FLUX vs Upscale141 ← 53 / 833HQ / upscale chain is currently stored in bypass
Optional final preview15 ← 849Check only after enabling the overlay chain
02 · SYMPTOM MATRIX

Symptom → likely failure area

Last working stageMost likely failureNext test
No people in 409Prompt / model / samplerCheck 408 → 831 → 828 → 829
Florence shows every box, SAM2 leaves one personSam2Segmentation multi-BBOX modeEnable individual_objects and repeat with the same indices
Mask lands on a building, corner or empty regionFlorence2 and SAM2 received different images/canvasesFeed the same-size source into detection and segmentation
409 works, mask is wrong550 / 114 / 115 / 144 / 146Simplify classes and inspect the edge
Mask is good, cutout is dirty420 / 422 / 430Inspect crop and RemBg outputs
Composite exists, 459 selects the wrong result543 / linked selector inputsVerify effective value = 1
730 contains people, final 15 loses them after HQ is enabledUpscale / overlay / late overwriteCompare 141, 730 and 15
03 · CURRENT CASE

What is known about the current case

CONFIRMED

Topology

The PPL branch reaches the final output; there is no broken link after node 459.

INFERRED

Likely area

If generation and mask are visibly present, investigate positioning, composite, selector output or a later overwrite.

NOT CONFIRMED

Exact failure node

Without a current set of runtime previews, naming one guilty node would not be justified.

04 · WHOLE GRAPH

Diagnostic ladder from input to optional HQ

StageProbeStop condition
Preprocessors39 depth / 167 edgeMap is wrong — do not begin SDXL diagnosis
Main SDXL71: input 79 vs result 779SDXL result is wrong — do not diagnose PEOPLE yet
Masks113 / 233 / 340–353 / 581Verify polarity, bounds and canvas size
PEOPLE409 / 507 / 508 / 480 / 518Find the last correct PPL stage
Main FLUX72: 779 vs 53; active save 730Verify survival after denoise 0.18
Upscale / overlay141 / 675 / 15 / 531 / 293Remove bypass first, then verify