チェックポイントレビューのワークフローを明確化し、プロセスを繰り返し可能にするための基本的なアイデアを追加

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るみなー先生
2026-05-31 02:07:56 +09:00
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@@ -122,23 +122,30 @@ Deletion is always handled by the generated script, so you can review and confir
## Checkpoint review as a workflow
Checkpoints are not just files.
Each model has its own strengths, weaknesses, habits, and moments where it works surprisingly well.
Checkpoints are not just files.
However, reviewing checkpoints has often been a vague process:
generate a few images, keep some impressions in memory, maybe rename a file, maybe delete something later.
Each model has its own strengths, weaknesses, habits, and moments where it works unexpectedly well.
Checkpoint Handpicker Suite was designed to make that process more explicit and repeatable.
However, checkpoint review often tends to be vague:
The idea is simple:
- generate a few images
- remember a rough impression
- search for outputs later by filename
- hesitate to delete anything because the decision feels risky
- checkpoints should be easy to cycle through
- interesting checkpoints should be easy to test again
- review results should be recorded as lightweight status tags
- deletion should be reserved first, not executed immediately
- reviewed statuses should be usable as filters for future cycling
- checkpoint selection should be resolved at execution time, so refreshes and status changes can be reflected without restarting ComfyUI
- review should be possible both during generation and from generated output images in another tab
ComfyUI-CheckpointHandpickerSuite was designed to make this process more explicit and repeatable.
In other words, this suite is not only a set of nodes.
It is an attempt to provide a practical workflow for discovering, reviewing, revisiting, and safely cleaning up checkpoints.
The basic ideas are:
1. You need checkpoint cycling before you can efficiently gather review targets.
2. Interesting checkpoints should be easy to revisit by inserting them into the next jobs.
3. Statuses should stay simple: `favorite`, `nice`, `keep`, `delete`, or `none`.
4. `delete` should mean delete reservation, not immediate physical deletion.
5. Review statuses should be usable as filters for future cycling.
6. To make those filters meaningful, checkpoint selection should be resolved at execution time, not when the job is queued.
7. Execution-time resolution makes it possible to follow checkpoint refreshes and status changes without restarting ComfyUI.
8. Review should be possible both during generation and from generated output images in another tab.
In other words, this suite is not only a set of nodes.
It is a practical proposal for discovering, testing, reviewing, revisiting, and safely cleaning up checkpoints in checkpoint-heavy ComfyUI workflows.