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