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cache_patches keeps the result in RAM — re-runs\n are instant. Disable for large video models.\n\n• patch_compression \"smart\" shrinks memory with\n no quality loss. Use \"aggressive\" to save more RAM.\n\n• normalize_keys should stay enabled — it makes\n LoRAs from different trainers compatible.\n\n• strategy_set picks which merge strategies are\n available — not a quality ranking. \"full\" has\n the most options. \"no_slerp\" helps when SLERP\n over-blends. \"basic\" uses fewer strategies and\n can outperform full when the extra options add\n noise.\n\n• merge_refinement is not a quality ladder either.\n \"none\" is best for low-conflict LoRAs. \"refine\"\n and \"full\" help high-conflict merges but can\n over-smooth easy ones.\n\n• For edit/distillation/DPO LoRAs, use \n \"additive\" mode or apply them via a\n standard Load LoRA node instead." ], "color": "#432", "bgcolor": "#653" }, { "id": 657, "type": "PreviewAny", "pos": [ -1216, 864 ], "size": [ 416, 640 ], "flags": {}, "order": 61, "mode": 0, "inputs": [ { "name": "source", "type": "*", "link": 1640 } ], "outputs": [], "properties": { "cnr_id": "comfy-core", "ver": "0.15.1", "Node name for S&R": "PreviewAny", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.7" } }, "widgets_values": [ null, null, null ] }, { "id": 713, "type": "Note", "pos": [ -2304, 960 ], "size": [ 992, 320 ], "flags": { "pinned": true }, "order": 13, "mode": 0, "inputs": [], "outputs": [], "title": "Additional notes LoRa AutoTuner", "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.7", "input_ue_unconnectable": {} } }, "widgets_values": [ "Tips:\n\n• cache_patches keeps the full sweep result in\n RAM — switching output_mode or re-running with\n same LoRAs is instant.\n\n• diff_cache_mode \"auto\" speeds up Phase 2 by\n caching LoRA diffs between candidates. Uses RAM\n up to diff_cache_ram_pct, then spills to disk.\n\n• scoring_svd adds effective rank scoring — more\n thorough but much slower on large models. Leave\n disabled unless you need it.\n\n• The tuner_data output can connect to a Merge\n Selector node to try alternative ranked configs,\n or to a LoRA Optimizer for the bridge workflow." ], "color": "#432", "bgcolor": "#653" }, { "id": 781, "type": "LoRAMergeFormula", "pos": [ -4032, 384 ], "size": [ 270, 58 ], "flags": {}, "order": 26, "mode": 4, "inputs": [ { "name": "lora_stack", "type": "LORA_STACK", "link": 1702 } ], "outputs": [ { "name": "lora_stack", "type": "LORA_STACK", "links": [ 1703 ] } ], "properties": { "cnr_id": "comfyui-lora-optimizer", "ver": "8fec5631085da5f27245ad2c2caaa5f9a6d5100a", "Node name for S&R": "LoRAMergeFormula", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.7" } }, "widgets_values": [ "(3+2) + 1" ] }, { "id": 782, "type": "Note", "pos": [ -4032, 480 ], "size": [ 256, 128 ], "flags": {}, "order": 14, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Formula syntax:\n (A+B) + C — 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