Add i2i-Easy image remaster workflow and update CADE 2.5 cfg files

Added mg_i2i_Easy-Workflow.json to provide a new ComfyUI workflow for image-to-image processing with MagicNodes CADE 2.5 integration.
Refined multiple parameters in mg_cade25.cfg for improved image generation, including steps, denoise, scaling, thresholds, and scheduler settings across all steps.

README.md

@@ -93,6 +93,8 @@ You can save this workflow to ComfyUI `ComfyUI\user\default\workflows`
 
 I strongly recommend use `mg_Easy-Workflow` workflow + default settings + your model and my negative LoRA `mg_7lambda_negative.safetensors`, for best result.
 
+Also, I recomend try `mg_i2i_Easy-Workflow` workflow for remastering your images.
+
 
 ## 🚀 "One-Node" Quickstart (MG_SuperSimple)
 Start with `MG_SuperSimple` for the easiest path:
@@ -201,7 +203,8 @@ MagicNodes/
 │ 
 ├─ workflows/ 
 │  ├─ mg_SuperSimple-Workflow.json
-│  └─ mg_Easy-Workflow.json           
+│  ├─ mg_Easy-Workflow.json  
+│  └─ mg_i2i_Easy-Workflow.json        
 |  
 └─ requirements.txt
 ```

pressets/mg_cade25.cfg

@@ -1,16 +1,15 @@
-
-# MagicNodes CADE 2.5 presets
+# MagicNodes CADE 2.5 presets
 
 [step1]
 # core
 seed: 0
 control_after_generate: randomize
-steps: 10
+steps: 14
 cfg: 8.0
 denoise: 1.00
 sampler_name: ddim
 scheduler: MGHybrid
-iterations: 2
+iterations: 3
 steps_delta: -2.00
 cfg_delta: 0.03
 denoise_delta: 0.28
@@ -40,10 +39,10 @@ lb_rebase_rate: 0.25
 
 # detail controls
 #ids_strength: 0.85
-ids_strength: 1.45
+ids_strength: 1.15
 upscale_method: lanczos
-scale_by: 1.0
-scale_delta: -0.15
+scale_by: 1.16
+scale_delta: 0.08
 noise_offset: 0.29
 threshold: 1.0
 #Sharpnes_strenght: 0.075
@@ -90,19 +89,17 @@ use_zero_init: false
 zero_init_steps: 0
 
 # FDG / ZE thresholds
-#fdg_low: 0.25
-fdg_low: 0.45
-fdg_high: 0.7
+fdg_low: 0.35
+fdg_high: 1.00
 fdg_sigma: 1.20
-#ze_res_zero_steps: 10
-ze_res_zero_steps: 11
+ze_res_zero_steps: 5
 ze_adaptive: true
-ze_r_switch_hi: 0.85
-ze_r_switch_lo: 0.25
+ze_r_switch_hi: 0.65
+ze_r_switch_lo: 0.65
 fdg_low_adaptive: true
-fdg_low_min: 0.45
-fdg_low_max: 0.85
-fdg_ema_beta: 0.45
+fdg_low_min: 0.25
+fdg_low_max: 0.65
+fdg_ema_beta: 1.0
 
 
 # Mahiro+/Muse blend
@@ -152,15 +149,15 @@ aq_attn: true
 # core
 seed: 0
 control_after_generate: randomize
-steps: 10
+steps: 14
 cfg: 6.5
-denoise: 0.40
+denoise: 0.45
 sampler_name: ddim
 scheduler: MGHybrid
 iterations: 2
 steps_delta: 2.00
 cfg_delta: 0.03
-denoise_delta: 0.0500
+denoise_delta: 0.05
 
 # Smart seed toggle
 smart_seed_enable: true
@@ -189,8 +186,8 @@ lb_rebase_rate: 0.25
 #ids_strength: 0.60
 ids_strength: 1.25
 upscale_method: lanczos
-scale_by: 1.30
-scale_delta: 0.15
+scale_by: 1.32
+scale_delta: 0.08
 noise_offset: 0.09
 threshold: 1.000
 Sharpnes_strenght: 0.081
@@ -204,11 +201,11 @@ ref_cooldown: 2
 
 # cfg schedule (internal)
 #cfg_sched: off | cosine | warmup | u
-cfg_sched: warmup
-cfg_sched_min: 4.0
-cfg_sched_max: 6.5
+cfg_sched: cosine
+cfg_sched_min: 3.9
+cfg_sched_max: 4.5
 cfg_sched_gamma: 1.5
-cfg_sched_u_pow: 1.0
+cfg_sched_u_pow: 1.2
 
 
 # guidance
@@ -221,7 +218,7 @@ perp_damp: 0.80
 
 # CWN/AGC
 cwn_enable: true
-alpha_c: 1.02
+alpha_c: 1.01
 alpha_u: 1.0
 agc_enable: true
 agc_tau: 2.8
@@ -238,16 +235,16 @@ zero_init_steps: 0
 
 # FDG / ZE thresholds
 fdg_low: 0.35
-fdg_high: 0.7
-fdg_sigma: 1.10
-ze_res_zero_steps: 12
+fdg_high: 1.00
+fdg_sigma: 1.20
+ze_res_zero_steps: 5
 ze_adaptive: true
-ze_r_switch_hi: 0.85
-ze_r_switch_lo: 0.25
+ze_r_switch_hi: 0.65
+ze_r_switch_lo: 0.65
 fdg_low_adaptive: true
-fdg_low_min: 0.45
-fdg_low_max: 0.85
-fdg_ema_beta: 0.45
+fdg_low_min: 0.25
+fdg_low_max: 0.65
+fdg_ema_beta: 1.0
 
 
 # Mahiro+/Muse blend
@@ -300,14 +297,15 @@ vae_decode_fp32: true
 seed: 0
 control_after_generate: randomize
 steps: 20
-cfg: 6.0
-denoise: 0.42
+cfg: 6
+#0.75
+denoise: 0.31
 sampler_name: ddim
 scheduler: MGHybrid
 iterations: 2
-steps_delta: 4.00
-cfg_delta: 0.03
-denoise_delta: 0.0500
+steps_delta: 2.00
+cfg_delta: 1.00
+denoise_delta: 0.05
 
 # Smart seed toggle
 smart_seed_enable: true
@@ -316,7 +314,7 @@ smart_seed_steps: 4
 smart_seed_diversity: 0.10
 
 # toggles
-apply_sharpen: false
+apply_sharpen: true
 apply_upscale: true
 apply_ids: true
 clip_clean: true
@@ -324,54 +322,53 @@ latent_compare: true
 
 # latent buffer (internal)
 latent_buffer: true
-lb_inject: 0.10
+lb_inject: 0.30
 lb_ema: 0.75
 lb_every: 1
-lb_anchor_every: 4
+lb_anchor_every: 3
 lb_masked: true
-lb_rebase_thresh: 0.18
-lb_rebase_rate: 0.10
+lb_rebase_thresh: 0.10
+lb_rebase_rate: 0.25
 
 # detail controls
-#ids_strength: 0.25
-ids_strength: 0.55
+ids_strength: 0.35
 upscale_method: lanczos
-scale_by: 1.20
-scale_delta: 0.10
-noise_offset: 0.03
+# 1.55
+scale_by: 1.24
+scale_delta: 0.08
+noise_offset: 0.0135
 threshold: 1.000
-#0.135
-Sharpnes_strenght: 0.185
+Sharpnes_strenght: 0.24
 accumulation: fp32+fp32
 
 # reference clean
 reference_clean: true
 ref_preview: 512
-ref_threshold: 0.320
+ref_threshold: 0.200
 ref_cooldown: 2
 
 # cfg schedule (internal)
 #cfg_sched: off | cosine | warmup | u
-cfg_sched: warmup
-cfg_sched_min: 5.0
-cfg_sched_max: 6.5
+cfg_sched: cosine
+cfg_sched_min: 3.9
+cfg_sched_max: 4.5
 cfg_sched_gamma: 1.5
 cfg_sched_u_pow: 1.2
 
 
 # guidance
 guidance_mode: ZeResFDG
-rescale_multiplier: 0.95
-momentum_beta: 0.65
-cfg_curve: 1.15
-perp_damp: 0.90
+rescale_multiplier: 0.85
+momentum_beta: 0.15
+cfg_curve: 0.60
+perp_damp: 0.85
 
 # CWN/AGC
 cwn_enable: true
-alpha_c: 1.02
-alpha_u: 0.8
+alpha_c: 1.01
+alpha_u: 1.0
 agc_enable: true
-agc_tau: 1.2
+agc_tau: 3.2
 
 # NAG
 use_nag: true
@@ -384,26 +381,25 @@ use_zero_init: false
 zero_init_steps: 0
 
 # FDG / ZE thresholds
-fdg_low: 0.45
-fdg_high: 1.45
-fdg_sigma: 1.80
-ze_res_zero_steps: 6
+fdg_low: 0.35
+fdg_high: 1.00
+fdg_sigma: 1.20
+ze_res_zero_steps: 10
 ze_adaptive: true
-ze_r_switch_hi: 0.55
-ze_r_switch_lo: 0.25
+ze_r_switch_hi: 0.65
+ze_r_switch_lo: 0.65
 fdg_low_adaptive: true
-fdg_low_min: 0.15
-fdg_low_max: 1.85
-fdg_ema_beta: 0.45
-
+fdg_low_min: 0.25
+fdg_low_max: 0.65
+fdg_ema_beta: 1.0
 
 # Mahiro+/Muse blend
 muse_blend: true
-muse_blend_strength: 0.24
+muse_blend_strength: 0.25
 
 # eps scale
 eps_scale_enable: true
-eps_scale: 0.0225
+eps_scale: 0.0025
 
 # CLIPSeg
 clipseg_enable: true
@@ -416,30 +412,38 @@ clipseg_gain: 0.35
 clipseg_blend: fuse
 clipseg_ref_gate: true
 clipseg_ref_threshold: 0.005
+seg_use_cf_edges: true
 
 # polish
 polish_enable: true
-polish_keep_low: 0.40
-polish_edge_lock: 0.20
-polish_sigma: 1.0
-polish_start_after: 1
-polish_keep_low_ramp: 0.20
+polish_keep_low: 0.45
+polish_edge_lock: 0.12
+polish_sigma: 0.8
+polish_start_after: 2
+polish_keep_low_ramp: 0.12
 
 # mid-frequency stabilizer (hands/objects scale)
 midfreq_enable: true
-#midfreq_gain: 0.15
-midfreq_gain: 0.45
-midfreq_sigma_lo: 0.80
-midfreq_sigma_hi: 2.10
+midfreq_gain: 0.28
+midfreq_sigma_lo: 0.25
+midfreq_sigma_hi: 1.4
+
 
 # QSilk-AQClip-Lite (adaptive latent clipping)
 aqclip_enable: true
-aq_tile: 64
-aq_stride: 18
-aq_alpha: 2.0
+aq_tile: 128
+#aq_stride: 8 
+aq_stride: 15
+#aq_alpha: 1.8
+aq_alpha: 1.9
+#aq_ema_beta: 0.85
+aq_ema_beta: 0.90
 
 aq_attn: true
-
+# KV pruning (self-attention speedup)
+kv_prune_enable: false
+kv_keep: 0.95
+kv_min_tokens: 256
 vae_decode_fp32: true
 
 [step4]
@@ -449,7 +453,7 @@ control_after_generate: randomize
 steps: 20
 cfg: 6
 #0.75
-denoise: 0.35
+denoise: 0.28
 sampler_name: ddim
 scheduler: MGHybrid
 iterations: 2
@@ -481,14 +485,14 @@ lb_rebase_thresh: 0.10
 lb_rebase_rate: 0.25
 
 # detail controls
-ids_strength: 0.35
+ids_strength: 0.37
 upscale_method: lanczos
 # 1.55
-scale_by: 1.50
-scale_delta: 0.1
+scale_by: 1.45
+scale_delta: 0.20
 noise_offset: 0.0135
 threshold: 1.000
-Sharpnes_strenght: 0.24
+Sharpnes_strenght: 0.26
 accumulation: fp32+fp32
 
 # reference clean
@@ -500,8 +504,8 @@ ref_cooldown: 2
 # cfg schedule (internal)
 #cfg_sched: off | cosine | warmup | u
 cfg_sched: cosine
-cfg_sched_min: 4.9
-cfg_sched_max: 8.0
+cfg_sched_min: 3.5
+cfg_sched_max: 5.5
 cfg_sched_gamma: 1.5
 cfg_sched_u_pow: 1.2
 
@@ -515,10 +519,10 @@ perp_damp: 0.85
 
 # CWN/AGC
 cwn_enable: true
-alpha_c: 1.03
+alpha_c: 1.01
 alpha_u: 1.0
 agc_enable: true
-agc_tau: 3.2
+agc_tau: 3.0
 
 # NAG
 use_nag: true
@@ -532,16 +536,16 @@ zero_init_steps: 0
 
 # FDG / ZE thresholds
 fdg_low: 0.35
-fdg_high: 1.10
-fdg_sigma: 1.20
+fdg_high: 1.00
+fdg_sigma: 1.16
 ze_res_zero_steps: 10
 ze_adaptive: true
-ze_r_switch_hi: 0.85
-ze_r_switch_lo: 0.25
+ze_r_switch_hi: 0.65
+ze_r_switch_lo: 0.85
 fdg_low_adaptive: true
-fdg_low_min: 0.45
-fdg_low_max: 0.85
-fdg_ema_beta: 0.45
+fdg_low_min: 0.25
+fdg_low_max: 0.65
+fdg_ema_beta: 1.0
 
 
 # Mahiro+/Muse blend
@@ -575,7 +579,7 @@ polish_keep_low_ramp: 0.12
 
 # mid-frequency stabilizer (hands/objects scale)
 midfreq_enable: true
-midfreq_gain: 0.28
+midfreq_gain: 0.32
 midfreq_sigma_lo: 1.25
 midfreq_sigma_hi: 2.4
 
@@ -583,11 +587,8 @@ midfreq_sigma_hi: 2.4
 # QSilk-AQClip-Lite (adaptive latent clipping)
 aqclip_enable: true
 aq_tile: 128
-#aq_stride: 8 
 aq_stride: 15
-#aq_alpha: 1.8
 aq_alpha: 1.9
-#aq_ema_beta: 0.85
 aq_ema_beta: 0.90
 
 aq_attn: true

workflows/mg_i2i_Easy-Workflow.json

@@ -0,0 +1 @@
+{"id":"60c773b8-82a2-4742-afe9-f7f6fe6b9a04","revision":0,"last_node_id":83,"last_link_id":180,"nodes":[{"id":1,"type":"PreviewImage","pos":[2884.465937610835,2284.3128205251587],"size":[454.34515960057956,487.52469509807827],"flags":{},"order":30,"mode":0,"inputs":[{"localized_name":"images","name":"images","type":"IMAGE","link":176}],"outputs":[],"properties":{"Node name for S&R":"PreviewImage"},"widgets_values":[]},{"id":2,"type":"PreviewImage","pos":[3450.7270738074285,2290.6559427564325],"size":[454.34515960057956,487.52469509807827],"flags":{},"order":32,"mode":0,"inputs":[{"localized_name":"images","name":"images","type":"IMAGE","link":2}],"outputs":[],"properties":{"Node name for S&R":"PreviewImage"},"widgets_values":[]},{"id":3,"type":"SaveImage","pos":[4746.375950994036,2270.583243840007],"size":[645.60324992196,715.7559184038435],"flags":{},"order":39,"mode":0,"inputs":[{"localized_name":"images","name":"images","type":"IMAGE","link":3},{"localized_name":"filename_prefix","name":"filename_prefix","type":"STRING","widget":{"name":"filename_prefix"},"link":null}],"outputs":[],"properties":{},"widgets_values":["ComfyUI"]},{"id":4,"type":"MG_ControlFusion_Easy","pos":[4913.514494084129,1368.15211360245],"size":[270,258],"flags":{},"order":35,"mode":0,"inputs":[{"localized_name":"image","name":"image","type":"IMAGE","link":4},{"localized_name":"positive","name":"positive","type":"CONDITIONING","link":5},{"localized_name":"negative","name":"negative","type":"CONDITIONING","link":6},{"localized_name":"control_net","name":"control_net","type":"CONTROL_NET","link":7},{"localized_name":"vae","name":"vae","type":"VAE","link":8},{"localized_name":"preset_step","name":"preset_step","type":"COMBO","widget":{"name":"preset_step"},"link":null},{"localized_name":"custom","name":"custom","type":"BOOLEAN","widget":{"name":"custom"},"link":null},{"localized_name":"enable_depth","name":"enable_depth","type":"BOOLEAN","widget":{"name":"enable_depth"},"link":null},{"localized_name":"enable_pyra","name":"enable_pyra","type":"BOOLEAN","widget":{"name":"enable_pyra"},"link":null},{"localized_name":"edge_alpha","name":"edge_alpha","type":"FLOAT","widget":{"name":"edge_alpha"},"link":null},{"localized_name":"blend_factor","name":"blend_factor","type":"FLOAT","widget":{"name":"blend_factor"},"link":null}],"outputs":[{"localized_name":"positive","name":"positive","type":"CONDITIONING","links":[42]},{"localized_name":"negative","name":"negative","type":"CONDITIONING","links":[43]},{"localized_name":"Mask_Preview","name":"Mask_Preview","type":"IMAGE","links":[]}],"properties":{"Node name for S&R":"MG_ControlFusion_Easy"},"widgets_values":["Step 4",false,true,true,1,0.02]},{"id":10,"type":"Reroute","pos":[4077.6098641914527,2046.1024553349027],"size":[75,26],"flags":{},"order":20,"mode":0,"inputs":[{"name":"","type":"*","link":10}],"outputs":[{"name":"","type":"VAE","links":[14,37,58]}],"properties":{"showOutputText":false,"horizontal":false},"color":"#432","bgcolor":"#653"},{"id":11,"type":"Reroute","pos":[4076.167764830388,2077.8286412783295],"size":[75,26],"flags":{},"order":16,"mode":0,"inputs":[{"name":"","type":"*","link":11}],"outputs":[{"name":"","type":"CLIP_VISION","links":[15,40]}],"properties":{"showOutputText":false,"horizontal":false},"color":"#2a363b","bgcolor":"#3f5159"},{"id":12,"type":"Reroute","pos":[4075.4617755168,2105.748398836574],"size":[75,26],"flags":{},"order":17,"mode":0,"inputs":[{"name":"","type":"*","link":12}],"outputs":[{"name":"","type":"CONTROL_NET","links":[16,57]}],"properties":{"showOutputText":false,"horizontal":false},"color":"#233","bgcolor":"#355"},{"id":13,"type":"Reroute","pos":[4797.217445362814,2015.818368752541],"size":[75,26],"flags":{},"order":28,"mode":0,"inputs":[{"name":"","type":"*","link":13}],"outputs":[{"name":"","type":"MODEL","links":[]}],"properties":{"showOutputText":false,"horizontal":false},"color":"#223","bgcolor":"#335"},{"id":14,"type":"Reroute","pos":[4797.217445362811,2050.4287534180976],"size":[75,26],"flags":{},"order":26,"mode":0,"inputs":[{"name":"","type":"*","link":14}],"outputs":[{"name":"","type":"VAE","links":[8,44]}],"properties":{"showOutputText":false,"horizontal":false},"color":"#432","bgcolor":"#653"},{"id":15,"type":"Reroute","pos":[4797.21744536281,2080.712840000459],"size":[75,26],"flags":{},"order":21,"mode":0,"inputs":[{"name":"","type":"*","link":15}],"outputs":[{"name":"","type":"CLIP_VISION","links":[47]}],"properties":{"showOutputText":false,"horizontal":false},"color":"#2a363b","bgcolor":"#3f5159"},{"id":16,"type":"Reroute","pos":[4793.627257327094,2112.9588956418975],"size":[75,26],"flags":{},"order":22,"mode":0,"inputs":[{"name":"","type":"*","link":16}],"outputs":[{"name":"","type":"CONTROL_NET","links":[7]}],"properties":{"showOutputText":false,"horizontal":false},"color":"#233","bgcolor":"#355"},{"id":18,"type":"Reroute","pos":[3449.98748634409,2075.9548099867097],"size":[75,26],"flags":{},"order":11,"mode":0,"inputs":[{"name":"","type":"*","link":18}],"outputs":[{"name":"","type":"CLIP_VISION","links":[11,33]}],"properties":{"showOutputText":false,"horizontal":false},"color":"#2a363b","bgcolor":"#3f5159"},{"id":20,"type":"Reroute","pos":[4079.0519635525197,2011.4920706693465],"size":[75,26],"flags":{},"order":25,"mode":0,"inputs":[{"name":"","type":"*","link":20}],"outputs":[{"name":"","type":"MODEL","links":[13]}],"properties":{"showOutputText":false,"horizontal":false},"color":"#223","bgcolor":"#335"},{"id":21,"type":"PreviewImage","pos":[4026.546016935376,2275.261323812782],"size":[607.2076918734667,715.3763941463438],"flags":{},"order":36,"mode":0,"inputs":[{"localized_name":"images","name":"images","type":"IMAGE","link":21}],"outputs":[],"properties":{"Node 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