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"properties": { "Node name for S&R": "PreviewAudio" }, "widgets_values": [ null ] }, { "id": 56, "type": "FrequencyFilterPreset", "pos": [ 125, 186 ], "size": { "0": 344.3999938964844, "1": 58 }, "flags": {}, "order": 2, "mode": 0, "inputs": [ { "name": "previous_filter", "type": "FREQUENCY_FILTER", "link": null } ], "outputs": [ { "name": "FREQUENCY_FILTER", "type": "FREQUENCY_FILTER", "links": [ 130 ], "shape": 3 } ], "properties": { "Node name for S&R": "FrequencyFilterPreset" }, "widgets_values": [ "isolate_kick_drum" ] }, { "id": 66, "type": "PreviewAudio", "pos": [ 947, 685 ], "size": { "0": 315, "1": 76.00001525878906 }, "flags": {}, "order": 33, "mode": 0, "inputs": [ { "name": "audio", "type": "AUDIO", "link": 139 } ], "properties": { "Node name for S&R": "PreviewAudio" }, "widgets_values": [ null ] }, { "id": 60, "type": "Reroute", "pos": [ 56, 371 ], "size": [ 75, 26 ], "flags": {}, "order": 17, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 132 } ], "outputs": [ { "name": "", "type": "AUDIO", "links": [ 133, 134, 137 ], "slot_index": 0 } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 78, "type": "Reroute", "pos": [ -522, 1012 ], "size": [ 75, 26 ], "flags": {}, "order": 23, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 153 } ], "outputs": [ { "name": "", "type": "FEATURE_PIPE", "links": [ 154 ], "slot_index": 0 } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 79, "type": "Reroute", "pos": [ 2302, 1008 ], "size": [ 75, 26 ], "flags": {}, "order": 29, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 154 } ], "outputs": [ { "name": "", "type": "FEATURE_PIPE", "links": [ 156 ], "slot_index": 0 } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 61, "type": "AudioFilter", "pos": [ 559, 448 ], "size": { "0": 252, "1": 46 }, "flags": {}, "order": 26, "mode": 0, "inputs": [ { "name": "audio", "type": "AUDIO", "link": 134 }, { "name": "filters", 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"inputs": [ { "name": "", "type": "*", "link": 143 } ], "outputs": [ { "name": "", "type": "AUDIO", "links": [ 145 ], "slot_index": 0 } ], "title": "Drums", "properties": { "showOutputText": false, "horizontal": false } }, { "id": 75, "type": "Reroute", "pos": [ -522, 1047 ], "size": [ 75, 26 ], "flags": {}, "order": 15, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 167 } ], "outputs": [ { "name": "", "type": "IMAGE", "links": [ 148 ], "slot_index": 0 } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 81, "type": "PreviewImage", "pos": [ 3027.324109375, 328.0279923095703 ], "size": { "0": 766.489990234375, "1": 420.3683166503906 }, "flags": {}, "order": 40, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 158 } ], "properties": { "Node name for S&R": "PreviewImage" } }, { "id": 80, "type": "FeatureMixer", "pos": [ 2604.324109375, 317.0279923095703 ], "size": { "0": 367.79998779296875, "1": 318 }, "flags": {}, "order": 37, 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"amplitude_envelope" ] }, { "id": 72, "type": "Reroute", "pos": [ 2306, 974 ], "size": [ 75, 26 ], "flags": {}, "order": 28, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 145 } ], "outputs": [ { "name": "", "type": "AUDIO", "links": [ 155, 183 ], "slot_index": 0 } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 95, "type": "VHS_VideoCombine", "pos": [ 5420, -240 ], "size": [ 315, 848.4444444444445 ], "flags": {}, "order": 46, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 181 }, { "name": "audio", "type": "AUDIO", "link": 184 }, { "name": "meta_batch", "type": "VHS_BatchManager", "link": null }, { "name": "vae", "type": "VAE", "link": null } ], "outputs": [ { "name": "Filenames", "type": "VHS_FILENAMES", "links": null, "shape": 3 } ], "properties": { "Node name for S&R": "VHS_VideoCombine" }, "widgets_values": { "frame_rate": 30, "loop_count": 0, "filename_prefix": "AnimateDiff", "format": "video/h264-mp4", "pix_fmt": 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"paused": false, "params": { "filename": "AnimateDiff_00690-audio.mp4", "subfolder": "", "type": "output", "format": "video/h264-mp4", "frame_rate": 30 }, "muted": false } } }, { "id": 102, "type": "Note", "pos": [ 4710, 210 ], "size": { "0": 430.4454040527344, "1": 83.45369720458984 }, "flags": {}, "order": 4, "mode": 0, "properties": { "text": "" }, "widgets_values": [ "for the sake of limiting the complexity and number of custom node packs required for this demonstration of audio classification, I am excluding the IPAdapter target. See the other workflows posted on my civit profile to work with Features and IPAdapters" ], "color": "#432", "bgcolor": "#653" }, { "id": 92, "type": "ImageToMask", "pos": [ 4430, -230 ], "size": { "0": 210, "1": 58 }, "flags": {}, "order": 36, "mode": 0, "inputs": [ { "name": "image", "type": "IMAGE", "link": 176 } ], "outputs": [ { "name": "MASK", "type": "MASK", "links": [ 177 ], "shape": 3, "slot_index": 0 } ], "properties": { "Node name for S&R": "ImageToMask" }, "widgets_values": [ "red" ] }, { "id": 96, "type": "Reroute", "pos": [ 5294, 983 ], "size": [ 75, 26 ], "flags": {}, "order": 34, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 183 } ], "outputs": [ { "name": "", "type": "AUDIO", "links": [ 184, 186 ], "slot_index": 0 } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 76, "type": "Reroute", "pos": [ 4377, 1045 ], "size": [ 75, 26 ], "flags": {}, "order": 24, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 148 } ], "outputs": [ { "name": "", "type": "IMAGE", "links": [ 174 ], "slot_index": 0 } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 45, "type": "DownloadOpenUnmixModel", "pos": [ -1457, 88 ], "size": { "0": 361.20001220703125, "1": 58 }, "flags": {}, "order": 5, "mode": 0, "outputs": [ { "name": "OPEN_UNMIX_MODEL", "type": "OPEN_UNMIX_MODEL", "links": [ 121 ], "shape": 3 } ], "properties": { "Node name for S&R": "DownloadOpenUnmixModel" }, "widgets_values": [ "umxl" ] }, { "id": 44, "type": "AudioSeparator", "pos": [ -949, 321 ], "size": { "0": 317.4000244140625, "1": 158 }, "flags": {}, "order": 14, "mode": 0, "inputs": [ { "name": "model", "type": "OPEN_UNMIX_MODEL", "link": 121, "slot_index": 0 }, { "name": "audio", "type": "AUDIO", "link": 191 }, { "name": "video_frames", "type": "IMAGE", "link": 166 } ], "outputs": [ { "name": "audio", "type": "AUDIO", "links": [ 124, 132 ], "shape": 3, "slot_index": 0 }, { "name": "drums_audio", "type": "AUDIO", "links": [ 125, 143 ], "shape": 3, "slot_index": 1 }, { "name": "vocals_audio", "type": "AUDIO", "links": [ 126 ], "shape": 3, "slot_index": 2 }, { "name": "bass_audio", "type": "AUDIO", "links": [ 127 ], "shape": 3, "slot_index": 3 }, { "name": "other_audio", "type": "AUDIO", "links": [ 128 ], "shape": 3, "slot_index": 4 }, { "name": "feature_pipe", "type": "FEATURE_PIPE", "links": [ 153 ], "shape": 3, "slot_index": 5 } ], "properties": { "Node name for S&R": "AudioSeparator" }, "widgets_values": [ 30 ] }, { "id": 89, "type": "Reroute", "pos": [ -1199, 361 ], "size": [ 75, 26 ], "flags": {}, "order": 13, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 190 } ], "outputs": [ { "name": "", "type": "IMAGE", "links": [ 166, 167 ], "slot_index": 0 } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 105, "type": "Note", "pos": [ -1215, 655 ], "size": { "0": 210, "1": 58 }, "flags": {}, "order": 6, "mode": 0, "properties": { "text": "" }, "widgets_values": [ "for expediency I am using a video load, but you can directly load audio as well" ], "color": "#432", "bgcolor": "#653" }, { "id": 106, "type": "VHS_LoadAudioUpload", "pos": [ -1218, 757 ], "size": { "0": 226.8000030517578, "1": 130 }, "flags": {}, "order": 7, "mode": 4, "outputs": [ { "name": "audio", "type": "AUDIO", "links": null, "shape": 3 } ], "properties": { "Node name for S&R": "VHS_LoadAudioUpload" }, "widgets_values": { "audio": "music_square.mp4", "start_time": 0, "duration": 0, "choose audio to upload": "image" } }, { "id": 59, "type": "Note", "pos": [ 1349, 183 ], "size": { "0": 420.59600830078125, "1": 192.9949951171875 }, "flags": {}, "order": 8, "mode": 0, "properties": { "text": "" }, "widgets_values": [ "The audio can be further manipulated with rudimentary frequency filters.\n\nThere are presets and custom filters, and they can be chained together.\n\nUltimately, we only need to process the audio to extract features from it to drive things in our pipelines, not to actually make it sound good!\n\nThis step will often be unnecessary " ], "color": "#432", "bgcolor": "#653" }, { "id": 82, "type": "Note", "pos": [ 2299, 24 ], "size": { "0": 771.9349365234375, "1": 179.70501708984375 }, "flags": {}, "order": 9, "mode": 0, "properties": { "text": "" }, "widgets_values": [ "Here we can extract features from the audio to drive things later.\n\nYou can optionally manipulate the features by fiddling with the feature mixer, and preview your changes. The settings I have left in the mixer will essentially do nothing to the features. " ], "color": "#432", "bgcolor": "#653" }, { "id": 103, "type": "Note", "pos": [ 4700, -464 ], "size": { "0": 416.1949157714844, "1": 144.5247344970703 }, "flags": {}, "order": 10, "mode": 0, "properties": { "text": "" }, "widgets_values": [ "We can then use the features to manipulate a target.\n\nAt the time of this demonstration, the targets include masks, images, and IPAdapters. I have picked arbitrary mask and image targets, but there are many of each!\n\nFor more info\nhttps://github.com/ryanontheinside/ComfyUI_RyanOnTheInside/" ], "color": "#432", "bgcolor": "#653" }, { "id": 107, "type": "FlexImageKaleidoscope", "pos": [ 4912, 734 ], "size": { "0": 344.3999938964844, "1": 352.36376953125 }, "flags": {}, "order": 43, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 192 }, { "name": "feature", "type": "FEATURE", "link": 193 }, { "name": "feature_pipe", "type": "FEATURE_PIPE", "link": 194 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 195 ], "shape": 3 } ], "properties": { "Node name for S&R": "FlexImageKaleidoscope" }, "widgets_values": [ 1, 0, "segments", "relative", 8, 0.5, 0.5, 1, 0, 0, 1 ] }, { "id": 93, "type": "Reroute", "pos": [ 4420, 420 ], "size": [ 75, 26 ], "flags": {}, "order": 30, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 174 } ], "outputs": [ { "name": "", "type": "IMAGE", "links": [ 176, 192 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