Runtime models, model card and licences
Browse files- Evaluation/LICENSE-MDX23C-Code.txt +31 -0
- Evaluation/mdx23c-drums.onnx +3 -0
- Evaluation/mdx23c-native.json +42 -0
- Fast/Models/htdemucs_6s.safetensors +3 -0
- Fast/Models/htdemucs_6s_config.json +94 -0
- Guitar/LICENSE-MSS-Code.txt +21 -0
- Guitar/guitar-evaluation.json +53 -0
- Guitar/guitar-quality-native.json +17 -0
- Guitar/guitar-quality.onnx +3 -0
- Hybrid/LICENSE-MSS-Code.txt +21 -0
- Hybrid/LICENSE-MelBand-Drums.txt +188 -0
- Hybrid/LICENSE-SCNet-Code.txt +21 -0
- Hybrid/mel-drums.onnx +3 -0
- Hybrid/mel-native.json +98 -0
- Hybrid/scnet-bass.onnx +3 -0
- Hybrid/scnet-native.json +124 -0
- LICENSE.md +67 -0
- README.md +46 -0
- Vocals/LICENSE-Kim-Vocals.txt +25 -0
- Vocals/kim-vocals-evaluation.json +106 -0
- Vocals/vocals-kim.onnx +3 -0
- Vocals/vocals-native.json +23 -0
Evaluation/LICENSE-MDX23C-Code.txt
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MIT License
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| 2 |
+
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+
mdxnet-infer's model.py is a verbatim-ported, inference-only subset of
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+
ZFTurbo's Music-Source-Separation-Training (https://github.com/ZFTurbo/Music-Source-Separation-Training),
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whose MDX23C TFC-TDF architecture originates from KUIELab's sdx23
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(https://github.com/kuielab/sdx23/). Both are MIT licensed; both are
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credited below alongside OpenMIRLab's packaging of this inference-only port.
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No model weights are bundled with this software — see README.md for weights
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provenance and licensing, which is separate from the code license below.
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Copyright (c) 2023 KUIELab
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Copyright (c) 2023 Roman Solovyev (ZFTurbo)
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Copyright (c) 2024 OpenMIRLab
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+
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Permission is hereby granted, free of charge, to any person obtaining a copy
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+
of this software and associated documentation files (the "Software"), to deal
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+
in the Software without restriction, including without limitation the rights
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+
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+
copies of the Software, and to permit persons to whom the Software is
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+
furnished to do so, subject to the following conditions:
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+
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+
The above copyright notice and this permission notice shall be included in all
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+
copies or substantial portions of the Software.
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+
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| 25 |
+
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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| 26 |
+
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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| 27 |
+
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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| 28 |
+
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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| 29 |
+
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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| 30 |
+
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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| 31 |
+
SOFTWARE.
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Evaluation/mdx23c-drums.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:99d68124a0eabb3291bf155334fb55ee0af1bc9957d54bd2167a7a3458aa7070
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+
size 437702629
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Evaluation/mdx23c-native.json
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{
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"name": "MDX23C six-part experimental drum refinement",
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"file": "mdx23c-drums.onnx",
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"sha256": "99d68124a0eabb3291bf155334fb55ee0af1bc9957d54bd2167a7a3458aa7070",
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"bytes": 437702629,
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"input_shape": [
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1,
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4,
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1024,
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256
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],
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"output_shape": [
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1,
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6,
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4,
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1024,
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256
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],
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"roles": [
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"Kick",
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"Snare",
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"Toms",
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"Hi-Hat",
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"Ride",
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"Crash"
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],
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"source_checkpoint_sha256": "d2a4aa53eb584d21eead358a4e66d1882ad182911be018f052b5da73be9096d0",
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| 28 |
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"source_config_sha256": "17d1649a227f841165bdb4c11a42082898192a1ea3ceab7e7e0b9293d6589dd6",
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| 29 |
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"code_revision": "cb4779eedeca4f55ba498df8e234e2b5f4b90aaf",
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| 30 |
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"conversion": "Scripts/evaluation/export_mdx23c.py; opset 17, float32, fixed 256-frame input",
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| 31 |
+
"status": "Local evaluation only; original checkpoint redistribution terms unresolved.",
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| 32 |
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"source_repository": "https://github.com/openmirlab/mdxnet-infer",
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| 33 |
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"export_environment": {
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| 34 |
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"torch": "2.8.0",
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| 35 |
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"onnx": "1.23.2",
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| 36 |
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"onnxruntime": "1.23.2",
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| 37 |
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"numpy": "2.2.6",
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| 38 |
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"PyYAML": "6.0.3"
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| 39 |
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},
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| 40 |
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"source_checkpoint": "Public model repository, release weights-drumsep-v1: aufr33-jarredou_DrumSep_model_mdx23c_ep_141_sdr_10.8059.ckpt (authors aufr33 and jarredou)",
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| 41 |
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"source_config": "Same release: aufr33-jarredou_DrumSep_model_mdx23c_ep_141_sdr_10.8059.yaml"
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}
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Fast/Models/htdemucs_6s.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d298f7f746bf53c21baad44fb08e88807ef47feb551dd22f1601a546c85b8e02
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size 109726583
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Fast/Models/htdemucs_6s_config.json
ADDED
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@@ -0,0 +1,94 @@
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{
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"model_name": "htdemucs_6s",
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| 3 |
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"model_class": "BagOfModelsMLX",
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| 4 |
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"sub_model_class": "HTDemucsMLX",
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| 5 |
+
"num_models": 1,
|
| 6 |
+
"weights": [
|
| 7 |
+
[
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| 8 |
+
1.0,
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| 9 |
+
1.0,
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1.0,
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+
1.0,
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| 12 |
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1.0,
|
| 13 |
+
1.0
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| 14 |
+
]
|
| 15 |
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],
|
| 16 |
+
"args": [],
|
| 17 |
+
"kwargs": {
|
| 18 |
+
"sources": [
|
| 19 |
+
"drums",
|
| 20 |
+
"bass",
|
| 21 |
+
"other",
|
| 22 |
+
"vocals",
|
| 23 |
+
"guitar",
|
| 24 |
+
"piano"
|
| 25 |
+
],
|
| 26 |
+
"audio_channels": 2,
|
| 27 |
+
"samplerate": 44100,
|
| 28 |
+
"segment": "39/5",
|
| 29 |
+
"channels": 48,
|
| 30 |
+
"channels_time": null,
|
| 31 |
+
"growth": 2,
|
| 32 |
+
"nfft": 4096,
|
| 33 |
+
"wiener_iters": 0,
|
| 34 |
+
"end_iters": 0,
|
| 35 |
+
"wiener_residual": false,
|
| 36 |
+
"cac": true,
|
| 37 |
+
"depth": 4,
|
| 38 |
+
"rewrite": true,
|
| 39 |
+
"multi_freqs": [],
|
| 40 |
+
"multi_freqs_depth": 3,
|
| 41 |
+
"freq_emb": 0.2,
|
| 42 |
+
"emb_scale": 10,
|
| 43 |
+
"emb_smooth": true,
|
| 44 |
+
"kernel_size": 8,
|
| 45 |
+
"stride": 4,
|
| 46 |
+
"time_stride": 2,
|
| 47 |
+
"context": 1,
|
| 48 |
+
"context_enc": 0,
|
| 49 |
+
"norm_starts": 4,
|
| 50 |
+
"norm_groups": 4,
|
| 51 |
+
"dconv_mode": 3,
|
| 52 |
+
"dconv_depth": 2,
|
| 53 |
+
"dconv_comp": 8,
|
| 54 |
+
"dconv_init": 0.001,
|
| 55 |
+
"bottom_channels": 0,
|
| 56 |
+
"t_layers": 5,
|
| 57 |
+
"t_hidden_scale": 4.0,
|
| 58 |
+
"t_heads": 8,
|
| 59 |
+
"t_dropout": 0.02,
|
| 60 |
+
"t_layer_scale": true,
|
| 61 |
+
"t_gelu": true,
|
| 62 |
+
"t_emb": "sin",
|
| 63 |
+
"t_max_positions": 10000,
|
| 64 |
+
"t_max_period": 10000.0,
|
| 65 |
+
"t_weight_pos_embed": 1.0,
|
| 66 |
+
"t_cape_mean_normalize": true,
|
| 67 |
+
"t_cape_augment": true,
|
| 68 |
+
"t_cape_glob_loc_scale": [
|
| 69 |
+
5000.0,
|
| 70 |
+
1.0,
|
| 71 |
+
1.4
|
| 72 |
+
],
|
| 73 |
+
"t_sin_random_shift": 0,
|
| 74 |
+
"t_norm_in": true,
|
| 75 |
+
"t_norm_in_group": false,
|
| 76 |
+
"t_group_norm": false,
|
| 77 |
+
"t_norm_first": true,
|
| 78 |
+
"t_norm_out": true,
|
| 79 |
+
"t_weight_decay": 0.0,
|
| 80 |
+
"t_lr": null,
|
| 81 |
+
"t_sparse_self_attn": false,
|
| 82 |
+
"t_sparse_cross_attn": false,
|
| 83 |
+
"t_mask_type": "diag",
|
| 84 |
+
"t_mask_random_seed": 42,
|
| 85 |
+
"t_sparse_attn_window": 400,
|
| 86 |
+
"t_global_window": 100,
|
| 87 |
+
"t_sparsity": 0.95,
|
| 88 |
+
"t_auto_sparsity": false,
|
| 89 |
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"t_cross_first": false,
|
| 90 |
+
"rescale": 0.1
|
| 91 |
+
},
|
| 92 |
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"mlx_version": "0.30.3",
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| 93 |
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"tensor_count": 565
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| 94 |
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}
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Guitar/LICENSE-MSS-Code.txt
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MIT License
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| 2 |
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Copyright (c) 2024 Roman Solovyev (ZFTurbo)
|
| 4 |
+
|
| 5 |
+
Permission is hereby granted, free of charge, to any person obtaining a copy
|
| 6 |
+
of this software and associated documentation files (the "Software"), to deal
|
| 7 |
+
in the Software without restriction, including without limitation the rights
|
| 8 |
+
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
|
| 9 |
+
copies of the Software, and to permit persons to whom the Software is
|
| 10 |
+
furnished to do so, subject to the following conditions:
|
| 11 |
+
|
| 12 |
+
The above copyright notice and this permission notice shall be included in all
|
| 13 |
+
copies or substantial portions of the Software.
|
| 14 |
+
|
| 15 |
+
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
| 16 |
+
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
| 17 |
+
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
| 18 |
+
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
| 19 |
+
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
| 20 |
+
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
| 21 |
+
SOFTWARE.
|
Guitar/guitar-evaluation.json
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+
{
|
| 2 |
+
"scope": "Intake receipt for the shipped guitar model (BS-RoFormer SW, fixed). Licence status: unresolved; no licence is published for the weights.",
|
| 3 |
+
"files": [
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| 4 |
+
{
|
| 5 |
+
"repository": "enerjazzer/BS-ROFO-SW-Fixed",
|
| 6 |
+
"revision": "a443a2985534b3bc815ef54a5d446c6a0390f974",
|
| 7 |
+
"file": "BS-Rofo-SW-Fixed.ckpt",
|
| 8 |
+
"bytes": 699412152,
|
| 9 |
+
"sha256": "24e7d35ee9c64415673d3fd33e06a67cac2c103c5df6267ba1576459c775916e",
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| 10 |
+
"publisher_sha256": "24e7d35ee9c64415673d3fd33e06a67cac2c103c5df6267ba1576459c775916e"
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| 11 |
+
},
|
| 12 |
+
{
|
| 13 |
+
"repository": "enerjazzer/BS-ROFO-SW-Fixed",
|
| 14 |
+
"revision": "a443a2985534b3bc815ef54a5d446c6a0390f974",
|
| 15 |
+
"file": "BS-Rofo-SW-Fixed.yaml",
|
| 16 |
+
"bytes": 4613,
|
| 17 |
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"sha256": "f9fada9f94e5ba2d2e4600196299459294bc5f532b314c209cc156ac63e4329b",
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| 18 |
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"publisher_sha256": null
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| 19 |
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},
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| 20 |
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{
|
| 21 |
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"repository": "enerjazzer/BS-ROFO-SW-Fixed",
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| 22 |
+
"revision": "a443a2985534b3bc815ef54a5d446c6a0390f974",
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| 23 |
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"file": "README.md",
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| 24 |
+
"bytes": 95,
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| 25 |
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"sha256": "5c717c20c694c9489fde0909482df6137639d890c8c54bf318ef83d09b0ce0a6",
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| 26 |
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"publisher_sha256": null
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| 27 |
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}
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],
|
| 29 |
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|
| 30 |
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|
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|
| 35 |
+
},
|
| 36 |
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"adapter_checks": [
|
| 37 |
+
{
|
| 38 |
+
"model": "SW",
|
| 39 |
+
"device": "cpu",
|
| 40 |
+
"max_abs": 0.0,
|
| 41 |
+
"relative_rms": 0.0,
|
| 42 |
+
"rotary_policy": "checkpoint"
|
| 43 |
+
},
|
| 44 |
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{
|
| 45 |
+
"model": "SW",
|
| 46 |
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"device": "mps",
|
| 47 |
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"max_abs": 1.2069940567016602e-06,
|
| 48 |
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|
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"rotary_policy": "checkpoint"
|
| 50 |
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}
|
| 51 |
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],
|
| 52 |
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"admission": "Selected by Jason by listening; native conversion receipt guitar-quality-native.json. Redistribution status unresolved."
|
| 53 |
+
}
|
Guitar/guitar-quality-native.json
ADDED
|
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{
|
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"mode": "quality",
|
| 3 |
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"candidate": "SW",
|
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"file": "guitar-quality.onnx",
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|
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|
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|
| 11 |
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"times": 1151,
|
| 12 |
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|
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|
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|
| 15 |
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"rotary_policy": "checkpoint",
|
| 16 |
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"scope": "User-authorized local development integration; commercial redistribution not reviewed."
|
| 17 |
+
}
|
Guitar/guitar-quality.onnx
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:667116d92813526e704c908574e44e9d0c4cd21fb44337ce5a68fb93df0b2f39
|
| 3 |
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size 207712098
|
Hybrid/LICENSE-MSS-Code.txt
ADDED
|
@@ -0,0 +1,21 @@
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|
| 1 |
+
MIT License
|
| 2 |
+
|
| 3 |
+
Copyright (c) 2024 Roman Solovyev (ZFTurbo)
|
| 4 |
+
|
| 5 |
+
Permission is hereby granted, free of charge, to any person obtaining a copy
|
| 6 |
+
of this software and associated documentation files (the "Software"), to deal
|
| 7 |
+
in the Software without restriction, including without limitation the rights
|
| 8 |
+
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
|
| 9 |
+
copies of the Software, and to permit persons to whom the Software is
|
| 10 |
+
furnished to do so, subject to the following conditions:
|
| 11 |
+
|
| 12 |
+
The above copyright notice and this permission notice shall be included in all
|
| 13 |
+
copies or substantial portions of the Software.
|
| 14 |
+
|
| 15 |
+
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
| 16 |
+
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
| 17 |
+
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
| 18 |
+
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
| 19 |
+
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
| 20 |
+
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
| 21 |
+
SOFTWARE.
|
Hybrid/LICENSE-MelBand-Drums.txt
ADDED
|
@@ -0,0 +1,188 @@
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|
|
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|
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|
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|
|
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|
|
|
|
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|
|
|
|
|
|
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|
|
|
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|
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|
|
|
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|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
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|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Mel-Band RoFormer four-stem Large v1 — drum model weights
|
| 2 |
+
|
| 3 |
+
Unravel's Hybrid drum model (mel-drums.onnx) is a conversion by StrumWorks of the
|
| 4 |
+
"Mel-Band RoFormer four-stem Large v1" weights by Aname-Tommy, published at
|
| 5 |
+
https://huggingface.co/Aname-Tommy/melbandroformer4stems
|
| 6 |
+
(revision 78c9bfdc3ac4122673fb2b6b19a6924e8e89e3a4) under the Apache License 2.0, as
|
| 7 |
+
declared in the author's model metadata. The conversion changes the format only (ONNX,
|
| 8 |
+
drum head); intake receipt: mel-native.json. The model architecture code is used under
|
| 9 |
+
the MIT licence in LICENSE-MSS-Code.txt.
|
| 10 |
+
|
| 11 |
+
The Apache License 2.0 follows.
|
| 12 |
+
|
| 13 |
+
Apache License
|
| 14 |
+
Version 2.0, January 2004
|
| 15 |
+
http://www.apache.org/licenses/
|
| 16 |
+
|
| 17 |
+
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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| 18 |
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|
| 179 |
+
and charge a fee for, acceptance of support, warranty, indemnity,
|
| 180 |
+
or other liability obligations and/or rights consistent with this
|
| 181 |
+
License. However, in accepting such obligations, You may act only
|
| 182 |
+
on Your own behalf and on Your sole responsibility, not on behalf
|
| 183 |
+
of any other Contributor, and only if You agree to indemnify,
|
| 184 |
+
defend, and hold each Contributor harmless for any liability
|
| 185 |
+
incurred by, or claims asserted against, such Contributor by reason
|
| 186 |
+
of your accepting any such warranty or additional liability.
|
| 187 |
+
|
| 188 |
+
END OF TERMS AND CONDITIONS
|
Hybrid/LICENSE-SCNet-Code.txt
ADDED
|
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| 1 |
+
MIT License
|
| 2 |
+
|
| 3 |
+
Copyright (c) 2024 Roman Solovyev (ZFTurbo)
|
| 4 |
+
|
| 5 |
+
Permission is hereby granted, free of charge, to any person obtaining a copy
|
| 6 |
+
of this software and associated documentation files (the "Software"), to deal
|
| 7 |
+
in the Software without restriction, including without limitation the rights
|
| 8 |
+
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
|
| 10 |
+
furnished to do so, subject to the following conditions:
|
| 11 |
+
|
| 12 |
+
The above copyright notice and this permission notice shall be included in all
|
| 13 |
+
copies or substantial portions of the Software.
|
| 14 |
+
|
| 15 |
+
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
| 16 |
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
| 17 |
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
| 18 |
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
| 19 |
+
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
| 20 |
+
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
| 21 |
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SOFTWARE.
|
Hybrid/mel-drums.onnx
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"url": "https://raw.githubusercontent.com/ZFTurbo/Music-Source-Separation-Training/6fdad13686bb7e84d029ec66f9dbe76e65c93ebf/LICENSE",
|
| 64 |
+
"bytes": 1081
|
| 65 |
+
},
|
| 66 |
+
{
|
| 67 |
+
"path": "Development/SCNet/reference/inference.py",
|
| 68 |
+
"url": "https://raw.githubusercontent.com/ZFTurbo/Music-Source-Separation-Training/6fdad13686bb7e84d029ec66f9dbe76e65c93ebf/inference.py",
|
| 69 |
+
"bytes": 8366
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"path": "Development/SCNet/reference/utils/audio_utils.py",
|
| 73 |
+
"url": "https://raw.githubusercontent.com/ZFTurbo/Music-Source-Separation-Training/6fdad13686bb7e84d029ec66f9dbe76e65c93ebf/utils/audio_utils.py",
|
| 74 |
+
"bytes": 12758
|
| 75 |
+
},
|
| 76 |
+
{
|
| 77 |
+
"path": "Development/SCNet/reference/utils/model_utils.py",
|
| 78 |
+
"url": "https://raw.githubusercontent.com/ZFTurbo/Music-Source-Separation-Training/6fdad13686bb7e84d029ec66f9dbe76e65c93ebf/utils/model_utils.py",
|
| 79 |
+
"bytes": 39406
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"path": "Development/SCNet/reference/utils/settings.py",
|
| 83 |
+
"url": "https://raw.githubusercontent.com/ZFTurbo/Music-Source-Separation-Training/6fdad13686bb7e84d029ec66f9dbe76e65c93ebf/utils/settings.py",
|
| 84 |
+
"bytes": 32962
|
| 85 |
+
}
|
| 86 |
+
]
|
| 87 |
+
},
|
| 88 |
+
"input_shape": [
|
| 89 |
+
1,
|
| 90 |
+
4,
|
| 91 |
+
2049,
|
| 92 |
+
476
|
| 93 |
+
],
|
| 94 |
+
"chunk_frames": 485100,
|
| 95 |
+
"transform_frames": 486400,
|
| 96 |
+
"fft": 4096,
|
| 97 |
+
"hop": 1024,
|
| 98 |
+
"normalized": true,
|
| 99 |
+
"overlap": 4,
|
| 100 |
+
"waveform_parity": {
|
| 101 |
+
"relative_rms": 4.2188591464764613e-07,
|
| 102 |
+
"max_absolute": 1.0132789611816406e-06
|
| 103 |
+
},
|
| 104 |
+
"file": "scnet-bass.onnx",
|
| 105 |
+
"sha256": "5fc87794d8fc78fbadc8ca499ff385331a444ea35928cfa165b89db18065b7c8",
|
| 106 |
+
"bytes": 170947180,
|
| 107 |
+
"checks": [
|
| 108 |
+
{
|
| 109 |
+
"scale": 1.0,
|
| 110 |
+
"relative_rms": 0.0008372841177720371,
|
| 111 |
+
"max_absolute": 0.0639657974243164,
|
| 112 |
+
"waveform_relative_rms": 0.0008056081704676091,
|
| 113 |
+
"waveform_max_absolute": 0.0026332437992095947
|
| 114 |
+
},
|
| 115 |
+
{
|
| 116 |
+
"scale": 0.001,
|
| 117 |
+
"relative_rms": 0.0018604112198468226,
|
| 118 |
+
"max_absolute": 0.00025827065110206604,
|
| 119 |
+
"waveform_relative_rms": 0.0018673858670629061,
|
| 120 |
+
"waveform_max_absolute": 4.628859460353851e-05
|
| 121 |
+
}
|
| 122 |
+
],
|
| 123 |
+
"exporter_sha256": "0336edd03b31e141084a965fe6e200fac894e2416052ccb544678143958d97c7"
|
| 124 |
+
}
|
LICENSE.md
ADDED
|
@@ -0,0 +1,67 @@
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Unravel runtime models: licences and provenance
|
| 2 |
+
|
| 3 |
+
This repository holds model weights from different authors under different terms. There is
|
| 4 |
+
no single licence. StrumWorks' own conversion code and receipts do not change the terms of the
|
| 5 |
+
underlying weights. Status values are stated as they stand, and none is described as cleared
|
| 6 |
+
unless it is:
|
| 7 |
+
|
| 8 |
+
- **MIT / Apache-2.0**: the weight author published that licence.
|
| 9 |
+
- **research-only**: the author limited the weights to research or scientific use.
|
| 10 |
+
- **unresolved**: no licence or permission covering the weights has been established.
|
| 11 |
+
|
| 12 |
+
Each model folder contains its receipt (source URLs, revisions and SHA-256 of the original
|
| 13 |
+
download) and the code licences that apply.
|
| 14 |
+
|
| 15 |
+
## HTDemucs 6-source (MLX conversion)
|
| 16 |
+
|
| 17 |
+
- **Status:** research-only
|
| 18 |
+
- **Author:** Alexandre Défossez / Meta AI (Demucs v4); MLX conversion by iky1e
|
| 19 |
+
- **Source:** https://huggingface.co/iky1e/demucs-mlx @ 3ff2e582c1456c6a03a077b6e47254e0ba41bdcf
|
| 20 |
+
- **Used for:** import-fast
|
| 21 |
+
- **Receipt:** `Fast/htdemucs-mlx.json` (inside the app)
|
| 22 |
+
- **Notes:** The Demucs author described the supplied pretrained weights as outside the MIT code licence and intended for scientific use. The MLX repository is labelled MIT, which is not the weight author’s grant.
|
| 23 |
+
|
| 24 |
+
## MDX23C DrumSep six-part drum model (ONNX conversion)
|
| 25 |
+
|
| 26 |
+
- **Status:** unresolved
|
| 27 |
+
- **Author:** aufr33 and jarredou; ONNX conversion by StrumWorks
|
| 28 |
+
- **Source:** Public model repository, release weights-drumsep-v1 (checkpoint SHA-256 d2a4aa53eb584d21eead358a4e66d1882ad182911be018f052b5da73be9096d0); inference code revision cb4779eedeca4f55ba498df8e234e2b5f4b90aaf
|
| 29 |
+
- **Used for:** split-drums-fast, split-drums-quality
|
| 30 |
+
- **Receipt:** `Evaluation/mdx23c-native.json`
|
| 31 |
+
- **Notes:** The original checkpoint’s terms are undocumented. MIT wrapper and mirror labels do not establish permission for the weights. Code: MDX23C MIT (LICENSE-MDX23C-Code.txt).
|
| 32 |
+
|
| 33 |
+
## Mel-Band RoFormer four-stem Large v1, drums (ONNX conversion)
|
| 34 |
+
|
| 35 |
+
- **Status:** Apache-2.0
|
| 36 |
+
- **Author:** Aname-Tommy; ONNX conversion by StrumWorks
|
| 37 |
+
- **Source:** https://huggingface.co/Aname-Tommy/melbandroformer4stems @ 78c9bfdc3ac4122673fb2b6b19a6924e8e89e3a4
|
| 38 |
+
- **Used for:** split-drums-quality
|
| 39 |
+
- **Receipt:** `Hybrid/mel-native.json`
|
| 40 |
+
- **Notes:** Licence declared in the author’s Hugging Face model metadata (apache-2.0). Apache-2.0 notice duties apply. Code: Music-Source-Separation-Training MIT.
|
| 41 |
+
|
| 42 |
+
## SCNet Large (starrytong, fixed), bass (ONNX conversion)
|
| 43 |
+
|
| 44 |
+
- **Status:** unresolved
|
| 45 |
+
- **Author:** starrytong (SCNet); checkpoint released by ZFTurbo, MSST v1.0.9; ONNX conversion by StrumWorks
|
| 46 |
+
- **Source:** https://github.com/ZFTurbo/Music-Source-Separation-Training/releases/tag/v1.0.9 (code 6fdad13686bb7e84d029ec66f9dbe76e65c93ebf)
|
| 47 |
+
- **Used for:** enhance-bass
|
| 48 |
+
- **Receipt:** `Hybrid/scnet-native.json`
|
| 49 |
+
- **Notes:** Public, author-linked checkpoint; permission to redistribute the weights has not been established. Code: MIT.
|
| 50 |
+
|
| 51 |
+
## BS-RoFormer SW (fixed), guitar (ONNX conversion)
|
| 52 |
+
|
| 53 |
+
- **Status:** unresolved
|
| 54 |
+
- **Author:** enerjazzer (BS-ROFO-SW-Fixed); ONNX conversion by StrumWorks
|
| 55 |
+
- **Source:** https://huggingface.co/enerjazzer/BS-ROFO-SW-Fixed @ a443a2985534b3bc815ef54a5d446c6a0390f974
|
| 56 |
+
- **Used for:** enhance-guitar
|
| 57 |
+
- **Receipt:** `Guitar/guitar-evaluation.json`
|
| 58 |
+
- **Notes:** No licence is published for the weights. Code: Music-Source-Separation-Training MIT.
|
| 59 |
+
|
| 60 |
+
## Kim Mel-Band RoFormer vocals (ONNX conversion)
|
| 61 |
+
|
| 62 |
+
- **Status:** MIT
|
| 63 |
+
- **Author:** Kimberley Jensen; ONNX conversion by StrumWorks
|
| 64 |
+
- **Source:** https://huggingface.co/KimberleyJSN/melbandroformer @ ac9b0614ab3cd7f77219e18ba494dfd93956c348; code github.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model @ 25f44ffb55ee3c301281bba21b2d6d311cb69ae2
|
| 65 |
+
- **Used for:** enhance-vocals
|
| 66 |
+
- **Receipt:** `Vocals/kim-vocals-evaluation.json`
|
| 67 |
+
- **Notes:** The model card declares MIT, and the author confirmed MIT for her models (issue #18).
|
README.md
ADDED
|
@@ -0,0 +1,46 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: other
|
| 3 |
+
license_name: unravel-mixed-licenses
|
| 4 |
+
license_link: LICENSE.md
|
| 5 |
+
tags:
|
| 6 |
+
- audio-source-separation
|
| 7 |
+
- unravel
|
| 8 |
+
---
|
| 9 |
+
|
| 10 |
+
# Unravel runtime models (StrumWorks)
|
| 11 |
+
|
| 12 |
+
The separation models that **Unravel by StrumWorks** downloads, laid out exactly like
|
| 13 |
+
the app's model folder, and the signed catalog that lists them.
|
| 14 |
+
|
| 15 |
+
- `catalog.json` is signed with StrumWorks' Ed25519 key. Unravel checks the signature
|
| 16 |
+
against keys built into the app before reading it.
|
| 17 |
+
- The catalog pins every download to an exact commit of this repository, and Unravel
|
| 18 |
+
verifies each file's size and SHA-256 before using it.
|
| 19 |
+
- Separation runs entirely on the user's Mac; nothing is uploaded.
|
| 20 |
+
|
| 21 |
+
**Licences differ per model and not every model is cleared for redistribution.**
|
| 22 |
+
Status values used: Apache-2.0, MIT, research-only, unresolved. See [LICENSE.md](LICENSE.md) for each model's
|
| 23 |
+
author, source revision, receipt and status.
|
| 24 |
+
|
| 25 |
+
| File | Bytes | SHA-256 | Model | Licence status |
|
| 26 |
+
|---|---:|---|---|---|
|
| 27 |
+
| `Fast/Models/htdemucs_6s.safetensors` | 109,726,583 | `d298f7f746bf53c21baad44fb08e88807ef47feb551dd22f1601a546c85b8e02` | HTDemucs 6-source (MLX conversion) | research-only |
|
| 28 |
+
| `Fast/Models/htdemucs_6s_config.json` | 1,946 | `97f8315891d8edc9aa6f59e56e0d352fbad5ebfb8a4faf46341ab2f1844596a9` | HTDemucs 6-source (MLX conversion) | research-only |
|
| 29 |
+
| `Evaluation/LICENSE-MDX23C-Code.txt` | 1,679 | `bf7f9317b1716d7afa02784949f25539c811c2aefcd613867a372cc8f52dc7c3` | MDX23C DrumSep six-part drum model (ONNX conversion) | unresolved |
|
| 30 |
+
| `Evaluation/mdx23c-drums.onnx` | 437,702,629 | `99d68124a0eabb3291bf155334fb55ee0af1bc9957d54bd2167a7a3458aa7070` | MDX23C DrumSep six-part drum model (ONNX conversion) | unresolved |
|
| 31 |
+
| `Evaluation/mdx23c-native.json` | 1,334 | `0bb0650456b509a6c2ef55369fd291e15e6ae8d2308a3aee50a72b1bcb405bc0` | MDX23C DrumSep six-part drum model (ONNX conversion) | unresolved |
|
| 32 |
+
| `Hybrid/LICENSE-MSS-Code.txt` | 1,081 | `3282dc057695ef5b9a64909a7092ca40b2c292c232580fc6ace6e5d665cc0207` | Mel-Band RoFormer four-stem Large v1, drums (ONNX conversion) | Apache-2.0 |
|
| 33 |
+
| `Hybrid/LICENSE-MelBand-Drums.txt` | 10,794 | `35fbcfa0ed111bceb5d4ab5fa63e0aa6d1c5ce6e4bb026f9686eaadceb249e00` | Mel-Band RoFormer four-stem Large v1, drums (ONNX conversion) | Apache-2.0 |
|
| 34 |
+
| `Hybrid/mel-drums.onnx` | 1,107,389,260 | `5a53c1240d2ee96c13776a5abc40f434a351f8a5f19077df0d1d134948d176c6` | Mel-Band RoFormer four-stem Large v1, drums (ONNX conversion) | Apache-2.0 |
|
| 35 |
+
| `Hybrid/mel-native.json` | 3,940 | `ee61a8e7e1debc49a873f8615cd8ce2b4fa01b6837173acd15f9ad4794a6bbc1` | Mel-Band RoFormer four-stem Large v1, drums (ONNX conversion) | Apache-2.0 |
|
| 36 |
+
| `Hybrid/LICENSE-SCNet-Code.txt` | 1,081 | `3282dc057695ef5b9a64909a7092ca40b2c292c232580fc6ace6e5d665cc0207` | SCNet Large (starrytong, fixed), bass (ONNX conversion) | unresolved |
|
| 37 |
+
| `Hybrid/scnet-bass.onnx` | 170,947,180 | `5fc87794d8fc78fbadc8ca499ff385331a444ea35928cfa165b89db18065b7c8` | SCNet Large (starrytong, fixed), bass (ONNX conversion) | unresolved |
|
| 38 |
+
| `Hybrid/scnet-native.json` | 5,642 | `95d3112e7447f3423cce3bdd7b65a6df52187dd9460308049eed7e9dd2740b48` | SCNet Large (starrytong, fixed), bass (ONNX conversion) | unresolved |
|
| 39 |
+
| `Guitar/LICENSE-MSS-Code.txt` | 1,081 | `3282dc057695ef5b9a64909a7092ca40b2c292c232580fc6ace6e5d665cc0207` | BS-RoFormer SW (fixed), guitar (ONNX conversion) | unresolved |
|
| 40 |
+
| `Guitar/guitar-evaluation.json` | 2,270 | `ab9e6ca95ea53cc6d7ab1c91f15acd1c5f1722b291428de72fbc246919c497c8` | BS-RoFormer SW (fixed), guitar (ONNX conversion) | unresolved |
|
| 41 |
+
| `Guitar/guitar-quality-native.json` | 470 | `5a6963665cba73fbec24eab9d82eb80d6eecb29a1499a4b31c21f020fcedc855` | BS-RoFormer SW (fixed), guitar (ONNX conversion) | unresolved |
|
| 42 |
+
| `Guitar/guitar-quality.onnx` | 207,712,098 | `667116d92813526e704c908574e44e9d0c4cd21fb44337ce5a68fb93df0b2f39` | BS-RoFormer SW (fixed), guitar (ONNX conversion) | unresolved |
|
| 43 |
+
| `Vocals/LICENSE-Kim-Vocals.txt` | 1,611 | `66f9995ade40db1de98b5e2f78a51c7ccffb0f4881bd87ec7c4f92fb71ea44cb` | Kim Mel-Band RoFormer vocals (ONNX conversion) | MIT |
|
| 44 |
+
| `Vocals/kim-vocals-evaluation.json` | 5,439 | `2e93547d2088585873205f075423f6d6456f275c6b381d93c47980c2bf341bc8` | Kim Mel-Band RoFormer vocals (ONNX conversion) | MIT |
|
| 45 |
+
| `Vocals/vocals-kim.onnx` | 929,362,776 | `94897c6d3616f3a98e5fbf18b12c9515ce4bfc8fd0707da701deae67b4c6c758` | Kim Mel-Band RoFormer vocals (ONNX conversion) | MIT |
|
| 46 |
+
| `Vocals/vocals-native.json` | 871 | `4df8c13afc0db4d5dffa61dd4bfb5306db3a96c89517786c1bcd8b93d98c730e` | Kim Mel-Band RoFormer vocals (ONNX conversion) | MIT |
|
Vocals/LICENSE-Kim-Vocals.txt
ADDED
|
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Kim Mel-Band RoFormer vocal model (MelBandRoformer.ckpt)
|
| 2 |
+
Author: KimberleyJSN (Kimberley Jensen)
|
| 3 |
+
Weights: https://huggingface.co/KimberleyJSN/melbandroformer (revision ac9b0614ab3cd7f77219e18ba494dfd93956c348)
|
| 4 |
+
Code: https://github.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model (commit 25f44ffb55ee3c301281bba21b2d6d311cb69ae2)
|
| 5 |
+
|
| 6 |
+
Licence: MIT. The model card declares `license: mit`, and the author confirmed
|
| 7 |
+
MIT for her models (https://github.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model/issues/18).
|
| 8 |
+
The repository itself contains no LICENSE file; the standard MIT terms follow.
|
| 9 |
+
|
| 10 |
+
Permission is hereby granted, free of charge, to any person obtaining a copy of
|
| 11 |
+
this software and associated documentation files (the "Software"), to deal in
|
| 12 |
+
the Software without restriction, including without limitation the rights to
|
| 13 |
+
use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of
|
| 14 |
+
the Software, and to permit persons to whom the Software is furnished to do so,
|
| 15 |
+
subject to the following conditions:
|
| 16 |
+
|
| 17 |
+
The above copyright notice and this permission notice shall be included in all
|
| 18 |
+
copies or substantial portions of the Software.
|
| 19 |
+
|
| 20 |
+
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
| 21 |
+
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
|
| 22 |
+
FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
|
| 23 |
+
COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN
|
| 24 |
+
AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
|
| 25 |
+
WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
|
Vocals/kim-vocals-evaluation.json
ADDED
|
@@ -0,0 +1,106 @@
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{
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"kind": "vocals",
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"candidate": "Kim Mel-Band RoFormer vocal model (MelBandRoformer.ckpt)",
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"selection": "Selected directly by Jason (24 October 2026); no blind comparison.",
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"weights_repository": "https://huggingface.co/KimberleyJSN/melbandroformer",
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"weights_revision": "ac9b0614ab3cd7f77219e18ba494dfd93956c348",
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"source_repository": "https://github.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model",
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"source_revision": "25f44ffb55ee3c301281bba21b2d6d311cb69ae2",
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"license": {
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"statement": "MIT. The Hugging Face model card at the pinned revision declares `license: mit` in its front matter, and the author confirmed MIT for her models (see MODEL_RESEARCH.md, Kim author confirmation, issue #18).",
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"evidence": [
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"https://huggingface.co/KimberleyJSN/melbandroformer",
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"https://github.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model/issues/18"
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],
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"note": "The GitHub repository at the pinned commit contains no LICENSE file; the model card and author statement are the licence evidence."
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},
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"load": {
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"api": "torch.load(weights_only=True) + load_state_dict(strict=True)",
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"tensors": 684,
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"parameters": 228202852,
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"dtype": "float32",
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"tensor_bytes": 912812688,
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"largest_group": "mask_estimators (805.9 MB)"
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},
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"config": {
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"dim": 384,
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"depth": 6,
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"time_transformer_depth": 1,
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"freq_transformer_depth": 1,
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"num_bands": 60,
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"heads": 8,
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"dim_head": 64,
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"mask_estimator_depth": 2,
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"sample_rate": 44100,
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"stft_n_fft": 2048,
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"stft_hop_length": 441,
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"stft_win_length": 2048,
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"stft_normalized": false,
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"chunk_size": 352800,
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"num_overlap": 2,
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"target_instrument": "vocals"
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},
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"scope": "Source assets stay under Models/Evaluation/ (not in Git). Converted native graph is described in vocals-native.json.",
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"downloads": [
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{
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"path": "Models/Evaluation/KimMelBandVocals/MelBandRoformer.ckpt",
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"url": "https://huggingface.co/KimberleyJSN/melbandroformer/resolve/ac9b0614ab3cd7f77219e18ba494dfd93956c348/MelBandRoformer.ckpt",
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"bytes": 913106900,
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| 50 |
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},
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| 51 |
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{
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"path": "Models/Evaluation/KimMelBandVocals/README-model-card.md",
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| 53 |
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"url": "https://huggingface.co/KimberleyJSN/melbandroformer/resolve/ac9b0614ab3cd7f77219e18ba494dfd93956c348/README.md",
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"bytes": 20,
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{
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"path": "Models/Evaluation/KimMelBandVocals/source/configs/config_vocals_mel_band_roformer.yaml",
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| 59 |
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"url": "https://raw.githubusercontent.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model/25f44ffb55ee3c301281bba21b2d6d311cb69ae2/configs/config_vocals_mel_band_roformer.yaml",
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{
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"path": "Models/Evaluation/KimMelBandVocals/source/models/mel_band_roformer/__init__.py",
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"url": "https://raw.githubusercontent.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model/25f44ffb55ee3c301281bba21b2d6d311cb69ae2/models/mel_band_roformer/__init__.py",
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{
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"path": "Models/Evaluation/KimMelBandVocals/source/models/mel_band_roformer/attend.py",
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"url": "https://raw.githubusercontent.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model/25f44ffb55ee3c301281bba21b2d6d311cb69ae2/models/mel_band_roformer/attend.py",
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{
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"path": "Models/Evaluation/KimMelBandVocals/source/models/mel_band_roformer/mel_band_roformer.py",
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"url": "https://raw.githubusercontent.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model/25f44ffb55ee3c301281bba21b2d6d311cb69ae2/models/mel_band_roformer/mel_band_roformer.py",
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{
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"path": "Models/Evaluation/KimMelBandVocals/source/inference.py",
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"url": "https://raw.githubusercontent.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model/25f44ffb55ee3c301281bba21b2d6d311cb69ae2/inference.py",
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},
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{
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"path": "Models/Evaluation/KimMelBandVocals/source/utils.py",
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"url": "https://raw.githubusercontent.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model/25f44ffb55ee3c301281bba21b2d6d311cb69ae2/utils.py",
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{
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"path": "Models/Evaluation/KimMelBandVocals/source/README.md",
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"url": "https://raw.githubusercontent.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model/25f44ffb55ee3c301281bba21b2d6d311cb69ae2/README.md",
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{
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"path": "Models/Evaluation/KimMelBandVocals/source/requirements.txt",
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"url": "https://raw.githubusercontent.com/KimberleyJensen/Mel-Band-Roformer-Vocal-Model/25f44ffb55ee3c301281bba21b2d6d311cb69ae2/requirements.txt",
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}
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]
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}
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Vocals/vocals-kim.onnx
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:94897c6d3616f3a98e5fbf18b12c9515ce4bfc8fd0707da701deae67b4c6c758
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size 929362776
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Vocals/vocals-native.json
ADDED
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@@ -0,0 +1,23 @@
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{
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"kind": "vocals",
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"candidate": "Kim Mel-Band RoFormer",
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"file": "vocals-kim.onnx",
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| 5 |
+
"sha256": "94897c6d3616f3a98e5fbf18b12c9515ce4bfc8fd0707da701deae67b4c6c758",
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| 6 |
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"bytes": 929362776,
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| 7 |
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"chunk": 352800,
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| 8 |
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"hop": 441,
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| 9 |
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"fft": 2048,
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| 10 |
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"overlap": 2,
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| 11 |
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"times": 801,
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| 12 |
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"attention_ops": 12,
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| 13 |
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"linear_ops": 300,
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| 14 |
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"attention_parity_max": 3.3155083656311035e-07,
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| 15 |
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"waveform_boundary_parity": {
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| 16 |
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"relative_rms": 5.970930061494073e-08,
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| 17 |
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"max_absolute": 1.7881393432617188e-07
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},
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| 19 |
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"source_receipt_sha256": "2e93547d2088585873205f075423f6d6456f275c6b381d93c47980c2bf341bc8",
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| 20 |
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"exporter_sha256": "f0951fe48acb58224de86decdf1e7b8520636691416328f1c83accc4f908d873",
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| 21 |
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"rotary_embedding_torch": "rotary_embedding_torch from KIM_PINS",
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| 22 |
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"scope": "Selected by Jason; MIT per the model card and author confirmation. Weights install to the models folder, not Git."
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| 23 |
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}
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