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support onnx generater

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wataru 2023-04-13 08:00:28 +09:00
parent 0d3c97e9fe
commit f1b700ea5d
23 changed files with 1930 additions and 70 deletions
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4
client/demo/dist/assets/gui_settings/RVC.json vendored
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@ -55,6 +55,10 @@
{ {
"name": "modelSamplingRate", "name": "modelSamplingRate",
"options": {} "options": {}
},
{
"name": "onnxExport",
"options": {}
} }
], ],
"deviceSetting": [ "deviceSetting": [

11
client/demo/dist/index.html vendored
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@ -1 +1,10 @@
<!doctype html><html style="width:100%;height:100%;overflow:hidden"><head><meta charset="utf-8"/><title>Voice Changer Client Demo</title><script defer="defer" src="index.js"></script></head><body style="width:100%;height:100%;margin:0"><div id="app" style="width:100%;height:100%"></div></body></html> <!DOCTYPE html>
<html style="width: 100%; height: 100%; overflow: hidden">
<head>
<meta charset="utf-8" />
<title>Voice Changer Client Demo</title>
<script defer src="index.js"></script></head>
<body style="width: 100%; height: 100%; margin: 0px">
<div id="app" style="width: 100%; height: 100%"></div>
</body>
</html>

1585
client/demo/dist/index.js vendored
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File diff suppressed because one or more lines are too long

31
client/demo/dist/index.js.LICENSE.txt vendored
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@ -1,31 +0,0 @@
/*! regenerator-runtime -- Copyright (c) 2014-present, Facebook, Inc. -- license (MIT): https://github.com/facebook/regenerator/blob/main/LICENSE */
/**
* @license React
* react-dom.production.min.js
*
* Copyright (c) Facebook, Inc. and its affiliates.
*
* This source code is licensed under the MIT license found in the
* LICENSE file in the root directory of this source tree.
*/
/**
* @license React
* react.production.min.js
*
* Copyright (c) Facebook, Inc. and its affiliates.
*
* This source code is licensed under the MIT license found in the
* LICENSE file in the root directory of this source tree.
*/
/**
* @license React
* scheduler.production.min.js
*
* Copyright (c) Facebook, Inc. and its affiliates.
*
* This source code is licensed under the MIT license found in the
* LICENSE file in the root directory of this source tree.
*/

4
client/demo/public/assets/gui_settings/RVC.json
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@ -55,6 +55,10 @@
{ {
"name": "modelSamplingRate", "name": "modelSamplingRate",
"options": {} "options": {}
},
{
"name": "onnxExport",
"options": {}
} }
], ],
"deviceSetting": [ "deviceSetting": [

7
client/demo/src/components/demo/001_GuiStateProvider.tsx
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@ -11,6 +11,7 @@ export const OpenConverterSettingCheckbox = "open-converter-setting-checkbox"
export const OpenAdvancedSettingCheckbox = "open-advanced-setting-checkbox" export const OpenAdvancedSettingCheckbox = "open-advanced-setting-checkbox"
export const OpenLicenseDialogCheckbox = "open-license-dialog-checkbox" export const OpenLicenseDialogCheckbox = "open-license-dialog-checkbox"
export const OpenWaitingDialogCheckbox = "open-waiting-dialog-checkbox"
type Props = { type Props = {
children: ReactNode; children: ReactNode;
@ -26,6 +27,7 @@ export type StateControls = {
openAdvancedSettingCheckbox: StateControlCheckbox openAdvancedSettingCheckbox: StateControlCheckbox
showLicenseCheckbox: StateControlCheckbox showLicenseCheckbox: StateControlCheckbox
showWaitingCheckbox: StateControlCheckbox
} }
type GuiStateAndMethod = { type GuiStateAndMethod = {
@ -135,6 +137,7 @@ export const GuiStateProvider = ({ children }: Props) => {
const openAdvancedSettingCheckbox = useStateControlCheckbox(OpenAdvancedSettingCheckbox); const openAdvancedSettingCheckbox = useStateControlCheckbox(OpenAdvancedSettingCheckbox);
const showLicenseCheckbox = useStateControlCheckbox(OpenLicenseDialogCheckbox); const showLicenseCheckbox = useStateControlCheckbox(OpenLicenseDialogCheckbox);
const showWaitingCheckbox = useStateControlCheckbox(OpenWaitingDialogCheckbox);
useEffect(() => { useEffect(() => {
openServerControlCheckbox.updateState(true) openServerControlCheckbox.updateState(true)
@ -145,6 +148,7 @@ export const GuiStateProvider = ({ children }: Props) => {
openQualityControlCheckbox.updateState(true) openQualityControlCheckbox.updateState(true)
showLicenseCheckbox.updateState(true) showLicenseCheckbox.updateState(true)
showWaitingCheckbox.updateState(false)
}, []) }, [])
@ -159,7 +163,8 @@ export const GuiStateProvider = ({ children }: Props) => {
openConverterSettingCheckbox, openConverterSettingCheckbox,
openAdvancedSettingCheckbox, openAdvancedSettingCheckbox,
showLicenseCheckbox showLicenseCheckbox,
showWaitingCheckbox
}, },
isConverting, isConverting,
setIsConverting, setIsConverting,

3
client/demo/src/components/demo/002_ComponentGenerator.tsx
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@ -36,6 +36,7 @@ import { TrancateNumTresholdRow, TrancateNumTresholdRowProps } from "./component
import { IndexRatioRow, IndexRatioRowProps } from "./components/609_IndexRatioRow" import { IndexRatioRow, IndexRatioRowProps } from "./components/609_IndexRatioRow"
import { RVCQualityRow, RVCQualityRowProps } from "./components/810_RVCQuality" import { RVCQualityRow, RVCQualityRowProps } from "./components/810_RVCQuality"
import { ModelSamplingRateRow, ModelSamplingRateRowProps } from "./components/303_ModelSamplingRateRow" import { ModelSamplingRateRow, ModelSamplingRateRowProps } from "./components/303_ModelSamplingRateRow"
import { OnnxExportRow, OnnxExportRowProps } from "./components/304_OnnxExportRow"
export const catalog: { [key: string]: (props: any) => JSX.Element } = {} export const catalog: { [key: string]: (props: any) => JSX.Element } = {}
@ -64,7 +65,7 @@ const initialize = () => {
addToCatalog("modelUploader", (props: ModelUploaderRowProps) => { return <ModelUploaderRow {...props} /> }) addToCatalog("modelUploader", (props: ModelUploaderRowProps) => { return <ModelUploaderRow {...props} /> })
addToCatalog("framework", (props: FrameworkRowProps) => { return <FrameworkRow {...props} /> }) addToCatalog("framework", (props: FrameworkRowProps) => { return <FrameworkRow {...props} /> })
addToCatalog("modelSamplingRate", (props: ModelSamplingRateRowProps) => { return <ModelSamplingRateRow {...props} /> }) addToCatalog("modelSamplingRate", (props: ModelSamplingRateRowProps) => { return <ModelSamplingRateRow {...props} /> })
addToCatalog("onnxExport", (props: OnnxExportRowProps) => { return <OnnxExportRow {...props} /> })
addToCatalog("audioInput", (props: AudioInputRowProps) => { return <AudioInputRow {...props} /> }) addToCatalog("audioInput", (props: AudioInputRowProps) => { return <AudioInputRow {...props} /> })
addToCatalog("audioOutput", (props: AudioOutputRowProps) => { return <AudioOutputRow {...props} /> }) addToCatalog("audioOutput", (props: AudioOutputRowProps) => { return <AudioOutputRow {...props} /> })

7
client/demo/src/components/demo/900_Dialogs.tsx
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@ -1,6 +1,7 @@
import React from "react"; import React from "react";
import { useGuiState } from "./001_GuiStateProvider"; import { useGuiState } from "./001_GuiStateProvider";
import { LicenseDialog } from "./901_LicenseDialog"; import { LicenseDialog } from "./901_LicenseDialog";
import { WaitingDialog } from "./902_WaitingDialog";
export const Dialogs = () => { export const Dialogs = () => {
const guiState = useGuiState() const guiState = useGuiState()
@ -11,6 +12,12 @@ export const Dialogs = () => {
{guiState.stateControls.showLicenseCheckbox.trigger} {guiState.stateControls.showLicenseCheckbox.trigger}
<LicenseDialog></LicenseDialog> <LicenseDialog></LicenseDialog>
</div> </div>
{guiState.stateControls.showWaitingCheckbox.trigger}
<div className="dialog-container" id="dialog">
{guiState.stateControls.showWaitingCheckbox.trigger}
<WaitingDialog></WaitingDialog>
</div>
</div> </div>
); );

1
client/demo/src/components/demo/901_LicenseDialog.tsx
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@ -45,5 +45,4 @@ export const LicenseDialog = () => {
}, [licenses]); }, [licenses]);
return dialog; return dialog;
return <></>
}; };

42
client/demo/src/components/demo/902_WaitingDialog.tsx Normal file
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@ -0,0 +1,42 @@
import React, { useMemo } from "react";
import { useGuiState } from "./001_GuiStateProvider";
export const WaitingDialog = () => {
const guiState = useGuiState()
const dialog = useMemo(() => {
const closeButtonRow = (
<div className="body-row split-3-4-3 left-padding-1">
<div className="body-item-text">
</div>
<div className="body-button-container body-button-container-space-around">
<div className="body-button" onClick={() => { guiState.stateControls.showWaitingCheckbox.updateState(false) }} >close</div>
</div>
<div className="body-item-text"></div>
</div>
)
const content = (
<div className="body-row split-3-4-3 left-padding-1">
<div className="body-item-text">
</div>
<div className="body-item-text">
please wait... (about 1 min)
</div>
<div className="body-item-text"></div>
</div>
)
return (
<div className="dialog-frame">
<div className="dialog-title">export onnx file</div>
<div className="dialog-content">
{content}
{closeButtonRow}
</div>
</div>
);
}, []);
return dialog;
};

2
client/demo/src/components/demo/components/303_ModelSamplingRateRow.tsx
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@ -18,7 +18,7 @@ export const ModelSamplingRateRow = (_props: ModelSamplingRateRowProps) => {
return ( return (
<div className="body-row split-3-3-4 left-padding-1 guided"> <div className="body-row split-3-3-4 left-padding-1 guided">
<div className="body-item-title left-padding-2">Model Sampling Rate</div> <div className="body-item-title left-padding-2">Model Sampling Rate(only for onnx)</div>
<div className="body-item-text"> <div className="body-item-text">
<div></div> <div></div>
</div> </div>

50
client/demo/src/components/demo/components/304_OnnxExportRow.tsx Normal file
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@ -0,0 +1,50 @@
import React, { useMemo } from "react"
import { useAppState } from "../../../001_provider/001_AppStateProvider"
import { OnnxExporterInfo } from "@dannadori/voice-changer-client-js";
import { useGuiState } from "../001_GuiStateProvider";
export type OnnxExportRowProps = {
}
export const OnnxExportRow = (_props: OnnxExportRowProps) => {
const appState = useAppState()
const onnxExportRow = useMemo(() => {
const guiState = useGuiState()
const onnxExportButtonClassName = "body-button"
const onnxExportButtonAction = async () => {
if (guiState.isConverting) {
alert("cannot export onnx when voice conversion is enabled")
}
document.getElementById("dialog")?.classList.add("dialog-container-show")
guiState.stateControls.showWaitingCheckbox.updateState(true)
const res = await appState.serverSetting.getOnnx() as OnnxExporterInfo
const a = document.createElement("a")
a.href = res.path
a.download = res.filename;
document.body.appendChild(a);
a.click();
document.body.removeChild(a);
guiState.stateControls.showWaitingCheckbox.updateState(false)
}
const onnxExportButtonLabel = "onnx export"
return (
<div className="body-row split-3-3-4 left-padding-1 guided">
<div className="body-item-title left-padding-2">Onnx Exporter</div>
<div className="body-item-text">
<div></div>
</div>
<div className="body-button-container">
<div className={onnxExportButtonClassName} onClick={onnxExportButtonAction}>{onnxExportButtonLabel}</div>
</div>
</div>
)
}, [appState.serverSetting.serverSetting, appState.serverSetting.updateServerSettings])
return onnxExportRow
}

10
client/demo/src/components/demo/components/701_InputChunkNumRow.tsx
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@ -10,10 +10,16 @@ export const InputChunkNumRow = (_props: InputChunkNumRowProps) => {
<div className="body-row split-3-2-1-4 left-padding-1 guided"> <div className="body-row split-3-2-1-4 left-padding-1 guided">
<div className="body-item-title left-padding-1">Input Chunk Num(128sample/chunk)</div> <div className="body-item-title left-padding-1">Input Chunk Num(128sample/chunk)</div>
<div className="body-input-container"> <div className="body-input-container">
<input type="number" min={1} max={256} step={1} value={appState.workletNodeSetting.workletNodeSetting.inputChunkNum} onChange={(e) => { <select className="body-select" value={appState.workletNodeSetting.workletNodeSetting.inputChunkNum} onChange={(e) => {
appState.workletNodeSetting.updateWorkletNodeSetting({ ...appState.workletNodeSetting.workletNodeSetting, inputChunkNum: Number(e.target.value) }) appState.workletNodeSetting.updateWorkletNodeSetting({ ...appState.workletNodeSetting.workletNodeSetting, inputChunkNum: Number(e.target.value) })
appState.workletNodeSetting.trancateBuffer() appState.workletNodeSetting.trancateBuffer()
}} /> }}>
{
[16, 32, 64, 128, 192, 256, 320, 384, 448, 512, 576, 640, 704, 768, 832, 896, 960, 1024, 2048].map(x => {
return <option key={x} value={x}>{x}</option>
})
}
</select>
</div> </div>
<div className="body-item-text"> <div className="body-item-text">
<div>buff: {(appState.workletNodeSetting.workletNodeSetting.inputChunkNum * 128 * 1000 / 48000).toFixed(1)}ms</div> <div>buff: {(appState.workletNodeSetting.workletNodeSetting.inputChunkNum * 128 * 1000 / 48000).toFixed(1)}ms</div>

14
client/lib/src/ServerConfigurator.ts
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@ -1,4 +1,4 @@
import { ClientType, ServerInfo, ServerSettingKey } from "./const"; import { ClientType, OnnxExporterInfo, ServerInfo, ServerSettingKey } from "./const";
type FileChunk = { type FileChunk = {
@ -160,4 +160,16 @@ export class ServerConfigurator {
return await info return await info
} }
export2onnx = async () => {
const url = this.serverUrl + "/onnx"
const info = new Promise<OnnxExporterInfo>(async (resolve) => {
const request = new Request(url, {
method: 'GET',
});
const res = await (await fetch(request)).json() as OnnxExporterInfo
resolve(res)
})
return await info
}
} }

3
client/lib/src/VoiceChangerClient.ts
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@ -267,6 +267,9 @@ export class VoiceChangerClient {
getModelType = () => { getModelType = () => {
return this.configurator.getModelType() return this.configurator.getModelType()
} }
getOnnx = async () => {
return this.configurator.export2onnx()
}
updateServerSettings = (key: ServerSettingKey, val: string) => { updateServerSettings = (key: ServerSettingKey, val: string) => {

6
client/lib/src/const.ts
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@ -539,3 +539,9 @@ export const INDEXEDDB_KEY_MODEL_DATA = "INDEXEDDB_KEY_VOICE_CHANGER_LIB_MODEL_D
export const INDEXEDDB_KEY_WORKLET = "INDEXEDDB_KEY_VOICE_CHANGER_LIB_WORKLET" export const INDEXEDDB_KEY_WORKLET = "INDEXEDDB_KEY_VOICE_CHANGER_LIB_WORKLET"
// ONNX
export type OnnxExporterInfo = {
"status": string
"path": string
"filename": string
}

10
client/lib/src/hooks/useServerSetting.ts
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@ -1,5 +1,5 @@
import { useState, useMemo, useEffect } from "react" import { useState, useMemo, useEffect } from "react"
import { VoiceChangerServerSetting, ServerInfo, ServerSettingKey, INDEXEDDB_KEY_SERVER, INDEXEDDB_KEY_MODEL_DATA, ClientType, DefaultServerSetting_MMVCv13, DefaultServerSetting_MMVCv15, DefaultServerSetting_so_vits_svc_40v2, DefaultServerSetting_so_vits_svc_40, DefaultServerSetting_so_vits_svc_40_c, DefaultServerSetting_RVC } from "../const" import { VoiceChangerServerSetting, ServerInfo, ServerSettingKey, INDEXEDDB_KEY_SERVER, INDEXEDDB_KEY_MODEL_DATA, ClientType, DefaultServerSetting_MMVCv13, DefaultServerSetting_MMVCv15, DefaultServerSetting_so_vits_svc_40v2, DefaultServerSetting_so_vits_svc_40, DefaultServerSetting_so_vits_svc_40_c, DefaultServerSetting_RVC, OnnxExporterInfo } from "../const"
import { VoiceChangerClient } from "../VoiceChangerClient" import { VoiceChangerClient } from "../VoiceChangerClient"
import { useIndexedDB } from "./useIndexedDB" import { useIndexedDB } from "./useIndexedDB"
@ -54,6 +54,8 @@ export type ServerSettingState = {
uploadProgress: number uploadProgress: number
isUploading: boolean isUploading: boolean
getOnnx: () => Promise<OnnxExporterInfo>
} }
export const useServerSetting = (props: UseServerSettingProps): ServerSettingState => { export const useServerSetting = (props: UseServerSettingProps): ServerSettingState => {
@ -315,6 +317,11 @@ export const useServerSetting = (props: UseServerSettingProps): ServerSettingSta
await removeItem(INDEXEDDB_KEY_MODEL_DATA) await removeItem(INDEXEDDB_KEY_MODEL_DATA)
} }
const getOnnx = async () => {
return props.voiceChangerClient!.getOnnx()
}
return { return {
serverSetting, serverSetting,
updateServerSettings, updateServerSettings,
@ -326,5 +333,6 @@ export const useServerSetting = (props: UseServerSettingProps): ServerSettingSta
loadModel, loadModel,
uploadProgress, uploadProgress,
isUploading, isUploading,
getOnnx,
} }
} }

4
server/misc/log_control.py
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@ -8,8 +8,8 @@ class UvicornSuppressFilter(logging.Filter):
return False return False
logger = logging.getLogger("uvicorn.error") # logger = logging.getLogger("uvicorn.error")
logger.addFilter(UvicornSuppressFilter()) # logger.addFilter(UvicornSuppressFilter())
logger = logging.getLogger("fairseq.tasks.hubert_pretraining") logger = logging.getLogger("fairseq.tasks.hubert_pretraining")
logger.addFilter(UvicornSuppressFilter()) logger.addFilter(UvicornSuppressFilter())

6
server/restapi/MMVC_Rest_Fileuploader.py
View File

@ -27,6 +27,7 @@ class MMVC_Rest_Fileuploader:
self.router.add_api_route("/extract_voices", self.post_extract_voices, methods=["POST"]) self.router.add_api_route("/extract_voices", self.post_extract_voices, methods=["POST"])
self.router.add_api_route("/model_type", self.post_model_type, methods=["POST"]) self.router.add_api_route("/model_type", self.post_model_type, methods=["POST"])
self.router.add_api_route("/model_type", self.get_model_type, methods=["GET"]) self.router.add_api_route("/model_type", self.get_model_type, methods=["GET"])
self.router.add_api_route("/onnx", self.get_onnx, methods=["GET"])
def post_upload_file(self, file: UploadFile = File(...), filename: str = Form(...)): def post_upload_file(self, file: UploadFile = File(...), filename: str = Form(...)):
res = upload_file(UPLOAD_DIR, file, filename) res = upload_file(UPLOAD_DIR, file, filename)
@ -110,3 +111,8 @@ class MMVC_Rest_Fileuploader:
info = self.voiceChangerManager.getModelType(modelType) info = self.voiceChangerManager.getModelType(modelType)
json_compatible_item_data = jsonable_encoder(info) json_compatible_item_data = jsonable_encoder(info)
return JSONResponse(content=json_compatible_item_data) return JSONResponse(content=json_compatible_item_data)
def get_onnx(self):
info = self.voiceChangerManager.export2onnx()
json_compatible_item_data = jsonable_encoder(info)
return JSONResponse(content=json_compatible_item_data)

20
server/voice_changer/RVC/RVC.py
View File

@ -3,6 +3,7 @@ import os
import resampy import resampy
from voice_changer.RVC.ModelWrapper import ModelWrapper from voice_changer.RVC.ModelWrapper import ModelWrapper
# avoiding parse arg error in RVC # avoiding parse arg error in RVC
sys.argv = ["MMVCServerSIO.py"] sys.argv = ["MMVCServerSIO.py"]
@ -23,7 +24,7 @@ import numpy as np
import torch import torch
import onnxruntime import onnxruntime
# onnxruntime.set_default_logger_severity(3) # onnxruntime.set_default_logger_severity(3)
from const import HUBERT_ONNX_MODEL_PATH from const import HUBERT_ONNX_MODEL_PATH, TMP_DIR
import pyworld as pw import pyworld as pw
@ -293,3 +294,20 @@ class RVC:
sys.modules.pop(key) sys.modules.pop(key)
except Exception as e: except Exception as e:
pass pass
def export2onnx(self):
if hasattr(self, "net_g") == False or self.net_g == None:
print("[Voice Changer] export2onnx, No pyTorch session.")
return {"status": "ng", "path": f""}
if self.settings.pyTorchModelFile == None:
print("[Voice Changer] export2onnx, No pyTorch filepath.")
return {"status": "ng", "path": f""}
import voice_changer.RVC.export2onnx as onnxExporter
output_file = os.path.splitext(os.path.basename(self.settings.pyTorchModelFile))[0] + ".onnx"
output_file_simple = os.path.splitext(os.path.basename(self.settings.pyTorchModelFile))[0] + "_simple.onnx"
output_path = os.path.join(TMP_DIR, output_file)
output_path_simple = os.path.join(TMP_DIR, output_file_simple)
onnxExporter.export2onnx(self.settings.pyTorchModelFile, output_path, output_path_simple, True)
return {"status": "ok", "path": f"/tmp/{output_file_simple}", "filename": output_file_simple}

149
server/voice_changer/RVC/export2onnx.py Normal file
View File

@ -0,0 +1,149 @@
import sys
import os
import argparse
from distutils.util import strtobool
import torch
from torch import nn
from onnxsim import simplify
import onnx
from infer_pack.models import TextEncoder256, GeneratorNSF, PosteriorEncoder, ResidualCouplingBlock
class SynthesizerTrnMs256NSFsid_ONNX(nn.Module):
def __init__(
self,
spec_channels,
segment_size,
inter_channels,
hidden_channels,
filter_channels,
n_heads,
n_layers,
kernel_size,
p_dropout,
resblock,
resblock_kernel_sizes,
resblock_dilation_sizes,
upsample_rates,
upsample_initial_channel,
upsample_kernel_sizes,
spk_embed_dim,
gin_channels,
sr,
**kwargs
):
super().__init__()
if (type(sr) == type("strr")):
sr = sr2sr[sr]
self.spec_channels = spec_channels
self.inter_channels = inter_channels
self.hidden_channels = hidden_channels
self.filter_channels = filter_channels
self.n_heads = n_heads
self.n_layers = n_layers
self.kernel_size = kernel_size
self.p_dropout = p_dropout
self.resblock = resblock
self.resblock_kernel_sizes = resblock_kernel_sizes
self.resblock_dilation_sizes = resblock_dilation_sizes
self.upsample_rates = upsample_rates
self.upsample_initial_channel = upsample_initial_channel
self.upsample_kernel_sizes = upsample_kernel_sizes
self.segment_size = segment_size
self.gin_channels = gin_channels
# self.hop_length = hop_length#
self.spk_embed_dim = spk_embed_dim
self.enc_p = TextEncoder256(
inter_channels,
hidden_channels,
filter_channels,
n_heads,
n_layers,
kernel_size,
p_dropout,
)
self.dec = GeneratorNSF(
inter_channels,
resblock,
resblock_kernel_sizes,
resblock_dilation_sizes,
upsample_rates,
upsample_initial_channel,
upsample_kernel_sizes,
gin_channels=gin_channels, sr=sr, is_half=kwargs["is_half"]
)
self.enc_q = PosteriorEncoder(
spec_channels,
inter_channels,
hidden_channels,
5,
1,
16,
gin_channels=gin_channels,
)
self.flow = ResidualCouplingBlock(
inter_channels, hidden_channels, 5, 1, 3, gin_channels=gin_channels
)
self.emb_g = nn.Embedding(self.spk_embed_dim, gin_channels)
print("gin_channels:", gin_channels, "self.spk_embed_dim:", self.spk_embed_dim)
def forward(self, phone, phone_lengths, pitch, nsff0, sid, max_len=None):
g = self.emb_g(sid).unsqueeze(-1)
m_p, logs_p, x_mask = self.enc_p(phone, pitch, phone_lengths)
z_p = (m_p + torch.exp(logs_p) * torch.randn_like(m_p) * 0.66666) * x_mask
z = self.flow(z_p, x_mask, g=g, reverse=True)
o = self.dec((z * x_mask)[:, :, :max_len], nsff0, g=g)
return o, x_mask, (z, z_p, m_p, logs_p)
def export2onnx(input_model, output_model, output_model_simple, is_half):
cpt = torch.load(input_model, map_location="cpu")
if is_half:
dev = torch.device("cuda", index=0)
else:
dev = torch.device("cpu")
net_g_onnx = SynthesizerTrnMs256NSFsid_ONNX(*cpt["config"], is_half=is_half)
net_g_onnx.eval().to(dev)
net_g_onnx.load_state_dict(cpt["weight"], strict=False)
if is_half:
net_g_onnx = net_g_onnx.half()
if is_half:
feats = torch.HalfTensor(1, 2192, 256).to(dev)
else:
feats = torch.FloatTensor(1, 2192, 256).to(dev)
p_len = torch.LongTensor([2192]).to(dev)
pitch = torch.zeros(1, 2192, dtype=torch.int64).to(dev)
pitchf = torch.FloatTensor(1, 2192).to(dev)
sid = torch.LongTensor([0]).to(dev)
input_names = ["feats", "p_len", "pitch", "pitchf", "sid"]
output_names = ["audio", ]
torch.onnx.export(net_g_onnx,
(
feats,
p_len,
pitch,
pitchf,
sid,
),
output_model,
dynamic_axes={
"feats": [1],
"pitch": [1],
"pitchf": [1],
},
do_constant_folding=False,
opset_version=17,
verbose=False,
input_names=input_names,
output_names=output_names)
model_onnx2 = onnx.load(output_model)
model_simp, check = simplify(model_onnx2)
onnx.save(model_simp, output_model_simple)

28
server/voice_changer/VoiceChanger.py
View File

@ -60,30 +60,6 @@ class VoiceChanger():
self.currentCrossFadeOverlapSize = 0 # setting self.currentCrossFadeOverlapSize = 0 # setting
self.crossfadeSize = 0 # calculated self.crossfadeSize = 0 # calculated
# self.modelType = getModelType()
# print("[VoiceChanger] activate model type:", self.modelType)
# if self.modelType == "MMVCv15":
# from voice_changer.MMVCv15.MMVCv15 import MMVCv15
# self.voiceChanger = MMVCv15() # type: ignore
# elif self.modelType == "MMVCv13":
# from voice_changer.MMVCv13.MMVCv13 import MMVCv13
# self.voiceChanger = MMVCv13()
# elif self.modelType == "so-vits-svc-40v2":
# from voice_changer.SoVitsSvc40v2.SoVitsSvc40v2 import SoVitsSvc40v2
# self.voiceChanger = SoVitsSvc40v2(params)
# elif self.modelType == "so-vits-svc-40" or self.modelType == "so-vits-svc-40_c":
# from voice_changer.SoVitsSvc40.SoVitsSvc40 import SoVitsSvc40
# self.voiceChanger = SoVitsSvc40(params)
# elif self.modelType == "DDSP-SVC":
# from voice_changer.DDSP_SVC.DDSP_SVC import DDSP_SVC
# self.voiceChanger = DDSP_SVC(params)
# elif self.modelType == "RVC":
# from voice_changer.RVC.RVC import RVC
# self.voiceChanger = RVC(params)
# else:
# from voice_changer.MMVCv13.MMVCv13 import MMVCv13
# self.voiceChanger = MMVCv13()
self.voiceChanger = None self.voiceChanger = None
self.modelType = None self.modelType = None
self.params = params self.params = params
@ -324,8 +300,10 @@ class VoiceChanger():
perf = [preprocess_time, mainprocess_time, postprocess_time] perf = [preprocess_time, mainprocess_time, postprocess_time]
return outputData, perf return outputData, perf
def export2onnx(self):
return self.voiceChanger.export2onnx()
############## ##############
PRINT_CONVERT_PROCESSING: bool = False PRINT_CONVERT_PROCESSING: bool = False
# PRINT_CONVERT_PROCESSING = True # PRINT_CONVERT_PROCESSING = True

3
server/voice_changer/VoiceChangerManager.py
View File

@ -44,3 +44,6 @@ class VoiceChangerManager():
def getModelType(self): def getModelType(self):
return self.voiceChanger.getModelType() return self.voiceChanger.getModelType()
def export2onnx(self):
return self.voiceChanger.export2onnx()