diff --git "a/inference.ipynb" "b/inference.ipynb" new file mode 100644--- /dev/null +++ "b/inference.ipynb" @@ -0,0 +1,245 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "e:\\Software\\Anaconda3\\envs\\diffsvc\\lib\\site-packages\\tqdm\\auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "| load 'model' from './checkpoints/nyaru/model_ckpt_steps_112000.ckpt'.\n", + "| load 'model' from 'checkpoints/0102_xiaoma_pe/model_ckpt_steps_60000.ckpt'.\n", + "| load HifiGAN: checkpoints/0109_hifigan_bigpopcs_hop128\\model_ckpt_steps_1512000.pth\n", + "| Loaded model parameters from checkpoints/0109_hifigan_bigpopcs_hop128\\model_ckpt_steps_1512000.pth.\n", + "| HifiGAN device: cuda.\n", + "model loaded\n" + ] + } + ], + "source": [ + "from utils.hparams import hparams\n", + "from preprocessing.data_gen_utils import get_pitch_parselmouth,get_pitch_crepe\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import IPython.display as ipd\n", + "import utils\n", + "import librosa\n", + "import torchcrepe\n", + "from infer import *\n", + "import logging\n", + "from infer_tools.infer_tool import *\n", + "\n", + "logging.getLogger('numba').setLevel(logging.WARNING)\n", + "\n", + "# 工程文件夹名,训练时用的那个\n", + "project_name = \"nyaru\"\n", + "model_path = f'./checkpoints/{project_name}/model_ckpt_steps_112000.ckpt'\n", + "config_path=f'./checkpoints/{project_name}/config.yaml'\n", + "hubert_gpu=True\n", + "svc_model = Svc(project_name,config_path,hubert_gpu, model_path)\n", + "print('model loaded')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "load chunks from temp\n", + "#=====segment start, 0.46s======\n", + "jump empty segment\n", + "#=====segment start, 6.702s======\n", + "load temp crepe f0\n", + "executing 'get_pitch' costed 0.066s\n", + "hubert (on cpu) time used 0.6847963333129883\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sample time step: 100%|██████████| 50/50 [00:02<00:00, 21.95it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "executing 'diff_infer' costed 2.310s\n", + "executing 'after_infer' costed 1.167s\n", + "#=====segment start, 8.831s======\n", + "load temp crepe f0\n", + "executing 'get_pitch' costed 0.063s\n", + "hubert (on cpu) time used 0.8832910060882568\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sample time step: 100%|██████████| 50/50 [00:02<00:00, 18.36it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "executing 'diff_infer' costed 2.749s\n", + "executing 'after_infer' costed 1.894s\n", + "#=====segment start, 5.265s======\n", + "load temp crepe f0\n", + "executing 'get_pitch' costed 0.065s\n", + "hubert (on cpu) time used 0.5448079109191895\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sample time step: 100%|██████████| 50/50 [00:01<00:00, 28.39it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "executing 'diff_infer' costed 1.780s\n", + "executing 'after_infer' costed 1.038s\n", + "#=====segment start, 1.377s======\n", + "jump empty segment\n" + ] + } + ], + "source": [ + "wav_fn='raw/test_input.wav'#支持多数音频格式,无需手动转为wav\n", + "demoaudio, sr = librosa.load(wav_fn)\n", + "key = 0 # 音高调整,支持正负(半音)\n", + "# 加速倍数\n", + "pndm_speedup = 20\n", + "wav_gen='test_output.wav'#直接改后缀可以保存不同格式音频,如flac可无损压缩\n", + "f0_tst, f0_pred, audio = run_clip(svc_model,file_path=wav_fn, key=key, acc=pndm_speedup, use_crepe=True, use_pe=True, thre=0.05,\n", + " use_gt_mel=False, add_noise_step=500,project_name=project_name,out_path=wav_gen)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ipd.display(ipd.Audio(demoaudio, rate=sr))\n", + "ipd.display(ipd.Audio(audio, rate=hparams['audio_sample_rate'], normalize=False))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#f0_gen,_=get_pitch_crepe(*vocoder.wav2spec(wav_gen),hparams,threshold=0.05)\n", + "%matplotlib inline\n", + "f0_gen,_=get_pitch_parselmouth(*svc_model.vocoder.wav2spec(wav_gen),hparams)\n", + "f0_tst[f0_tst==0]=np.nan#ground truth f0\n", + "f0_pred[f0_pred==0]=np.nan#f0 pe predicted\n", + "f0_gen[f0_gen==0]=np.nan#f0 generated\n", + "fig=plt.figure(figsize=[15,5])\n", + "plt.plot(np.arange(0,len(f0_tst)),f0_tst,color='black')\n", + "plt.plot(np.arange(0,len(f0_pred)),f0_pred,color='orange')\n", + "plt.plot(np.arange(0,len(f0_gen)),f0_gen,color='red')\n", + "plt.axhline(librosa.note_to_hz('C4'),ls=\":\",c=\"blue\")\n", + "plt.axhline(librosa.note_to_hz('G4'),ls=\":\",c=\"green\")\n", + "plt.axhline(librosa.note_to_hz('C5'),ls=\":\",c=\"orange\")\n", + "plt.axhline(librosa.note_to_hz('F#5'),ls=\":\",c=\"red\")\n", + "#plt.axhline(librosa.note_to_hz('A#5'),ls=\":\",c=\"black\")\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.8.13 ('diffsvc')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "vscode": { + "interpreter": { + "hash": "5cf89e54348a1bdadbb0ca2d227dcc30cc7e2d47cc75a8605923523671b5b7c7" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}