From 32f0be679b67a2f854be621f93853f9456298927 Mon Sep 17 00:00:00 2001
From: MaxMax2016 <525942103@qq.com>
Date: Wed, 22 Feb 2023 09:07:39 +0800
Subject: [PATCH] best tts

---
 README.md                      |    36 +-
 bert/ProsodyModel.py           |    75 +
 bert/__init__.py               |     1 +
 bert/config.json               |    19 +
 bert/prosody_tool.py           |   426 +
 bert/vocab.txt                 | 21128 +++++++++++++++++++++++++++++++
 configs/baker_base.json        |    81 -
 configs/bert_vits.json         |    50 +
 configs/loss.png               |   Bin 260478 -> 0 bytes
 data_utils.py                  |   250 +-
 filelists/baker_all.txt        |  9778 ++++++++++++++
 filelists/baker_train.txt      | 19409 ++++++++++++++--------------
 filelists/baker_valid.txt      |   132 +-
 mel_processing.py              |     4 +-
 misc/pypinyin-local.dict       |   327 -
 models.py                      |    90 +-
 requirements.txt               |    11 +-
 stft.py                        |   209 -
 train.py                       |    43 +-
 utils.py                       |    37 +-
 vits_infer.py                  |    67 +
 vits_infer_item.txt            |     3 +
 vits_infer_out/bert_vits_1.wav |   Bin 0 -> 331820 bytes
 vits_infer_out/bert_vits_2.wav |   Bin 0 -> 222764 bytes
 vits_infer_out/bert_vits_3.wav |   Bin 0 -> 433708 bytes
 vits_pinyin.py                 |    73 +
 vits_strings.py                |   151 -
 27 files changed, 41520 insertions(+), 10880 deletions(-)
 create mode 100644 bert/ProsodyModel.py
 create mode 100644 bert/__init__.py
 create mode 100644 bert/config.json
 create mode 100644 bert/prosody_tool.py
 create mode 100644 bert/vocab.txt
 delete mode 100755 configs/baker_base.json
 create mode 100644 configs/bert_vits.json
 delete mode 100644 configs/loss.png
 create mode 100644 filelists/baker_all.txt
 delete mode 100755 misc/pypinyin-local.dict
 delete mode 100644 stft.py
 create mode 100644 vits_infer.py
 create mode 100644 vits_infer_item.txt
 create mode 100644 vits_infer_out/bert_vits_1.wav
 create mode 100644 vits_infer_out/bert_vits_2.wav
 create mode 100644 vits_infer_out/bert_vits_3.wav
 create mode 100644 vits_pinyin.py
 delete mode 100755 vits_strings.py

diff --git a/README.md b/README.md
index 80cb3f2..5a448af 100755
--- a/README.md
+++ b/README.md
@@ -1,15 +1,8 @@
-### VITS实现的中文TTS，集成微软NaturalSpeech推理Loss优化措施，以及iSTFT加速
+### Best TTS base on BERT and VITS with some Natural Speech Features Of Microsoft
 
-this is the copy of https://github.com/jaywalnut310/vits		
+based on BERT，NatureSpeech, VITS
 
-VITS: Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speech		
-
-Espnet连接：github.com/espnet/espnet/tree/master/espnet2/gan_tts/vits
-
-coqui-ai/TTS连接：github.com/coqui-ai/TTS/tree/main/recipes/ljspeech/vits_tts
-
-
-### 基于VITS 实现 16K TTS 的流程记录
+### Infer
 
 pip install -r requirements.txt
 
@@ -17,19 +10,22 @@ cd monotonic_align
 
 python setup.py build_ext --inplace
 
-### Data Link
-https://github.com/PlayVoice/HuaYan_TTS
+#### Down Pretrained model
 
-### 将16K音频拷贝到./baker_waves/，启动训练
+BaiduYun：https://pan.baidu.com/s/1Cj4MnwFyZ0XZmTR6EpygbQ?pwd=yn60
 
-python train.py -c configs/baker_base.json -m baker_base
+prosody_model.pt To ./bert/prosody_model.pt
 
-两张1080卡，训练两天，基本可以使用了
+vits_bert.pth To ./vits_bert.pth
 
-![LOSS值](/configs/loss.png)
+python vits_infer.py
+
+./vits_infer_out have the waves infered
+
+### Train
+going
+
+### other data Link
+https://github.com/PlayVoice/HuaYan_TTS
 
-### 测试
-python vits_strings.py
 
-### iSTFT
-完成
diff --git a/bert/ProsodyModel.py b/bert/ProsodyModel.py
new file mode 100644
index 0000000..5f305b4
--- /dev/null
+++ b/bert/ProsodyModel.py
@@ -0,0 +1,75 @@
+import os
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+from transformers import BertModel, BertConfig, BertTokenizer
+
+
+class CharEmbedding(nn.Module):
+    def __init__(self, model_dir):
+        super().__init__()
+        self.tokenizer = BertTokenizer.from_pretrained(model_dir)
+        self.bert_config = BertConfig.from_pretrained(model_dir)
+        self.hidden_size = self.bert_config.hidden_size
+        self.bert = BertModel(self.bert_config)
+        self.proj = nn.Linear(self.hidden_size, 256)
+        self.linear = nn.Linear(256, 3)
+
+    def text2Token(self, text):
+        token = self.tokenizer.tokenize(text)
+        txtid = self.tokenizer.convert_tokens_to_ids(token)
+        return txtid
+
+    def forward(self, inputs_ids, inputs_masks, tokens_type_ids):
+        out_seq = self.bert(input_ids=inputs_ids,
+                            attention_mask=inputs_masks,
+                            token_type_ids=tokens_type_ids)[0]
+        out_seq = self.proj(out_seq)
+        return out_seq
+
+
+class TTSProsody(object):
+    def __init__(self, path, device):
+        self.device = device
+        self.char_model = CharEmbedding(path)
+        self.char_model.load_state_dict(
+            torch.load(
+                os.path.join(path, 'prosody_model.pt'),
+                map_location="cpu"
+            ),
+            strict=False
+        )
+        self.char_model.eval()
+        self.char_model.to(self.device)
+
+    def get_char_embeds(self, text):
+        input_ids = self.char_model.text2Token(text)
+        input_masks = [1] * len(input_ids)
+        type_ids = [0] * len(input_ids)
+        input_ids = torch.LongTensor([input_ids]).to(self.device)
+        input_masks = torch.LongTensor([input_masks]).to(self.device)
+        type_ids = torch.LongTensor([type_ids]).to(self.device)
+
+        with torch.no_grad():
+            char_embeds = self.char_model(
+                input_ids, input_masks, type_ids).squeeze(0).cpu()
+        return char_embeds
+
+    def expand_for_phone(self, char_embeds, length):  # length of phones for char
+        assert char_embeds.size(0) == len(length)
+        expand_vecs = list()
+        for vec, leng in zip(char_embeds, length):
+            vec = vec.expand(leng, -1)
+            expand_vecs.append(vec)
+        expand_embeds = torch.cat(expand_vecs, 0)
+        assert expand_embeds.size(0) == sum(length)
+        return expand_embeds.numpy()
+
+
+if __name__ == "__main__":
+    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+    prosody = TTSProsody('./bert/', device)
+    while True:
+        text = input("请输入文本：")
+        prosody.get_char_embeds(text)
diff --git a/bert/__init__.py b/bert/__init__.py
new file mode 100644
index 0000000..d7dcbe2
--- /dev/null
+++ b/bert/__init__.py
@@ -0,0 +1 @@
+from .ProsodyModel import TTSProsody
\ No newline at end of file
diff --git a/bert/config.json b/bert/config.json
new file mode 100644
index 0000000..adb75ff
--- /dev/null
+++ b/bert/config.json
@@ -0,0 +1,19 @@
+{
+  "attention_probs_dropout_prob": 0.1, 
+  "directionality": "bidi", 
+  "hidden_act": "gelu", 
+  "hidden_dropout_prob": 0.1, 
+  "hidden_size": 768, 
+  "initializer_range": 0.02, 
+  "intermediate_size": 3072, 
+  "max_position_embeddings": 512, 
+  "num_attention_heads": 12, 
+  "num_hidden_layers": 12, 
+  "pooler_fc_size": 768, 
+  "pooler_num_attention_heads": 12, 
+  "pooler_num_fc_layers": 3, 
+  "pooler_size_per_head": 128, 
+  "pooler_type": "first_token_transform", 
+  "type_vocab_size": 2, 
+  "vocab_size": 21128
+}
diff --git a/bert/prosody_tool.py b/bert/prosody_tool.py
new file mode 100644
index 0000000..690a1ba
--- /dev/null
+++ b/bert/prosody_tool.py
@@ -0,0 +1,426 @@
+def is_chinese(uchar):
+    if uchar >= u'\u4e00' and uchar <= u'\u9fa5':
+        return True
+    else:
+        return False
+
+
+pinyin_dict = {
+    "a": ("^", "a"),
+    "ai": ("^", "ai"),
+    "an": ("^", "an"),
+    "ang": ("^", "ang"),
+    "ao": ("^", "ao"),
+    "ba": ("b", "a"),
+    "bai": ("b", "ai"),
+    "ban": ("b", "an"),
+    "bang": ("b", "ang"),
+    "bao": ("b", "ao"),
+    "be": ("b", "e"),
+    "bei": ("b", "ei"),
+    "ben": ("b", "en"),
+    "beng": ("b", "eng"),
+    "bi": ("b", "i"),
+    "bian": ("b", "ian"),
+    "biao": ("b", "iao"),
+    "bie": ("b", "ie"),
+    "bin": ("b", "in"),
+    "bing": ("b", "ing"),
+    "bo": ("b", "o"),
+    "bu": ("b", "u"),
+    "ca": ("c", "a"),
+    "cai": ("c", "ai"),
+    "can": ("c", "an"),
+    "cang": ("c", "ang"),
+    "cao": ("c", "ao"),
+    "ce": ("c", "e"),
+    "cen": ("c", "en"),
+    "ceng": ("c", "eng"),
+    "cha": ("ch", "a"),
+    "chai": ("ch", "ai"),
+    "chan": ("ch", "an"),
+    "chang": ("ch", "ang"),
+    "chao": ("ch", "ao"),
+    "che": ("ch", "e"),
+    "chen": ("ch", "en"),
+    "cheng": ("ch", "eng"),
+    "chi": ("ch", "iii"),
+    "chong": ("ch", "ong"),
+    "chou": ("ch", "ou"),
+    "chu": ("ch", "u"),
+    "chua": ("ch", "ua"),
+    "chuai": ("ch", "uai"),
+    "chuan": ("ch", "uan"),
+    "chuang": ("ch", "uang"),
+    "chui": ("ch", "uei"),
+    "chun": ("ch", "uen"),
+    "chuo": ("ch", "uo"),
+    "ci": ("c", "ii"),
+    "cong": ("c", "ong"),
+    "cou": ("c", "ou"),
+    "cu": ("c", "u"),
+    "cuan": ("c", "uan"),
+    "cui": ("c", "uei"),
+    "cun": ("c", "uen"),
+    "cuo": ("c", "uo"),
+    "da": ("d", "a"),
+    "dai": ("d", "ai"),
+    "dan": ("d", "an"),
+    "dang": ("d", "ang"),
+    "dao": ("d", "ao"),
+    "de": ("d", "e"),
+    "dei": ("d", "ei"),
+    "den": ("d", "en"),
+    "deng": ("d", "eng"),
+    "di": ("d", "i"),
+    "dia": ("d", "ia"),
+    "dian": ("d", "ian"),
+    "diao": ("d", "iao"),
+    "die": ("d", "ie"),
+    "ding": ("d", "ing"),
+    "diu": ("d", "iou"),
+    "dong": ("d", "ong"),
+    "dou": ("d", "ou"),
+    "du": ("d", "u"),
+    "duan": ("d", "uan"),
+    "dui": ("d", "uei"),
+    "dun": ("d", "uen"),
+    "duo": ("d", "uo"),
+    "e": ("^", "e"),
+    "ei": ("^", "ei"),
+    "en": ("^", "en"),
+    "ng": ("^", "en"),
+    "eng": ("^", "eng"),
+    "er": ("^", "er"),
+    "fa": ("f", "a"),
+    "fan": ("f", "an"),
+    "fang": ("f", "ang"),
+    "fei": ("f", "ei"),
+    "fen": ("f", "en"),
+    "feng": ("f", "eng"),
+    "fo": ("f", "o"),
+    "fou": ("f", "ou"),
+    "fu": ("f", "u"),
+    "ga": ("g", "a"),
+    "gai": ("g", "ai"),
+    "gan": ("g", "an"),
+    "gang": ("g", "ang"),
+    "gao": ("g", "ao"),
+    "ge": ("g", "e"),
+    "gei": ("g", "ei"),
+    "gen": ("g", "en"),
+    "geng": ("g", "eng"),
+    "gong": ("g", "ong"),
+    "gou": ("g", "ou"),
+    "gu": ("g", "u"),
+    "gua": ("g", "ua"),
+    "guai": ("g", "uai"),
+    "guan": ("g", "uan"),
+    "guang": ("g", "uang"),
+    "gui": ("g", "uei"),
+    "gun": ("g", "uen"),
+    "guo": ("g", "uo"),
+    "ha": ("h", "a"),
+    "hai": ("h", "ai"),
+    "han": ("h", "an"),
+    "hang": ("h", "ang"),
+    "hao": ("h", "ao"),
+    "he": ("h", "e"),
+    "hei": ("h", "ei"),
+    "hen": ("h", "en"),
+    "heng": ("h", "eng"),
+    "hong": ("h", "ong"),
+    "hou": ("h", "ou"),
+    "hu": ("h", "u"),
+    "hua": ("h", "ua"),
+    "huai": ("h", "uai"),
+    "huan": ("h", "uan"),
+    "huang": ("h", "uang"),
+    "hui": ("h", "uei"),
+    "hun": ("h", "uen"),
+    "huo": ("h", "uo"),
+    "ji": ("j", "i"),
+    "jia": ("j", "ia"),
+    "jian": ("j", "ian"),
+    "jiang": ("j", "iang"),
+    "jiao": ("j", "iao"),
+    "jie": ("j", "ie"),
+    "jin": ("j", "in"),
+    "jing": ("j", "ing"),
+    "jiong": ("j", "iong"),
+    "jiu": ("j", "iou"),
+    "ju": ("j", "v"),
+    "juan": ("j", "van"),
+    "jue": ("j", "ve"),
+    "jun": ("j", "vn"),
+    "ka": ("k", "a"),
+    "kai": ("k", "ai"),
+    "kan": ("k", "an"),
+    "kang": ("k", "ang"),
+    "kao": ("k", "ao"),
+    "ke": ("k", "e"),
+    "kei": ("k", "ei"),
+    "ken": ("k", "en"),
+    "keng": ("k", "eng"),
+    "kong": ("k", "ong"),
+    "kou": ("k", "ou"),
+    "ku": ("k", "u"),
+    "kua": ("k", "ua"),
+    "kuai": ("k", "uai"),
+    "kuan": ("k", "uan"),
+    "kuang": ("k", "uang"),
+    "kui": ("k", "uei"),
+    "kun": ("k", "uen"),
+    "kuo": ("k", "uo"),
+    "la": ("l", "a"),
+    "lai": ("l", "ai"),
+    "lan": ("l", "an"),
+    "lang": ("l", "ang"),
+    "lao": ("l", "ao"),
+    "le": ("l", "e"),
+    "lei": ("l", "ei"),
+    "leng": ("l", "eng"),
+    "li": ("l", "i"),
+    "lia": ("l", "ia"),
+    "lian": ("l", "ian"),
+    "liang": ("l", "iang"),
+    "liao": ("l", "iao"),
+    "lie": ("l", "ie"),
+    "lin": ("l", "in"),
+    "ling": ("l", "ing"),
+    "liu": ("l", "iou"),
+    "lo": ("l", "o"),
+    "long": ("l", "ong"),
+    "lou": ("l", "ou"),
+    "lu": ("l", "u"),
+    "lv": ("l", "v"),
+    "luan": ("l", "uan"),
+    "lve": ("l", "ve"),
+    "lue": ("l", "ve"),
+    "lun": ("l", "uen"),
+    "luo": ("l", "uo"),
+    "ma": ("m", "a"),
+    "mai": ("m", "ai"),
+    "man": ("m", "an"),
+    "mang": ("m", "ang"),
+    "mao": ("m", "ao"),
+    "me": ("m", "e"),
+    "mei": ("m", "ei"),
+    "men": ("m", "en"),
+    "meng": ("m", "eng"),
+    "mi": ("m", "i"),
+    "mian": ("m", "ian"),
+    "miao": ("m", "iao"),
+    "mie": ("m", "ie"),
+    "min": ("m", "in"),
+    "ming": ("m", "ing"),
+    "miu": ("m", "iou"),
+    "mo": ("m", "o"),
+    "mou": ("m", "ou"),
+    "mu": ("m", "u"),
+    "na": ("n", "a"),
+    "nai": ("n", "ai"),
+    "nan": ("n", "an"),
+    "nang": ("n", "ang"),
+    "nao": ("n", "ao"),
+    "ne": ("n", "e"),
+    "nei": ("n", "ei"),
+    "nen": ("n", "en"),
+    "neng": ("n", "eng"),
+    "ni": ("n", "i"),
+    "nia": ("n", "ia"),
+    "nian": ("n", "ian"),
+    "niang": ("n", "iang"),
+    "niao": ("n", "iao"),
+    "nie": ("n", "ie"),
+    "nin": ("n", "in"),
+    "ning": ("n", "ing"),
+    "niu": ("n", "iou"),
+    "nong": ("n", "ong"),
+    "nou": ("n", "ou"),
+    "nu": ("n", "u"),
+    "nv": ("n", "v"),
+    "nuan": ("n", "uan"),
+    "nve": ("n", "ve"),
+    "nue": ("n", "ve"),
+    "nuo": ("n", "uo"),
+    "o": ("^", "o"),
+    "ou": ("^", "ou"),
+    "pa": ("p", "a"),
+    "pai": ("p", "ai"),
+    "pan": ("p", "an"),
+    "pang": ("p", "ang"),
+    "pao": ("p", "ao"),
+    "pe": ("p", "e"),
+    "pei": ("p", "ei"),
+    "pen": ("p", "en"),
+    "peng": ("p", "eng"),
+    "pi": ("p", "i"),
+    "pian": ("p", "ian"),
+    "piao": ("p", "iao"),
+    "pie": ("p", "ie"),
+    "pin": ("p", "in"),
+    "ping": ("p", "ing"),
+    "po": ("p", "o"),
+    "pou": ("p", "ou"),
+    "pu": ("p", "u"),
+    "qi": ("q", "i"),
+    "qia": ("q", "ia"),
+    "qian": ("q", "ian"),
+    "qiang": ("q", "iang"),
+    "qiao": ("q", "iao"),
+    "qie": ("q", "ie"),
+    "qin": ("q", "in"),
+    "qing": ("q", "ing"),
+    "qiong": ("q", "iong"),
+    "qiu": ("q", "iou"),
+    "qu": ("q", "v"),
+    "quan": ("q", "van"),
+    "que": ("q", "ve"),
+    "qun": ("q", "vn"),
+    "ran": ("r", "an"),
+    "rang": ("r", "ang"),
+    "rao": ("r", "ao"),
+    "re": ("r", "e"),
+    "ren": ("r", "en"),
+    "reng": ("r", "eng"),
+    "ri": ("r", "iii"),
+    "rong": ("r", "ong"),
+    "rou": ("r", "ou"),
+    "ru": ("r", "u"),
+    "rua": ("r", "ua"),
+    "ruan": ("r", "uan"),
+    "rui": ("r", "uei"),
+    "run": ("r", "uen"),
+    "ruo": ("r", "uo"),
+    "sa": ("s", "a"),
+    "sai": ("s", "ai"),
+    "san": ("s", "an"),
+    "sang": ("s", "ang"),
+    "sao": ("s", "ao"),
+    "se": ("s", "e"),
+    "sen": ("s", "en"),
+    "seng": ("s", "eng"),
+    "sha": ("sh", "a"),
+    "shai": ("sh", "ai"),
+    "shan": ("sh", "an"),
+    "shang": ("sh", "ang"),
+    "shao": ("sh", "ao"),
+    "she": ("sh", "e"),
+    "shei": ("sh", "ei"),
+    "shen": ("sh", "en"),
+    "sheng": ("sh", "eng"),
+    "shi": ("sh", "iii"),
+    "shou": ("sh", "ou"),
+    "shu": ("sh", "u"),
+    "shua": ("sh", "ua"),
+    "shuai": ("sh", "uai"),
+    "shuan": ("sh", "uan"),
+    "shuang": ("sh", "uang"),
+    "shui": ("sh", "uei"),
+    "shun": ("sh", "uen"),
+    "shuo": ("sh", "uo"),
+    "si": ("s", "ii"),
+    "song": ("s", "ong"),
+    "sou": ("s", "ou"),
+    "su": ("s", "u"),
+    "suan": ("s", "uan"),
+    "sui": ("s", "uei"),
+    "sun": ("s", "uen"),
+    "suo": ("s", "uo"),
+    "ta": ("t", "a"),
+    "tai": ("t", "ai"),
+    "tan": ("t", "an"),
+    "tang": ("t", "ang"),
+    "tao": ("t", "ao"),
+    "te": ("t", "e"),
+    "tei": ("t", "ei"),
+    "teng": ("t", "eng"),
+    "ti": ("t", "i"),
+    "tian": ("t", "ian"),
+    "tiao": ("t", "iao"),
+    "tie": ("t", "ie"),
+    "ting": ("t", "ing"),
+    "tong": ("t", "ong"),
+    "tou": ("t", "ou"),
+    "tu": ("t", "u"),
+    "tuan": ("t", "uan"),
+    "tui": ("t", "uei"),
+    "tun": ("t", "uen"),
+    "tuo": ("t", "uo"),
+    "wa": ("^", "ua"),
+    "wai": ("^", "uai"),
+    "wan": ("^", "uan"),
+    "wang": ("^", "uang"),
+    "wei": ("^", "uei"),
+    "wen": ("^", "uen"),
+    "weng": ("^", "ueng"),
+    "wo": ("^", "uo"),
+    "wu": ("^", "u"),
+    "xi": ("x", "i"),
+    "xia": ("x", "ia"),
+    "xian": ("x", "ian"),
+    "xiang": ("x", "iang"),
+    "xiao": ("x", "iao"),
+    "xie": ("x", "ie"),
+    "xin": ("x", "in"),
+    "xing": ("x", "ing"),
+    "xiong": ("x", "iong"),
+    "xiu": ("x", "iou"),
+    "xu": ("x", "v"),
+    "xuan": ("x", "van"),
+    "xue": ("x", "ve"),
+    "xun": ("x", "vn"),
+    "ya": ("^", "ia"),
+    "yan": ("^", "ian"),
+    "yang": ("^", "iang"),
+    "yao": ("^", "iao"),
+    "ye": ("^", "ie"),
+    "yi": ("^", "i"),
+    "yin": ("^", "in"),
+    "ying": ("^", "ing"),
+    "yo": ("^", "iou"),
+    "yong": ("^", "iong"),
+    "you": ("^", "iou"),
+    "yu": ("^", "v"),
+    "yuan": ("^", "van"),
+    "yue": ("^", "ve"),
+    "yun": ("^", "vn"),
+    "za": ("z", "a"),
+    "zai": ("z", "ai"),
+    "zan": ("z", "an"),
+    "zang": ("z", "ang"),
+    "zao": ("z", "ao"),
+    "ze": ("z", "e"),
+    "zei": ("z", "ei"),
+    "zen": ("z", "en"),
+    "zeng": ("z", "eng"),
+    "zha": ("zh", "a"),
+    "zhai": ("zh", "ai"),
+    "zhan": ("zh", "an"),
+    "zhang": ("zh", "ang"),
+    "zhao": ("zh", "ao"),
+    "zhe": ("zh", "e"),
+    "zhei": ("zh", "ei"),
+    "zhen": ("zh", "en"),
+    "zheng": ("zh", "eng"),
+    "zhi": ("zh", "iii"),
+    "zhong": ("zh", "ong"),
+    "zhou": ("zh", "ou"),
+    "zhu": ("zh", "u"),
+    "zhua": ("zh", "ua"),
+    "zhuai": ("zh", "uai"),
+    "zhuan": ("zh", "uan"),
+    "zhuang": ("zh", "uang"),
+    "zhui": ("zh", "uei"),
+    "zhun": ("zh", "uen"),
+    "zhuo": ("zh", "uo"),
+    "zi": ("z", "ii"),
+    "zong": ("z", "ong"),
+    "zou": ("z", "ou"),
+    "zu": ("z", "u"),
+    "zuan": ("z", "uan"),
+    "zui": ("z", "uei"),
+    "zun": ("z", "uen"),
+    "zuo": ("z", "uo"),
+}
diff --git a/bert/vocab.txt b/bert/vocab.txt
new file mode 100644
index 0000000..66b6d20
--- /dev/null
+++ b/bert/vocab.txt
@@ -0,0 +1,21128 @@
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diff --git a/configs/baker_base.json b/configs/baker_base.json
deleted file mode 100755
index 9683542..0000000
--- a/configs/baker_base.json
+++ /dev/null
@@ -1,81 +0,0 @@
-{
-    "train": {
-        "log_interval": 200,
-        "eval_interval": 10000,
-        "seed": 1234,
-        "epochs": 20000,
-        "learning_rate": 2e-4,
-        "betas": [
-            0.8,
-            0.99
-        ],
-        "eps": 1e-9,
-        "batch_size": 16,
-        "fp16_run": false,
-        "lr_decay": 0.999875,
-        "segment_size": 8192,
-        "init_lr_ratio": 1,
-        "warmup_epochs": 0,
-        "c_mel": 45,
-        "c_kl": 1.0
-    },
-    "data": {
-        "training_files": "filelists/baker_train.txt",
-        "validation_files": "filelists/baker_valid.txt",
-        "max_wav_value": 32768.0,
-        "sampling_rate": 16000,
-        "filter_length": 1024,
-        "hop_length": 256,
-        "win_length": 1024,
-        "n_mel_channels": 80,
-        "mel_fmin": 0.0,
-        "mel_fmax": null,
-        "add_blank": false,
-        "n_speakers": 0
-    },
-    "model": {
-        "gen_istft_n_fft": 16,
-        "gen_istft_hop_size": 4,
-        "inter_channels": 192,
-        "hidden_channels": 192,
-        "filter_channels": 768,
-        "n_heads": 2,
-        "n_layers": 6,
-        "kernel_size": 3,
-        "p_dropout": 0.1,
-        "resblock": "1",
-        "resblock_kernel_sizes": [
-            3,
-            7,
-            11
-        ],
-        "resblock_dilation_sizes": [
-            [
-                1,
-                3,
-                5
-            ],
-            [
-                1,
-                3,
-                5
-            ],
-            [
-                1,
-                3,
-                5
-            ]
-        ],
-        "upsample_rates": [
-            8,
-            8
-        ],
-        "upsample_initial_channel": 512,
-        "upsample_kernel_sizes": [
-            16,
-            16
-        ],
-        "n_layers_q": 3,
-        "use_spectral_norm": false
-    }
-}
\ No newline at end of file
diff --git a/configs/bert_vits.json b/configs/bert_vits.json
new file mode 100644
index 0000000..79b82b4
--- /dev/null
+++ b/configs/bert_vits.json
@@ -0,0 +1,50 @@
+{
+  "train": {
+    "log_interval": 100,
+    "eval_interval": 10000,
+    "seed": 1234,
+    "epochs": 20000,
+    "learning_rate": 1e-4,
+    "betas": [0.8, 0.99],
+    "eps": 1e-9,
+    "batch_size": 8,
+    "fp16_run": false,
+    "lr_decay": 0.999875,
+    "segment_size": 12800,
+    "init_lr_ratio": 1,
+    "warmup_epochs": 0,
+    "c_mel": 45,
+    "c_kl": 1.0
+  },
+  "data": {
+    "training_files":"filelists/train.txt",
+    "validation_files":"filelists/valid.txt",
+    "max_wav_value": 32768.0,
+    "sampling_rate": 16000,
+    "filter_length": 1024,
+    "hop_length": 256,
+    "win_length": 1024,
+    "n_mel_channels": 80,
+    "mel_fmin": 0.0,
+    "mel_fmax": null,
+    "add_blank": false,
+    "n_speakers": 0
+  },
+  "model": {
+    "inter_channels": 192,
+    "hidden_channels": 192,
+    "filter_channels": 768,
+    "n_heads": 2,
+    "n_layers": 6,
+    "kernel_size": 3,
+    "p_dropout": 0.1,
+    "resblock": "1",
+    "resblock_kernel_sizes": [3,7,11],
+    "resblock_dilation_sizes": [[1,3,5], [1,3,5], [1,3,5]],
+    "upsample_rates": [8,8,2,2],
+    "upsample_initial_channel": 512,
+    "upsample_kernel_sizes": [16,16,4,4],
+    "n_layers_q": 3,
+    "use_spectral_norm": false
+  }
+}
\ No newline at end of file
diff --git a/configs/loss.png b/configs/loss.png
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diff --git a/data_utils.py b/data_utils.py
index 115cf9e..dcb2a6d 100755
--- a/data_utils.py
+++ b/data_utils.py
@@ -47,20 +47,21 @@ def _filter(self):
 
         audiopaths_and_text_new = []
         lengths = []
-        for audiopath, text in self.audiopaths_and_text:
-            text_len = len(text.split())
-            if self.min_text_len <= text_len and text_len <= self.max_text_len:
-                audiopaths_and_text_new.append([audiopath, text])
+        for audiopath, bert, text in self.audiopaths_and_text:
+            length = len(text.split())
+            if self.min_text_len <= length and length <= self.max_text_len:
+                audiopaths_and_text_new.append([audiopath, bert, text])
                 lengths.append(os.path.getsize(audiopath) // (2 * self.hop_length))
         self.audiopaths_and_text = audiopaths_and_text_new
         self.lengths = lengths
 
     def get_audio_text_pair(self, audiopath_and_text):
         # separate filename and text
-        audiopath, text = audiopath_and_text[0], audiopath_and_text[1]
-        text = self.get_text(text)
+        audiopath, bert, text = audiopath_and_text[0], audiopath_and_text[1], audiopath_and_text[2]
         spec, wav = self.get_audio(audiopath)
-        return (text, spec, wav)
+        text = self.get_text(text)
+        bert = self.get_bert(bert)
+        return (spec, wav, text, bert)
 
     def get_audio(self, filename):
         audio, sampling_rate = load_wav_to_torch(filename)
@@ -88,6 +89,12 @@ def get_audio(self, filename):
             torch.save(spec, spec_filename)
         return spec, audio_norm
 
+    def get_bert(self, bert):
+        bert_embed = np.load(bert)
+        bert_embed = bert_embed.astype(np.float32)
+        bert_embed = torch.FloatTensor(bert_embed)
+        return bert_embed
+
     def get_text(self, text):
         text_norm = cleaned_text_to_sequence(text)
         if self.add_blank:
@@ -102,8 +109,9 @@ def __len__(self):
         return len(self.audiopaths_and_text)
 
 
-class TextAudioCollate:
-    """Zero-pads model inputs and targets"""
+class TextAudioCollate():
+    """ Zero-pads model inputs and targets
+    """
 
     def __init__(self, return_ids=False):
         self.return_ids = return_ids
@@ -116,229 +124,47 @@ def __call__(self, batch):
         """
         # Right zero-pad all one-hot text sequences to max input length
         _, ids_sorted_decreasing = torch.sort(
-            torch.LongTensor([x[1].size(1) for x in batch]), dim=0, descending=True
+            torch.LongTensor([x[0].size(1) for x in batch]), dim=0, descending=True
         )
 
-        max_text_len = max([len(x[0]) for x in batch])
-        max_spec_len = max([x[1].size(1) for x in batch])
-        max_wav_len = max([x[2].size(1) for x in batch])
+        max_spec_len = max([x[0].size(1) for x in batch])
+        max_wav_len = max([x[1].size(1) for x in batch])
+        max_text_len = max([len(x[2]) for x in batch])
 
-        text_lengths = torch.LongTensor(len(batch))
         spec_lengths = torch.LongTensor(len(batch))
         wav_lengths = torch.LongTensor(len(batch))
+        text_lengths = torch.LongTensor(len(batch))
 
-        text_padded = torch.LongTensor(len(batch), max_text_len)
-        spec_padded = torch.FloatTensor(len(batch), batch[0][1].size(0), max_spec_len)
+        spec_padded = torch.FloatTensor(len(batch), batch[0][0].size(0), max_spec_len)
         wav_padded = torch.FloatTensor(len(batch), 1, max_wav_len)
-        text_padded.zero_()
+        text_padded = torch.LongTensor(len(batch), max_text_len)
+        bert_padded = torch.FloatTensor(len(batch), max_text_len, 256)
+
         spec_padded.zero_()
         wav_padded.zero_()
+        text_padded.zero_()
+        bert_padded.zero_()
         for i in range(len(ids_sorted_decreasing)):
             row = batch[ids_sorted_decreasing[i]]
 
-            text = row[0]
-            text_padded[i, : text.size(0)] = text
-            text_lengths[i] = text.size(0)
-
-            spec = row[1]
-            spec_padded[i, :, : spec.size(1)] = spec
+            spec = row[0]
+            spec_padded[i, :, :spec.size(1)] = spec
             spec_lengths[i] = spec.size(1)
 
-            wav = row[2]
-            wav_padded[i, :, : wav.size(1)] = wav
+            wav = row[1]
+            wav_padded[i, :, :wav.size(1)] = wav
             wav_lengths[i] = wav.size(1)
 
-        if self.return_ids:
-            return (
-                text_padded,
-                text_lengths,
-                spec_padded,
-                spec_lengths,
-                wav_padded,
-                wav_lengths,
-                ids_sorted_decreasing,
-            )
-        return (
-            text_padded,
-            text_lengths,
-            spec_padded,
-            spec_lengths,
-            wav_padded,
-            wav_lengths,
-        )
-
-
-"""Multi speaker version"""
-
-
-class TextAudioSpeakerLoader(torch.utils.data.Dataset):
-    """
-    1) loads audio, speaker_id, text pairs
-    2) normalizes text and converts them to sequences of integers
-    3) computes spectrograms from audio files.
-    """
-
-    def __init__(self, audiopaths_sid_text, hparams):
-        self.audiopaths_sid_text = load_filepaths_and_text(audiopaths_sid_text)
-        self.max_wav_value = hparams.max_wav_value
-        self.sampling_rate = hparams.sampling_rate
-        self.filter_length = hparams.filter_length
-        self.hop_length = hparams.hop_length
-        self.win_length = hparams.win_length
-        self.sampling_rate = hparams.sampling_rate
-
-        self.cleaned_text = getattr(hparams, "cleaned_text", False)
-
-        self.add_blank = hparams.add_blank
-        self.min_text_len = getattr(hparams, "min_text_len", 1)
-        self.max_text_len = getattr(hparams, "max_text_len", 190)
-
-        random.seed(1234)
-        random.shuffle(self.audiopaths_sid_text)
-        self._filter()
-
-    def _filter(self):
-        """
-        Filter text & store spec lengths
-        """
-        # Store spectrogram lengths for Bucketing
-        # wav_length ~= file_size / (wav_channels * Bytes per dim) = file_size / (1 * 2)
-        # spec_length = wav_length // hop_length
-
-        audiopaths_sid_text_new = []
-        lengths = []
-        for audiopath, sid, text in self.audiopaths_sid_text:
-            if self.min_text_len <= len(text) and len(text) <= self.max_text_len:
-                audiopaths_sid_text_new.append([audiopath, sid, text])
-                lengths.append(os.path.getsize(audiopath) // (2 * self.hop_length))
-        self.audiopaths_sid_text = audiopaths_sid_text_new
-        self.lengths = lengths
-
-    def get_audio_text_speaker_pair(self, audiopath_sid_text):
-        # separate filename, speaker_id and text
-        audiopath, sid, text = (
-            audiopath_sid_text[0],
-            audiopath_sid_text[1],
-            audiopath_sid_text[2],
-        )
-        text = self.get_text(text)
-        spec, wav = self.get_audio(audiopath)
-        sid = self.get_sid(sid)
-        return (text, spec, wav, sid)
-
-    def get_audio(self, filename):
-        audio, sampling_rate = load_wav_to_torch(filename)
-        if sampling_rate != self.sampling_rate:
-            raise ValueError(
-                "{} {} SR doesn't match target {} SR".format(
-                    sampling_rate, self.sampling_rate
-                )
-            )
-        audio_norm = audio / self.max_wav_value
-        audio_norm = audio_norm.unsqueeze(0)
-        spec_filename = filename.replace(".wav", ".spec.pt")
-        if os.path.exists(spec_filename):
-            spec = torch.load(spec_filename)
-        else:
-            spec = spectrogram_torch(
-                audio_norm,
-                self.filter_length,
-                self.sampling_rate,
-                self.hop_length,
-                self.win_length,
-                center=False,
-            )
-            spec = torch.squeeze(spec, 0)
-            torch.save(spec, spec_filename)
-        return spec, audio_norm
-
-    def get_text(self, text):
-        text_norm = cleaned_text_to_sequence(text)
-        if self.add_blank:
-            text_norm = commons.intersperse(text_norm, 0)
-        text_norm = torch.LongTensor(text_norm)
-        return text_norm
-
-    def get_sid(self, sid):
-        sid = torch.LongTensor([int(sid)])
-        return sid
-
-    def __getitem__(self, index):
-        return self.get_audio_text_speaker_pair(self.audiopaths_sid_text[index])
-
-    def __len__(self):
-        return len(self.audiopaths_sid_text)
-
-
-class TextAudioSpeakerCollate:
-    """Zero-pads model inputs and targets"""
-
-    def __init__(self, return_ids=False):
-        self.return_ids = return_ids
-
-    def __call__(self, batch):
-        """Collate's training batch from normalized text, audio and speaker identities
-        PARAMS
-        ------
-        batch: [text_normalized, spec_normalized, wav_normalized, sid]
-        """
-        # Right zero-pad all one-hot text sequences to max input length
-        _, ids_sorted_decreasing = torch.sort(
-            torch.LongTensor([x[1].size(1) for x in batch]), dim=0, descending=True
-        )
-
-        max_text_len = max([len(x[0]) for x in batch])
-        max_spec_len = max([x[1].size(1) for x in batch])
-        max_wav_len = max([x[2].size(1) for x in batch])
-
-        text_lengths = torch.LongTensor(len(batch))
-        spec_lengths = torch.LongTensor(len(batch))
-        wav_lengths = torch.LongTensor(len(batch))
-        sid = torch.LongTensor(len(batch))
-
-        text_padded = torch.LongTensor(len(batch), max_text_len)
-        spec_padded = torch.FloatTensor(len(batch), batch[0][1].size(0), max_spec_len)
-        wav_padded = torch.FloatTensor(len(batch), 1, max_wav_len)
-        text_padded.zero_()
-        spec_padded.zero_()
-        wav_padded.zero_()
-        for i in range(len(ids_sorted_decreasing)):
-            row = batch[ids_sorted_decreasing[i]]
-
-            text = row[0]
-            text_padded[i, : text.size(0)] = text
+            text = row[2]
+            text_padded[i, :text.size(0)] = text
             text_lengths[i] = text.size(0)
 
-            spec = row[1]
-            spec_padded[i, :, : spec.size(1)] = spec
-            spec_lengths[i] = spec.size(1)
-
-            wav = row[2]
-            wav_padded[i, :, : wav.size(1)] = wav
-            wav_lengths[i] = wav.size(1)
-
-            sid[i] = row[3]
+            bert = row[3]
+            bert_padded[i, :bert.size(0), :] = bert
 
         if self.return_ids:
-            return (
-                text_padded,
-                text_lengths,
-                spec_padded,
-                spec_lengths,
-                wav_padded,
-                wav_lengths,
-                sid,
-                ids_sorted_decreasing,
-            )
-        return (
-            text_padded,
-            text_lengths,
-            spec_padded,
-            spec_lengths,
-            wav_padded,
-            wav_lengths,
-            sid,
-        )
+            return text_padded, text_lengths, bert_padded, spec_padded, spec_lengths, wav_padded, wav_lengths, ids_sorted_decreasing
+        return text_padded, text_lengths, bert_padded, spec_padded, spec_lengths, wav_padded, wav_lengths
 
 
 class DistributedBucketSampler(torch.utils.data.distributed.DistributedSampler):
diff --git a/filelists/baker_all.txt b/filelists/baker_all.txt
new file mode 100644
index 0000000..9716c65
--- /dev/null
+++ b/filelists/baker_all.txt
@@ -0,0 +1,9778 @@
+./baker_waves/000001.wav|./baker_bert/000001.npy|sil k a2 ^ er2 p u3 p ei2 ^ uai4 s uen1 ^ uan2 h ua2 t i1 sp sil
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+./baker_waves/009998.wav|./baker_bert/009998.npy|sil zh e4 ch ang3 k ang4 ^ i4 h uo2 d ong4 j iou1 j ing4 sh iii4 r u2 h e2 f a1 zh an2 ^ ian3 b ian4 d e5 sp ^ iou4 j iou1 j ing4 sh iii4 sh uei2 sh ang1 h ai4 l e5 sh uei2 sp sil
+./baker_waves/009999.wav|./baker_bert/009999.npy|sil ^ in1 h ua4 g uo2 f eng1 x iao4 j i1 sp m u4 d i4 sh e4 j i4 g en1 j v4 q i2 sh u3 x iang4 sh e4 j i4 sp sil
+./baker_waves/010000.wav|./baker_bert/010000.npy|sil z ai4 ^ v4 zh ong1 sp zh ang1 m ing2 b ao2 h uei3 h en4 j iao1 j ia1 sp x ie3 l e5 ^ i2 f en4 ch an4 h uei3 sh u1 sp sil
diff --git a/filelists/baker_train.txt b/filelists/baker_train.txt
index 4658efa..5b45b27 100755
--- a/filelists/baker_train.txt
+++ b/filelists/baker_train.txt
@@ -1,9660 +1,9749 @@
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+./baker_waves/009995.wav|./baker_bert/009995.npy|sil l i3 d ong1 ^ ueng2 b iao3 sh iii4 sp z ii4 j i3 d ang1 sh iii2 z ai4 f a3 t ing2 sh ang4 f a1 b iao3 l e5 ^ i2 c ii4 d u2 t e4 d e5 g ong1 s u4 ^ i4 j ian4 sp sil
+./baker_waves/009996.wav|./baker_bert/009996.npy|sil l ing4 ^ i4 n an2 z ii3 p u1 l e5 sh ang4 l ai5 sp sh ou2 l i3 n a2 zh e5 m ing2 h uang4 h uang4 d e5 ch ang2 d ao1 sp x iang4 t a1 x iong1 k ou3 zh iii2 c ii4 sp sil
+./baker_waves/009997.wav|./baker_bert/009997.npy|sil j in1 t ian1 sp k uai4 d i4 ^ van2 n a2 zh e5 ^ i2 g e4 k uai4 d i4 z ai4 b an4 g ong1 sh iii4 h an3 sp q in2 ^ uang2 sh iii4 n a3 g e4 sp ^ iou3 t a1 k uai4 d i4 sp sil
+./baker_waves/009998.wav|./baker_bert/009998.npy|sil zh e4 ch ang3 k ang4 ^ i4 h uo2 d ong4 j iou1 j ing4 sh iii4 r u2 h e2 f a1 zh an2 ^ ian3 b ian4 d e5 sp ^ iou4 j iou1 j ing4 sh iii4 sh uei2 sh ang1 h ai4 l e5 sh uei2 sp sil
+./baker_waves/009999.wav|./baker_bert/009999.npy|sil ^ in1 h ua4 g uo2 f eng1 x iao4 j i1 sp m u4 d i4 sh e4 j i4 g en1 j v4 q i2 sh u3 x iang4 sh e4 j i4 sp sil
+./baker_waves/010000.wav|./baker_bert/010000.npy|sil z ai4 ^ v4 zh ong1 sp zh ang1 m ing2 b ao2 h uei3 h en4 j iao1 j ia1 sp x ie3 l e5 ^ i2 f en4 ch an4 h uei3 sh u1 sp sil
diff --git a/filelists/baker_valid.txt b/filelists/baker_valid.txt
index d4d6ed1..ad66a46 100755
--- a/filelists/baker_valid.txt
+++ b/filelists/baker_valid.txt
@@ -1,103 +1,29 @@
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-./baker_waves/009981.wav|sil h ao3 #0 z ai4 #0 zh ong4 #0 d i4 #0 x iong5 #0 k an4 #0 d ao4 #0 l e5 #0 sp b a3 #0 t a1 #0 zh uei1 #0 l e5 #0 h uei2 #0 l ai2 #0 sil eos
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-./baker_waves/009988.wav|sil m an4 #0 t ian1 #0 d e5 #0 h ong2 #0 x ia2 #0 sp sh iii3 #0 j in4 #0 g ei2 #0 l iang3 #0 r en2 #0 z eng1 #0 t ian1 #0 q i4 #0 f en1 #0 sil eos
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-./baker_waves/009993.wav|sil x iao3 #0 m ing2 #0 ^ iao2 #0 ^ iao2 #0 t ou2 #0 sh uo1 #0 sil b u2 #0 sh iii4 #0 sil ^ uo2 #0 zh iii3 #0 sh iii4 #0 m ei2 #0 n v3 #0 k an4 #0 d uo1 #0 l e5 #0 sil x iang3 #0 h uan4 #0 g e5 #0 k ou3 #0 ^ uei4 #0 ^ er2 #0 ^ i3 #0 sil eos
-./baker_waves/009994.wav|sil j ie1 #0 x ia4 #0 l ai2 #0 sil h ong2 #0 n iang2 #0 sp ^ iao1 #0 q iou2 #0 j i4 #0 zh e3 #0 j iao1 #0 f ei4 #0 sil j i4 #0 zh e2 #0 b iao3 #0 sh iii4 #0 sp b u4 #0 zh iii1 #0 b iao2 #0 j ie3 #0 sh en1 #0 f en4 #0 zh eng4 #0 h ao4 #0 m a3 #0 sil eos
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-./baker_waves/009998.wav|sil zh e4 #0 ch ang3 #0 k ang4 #0 ^ i4 #0 h uo2 #0 d ong4 #0 sp j iou1 #0 j ing4 #0 sh iii4 #0 r u2 #0 h e2 #0 f a1 #0 zh an2 #0 ^ ian3 #0 b ian4 #0 d e5 #0 sil ^ iou4 #0 j iou1 #0 j ing4 #0 sh iii4 #0 sh uei2 #0 sh ang1 #0 h ai4 #0 l e5 #0 sh uei2 #0 sil eos
-./baker_waves/009999.wav|sil ^ in1 #0 h ua4 #0 g uo2 #0 f eng1 #0 x iao4 #0 j i1 #0 sil m u4 #0 d i4 #0 sh e4 #0 j i4 #0 g en1 #0 j v4 #0 q i2 #0 sh u3 #0 x iang4 #0 sh e4 #0 j i4 #0 sil eos
+./baker_waves/000001.wav|./baker_bert/000001.npy|sil k a2 ^ er2 p u3 p ei2 ^ uai4 s uen1 ^ uan2 h ua2 t i1 sp sil
+./baker_waves/000002.wav|./baker_bert/000002.npy|sil j ia2 ^ v3 c uen1 ^ ian2 b ie2 z ai4 ^ iong1 b ao4 ^ uo3 sp sil
+./baker_waves/000003.wav|./baker_bert/000003.npy|sil b ao2 m a3 p ei4 g ua4 b o3 l uo2 ^ an1 sp d iao1 ch an2 ^ van4 zh en3 d ong3 ^ ueng1 t a4 sp sil
+./baker_waves/000004.wav|./baker_bert/000004.npy|sil d eng4 x iao3 p ing2 ^ v3 s a4 q ie4 ^ er3 h uei4 ^ u4 sp sil
+./baker_waves/000005.wav|./baker_bert/000005.npy|sil l ao2 h u3 ^ iou4 z ai3 ^ v2 ch ong3 ^ u4 q van3 ^ uan2 sh ua3 sp sil
+./baker_waves/000006.wav|./baker_bert/000006.npy|sil sh en1 ch ang2 ^ ve1 ^ u2 ch iii3 ^ er4 c uen4 ^ u3 f en1 h uo4 ^ i3 sh ang4 sp sil
+./baker_waves/000007.wav|./baker_bert/000007.npy|sil zh ao4 d i2 ^ ve1 c ao2 ^ vn2 t eng2 q v4 g uei3 ^ u1 sp sil
+./baker_waves/000008.wav|./baker_bert/000008.npy|sil zh an2 p in3 s uei1 ^ iou3 sp zh an3 ^ van2 q ve4 t uei2 sp sil
+./baker_waves/000009.wav|./baker_bert/000009.npy|sil ^ i2 s an3 j v1 ^ er2 t ong2 h e2 ^ iou4 t uo1 ^ er2 t ong2 ^ uei2 zh u3 sp sil
+./baker_waves/000010.wav|./baker_bert/000010.npy|sil k e1 t e4 n i1 sh en1 ch uan1 b ao4 ^ uen2 d a4 ^ i1 sp sil
+./baker_waves/000011.wav|./baker_bert/000011.npy|sil ^ in3 c ai2 ^ iao4 sh ai1 sp ^ iong4 c ai2 ^ ie3 ^ iao4 sh ai1 sp sil
+./baker_waves/000012.wav|./baker_bert/000012.npy|sil n an2 ^ ve4 k uen1 l uen2 sh an1 ^ v3 x i1 z ang4 j ie1 r ang3 sp sil
+./baker_waves/000013.wav|./baker_bert/000013.npy|sil ^ ueng1 k ai3 l an2 f ang2 r u3 x ian4 ^ ai2 x van1 ch uan2 zh ao4 sp sil
+./baker_waves/000014.wav|./baker_bert/000014.npy|sil ^ uo3 h uei2 ^ iou4 h eng1 h eng5 z uo3 h eng1 h eng5 sp sil
+./baker_waves/000015.wav|./baker_bert/000015.npy|sil ^ u2 ^ vn2 b ao2 n ai3 n ai5 t iao1 x van3 p i2 p a2 sp sil
+./baker_waves/000016.wav|./baker_bert/000016.npy|sil c ii3 ^ uai4 g uang2 b en3 ^ ie3 j iang1 ^ iou2 sh ao4 zh uang4 p ai4 zh ang2 g uan3 sp sil
+./baker_waves/000017.wav|./baker_bert/000017.npy|sil ^ iou4 m an2 ^ u3 n iao2 n iao3 sp z uo3 q iong2 g e1 x i1 x i1 sp sil
+./baker_waves/000018.wav|./baker_bert/000018.npy|sil ^ ian3 k uang4 k uan1 k uo4 ^ er2 d i1 ^ ai3 sp b i2 d uan3 ^ er2 k uan1 sp sil
+./baker_waves/000019.wav|./baker_bert/000019.npy|sil x ia2 p u3 x ian4 ^ ia2 ch eng2 zh en4 ^ u1 q i2 sp ^ ua3 ^ iao2 c uen1 sh uei3 ^ uei4 m eng2 zh ang3 sp sil
+./baker_waves/000020.wav|./baker_bert/000020.npy|sil h uo4 s ii1 ^ ian4 l u4 b ei4 x iou4 r u3 g ou1 x ing4 g an3 r e2 h uo3 sp sil
+./baker_waves/000021.wav|./baker_bert/000021.npy|sil ^ ie3 k e2 ^ i3 g ei3 b en2 ^ uei3 ^ van2 f an3 ^ ing4 ^ iou5 sp sil
+./baker_waves/000022.wav|./baker_bert/000022.npy|sil ^ iao2 l an2 p ai2 g ai4 ^ uei2 j ian4 ^ ing1 ^ er2 p ei4 f ang1 n ai2 f en3 sp sil
+./baker_waves/000023.wav|./baker_bert/000023.npy|sil ^ e4 ^ v4 l u2 ^ uan3 s u1 j v2 d i4 d a4 b ao4 ^ v3 sp sil
+./baker_waves/000024.wav|./baker_bert/000024.npy|sil ^ i3 x ia4 ^ uei2 x ve1 m an2 z ii5 g uan1 d ian3 zh ai1 ^ iao4 sp sil
+./baker_waves/000025.wav|./baker_bert/000025.npy|sil ch en2 ^ v2 l uo4 ^ ian4 sp b i4 ^ ve4 x iou1 h ua1 sp sil
+./baker_waves/000026.wav|./baker_bert/000026.npy|sil ^ er2 x v3 g uan4 ^ ing1 ^ i4 j iang1 ^ v2 m ing2 r iii4 ch u1 b in4 sp sil
+./baker_waves/000027.wav|./baker_bert/000027.npy|sil ^ a1 j iao1 ^ v2 b ai3 ^ uei4 sp g uei2 f en3 s ii1 sp k uang2 h uan1 sp sil
+./baker_waves/000028.wav|./baker_bert/000028.npy|sil f ang2 ^ u1 m ai3 m ai4 q i4 ^ ve1 h e2 sh ou1 t iao2 sp sil
+./baker_waves/000030.wav|./baker_bert/000030.npy|sil h ei1 x iong2 ch uang3 j in4 ^ uang2 m ing2 h uei1 j ia1 h ou4 ^ van4 m i4 sh iii2 sp sil
diff --git a/mel_processing.py b/mel_processing.py
index fd2e8b5..83a2b79 100755
--- a/mel_processing.py
+++ b/mel_processing.py
@@ -91,7 +91,7 @@ def spec_to_mel_torch(spec, n_fft, num_mels, sampling_rate, fmin, fmax):
     dtype_device = str(spec.dtype) + "_" + str(spec.device)
     fmax_dtype_device = str(fmax) + "_" + dtype_device
     if fmax_dtype_device not in mel_basis:
-        mel = librosa_mel_fn(sampling_rate, n_fft, num_mels, fmin, fmax)
+        mel = librosa_mel_fn(sr=sampling_rate, n_fft=n_fft, n_mels=num_mels, fmin=fmin, fmax=fmax)
         mel_basis[fmax_dtype_device] = torch.from_numpy(mel).to(
             dtype=spec.dtype, device=spec.device
         )
@@ -113,7 +113,7 @@ def mel_spectrogram_torch(
     fmax_dtype_device = str(fmax) + "_" + dtype_device
     wnsize_dtype_device = str(win_size) + "_" + dtype_device
     if fmax_dtype_device not in mel_basis:
-        mel = librosa_mel_fn(sampling_rate, n_fft, num_mels, fmin, fmax)
+        mel = librosa_mel_fn(sr=sampling_rate, n_fft=n_fft, n_mels=num_mels, fmin=fmin, fmax=fmax)
         mel_basis[fmax_dtype_device] = torch.from_numpy(mel).to(
             dtype=y.dtype, device=y.device
         )
diff --git a/misc/pypinyin-local.dict b/misc/pypinyin-local.dict
deleted file mode 100755
index c4d6ae5..0000000
--- a/misc/pypinyin-local.dict
+++ /dev/null
@@ -1,327 +0,0 @@
-姐姐 jie3 jie
-宝宝 bao3 bao
-哥哥 ge1 ge
-妹妹 mei4 mei
-弟弟 di4 di
-妈妈 ma1 ma
-开心哦 kai1 xin1 o
-爸爸 ba4 ba
-秘密哟 mi4 mi4 yo
-哦 o
-一年 yi4 nian2
-一夜 yi2 ye4
-一切 yi2 qie4
-一座 yi2 zuo4
-一下 yi2 xia4
-上一山 shang4 yi2 shan1
-下一山 xia4 yi2 shan1
-休息 xiu1 xi2
-东西 dong1 xi
-上一届 shang4 yi2 jie4
-便宜 pian2 yi4
-加长 jia1 chang2
-单田芳 shan4 tian2 fang1
-帧 zhen1
-长时间 chang2 shi2 jian1
-长时 chang2 shi2
-识别 shi2 bie2
-生命中 sheng1 ming4 zhong1
-踏实 ta1 shi
-嗯 en4
-溜达 liu1 da
-少儿 shao4 er2
-爷爷 ye2 ye
-不是 bu2 shi4
-一圈 yi1 quan1
-厜读一声 zui1 du2 yi4 sheng1
-一种 yi4 zhong3
-一簇簇 yi2 cu4 cu4
-一个 yi2 ge4
-一样 yi2 yang4
-一跩一跩 yi4 zhuai3 yi4 zhuai3
-一会儿 yi2 hui4 er
-一幢 yi2 zhuang4
-挨了 ai2 le
-熬菜 ao1 cai4
-扒鸡 pa2 ji1
-背枪 bei1 qiang1
-绷瓷儿 beng4 ci2 er2
-绷劲儿 beng3 jin4 er
-绷着脸 beng3 zhe lian3
-藏医 zang4 yi1
-噌吰 cheng1 hong2
-差点儿 cha4 dian3 er
-差失 cha1 shi1
-差误 cha1 wu4
-孱头 can4 tou
-乘间 cheng2 jian4
-锄镰棘矜 chu2 lian2 ji2 qin2
-川藏 chuan1 zang4
-穿著 chuan1 zhuo2
-答讪 da1 shan4
-答言 da1 yan2
-大伯子 da4 bai3 zi
-大夫 dai4 fu
-弹冠 tan2 guan1
-当间 dang1 jian4
-当然咯 dang1 ran2 lo
-点种 dian3 zhong3
-垛好 duo4 hao3
-发疟子 fa1 yao4 zi
-饭熟了 fan4 shou2 le
-附著 fu4 zhuo2
-复沓 fu4 ta4
-供稿 gong1 gao3
-供养 gong1 yang3
-骨朵 gu1 duo
-骨碌 gu1 lu
-果脯 guo3 fu3
-哈什玛 ha4 shi2 ma3
-海蜇 hai3 zhe2
-呵欠 he1 qian
-河水汤汤 he2 shui3 shang1 shang1
-鹄立 hu2 li4
-鹄望 hu2 wang4
-混人 hun2 ren2
-混水 hun2 shui3
-鸡血 ji1 xie3
-缉鞋口 qi1 xie2 kou3
-亟来闻讯 qi4 lai2 wen2 xun4
-计量 ji4 liang2
-济水 ji3 shui3
-间杂 jian4 za2
-脚跐两只船 jiao3 ci3 liang3 zhi1 chuan2
-脚儿 jue2 er2
-口角 kou3 jiao3
-勒石 le4 shi2
-累进 lei3 jin4
-累累如丧家之犬 lei2 lei2 ru2 sang4 jia1 zhi1 quan3
-累年 lei3 nian2
-脸涨通红 lian3 zhang4 tong1 hong2
-踉锵 liang4 qiang1
-燎眉毛 liao3 mei2 mao2
-燎头发 liao3 tou2 fa4
-溜达 liu1 da
-溜缝儿 liu4 feng4 er
-馏口饭 liu4 kou3 fan4
-遛马 liu4 ma3
-遛鸟 liu4 niao3
-遛弯儿 liu4 wan1 er
-楼枪机 lou1 qiang1 ji1
-搂钱 lou1 qian2
-鹿脯 lu4 fu3
-露头 lou4 tou2
-落魄 luo4 po4
-捋胡子 lv3 hu2 zi
-绿地 lv4 di4
-麦垛 mai4 duo4
-没劲儿 mei2 jin4 er
-闷棍 men4 gun4 
-闷葫芦 men4 hu2 lu
-闷头干 men1 tou2 gan4
-蒙古 meng3 gu3
-靡日不思 mi3 ri4 bu4 si1
-缪姓 miao4 xing4
-抹墙 mo4 qiang2
-抹下脸 ma1 xia4 lian3
-泥子 ni4 zi
-拗不过 niu4 bu guo4
-排车 pai3 che1
-盘诘 pan2 jie2
-膀肿 pang1 zhong3
-炮干 bao1 gan1
-炮格 pao2 ge2
-碰钉子 peng4 ding1 zi
-缥色 piao3 se4
-瀑河 bao4 he2
-蹊径 xi1 jing4
-前后相属 qian2 hou4 xiang1 zhu3
-翘尾巴 qiao4 wei3 ba
-趄坡儿 qie4 po1 er
-秦桧 qin2 hui4
-圈马 juan1 ma3
-雀盲眼 qiao3 mang2 yan3
-雀子 qiao1 zi
-三年五载 san1 nian2 wu3 zai3
-加载 jia1 zai3
-山大王 shan1 dai4 wang
-苫屋草 shan4 wu1 cao3
-数数 shu3 shu4
-说客 shui4 ke4
-思量 si1 liang2
-伺侯 ci4 hou
-踏实 ta1 shi
-提溜 di1 liu
-调拨 diao4 bo1
-帖子 tie3 zi
-铜钿 tong2 tian2
-头昏脑涨 tou2 hun1 nao3 zhang4
-褪色 tui4 se4
-褪着手 tun4 zhe shou3
-圩子 wei2 zi
-尾巴 wei3 ba
-系好船只 xi4 hao3 chuan2 zhi1
-系好马匹 xi4 hao3 ma3 pi3
-杏脯 xing4 fu3
-姓单 xing4 shan4
-姓葛 xing4 ge3
-姓哈 xing4 ha3
-姓解 xing4 xie4
-姓秘 xing4 bi4
-姓宁 xing4 ning4
-旋风 xuan4 feng1
-旋根车轴 xuan4 gen1 che1 zhou2
-荨麻 qian2 ma2
-一幢楼房 yi1 zhuang4 lou2 fang2
-遗之千金 wei4 zhi1 qian1 jin1
-殷殷 yin3 yin3
-应招 ying4 zhao1
-用称约 yong4 cheng4 yao1
-约斤肉 yao1 jin1 rou4
-晕机 yun4 ji1
-熨贴 yu4 tie1
-咋办 za3 ban4
-咋呼 zha1 hu
-仔兽 zi3 shou4
-扎彩 za1 cai3
-扎实 zha1 shi
-扎腰带 za1 yao1 dai4
-轧朋友 ga2 peng2 you3
-爪子 zhua3 zi
-折腾 zhe1 teng
-着实 zhuo2 shi2
-着我旧时裳 zhuo2 wo3 jiu4 shi2 chang2
-枝蔓 zhi1 man4
-中鹄 zhong1 hu2
-中选 zhong4 xuan3
-猪圈 zhu1 juan4
-拽住不放 zhuai4 zhu4 bu4 fang4
-转悠 zhuan4 you
-庄稼熟了 zhuang1 jia shou2 le
-酌量 zhuo2 liang2
-罪行累累 zui4 xing2 lei3 lei3
-一手 yi4 shou3
-一去不复返 yi2 qu4 bu2 fu4 fan3
-一颗 yi4 ke1
-一件 yi2 jian4
-一斤 yi4 jin1
-一点 yi4 dian3
-一朵 yi4 duo3
-一声 yi4 sheng1
-一身 yi4 shen1
-不要 bu2 yao4
-一人 yi4 ren2
-一个 yi2 ge4
-一把 yi4 ba3
-一门 yi4 men2
-一門 yi4 men2
-一艘 yi4 sou1
-一片 yi2 pian4
-一篇 yi2 pian1
-一份 yi2 fen4
-好嗲 hao3 dia3
-随地 sui2 di4
-扁担长 bian3 dan4 chang3
-一堆 yi4 dui1
-不义 bu2 yi4
-放一放 fang4 yi2 fang4
-一米 yi4 mi3
-一顿 yi2 dun4
-一层楼 yi4 ceng2 lou2
-一条 yi4 tiao2
-一件 yi2 jian4
-一棵 yi4 ke1
-一小股 yi4 xiao3 gu3
-一拐一拐 yi4 guai3 yi4 guai3
-一根 yi4 gen1
-沆瀣一气 hang4 xie4 yi2 qi4
-一丝 yi4 si1
-一毫 yi4 hao2
-一樣 yi2 yang4
-处处 chu4 chu4
-一餐 yi4 can
-永不 yong3 bu2
-一看 yi2 kan4
-一架 yi2 jia4
-送还 song4 huan2
-一见 yi2 jian4
-一座 yi2 zuo4
-一块 yi2 kuai4
-一天 yi4 tian1
-一只 yi4 zhi1
-一支 yi4 zhi1
-一字 yi2 zi4 
-一句 yi2 ju4
-一张 yi4 zhang1
-一條 yi4 tiao2
-一场 yi4 chang3
-一粒 yi2 li4
-小俩口 xiao3 liang3 kou3
-一首 yi4 shou3
-一对 yi2 dui4
-一手 yi4 shou3
-又一村 you4 yi4 cun1
-一概而论 yi2 gai4 er2 lun4
-一峰峰 yi4 feng1 feng1
-不但 bu2 dan4
-一笑 yi2 xiao4
-挠痒痒 nao2 yang3 yang
-不对 bu2 dui4
-拧开 ning3 kai1
-爱不释手 ai4 bu2 shi4 shou3
-一念 yi2 nian4
-夺得 duo2 de2
-一袭 yi4 xi2
-一定 yi2 ding4
-不慎 bu2 shen4
-剽窃 piao2 qie4
-一时 yi4 shi2
-撇开 pie3 kai1
-一祭 yi2 ji4
-发卡 fa4 qia3
-少不了 shao3 bu4 liao3
-千虑一失 qian1 lv4 yi4 shi1
-呛得 qiang4 de2
-切菜 qie1 cai4
-茄盒 qie2 he2
-不去 bu2 qu4
-一大圈 yi2 da4 quan1
-不再 bu2 zai4
-一群 yi4 qun2
-不必 bu2 bi4
-一些 yi4 xie1
-一路 yi2 lu4
-一股 yi4 gu3
-一到 yi2 dao4
-一拨 yi4 bo1
-一排 yi4 pai2
-一空 yi4 kong1
-吮吸着 shun3 xi1 zhe
-不适合 bu2 shi4 he2
-一串串 yi2 chuan4 chuan4
-一提起 yi4 ti2 qi3
-一尘不染 yi4 chen2 bu4 ran3
-一生 yi4 sheng1
-一派 yi2 pai4
-不断 bu2 duan4
-一次 yi2 ci4
-不进步 bu2 jin4 bu4
-娃娃 wa2 wa
-万户侯 wan4 hu4 hou2
-一方 yi4 fang1 
-一番话 yi4 fan1 hua4
-一遍 yi2 bian4 
-不计较  bu2 ji4 jiao4
-诇 xiong4
-一边 yi4 bian1
-一束 yi2 shu4
-一听到 yi4 ting1 dao4
-炸鸡 zha2 ji1
-乍暧还寒 zha4 ai4 huan2 han2
-我说诶 wo3 shuo1 ei1
-棒诶 bang4 ei1
-寒碜 han2 chen4
-应采儿 ying4 cai3 er2
-晕车 yun1 che1
-必应 bi4 ying4
-应援 ying4 yuan2
\ No newline at end of file
diff --git a/models.py b/models.py
index d67f0d7..403b6d4 100755
--- a/models.py
+++ b/models.py
@@ -12,8 +12,6 @@
 from torch.nn import Conv1d, ConvTranspose1d, AvgPool1d, Conv2d
 from torch.nn.utils import weight_norm, remove_weight_norm, spectral_norm
 from commons import init_weights, get_padding
-from stft import TorchSTFT
-import math
 
 
 class DurationPredictor(nn.Module):
@@ -82,40 +80,24 @@ def __init__(
         self.p_dropout = p_dropout
 
         self.emb = nn.Embedding(n_vocab, hidden_channels)
+        self.emb_bert = nn.Linear(256, hidden_channels)
         nn.init.normal_(self.emb.weight, 0.0, hidden_channels**-0.5)
 
         self.encoder = attentions.Encoder(
             hidden_channels, filter_channels, n_heads, n_layers, kernel_size, p_dropout
         )
-        # hidden_channels == 192
-        self.lstm = torch.nn.LSTM(
-            192, 96, 3, bidirectional=True, batch_first=True, dropout=0.1
-        )
         self.proj = nn.Conv1d(hidden_channels, out_channels * 2, 1)
 
-    def forward(self, x, x_lengths):
+    def forward(self, x, x_lengths, bert):
         x = self.emb(x) * math.sqrt(self.hidden_channels)  # [b, t, h]
+        b = self.emb_bert(bert)
+        x = x + b
         x = torch.transpose(x, 1, -1)  # [b, h, t]
         x_mask = torch.unsqueeze(commons.sequence_mask(x_lengths, x.size(2)), 1).to(
             x.dtype
         )
 
         x = self.encoder(x * x_mask, x_mask)
-
-        # modify start
-        # pytorch tensor are not reversible, hence the conversion
-        x_lengths = x_lengths.cpu().numpy()
-
-        x = torch.transpose(x, 1, -1)  # [b, h, t]
-        x = nn.utils.rnn.pack_padded_sequence(
-            x, x_lengths, batch_first=True, enforce_sorted=False
-        )
-        # Resets parameter data pointer (to contiguous chunk) so that they can use faster code paths
-        self.lstm.flatten_parameters()
-        x, (_, _) = self.lstm(x)
-        x, _ = nn.utils.rnn.pad_packed_sequence(x, batch_first=True)
-        x = torch.transpose(x, 1, -1)  # [b, h, t]
-        # modify end
         stats = self.proj(x) * x_mask
 
         m, logs = torch.split(stats, self.out_channels, dim=1)
@@ -226,18 +208,14 @@ def __init__(
         upsample_rates,
         upsample_initial_channel,
         upsample_kernel_sizes,
-        gen_istft_n_fft,
-        gen_istft_hop_size,
         gin_channels=0,
     ):
         super(Generator, self).__init__()
-        self.gen_istft_n_fft = gen_istft_n_fft
-        self.gen_istft_hop_size = gen_istft_hop_size
         self.num_kernels = len(resblock_kernel_sizes)
         self.num_upsamples = len(upsample_rates)
-        self.conv_pre = weight_norm(Conv1d(
+        self.conv_pre = Conv1d(
             initial_channel, upsample_initial_channel, 7, 1, padding=3
-        ))
+        )
         resblock = modules.ResBlock1 if resblock == "1" else modules.ResBlock2
 
         self.ups = nn.ModuleList()
@@ -257,17 +235,12 @@ def __init__(
         self.resblocks = nn.ModuleList()
         for i in range(len(self.ups)):
             ch = upsample_initial_channel // (2 ** (i + 1))
-            for j, (k, d) in enumerate(
-                zip(resblock_kernel_sizes, resblock_dilation_sizes)
-            ):
+            for j, (k, d) in enumerate(zip(resblock_kernel_sizes, resblock_dilation_sizes)):
                 self.resblocks.append(resblock(ch, k, d))
 
-        self.post_n_fft = self.gen_istft_n_fft
-        self.conv_post = weight_norm(Conv1d(ch, self.post_n_fft + 2, 7, 1, padding=3))
+        self.conv_post = Conv1d(ch, 1, 7, 1, padding=3, bias=False)
         self.ups.apply(init_weights)
-        self.conv_post.apply(init_weights)
-        self.reflection_pad = torch.nn.ReflectionPad1d((1, 0))
-        self.stft = TorchSTFT(filter_length=self.gen_istft_n_fft, hop_length=self.gen_istft_hop_size, win_length=self.gen_istft_n_fft)
+
         if gin_channels != 0:
             self.cond = nn.Conv1d(gin_channels, upsample_initial_channel, 1)
 
@@ -287,13 +260,10 @@ def forward(self, x, g=None):
                     xs += self.resblocks[i * self.num_kernels + j](x)
             x = xs / self.num_kernels
         x = F.leaky_relu(x)
-        x = self.reflection_pad(x)
         x = self.conv_post(x)
-        #x = torch.tanh(x)
-        spec = torch.exp(x[:, :self.post_n_fft // 2 + 1, :])
-        phase = math.pi * torch.sin(x[:, self.post_n_fft // 2 + 1:, :])
-        out = self.stft.inverse(spec, phase).to(x.device)
-        return out
+        x = torch.tanh(x)
+
+        return x
 
     def remove_weight_norm(self):
         for l in self.ups:
@@ -533,9 +503,8 @@ def remove_weight_norm(self):
         self.flow.remove_weight_norm()
         self.enc_q.remove_weight_norm()
 
-    def forward(self, x, x_lengths, y, y_lengths, sid=None):
-
-        x, m_p, logs_p, x_mask = self.enc_p(x, x_lengths)
+    def forward(self, x, x_lengths, bert, y, y_lengths, sid=None):
+        x, m_p, logs_p, x_mask = self.enc_p(x, x_lengths, bert)
         if self.n_speakers > 0:
             g = self.emb_g(sid).unsqueeze(-1)  # [b, h, 1]
         else:
@@ -576,36 +545,19 @@ def forward(self, x, x_lengths, y, y_lengths, sid=None):
         # expand prior
         m_p = torch.matmul(attn.squeeze(1), m_p.transpose(1, 2)).transpose(1, 2)
         logs_p = torch.matmul(attn.squeeze(1), logs_p.transpose(1, 2)).transpose(1, 2)
-        # infer loss
-        m_frame = m_p
-        logs_frame = logs_p
-        z_frame = m_frame + torch.randn_like(m_frame) * torch.exp(logs_frame)
-        z_frame = self.flow(m_frame, y_mask, g=g, reverse=True)
 
         z_slice, ids_slice = commons.rand_slice_segments(
             z, y_lengths, self.segment_size
         )
         o = self.dec(z_slice, g=g)
-        return (
-            o,
-            l_length,
-            attn,
-            ids_slice,
-            x_mask,
-            y_mask,
-            (z, z_p, m_p, logs_p, m_frame, logs_frame, z_frame, m_q, logs_q),
-        )
 
-    def infer(
-        self,
-        x,
-        x_lengths,
-        sid=None,
-        noise_scale=1,
-        length_scale=1,
-        max_len=None,
-    ):
-        x, m_p, logs_p, x_mask = self.enc_p(x, x_lengths)
+        # infer
+        z_r = m_p + torch.randn_like(m_p) * torch.exp(logs_p)
+        z_r = self.flow(z_r, y_mask, g=g, reverse=True)
+        return o, l_length, attn, ids_slice, x_mask, y_mask, (z, z_p, z_r, m_p, logs_p, m_q, logs_q)
+
+    def infer(self, x, x_lengths, bert, sid=None, noise_scale=1, length_scale=1, max_len=None):
+        x, m_p, logs_p, x_mask = self.enc_p(x, x_lengths, bert)
         if self.n_speakers > 0:
             g = self.emb_g(sid).unsqueeze(-1)  # [b, h, 1]
         else:
diff --git a/requirements.txt b/requirements.txt
index 27ca590..55b87c6 100755
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,10 +1,3 @@
 torch==1.9.0
-Cython==0.29.21
-librosa==0.8.0
-matplotlib==3.3.1
-numpy==1.18.5
-phonemizer==2.2.1
-scipy==1.5.2
-tensorboard==2.3.0
-torchvision==0.7.0
-Unidecode==1.1.1
+Cython
+transformers
diff --git a/stft.py b/stft.py
deleted file mode 100644
index ef75454..0000000
--- a/stft.py
+++ /dev/null
@@ -1,209 +0,0 @@
-"""
-BSD 3-Clause License
-Copyright (c) 2017, Prem Seetharaman
-All rights reserved.
-* Redistribution and use in source and binary forms, with or without
-  modification, are permitted provided that the following conditions are met:
-* Redistributions of source code must retain the above copyright notice,
-  this list of conditions and the following disclaimer.
-* Redistributions in binary form must reproduce the above copyright notice, this
-  list of conditions and the following disclaimer in the
-  documentation and/or other materials provided with the distribution.
-* Neither the name of the copyright holder nor the names of its
-  contributors may be used to endorse or promote products derived from this
-  software without specific prior written permission.
-THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
-ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
-WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
-DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR
-ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
-(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
-LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
-ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
-(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
-SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
-"""
-
-import torch
-import numpy as np
-import torch.nn.functional as F
-from torch.autograd import Variable
-from scipy.signal import get_window
-from librosa.util import pad_center, tiny
-import librosa.util as librosa_util
-
-def window_sumsquare(window, n_frames, hop_length=200, win_length=800,
-                     n_fft=800, dtype=np.float32, norm=None):
-    """
-    # from librosa 0.6
-    Compute the sum-square envelope of a window function at a given hop length.
-    This is used to estimate modulation effects induced by windowing
-    observations in short-time fourier transforms.
-    Parameters
-    ----------
-    window : string, tuple, number, callable, or list-like
-        Window specification, as in `get_window`
-    n_frames : int > 0
-        The number of analysis frames
-    hop_length : int > 0
-        The number of samples to advance between frames
-    win_length : [optional]
-        The length of the window function.  By default, this matches `n_fft`.
-    n_fft : int > 0
-        The length of each analysis frame.
-    dtype : np.dtype
-        The data type of the output
-    Returns
-    -------
-    wss : np.ndarray, shape=`(n_fft + hop_length * (n_frames - 1))`
-        The sum-squared envelope of the window function
-    """
-    if win_length is None:
-        win_length = n_fft
-
-    n = n_fft + hop_length * (n_frames - 1)
-    x = np.zeros(n, dtype=dtype)
-
-    # Compute the squared window at the desired length
-    win_sq = get_window(window, win_length, fftbins=True)
-    win_sq = librosa_util.normalize(win_sq, norm=norm)**2
-    win_sq = librosa_util.pad_center(win_sq, n_fft)
-
-    # Fill the envelope
-    for i in range(n_frames):
-        sample = i * hop_length
-        x[sample:min(n, sample + n_fft)] += win_sq[:max(0, min(n_fft, n - sample))]
-    return x
-
-
-class STFT(torch.nn.Module):
-    """adapted from Prem Seetharaman's https://github.com/pseeth/pytorch-stft"""
-    def __init__(self, filter_length=800, hop_length=200, win_length=800,
-                 window='hann'):
-        super(STFT, self).__init__()
-        self.filter_length = filter_length
-        self.hop_length = hop_length
-        self.win_length = win_length
-        self.window = window
-        self.forward_transform = None
-        scale = self.filter_length / self.hop_length
-        fourier_basis = np.fft.fft(np.eye(self.filter_length))
-
-        cutoff = int((self.filter_length / 2 + 1))
-        fourier_basis = np.vstack([np.real(fourier_basis[:cutoff, :]),
-                                   np.imag(fourier_basis[:cutoff, :])])
-
-        forward_basis = torch.FloatTensor(fourier_basis[:, None, :])
-        inverse_basis = torch.FloatTensor(
-            np.linalg.pinv(scale * fourier_basis).T[:, None, :])
-
-        if window is not None:
-            assert(filter_length >= win_length)
-            # get window and zero center pad it to filter_length
-            fft_window = get_window(window, win_length, fftbins=True)
-            fft_window = pad_center(fft_window, filter_length)
-            fft_window = torch.from_numpy(fft_window).float()
-
-            # window the bases
-            forward_basis *= fft_window
-            inverse_basis *= fft_window
-
-        self.register_buffer('forward_basis', forward_basis.float())
-        self.register_buffer('inverse_basis', inverse_basis.float())
-
-    def transform(self, input_data):
-        num_batches = input_data.size(0)
-        num_samples = input_data.size(1)
-
-        self.num_samples = num_samples
-
-        # similar to librosa, reflect-pad the input
-        input_data = input_data.view(num_batches, 1, num_samples)
-        input_data = F.pad(
-            input_data.unsqueeze(1),
-            (int(self.filter_length / 2), int(self.filter_length / 2), 0, 0),
-            mode='reflect')
-        input_data = input_data.squeeze(1)
-
-        forward_transform = F.conv1d(
-            input_data,
-            Variable(self.forward_basis, requires_grad=False),
-            stride=self.hop_length,
-            padding=0)
-
-        cutoff = int((self.filter_length / 2) + 1)
-        real_part = forward_transform[:, :cutoff, :]
-        imag_part = forward_transform[:, cutoff:, :]
-
-        magnitude = torch.sqrt(real_part**2 + imag_part**2)
-        phase = torch.autograd.Variable(
-            torch.atan2(imag_part.data, real_part.data))
-
-        return magnitude, phase
-
-    def inverse(self, magnitude, phase):
-        recombine_magnitude_phase = torch.cat(
-            [magnitude*torch.cos(phase), magnitude*torch.sin(phase)], dim=1)
-
-        inverse_transform = F.conv_transpose1d(
-            recombine_magnitude_phase,
-            Variable(self.inverse_basis, requires_grad=False),
-            stride=self.hop_length,
-            padding=0)
-
-        if self.window is not None:
-            window_sum = window_sumsquare(
-                self.window, magnitude.size(-1), hop_length=self.hop_length,
-                win_length=self.win_length, n_fft=self.filter_length,
-                dtype=np.float32)
-            # remove modulation effects
-            approx_nonzero_indices = torch.from_numpy(
-                np.where(window_sum > tiny(window_sum))[0])
-            window_sum = torch.autograd.Variable(
-                torch.from_numpy(window_sum), requires_grad=False)
-            window_sum = window_sum.to(inverse_transform.device()) if magnitude.is_cuda else window_sum
-            inverse_transform[:, :, approx_nonzero_indices] /= window_sum[approx_nonzero_indices]
-
-            # scale by hop ratio
-            inverse_transform *= float(self.filter_length) / self.hop_length
-
-        inverse_transform = inverse_transform[:, :, int(self.filter_length/2):]
-        inverse_transform = inverse_transform[:, :, :-int(self.filter_length/2):]
-
-        return inverse_transform
-
-    def forward(self, input_data):
-        self.magnitude, self.phase = self.transform(input_data)
-        reconstruction = self.inverse(self.magnitude, self.phase)
-        return reconstruction
-
-
-class TorchSTFT(torch.nn.Module):
-    def __init__(self, filter_length=800, hop_length=200, win_length=800, window='hann'):
-        super().__init__()
-        self.filter_length = filter_length
-        self.hop_length = hop_length
-        self.win_length = win_length
-        self.window = torch.from_numpy(get_window(window, win_length, fftbins=True).astype(np.float32))
-
-    def transform(self, input_data):
-        forward_transform = torch.stft(
-            input_data,
-            self.filter_length, self.hop_length, self.win_length, window=self.window,
-            return_complex=True)
-
-        return torch.abs(forward_transform), torch.angle(forward_transform)
-
-    def inverse(self, magnitude, phase):
-        inverse_transform = torch.istft(
-            magnitude * torch.exp(phase * 1j),
-            self.filter_length, self.hop_length, self.win_length, window=self.window.to(magnitude.device))
-
-        return inverse_transform.unsqueeze(-2)  # unsqueeze to stay consistent with conv_transpose1d implementation
-
-    def forward(self, input_data):
-        self.magnitude, self.phase = self.transform(input_data)
-        reconstruction = self.inverse(self.magnitude, self.phase)
-        return reconstruction
-
-
diff --git a/train.py b/train.py
index c3c10bb..6766059 100755
--- a/train.py
+++ b/train.py
@@ -184,9 +184,7 @@ def train_and_evaluate(
 
     net_g.train()
     net_d.train()
-    for batch_idx, (x, x_lengths, spec, spec_lengths, y, y_lengths) in enumerate(
-        train_loader
-    ):
+    for batch_idx, (x, x_lengths, bert, spec, spec_lengths, y, y_lengths) in enumerate(train_loader):
         x, x_lengths = x.cuda(rank, non_blocking=True), x_lengths.cuda(
             rank, non_blocking=True
         )
@@ -196,17 +194,11 @@ def train_and_evaluate(
         y, y_lengths = y.cuda(rank, non_blocking=True), y_lengths.cuda(
             rank, non_blocking=True
         )
+        bert = bert.cuda(rank, non_blocking=True)
 
         with autocast(enabled=hps.train.fp16_run):
-            (
-                y_hat,
-                l_length,
-                attn,
-                ids_slice,
-                x_mask,
-                z_mask,
-                (z, z_p, m_p, logs_p, m_frame, logs_frame, z_frame, m_q, logs_q),
-            ) = net_g(x, x_lengths, spec, spec_lengths)
+            y_hat, l_length, attn, ids_slice, x_mask, z_mask,\
+                (z, z_p, z_r, m_p, logs_p, m_q, logs_q) = net_g(x, x_lengths, bert, spec, spec_lengths)
 
             mel = spec_to_mel_torch(
                 spec,
@@ -254,20 +246,10 @@ def train_and_evaluate(
                 loss_dur = torch.sum(l_length.float())
                 loss_mel = F.l1_loss(y_mel, y_hat_mel) * hps.train.c_mel
                 loss_kl = kl_loss(z_p, logs_q, m_p, logs_p, z_mask) * hps.train.c_kl
-                loss_kl_flow = (
-                    kl_loss(z_frame, logs_frame, m_q, logs_q, z_mask) * hps.train.c_kl
-                )
-
+                loss_kl_r = kl_loss(z_r, logs_p, m_q, logs_q, z_mask) * hps.train.c_kl
                 loss_fm = feature_loss(fmap_r, fmap_g)
                 loss_gen, losses_gen = generator_loss(y_d_hat_g)
-                loss_gen_all = (
-                    loss_gen
-                    + loss_fm
-                    + loss_mel
-                    + loss_dur
-                    + loss_kl
-                    + loss_kl_flow
-                )
+                loss_gen_all = loss_gen + loss_fm + loss_mel + loss_dur + loss_kl + loss_kl_r
         optim_g.zero_grad()
         scaler.scale(loss_gen_all).backward()
         scaler.unscale_(optim_g)
@@ -285,7 +267,7 @@ def train_and_evaluate(
                     loss_mel,
                     loss_dur,
                     loss_kl,
-                    loss_kl_flow,
+                    loss_kl_r,
                 ]
                 logger.info(
                     "Train Epoch: {} [{:.0f}%]".format(
@@ -300,7 +282,7 @@ def train_and_evaluate(
                     f"loss_mel={loss_mel:.3f}, loss_dur={loss_dur:.3f}, loss_kl={loss_kl:.3f}"
                 )
                 logger.info(
-                    f"loss_kl_flow={loss_kl_flow:.3f}"
+                    f"loss_kl_r={loss_kl_r:.3f}"
                 )
 
                 scalar_dict = {
@@ -316,7 +298,7 @@ def train_and_evaluate(
                         "loss/g/mel": loss_mel,
                         "loss/g/dur": loss_dur,
                         "loss/g/kl": loss_kl,
-                        "loss/g/flow": loss_kl_flow,
+                        "loss/g/kl_r": loss_kl_r,
                     }
                 )
 
@@ -375,12 +357,11 @@ def train_and_evaluate(
 def evaluate(hps, generator, eval_loader, writer_eval):
     generator.eval()
     with torch.no_grad():
-        for batch_idx, (x, x_lengths, spec, spec_lengths, y, y_lengths) in enumerate(
-            eval_loader
-        ):
+        for batch_idx, (x, x_lengths, bert, spec, spec_lengths, y, y_lengths) in enumerate(eval_loader):
             x, x_lengths = x.cuda(0), x_lengths.cuda(0)
             spec, spec_lengths = spec.cuda(0), spec_lengths.cuda(0)
             y, y_lengths = y.cuda(0), y_lengths.cuda(0)
+            bert = bert.cuda(0)
 
             # remove else
             x = x[:1]
@@ -390,7 +371,7 @@ def evaluate(hps, generator, eval_loader, writer_eval):
             y = y[:1]
             y_lengths = y_lengths[:1]
             break
-        y_hat, attn, mask, *_ = generator.module.infer(x, x_lengths, max_len=1000)
+        y_hat, attn, mask, *_ = generator.module.infer(x, x_lengths, bert, max_len=1000)
         y_hat_lengths = mask.sum([1, 2]).long() * hps.data.hop_length
 
         mel = spec_to_mel_torch(
diff --git a/utils.py b/utils.py
index 0cfacad..786eb97 100755
--- a/utils.py
+++ b/utils.py
@@ -65,6 +65,36 @@ def save_checkpoint(model, optimizer, learning_rate, iteration, checkpoint_path)
     )
 
 
+def load_model(checkpoint_path, model):
+    assert os.path.isfile(checkpoint_path)
+    checkpoint_dict = torch.load(checkpoint_path, map_location="cpu")
+    saved_state_dict = checkpoint_dict["model"]
+    if hasattr(model, "module"):
+        state_dict = model.module.state_dict()
+    else:
+        state_dict = model.state_dict()
+    new_state_dict = {}
+    for k, v in state_dict.items():
+        try:
+            new_state_dict[k] = saved_state_dict[k]
+        except:
+            logger.info("%s is not in the checkpoint" % k)
+            new_state_dict[k] = v
+    if hasattr(model, "module"):
+        model.module.load_state_dict(new_state_dict)
+    else:
+        model.load_state_dict(new_state_dict)
+    return model
+
+
+def save_model(model, checkpoint_path):
+    if hasattr(model, 'module'):
+        state_dict = model.module.state_dict()
+    else:
+        state_dict = model.state_dict()
+    torch.save({'model': state_dict}, checkpoint_path)
+
+
 def summarize(
     writer,
     global_step,
@@ -154,16 +184,11 @@ def load_wav_to_torch(full_path):
     return torch.FloatTensor(data.astype(np.float32)), sampling_rate
 
 
-# dataPath = './baker_waves/'
-# dataPost = '.wav'
-
-
 def load_filepaths_and_text(filename, split="|"):
     with open(filename, encoding="utf-8") as f:
         filepaths_and_text = []
         for line in f:
             path_text = line.strip().split(split)
-            # path_text[0] = dataPath + path_text[0] + dataPost
             filepaths_and_text.append(path_text)
     return filepaths_and_text
 
@@ -174,7 +199,7 @@ def get_hparams(init=True):
         "-c",
         "--config",
         type=str,
-        default="./configs/base.json",
+        default="./configs/bert_vits.json",
         help="JSON file for configuration",
     )
     parser.add_argument("-m", "--model", type=str, required=True, help="Model name")
diff --git a/vits_infer.py b/vits_infer.py
new file mode 100644
index 0000000..84435cc
--- /dev/null
+++ b/vits_infer.py
@@ -0,0 +1,67 @@
+import os
+import sys
+import numpy as np
+
+import torch
+import utils
+
+
+from scipy.io import wavfile
+from text.symbols import symbols
+from text import cleaned_text_to_sequence
+from vits_pinyin import VITS_PinYin
+
+from models import SynthesizerTrn
+
+
+def save_wav(wav, path, rate):
+    wav *= 32767 / max(0.01, np.max(np.abs(wav))) * 0.6
+    wavfile.write(path, rate, wav.astype(np.int16))
+
+# device
+# device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+device = torch.device("cpu")
+
+# pinyin
+tts_front = VITS_PinYin("./bert", device)
+
+# config
+hps = utils.get_hparams_from_file("./configs/bert_vits.json")
+
+# model
+net_g = SynthesizerTrn(
+    len(symbols),
+    hps.data.filter_length // 2 + 1,
+    hps.train.segment_size // hps.data.hop_length,
+    **hps.model)
+
+# model_path = "logs/bert_vits/G_200000.pth"
+# utils.save_model(net_g, "vits_bert_model.pth")
+model_path = "vits_bert_model.pth"
+utils.load_model(model_path, net_g)
+net_g.eval()
+net_g.to(device)
+
+os.makedirs("./vits_infer_out/", exist_ok=True)
+if __name__ == "__main__":
+    n = 0
+    fo = open("vits_infer_item.txt", "r+")
+    while (True):
+        try:
+            item = fo.readline().strip()
+        except Exception as e:
+            print('nothing of except:', e)
+            break
+        if (item == None or item == ""):
+            break
+        n = n + 1
+        phonemes, char_embeds = tts_front.chinese_to_phonemes(item)
+        input_ids = cleaned_text_to_sequence(phonemes)
+        with torch.no_grad():
+            x_tst = torch.LongTensor(input_ids).unsqueeze(0).to(device)
+            x_tst_lengths = torch.LongTensor([len(input_ids)]).to(device)
+            x_tst_prosody = torch.FloatTensor(char_embeds).unsqueeze(0).to(device)
+            audio = net_g.infer(x_tst, x_tst_lengths, x_tst_prosody, noise_scale=0.5,
+                                length_scale=1)[0][0, 0].data.cpu().float().numpy()
+        save_wav(audio, f"./vits_infer_out/bert_vits_{n}.wav", hps.data.sampling_rate)
+    fo.close()
diff --git a/vits_infer_item.txt b/vits_infer_item.txt
new file mode 100644
index 0000000..69332b5
--- /dev/null
+++ b/vits_infer_item.txt
@@ -0,0 +1,3 @@
+遥望星空作文 独自坐在乡间的小丘上，看着阳光渐渐变暗，听着鸟鸣渐渐变弱，触着清风渐渐变凉
+时光总是慢慢地偷走我们的容颜，渐渐地有些人终将离我们而远去
+白色的樱花纯洁高尚，红色的樱花热烈奔放，绿色的樱花清晰澹雅，花开的美丽与快乐，花落的烂漫与潇洒都蕴藏着樱花的人生智慧
\ No newline at end of file
diff --git a/vits_infer_out/bert_vits_1.wav b/vits_infer_out/bert_vits_1.wav
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/vits_pinyin.py b/vits_pinyin.py
new file mode 100644
index 0000000..8601bbd
--- /dev/null
+++ b/vits_pinyin.py
@@ -0,0 +1,73 @@
+import re
+
+from pypinyin import Style
+from pypinyin.contrib.neutral_tone import NeutralToneWith5Mixin
+from pypinyin.converter import DefaultConverter
+from pypinyin.core import Pinyin
+
+from text import pinyin_dict
+from bert import TTSProsody
+
+
+class MyConverter(NeutralToneWith5Mixin, DefaultConverter):
+    pass
+
+
+class VITS_PinYin:
+    def __init__(self, bert_path, device):
+        self.pinyin_parser = Pinyin(MyConverter())
+        self.prosody = TTSProsody(bert_path, device)
+
+    def get_phoneme4pinyin(self, pinyins):
+        result = []
+        count_phone = []
+        for pinyin in pinyins:
+            if pinyin[:-1] in pinyin_dict:
+                tone = pinyin[-1]
+                a = pinyin[:-1]
+                a1, a2 = pinyin_dict[a]
+                result += [a1, a2 + tone]
+                count_phone.append(2)
+        return result, count_phone
+
+    def chinese_to_phonemes(self, text):
+        phonemes = ["sil"]
+        text = text.replace("、", ",")
+        text = text.replace("，", ",")
+        text = text.replace(":", ",")
+        text = text.replace(";", ",")
+        text = text.replace("!", ",")
+        text = text.replace("?", ",")
+        chars = ['[PAD]']
+        count_phone = []
+        count_phone.append(1)
+        for subtext in text.split(","):
+            if (len(subtext) == 0):
+                continue
+            pinyins = self.correct_pinyin_tone3(subtext)
+            sub_p, sub_c = self.get_phoneme4pinyin(pinyins)
+            phonemes.extend(sub_p)
+            phonemes.append("sp")
+            count_phone.extend(sub_c)
+            count_phone.append(1)
+            chars.append(subtext)
+            chars.append(',')
+        phonemes.append("sil")
+        count_phone.append(1)
+        chars.append('[PAD]')
+        chars = "".join(chars)
+        char_embeds = self.prosody.get_char_embeds(chars)
+        char_embeds = self.prosody.expand_for_phone(char_embeds, count_phone)
+        return " ".join(phonemes), char_embeds
+
+    def correct_pinyin_tone3(self, text):
+        pinyin_list = [p[0] for p in self.pinyin_parser.pinyin(
+            text, style=Style.TONE3, strict=False, neutral_tone_with_five=True)]
+        if len(pinyin_list) >= 2:
+            for i in range(1, len(pinyin_list)):
+                try:
+                    if re.findall(r'\d', pinyin_list[i-1])[0] == '3' and re.findall(r'\d', pinyin_list[i])[0] == '3':
+                        pinyin_list[i-1] = pinyin_list[i-1].replace('3', '2')
+                except IndexError:
+                    pass
+        return pinyin_list
diff --git a/vits_strings.py b/vits_strings.py
deleted file mode 100755
index fdd9503..0000000
--- a/vits_strings.py
+++ /dev/null
@@ -1,151 +0,0 @@
-import os
-import sys
-import numpy as np
-
-from pypinyin import Style
-from pypinyin.contrib.neutral_tone import NeutralToneWith5Mixin
-from pypinyin.converter import DefaultConverter
-from pypinyin.core import Pinyin, load_phrases_dict
-from scipy.io import wavfile
-
-import datetime
-
-import torch
-import commons
-import utils
-from models import SynthesizerTrn
-from text.symbols import symbols
-from text import cleaned_text_to_sequence, pinyin_dict
-
-
-class MyConverter(NeutralToneWith5Mixin, DefaultConverter):
-    pass
-
-
-def load_pinyin_dict():
-    my_dict = {}
-    with open("./misc/pypinyin-local.dict", "r", encoding="utf-8") as f:
-        content = f.readlines()
-        for line in content:
-            cuts = line.strip().split()
-            hanzi = cuts[0]
-            pinyin = cuts[1:]
-            tmp = []
-            for one in pinyin:
-                onelist = [one]
-                tmp.append(onelist)
-            my_dict[hanzi] = tmp
-    load_phrases_dict(my_dict)
-
-
-def get_phoneme4pinyin(pinyins):
-    result = []
-    for pinyin in pinyins:
-        if pinyin[:-1] in pinyin_dict:
-            tone = pinyin[-1]
-            a = pinyin[:-1]
-            a1, a2 = pinyin_dict[a]
-            result += [a1, a2 + tone, "#0"]
-    result.append("sil")
-    return result
-
-
-def chinese_to_phonemes(pinyin_parser, text):
-    phonemes = ["sil"]
-    for subtext in text.split("，"):
-        pinyins = pinyin_parser.pinyin(subtext, style=Style.TONE3, errors="ignore")
-        new_pinyin = []
-        for x in pinyins:
-            x = "".join(x)
-            new_pinyin.append(x)
-        sub_phonemes = get_phoneme4pinyin(new_pinyin)
-        phonemes.extend(sub_phonemes)
-    phonemes.append("eos")
-    # print(f"phoneme seq: {phonemes}")
-    return " ".join(phonemes)
-
-
-def save_wav(wav, path, rate):
-    wav *= 32767 / max(0.01, np.max(np.abs(wav))) * 0.6
-    wavfile.write(path, rate, wav.astype(np.int16))
-
-
-def get_text(phones, hps):
-    text_norm = cleaned_text_to_sequence(phones)
-    # baker 应该将add_blank设置为false
-    # [0, 19, 81, 3, 14, 51, 3, 0, 1]
-    # [0, 0, 0, 19, 0, 81, 0, 3, 0, 14, 0, 51, 0, 3, 0, 0, 0, 1, 0]
-    if hps.data.add_blank:
-        text_norm = commons.intersperse(text_norm, 0)
-    text_norm = torch.LongTensor(text_norm)
-    return text_norm
-
-
-#
-load_pinyin_dict()
-#
-pinyin_parser = Pinyin(MyConverter())
-#
-
-# define model and load checkpoint
-hps = utils.get_hparams_from_file("./configs/baker_base.json")
-
-net_g = SynthesizerTrn(
-    len(symbols),
-    hps.data.filter_length // 2 + 1,
-    hps.train.segment_size // hps.data.hop_length,
-    **hps.model,
-).cuda()
-
-_ = utils.load_checkpoint("./logs/baker_base/G_200000.pth", net_g, None)
-net_g.eval()
-net_g.remove_weight_norm()
-
-# check directory existence
-if not os.path.exists("./vits_out"):
-    os.makedirs("./vits_out")
-
-if __name__ == "__main__":
-    n = 0
-    fo = open("vits_strings.txt", "r+")
-    while True:
-        try:
-            message = fo.readline().strip()
-        except Exception as e:
-            print("nothing of except:", e)
-            break
-        if message == None:
-            break
-        if message == "":
-            break
-        n = n + 1
-
-        print("===============================================================")
-        phonemes = chinese_to_phonemes(pinyin_parser, message)
-        # phonemes = phonemes.replace("^ ", "")
-        #
-        input_ids = get_text(phonemes, hps)
-
-        print(datetime.datetime.now())
-        with torch.no_grad():
-            x_tst = input_ids.cuda().unsqueeze(0)
-            x_tst_lengths = torch.LongTensor([input_ids.size(0)]).cuda()
-            audio = (
-                net_g.infer(
-                    x_tst, x_tst_lengths, noise_scale=0, length_scale=1
-                )[0][0, 0]
-                .data.cpu()
-                .float()
-                .numpy()
-            )
-        print(datetime.datetime.now())
-
-        save_wav(audio, f"./vits_out/{n}_baker.wav", hps.data.sampling_rate)
-
-        print(message)
-        print(phonemes)
-        print(input_ids)
-    fo.close()
-
-    # can be deleted
-    os.system("chmod 777 ./vits_out -R")