From 5cdc79ddf214f5f06d224db75b1a2b89279ea704 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Tue, 20 Sep 2022 14:34:41 +0800
Subject: [PATCH 01/61] [doc]add finetune demos in readthe docs (#2411)

* add finetune demos, test=doc
---
 docs/requirements.txt                         |   3 +-
 ...lespeech.cls.exps.panns.deploy.predict.rst |   7 -
 .../paddlespeech.cls.exps.panns.deploy.rst    |   1 -
 ...ddlespeech.cls.exps.panns.export_model.rst |   7 -
 .../paddlespeech.cls.exps.panns.predict.rst   |   7 -
 .../api/paddlespeech.cls.exps.panns.rst       |   3 -
 .../api/paddlespeech.cls.exps.panns.train.rst |   7 -
 ...dlespeech.kws.exps.mdtc.plot_det_curve.rst |   7 -
 .../source/api/paddlespeech.kws.exps.mdtc.rst |   1 -
 .../paddlespeech.s2t.decoders.ctcdecoder.rst  |   1 -
 ....decoders.ctcdecoder.scorer_deprecated.rst |   7 -
 .../paddlespeech.s2t.decoders.recog_bin.rst   |   7 -
 docs/source/api/paddlespeech.s2t.decoders.rst |   1 -
 ...addlespeech.s2t.decoders.scorers.ngram.rst |   7 -
 .../api/paddlespeech.s2t.decoders.scorers.rst |   1 -
 ...s2t.exps.deepspeech2.bin.deploy.client.rst |   7 -
 ...s2t.exps.deepspeech2.bin.deploy.record.rst |   7 -
 ...speech.s2t.exps.deepspeech2.bin.deploy.rst |   3 -
 ...h.s2t.exps.deepspeech2.bin.deploy.send.rst |   7 -
 docs/source/api/paddlespeech.s2t.exps.u2.rst  |   1 -
 .../api/paddlespeech.s2t.exps.u2.trainer.rst  |   7 -
 ...ddlespeech.s2t.exps.u2_kaldi.bin.recog.rst |   7 -
 .../paddlespeech.s2t.exps.u2_kaldi.bin.rst    |   1 -
 .../paddlespeech.s2t.training.extensions.rst  |   2 -
 ...peech.s2t.training.extensions.snapshot.rst |   7 -
 ...ech.s2t.training.extensions.visualizer.rst |   7 -
 .../paddlespeech.s2t.training.updaters.rst    |   1 -
 ...lespeech.s2t.training.updaters.trainer.rst |   7 -
 .../paddlespeech.s2t.transform.add_deltas.rst |   7 -
 ...espeech.s2t.transform.channel_selector.rst |   7 -
 .../api/paddlespeech.s2t.transform.cmvn.rst   |   7 -
 .../paddlespeech.s2t.transform.functional.rst |   7 -
 .../paddlespeech.s2t.transform.perturb.rst    |   7 -
 .../source/api/paddlespeech.s2t.transform.rst |  24 -
 ...addlespeech.s2t.transform.spec_augment.rst |   7 -
 ...paddlespeech.s2t.transform.spectrogram.rst |   7 -
 ...eech.s2t.transform.transform_interface.rst |   7 -
 ...dlespeech.s2t.transform.transformation.rst |   7 -
 .../api/paddlespeech.s2t.transform.wpe.rst    |   7 -
 ...ch.server.engine.acs.python.acs_engine.rst |   7 -
 .../paddlespeech.server.engine.acs.python.rst |   1 -
 .../api/paddlespeech.server.utils.log.rst     |   7 -
 docs/source/api/paddlespeech.t2s.exps.rst     |   2 +-
 .../paddlespeech.t2s.exps.stream_play_tts.rst |   7 -
 .../paddlespeech.t2s.models.ernie_sat.mlm.rst |   7 -
 ...h.t2s.models.vits.monotonic_align.core.rst |   7 -
 ...speech.t2s.models.vits.monotonic_align.rst |  16 -
 ....t2s.models.vits.monotonic_align.setup.rst |   7 -
 .../api/paddlespeech.t2s.models.vits.rst      |   1 -
 docs/source/tts/demo.rst                      | 472 +++++++++++-------
 docs/source/tts/demo_2.rst                    |  56 +--
 51 files changed, 336 insertions(+), 479 deletions(-)
 delete mode 100644 docs/source/api/paddlespeech.cls.exps.panns.deploy.predict.rst
 delete mode 100644 docs/source/api/paddlespeech.cls.exps.panns.export_model.rst
 delete mode 100644 docs/source/api/paddlespeech.cls.exps.panns.predict.rst
 delete mode 100644 docs/source/api/paddlespeech.cls.exps.panns.train.rst
 delete mode 100644 docs/source/api/paddlespeech.kws.exps.mdtc.plot_det_curve.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.decoders.ctcdecoder.scorer_deprecated.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.decoders.recog_bin.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.decoders.scorers.ngram.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.client.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.record.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.send.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.exps.u2.trainer.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.exps.u2_kaldi.bin.recog.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.training.extensions.snapshot.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.training.extensions.visualizer.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.training.updaters.trainer.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.add_deltas.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.channel_selector.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.cmvn.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.functional.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.perturb.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.spec_augment.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.spectrogram.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.transform_interface.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.transformation.rst
 delete mode 100644 docs/source/api/paddlespeech.s2t.transform.wpe.rst
 delete mode 100644 docs/source/api/paddlespeech.server.engine.acs.python.acs_engine.rst
 delete mode 100644 docs/source/api/paddlespeech.server.utils.log.rst
 delete mode 100644 docs/source/api/paddlespeech.t2s.exps.stream_play_tts.rst
 delete mode 100644 docs/source/api/paddlespeech.t2s.models.ernie_sat.mlm.rst
 delete mode 100644 docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.core.rst
 delete mode 100644 docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.rst
 delete mode 100644 docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.setup.rst

diff --git a/docs/requirements.txt b/docs/requirements.txt
index 3fb82367..fd7a481b 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -20,6 +20,7 @@ onnxruntime==1.10.0
 opencc
 paddlenlp
 paddlepaddle>=2.2.2
+paddlespeech_ctcdecoders
 paddlespeech_feat
 pandas
 pathos == 0.2.8
@@ -27,8 +28,8 @@ pattern_singleton
 Pillow>=9.0.0
 praatio==5.0.0
 prettytable
-pypinyin<=0.44.0
 pypinyin-dict
+pypinyin<=0.44.0
 python-dateutil
 pyworld==0.2.12
 recommonmark>=0.5.0
diff --git a/docs/source/api/paddlespeech.cls.exps.panns.deploy.predict.rst b/docs/source/api/paddlespeech.cls.exps.panns.deploy.predict.rst
deleted file mode 100644
index d4f92a2e..00000000
--- a/docs/source/api/paddlespeech.cls.exps.panns.deploy.predict.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.cls.exps.panns.deploy.predict module
-=================================================
-
-.. automodule:: paddlespeech.cls.exps.panns.deploy.predict
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.cls.exps.panns.deploy.rst b/docs/source/api/paddlespeech.cls.exps.panns.deploy.rst
index 4415c933..369862cc 100644
--- a/docs/source/api/paddlespeech.cls.exps.panns.deploy.rst
+++ b/docs/source/api/paddlespeech.cls.exps.panns.deploy.rst
@@ -12,4 +12,3 @@ Submodules
 .. toctree::
    :maxdepth: 4
 
-   paddlespeech.cls.exps.panns.deploy.predict
diff --git a/docs/source/api/paddlespeech.cls.exps.panns.export_model.rst b/docs/source/api/paddlespeech.cls.exps.panns.export_model.rst
deleted file mode 100644
index 6c39c2bc..00000000
--- a/docs/source/api/paddlespeech.cls.exps.panns.export_model.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.cls.exps.panns.export\_model module
-================================================
-
-.. automodule:: paddlespeech.cls.exps.panns.export_model
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.cls.exps.panns.predict.rst b/docs/source/api/paddlespeech.cls.exps.panns.predict.rst
deleted file mode 100644
index 88cd4033..00000000
--- a/docs/source/api/paddlespeech.cls.exps.panns.predict.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.cls.exps.panns.predict module
-==========================================
-
-.. automodule:: paddlespeech.cls.exps.panns.predict
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.cls.exps.panns.rst b/docs/source/api/paddlespeech.cls.exps.panns.rst
index 6147b245..72f30ba6 100644
--- a/docs/source/api/paddlespeech.cls.exps.panns.rst
+++ b/docs/source/api/paddlespeech.cls.exps.panns.rst
@@ -20,6 +20,3 @@ Submodules
 .. toctree::
    :maxdepth: 4
 
-   paddlespeech.cls.exps.panns.export_model
-   paddlespeech.cls.exps.panns.predict
-   paddlespeech.cls.exps.panns.train
diff --git a/docs/source/api/paddlespeech.cls.exps.panns.train.rst b/docs/source/api/paddlespeech.cls.exps.panns.train.rst
deleted file mode 100644
index a89b7eec..00000000
--- a/docs/source/api/paddlespeech.cls.exps.panns.train.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.cls.exps.panns.train module
-========================================
-
-.. automodule:: paddlespeech.cls.exps.panns.train
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.kws.exps.mdtc.plot_det_curve.rst b/docs/source/api/paddlespeech.kws.exps.mdtc.plot_det_curve.rst
deleted file mode 100644
index 46a149b0..00000000
--- a/docs/source/api/paddlespeech.kws.exps.mdtc.plot_det_curve.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.kws.exps.mdtc.plot\_det\_curve module
-==================================================
-
-.. automodule:: paddlespeech.kws.exps.mdtc.plot_det_curve
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.kws.exps.mdtc.rst b/docs/source/api/paddlespeech.kws.exps.mdtc.rst
index f6cad64e..33d4a55c 100644
--- a/docs/source/api/paddlespeech.kws.exps.mdtc.rst
+++ b/docs/source/api/paddlespeech.kws.exps.mdtc.rst
@@ -14,6 +14,5 @@ Submodules
 
    paddlespeech.kws.exps.mdtc.collate
    paddlespeech.kws.exps.mdtc.compute_det
-   paddlespeech.kws.exps.mdtc.plot_det_curve
    paddlespeech.kws.exps.mdtc.score
    paddlespeech.kws.exps.mdtc.train
diff --git a/docs/source/api/paddlespeech.s2t.decoders.ctcdecoder.rst b/docs/source/api/paddlespeech.s2t.decoders.ctcdecoder.rst
index 8093619b..dfcd274c 100644
--- a/docs/source/api/paddlespeech.s2t.decoders.ctcdecoder.rst
+++ b/docs/source/api/paddlespeech.s2t.decoders.ctcdecoder.rst
@@ -13,5 +13,4 @@ Submodules
    :maxdepth: 4
 
    paddlespeech.s2t.decoders.ctcdecoder.decoders_deprecated
-   paddlespeech.s2t.decoders.ctcdecoder.scorer_deprecated
    paddlespeech.s2t.decoders.ctcdecoder.swig_wrapper
diff --git a/docs/source/api/paddlespeech.s2t.decoders.ctcdecoder.scorer_deprecated.rst b/docs/source/api/paddlespeech.s2t.decoders.ctcdecoder.scorer_deprecated.rst
deleted file mode 100644
index 1079d672..00000000
--- a/docs/source/api/paddlespeech.s2t.decoders.ctcdecoder.scorer_deprecated.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.decoders.ctcdecoder.scorer\_deprecated module
-==============================================================
-
-.. automodule:: paddlespeech.s2t.decoders.ctcdecoder.scorer_deprecated
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.decoders.recog_bin.rst b/docs/source/api/paddlespeech.s2t.decoders.recog_bin.rst
deleted file mode 100644
index 4952e2e6..00000000
--- a/docs/source/api/paddlespeech.s2t.decoders.recog_bin.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.decoders.recog\_bin module
-===========================================
-
-.. automodule:: paddlespeech.s2t.decoders.recog_bin
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.decoders.rst b/docs/source/api/paddlespeech.s2t.decoders.rst
index e4eabedf..53e0d9c4 100644
--- a/docs/source/api/paddlespeech.s2t.decoders.rst
+++ b/docs/source/api/paddlespeech.s2t.decoders.rst
@@ -23,5 +23,4 @@ Submodules
    :maxdepth: 4
 
    paddlespeech.s2t.decoders.recog
-   paddlespeech.s2t.decoders.recog_bin
    paddlespeech.s2t.decoders.utils
diff --git a/docs/source/api/paddlespeech.s2t.decoders.scorers.ngram.rst b/docs/source/api/paddlespeech.s2t.decoders.scorers.ngram.rst
deleted file mode 100644
index f38a6109..00000000
--- a/docs/source/api/paddlespeech.s2t.decoders.scorers.ngram.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.decoders.scorers.ngram module
-==============================================
-
-.. automodule:: paddlespeech.s2t.decoders.scorers.ngram
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.decoders.scorers.rst b/docs/source/api/paddlespeech.s2t.decoders.scorers.rst
index 83808c49..ca834f6b 100644
--- a/docs/source/api/paddlespeech.s2t.decoders.scorers.rst
+++ b/docs/source/api/paddlespeech.s2t.decoders.scorers.rst
@@ -15,5 +15,4 @@ Submodules
    paddlespeech.s2t.decoders.scorers.ctc
    paddlespeech.s2t.decoders.scorers.ctc_prefix_score
    paddlespeech.s2t.decoders.scorers.length_bonus
-   paddlespeech.s2t.decoders.scorers.ngram
    paddlespeech.s2t.decoders.scorers.scorer_interface
diff --git a/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.client.rst b/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.client.rst
deleted file mode 100644
index a73a5685..00000000
--- a/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.client.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.exps.deepspeech2.bin.deploy.client module
-==========================================================
-
-.. automodule:: paddlespeech.s2t.exps.deepspeech2.bin.deploy.client
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.record.rst b/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.record.rst
deleted file mode 100644
index bc107848..00000000
--- a/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.record.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.exps.deepspeech2.bin.deploy.record module
-==========================================================
-
-.. automodule:: paddlespeech.s2t.exps.deepspeech2.bin.deploy.record
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.rst b/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.rst
index d1f966fc..28de0f7f 100644
--- a/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.rst
+++ b/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.rst
@@ -12,8 +12,5 @@ Submodules
 .. toctree::
    :maxdepth: 4
 
-   paddlespeech.s2t.exps.deepspeech2.bin.deploy.client
-   paddlespeech.s2t.exps.deepspeech2.bin.deploy.record
    paddlespeech.s2t.exps.deepspeech2.bin.deploy.runtime
-   paddlespeech.s2t.exps.deepspeech2.bin.deploy.send
    paddlespeech.s2t.exps.deepspeech2.bin.deploy.server
diff --git a/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.send.rst b/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.send.rst
deleted file mode 100644
index ba1ae0a6..00000000
--- a/docs/source/api/paddlespeech.s2t.exps.deepspeech2.bin.deploy.send.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.exps.deepspeech2.bin.deploy.send module
-========================================================
-
-.. automodule:: paddlespeech.s2t.exps.deepspeech2.bin.deploy.send
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.exps.u2.rst b/docs/source/api/paddlespeech.s2t.exps.u2.rst
index e0ebb7fc..bf565670 100644
--- a/docs/source/api/paddlespeech.s2t.exps.u2.rst
+++ b/docs/source/api/paddlespeech.s2t.exps.u2.rst
@@ -21,4 +21,3 @@ Submodules
    :maxdepth: 4
 
    paddlespeech.s2t.exps.u2.model
-   paddlespeech.s2t.exps.u2.trainer
diff --git a/docs/source/api/paddlespeech.s2t.exps.u2.trainer.rst b/docs/source/api/paddlespeech.s2t.exps.u2.trainer.rst
deleted file mode 100644
index 0cd28945..00000000
--- a/docs/source/api/paddlespeech.s2t.exps.u2.trainer.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.exps.u2.trainer module
-=======================================
-
-.. automodule:: paddlespeech.s2t.exps.u2.trainer
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.exps.u2_kaldi.bin.recog.rst b/docs/source/api/paddlespeech.s2t.exps.u2_kaldi.bin.recog.rst
deleted file mode 100644
index bc749c8f..00000000
--- a/docs/source/api/paddlespeech.s2t.exps.u2_kaldi.bin.recog.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.exps.u2\_kaldi.bin.recog module
-================================================
-
-.. automodule:: paddlespeech.s2t.exps.u2_kaldi.bin.recog
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.exps.u2_kaldi.bin.rst b/docs/source/api/paddlespeech.s2t.exps.u2_kaldi.bin.rst
index ff1a6efe..087b8767 100644
--- a/docs/source/api/paddlespeech.s2t.exps.u2_kaldi.bin.rst
+++ b/docs/source/api/paddlespeech.s2t.exps.u2_kaldi.bin.rst
@@ -12,6 +12,5 @@ Submodules
 .. toctree::
    :maxdepth: 4
 
-   paddlespeech.s2t.exps.u2_kaldi.bin.recog
    paddlespeech.s2t.exps.u2_kaldi.bin.test
    paddlespeech.s2t.exps.u2_kaldi.bin.train
diff --git a/docs/source/api/paddlespeech.s2t.training.extensions.rst b/docs/source/api/paddlespeech.s2t.training.extensions.rst
index f31b8427..13530a8d 100644
--- a/docs/source/api/paddlespeech.s2t.training.extensions.rst
+++ b/docs/source/api/paddlespeech.s2t.training.extensions.rst
@@ -15,5 +15,3 @@ Submodules
    paddlespeech.s2t.training.extensions.evaluator
    paddlespeech.s2t.training.extensions.extension
    paddlespeech.s2t.training.extensions.plot
-   paddlespeech.s2t.training.extensions.snapshot
-   paddlespeech.s2t.training.extensions.visualizer
diff --git a/docs/source/api/paddlespeech.s2t.training.extensions.snapshot.rst b/docs/source/api/paddlespeech.s2t.training.extensions.snapshot.rst
deleted file mode 100644
index e0ca21a7..00000000
--- a/docs/source/api/paddlespeech.s2t.training.extensions.snapshot.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.training.extensions.snapshot module
-====================================================
-
-.. automodule:: paddlespeech.s2t.training.extensions.snapshot
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.training.extensions.visualizer.rst b/docs/source/api/paddlespeech.s2t.training.extensions.visualizer.rst
deleted file mode 100644
index 22ae11f1..00000000
--- a/docs/source/api/paddlespeech.s2t.training.extensions.visualizer.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.training.extensions.visualizer module
-======================================================
-
-.. automodule:: paddlespeech.s2t.training.extensions.visualizer
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.training.updaters.rst b/docs/source/api/paddlespeech.s2t.training.updaters.rst
index a0617016..b38704a0 100644
--- a/docs/source/api/paddlespeech.s2t.training.updaters.rst
+++ b/docs/source/api/paddlespeech.s2t.training.updaters.rst
@@ -13,5 +13,4 @@ Submodules
    :maxdepth: 4
 
    paddlespeech.s2t.training.updaters.standard_updater
-   paddlespeech.s2t.training.updaters.trainer
    paddlespeech.s2t.training.updaters.updater
diff --git a/docs/source/api/paddlespeech.s2t.training.updaters.trainer.rst b/docs/source/api/paddlespeech.s2t.training.updaters.trainer.rst
deleted file mode 100644
index 6981a8f0..00000000
--- a/docs/source/api/paddlespeech.s2t.training.updaters.trainer.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.training.updaters.trainer module
-=================================================
-
-.. automodule:: paddlespeech.s2t.training.updaters.trainer
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.transform.add_deltas.rst b/docs/source/api/paddlespeech.s2t.transform.add_deltas.rst
deleted file mode 100644
index 5007fd9d..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.add_deltas.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.transform.add\_deltas module
-=============================================
-
-.. automodule:: paddlespeech.s2t.transform.add_deltas
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.transform.channel_selector.rst b/docs/source/api/paddlespeech.s2t.transform.channel_selector.rst
deleted file mode 100644
index e08dd253..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.channel_selector.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.transform.channel\_selector module
-===================================================
-
-.. automodule:: paddlespeech.s2t.transform.channel_selector
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.transform.cmvn.rst b/docs/source/api/paddlespeech.s2t.transform.cmvn.rst
deleted file mode 100644
index 8348e3d4..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.cmvn.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.transform.cmvn module
-======================================
-
-.. automodule:: paddlespeech.s2t.transform.cmvn
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.transform.functional.rst b/docs/source/api/paddlespeech.s2t.transform.functional.rst
deleted file mode 100644
index eb2b54a6..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.functional.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.transform.functional module
-============================================
-
-.. automodule:: paddlespeech.s2t.transform.functional
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.transform.perturb.rst b/docs/source/api/paddlespeech.s2t.transform.perturb.rst
deleted file mode 100644
index 0be28ab7..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.perturb.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.transform.perturb module
-=========================================
-
-.. automodule:: paddlespeech.s2t.transform.perturb
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.transform.rst b/docs/source/api/paddlespeech.s2t.transform.rst
deleted file mode 100644
index 5016ff4f..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.rst
+++ /dev/null
@@ -1,24 +0,0 @@
-paddlespeech.s2t.transform package
-==================================
-
-.. automodule:: paddlespeech.s2t.transform
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-Submodules
-----------
-
-.. toctree::
-   :maxdepth: 4
-
-   paddlespeech.s2t.transform.add_deltas
-   paddlespeech.s2t.transform.channel_selector
-   paddlespeech.s2t.transform.cmvn
-   paddlespeech.s2t.transform.functional
-   paddlespeech.s2t.transform.perturb
-   paddlespeech.s2t.transform.spec_augment
-   paddlespeech.s2t.transform.spectrogram
-   paddlespeech.s2t.transform.transform_interface
-   paddlespeech.s2t.transform.transformation
-   paddlespeech.s2t.transform.wpe
diff --git a/docs/source/api/paddlespeech.s2t.transform.spec_augment.rst b/docs/source/api/paddlespeech.s2t.transform.spec_augment.rst
deleted file mode 100644
index 00fd3ea1..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.spec_augment.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.transform.spec\_augment module
-===============================================
-
-.. automodule:: paddlespeech.s2t.transform.spec_augment
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.transform.spectrogram.rst b/docs/source/api/paddlespeech.s2t.transform.spectrogram.rst
deleted file mode 100644
index 33c499a7..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.spectrogram.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.transform.spectrogram module
-=============================================
-
-.. automodule:: paddlespeech.s2t.transform.spectrogram
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.transform.transform_interface.rst b/docs/source/api/paddlespeech.s2t.transform.transform_interface.rst
deleted file mode 100644
index 009b0658..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.transform_interface.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.transform.transform\_interface module
-======================================================
-
-.. automodule:: paddlespeech.s2t.transform.transform_interface
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.transform.transformation.rst b/docs/source/api/paddlespeech.s2t.transform.transformation.rst
deleted file mode 100644
index a03e731a..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.transformation.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.transform.transformation module
-================================================
-
-.. automodule:: paddlespeech.s2t.transform.transformation
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.s2t.transform.wpe.rst b/docs/source/api/paddlespeech.s2t.transform.wpe.rst
deleted file mode 100644
index c4831f7f..00000000
--- a/docs/source/api/paddlespeech.s2t.transform.wpe.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.s2t.transform.wpe module
-=====================================
-
-.. automodule:: paddlespeech.s2t.transform.wpe
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.server.engine.acs.python.acs_engine.rst b/docs/source/api/paddlespeech.server.engine.acs.python.acs_engine.rst
deleted file mode 100644
index 9b61633e..00000000
--- a/docs/source/api/paddlespeech.server.engine.acs.python.acs_engine.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.server.engine.acs.python.acs\_engine module
-========================================================
-
-.. automodule:: paddlespeech.server.engine.acs.python.acs_engine
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.server.engine.acs.python.rst b/docs/source/api/paddlespeech.server.engine.acs.python.rst
index 3c06ba08..7e5582bd 100644
--- a/docs/source/api/paddlespeech.server.engine.acs.python.rst
+++ b/docs/source/api/paddlespeech.server.engine.acs.python.rst
@@ -12,4 +12,3 @@ Submodules
 .. toctree::
    :maxdepth: 4
 
-   paddlespeech.server.engine.acs.python.acs_engine
diff --git a/docs/source/api/paddlespeech.server.utils.log.rst b/docs/source/api/paddlespeech.server.utils.log.rst
deleted file mode 100644
index 453b4a61..00000000
--- a/docs/source/api/paddlespeech.server.utils.log.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.server.utils.log module
-====================================
-
-.. automodule:: paddlespeech.server.utils.log
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.t2s.exps.rst b/docs/source/api/paddlespeech.t2s.exps.rst
index bee18a97..643f97b4 100644
--- a/docs/source/api/paddlespeech.t2s.exps.rst
+++ b/docs/source/api/paddlespeech.t2s.exps.rst
@@ -30,10 +30,10 @@ Submodules
 
    paddlespeech.t2s.exps.inference
    paddlespeech.t2s.exps.inference_streaming
+   paddlespeech.t2s.models.vits.monotonic_align
    paddlespeech.t2s.exps.ort_predict
    paddlespeech.t2s.exps.ort_predict_e2e
    paddlespeech.t2s.exps.ort_predict_streaming
-   paddlespeech.t2s.exps.stream_play_tts
    paddlespeech.t2s.exps.syn_utils
    paddlespeech.t2s.exps.synthesize
    paddlespeech.t2s.exps.synthesize_e2e
diff --git a/docs/source/api/paddlespeech.t2s.exps.stream_play_tts.rst b/docs/source/api/paddlespeech.t2s.exps.stream_play_tts.rst
deleted file mode 100644
index cb22dde0..00000000
--- a/docs/source/api/paddlespeech.t2s.exps.stream_play_tts.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.t2s.exps.stream\_play\_tts module
-==============================================
-
-.. automodule:: paddlespeech.t2s.exps.stream_play_tts
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.t2s.models.ernie_sat.mlm.rst b/docs/source/api/paddlespeech.t2s.models.ernie_sat.mlm.rst
deleted file mode 100644
index f0e8fd11..00000000
--- a/docs/source/api/paddlespeech.t2s.models.ernie_sat.mlm.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.t2s.models.ernie\_sat.mlm module
-=============================================
-
-.. automodule:: paddlespeech.t2s.models.ernie_sat.mlm
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.core.rst b/docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.core.rst
deleted file mode 100644
index 7aaba795..00000000
--- a/docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.core.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.t2s.models.vits.monotonic\_align.core module
-=========================================================
-
-.. automodule:: paddlespeech.t2s.models.vits.monotonic_align.core
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.rst b/docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.rst
deleted file mode 100644
index 25c819a7..00000000
--- a/docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.rst
+++ /dev/null
@@ -1,16 +0,0 @@
-paddlespeech.t2s.models.vits.monotonic\_align package
-=====================================================
-
-.. automodule:: paddlespeech.t2s.models.vits.monotonic_align
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-Submodules
-----------
-
-.. toctree::
-   :maxdepth: 4
-
-   paddlespeech.t2s.models.vits.monotonic_align.core
-   paddlespeech.t2s.models.vits.monotonic_align.setup
diff --git a/docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.setup.rst b/docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.setup.rst
deleted file mode 100644
index a93c3b8b..00000000
--- a/docs/source/api/paddlespeech.t2s.models.vits.monotonic_align.setup.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-paddlespeech.t2s.models.vits.monotonic\_align.setup module
-==========================================================
-
-.. automodule:: paddlespeech.t2s.models.vits.monotonic_align.setup
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/paddlespeech.t2s.models.vits.rst b/docs/source/api/paddlespeech.t2s.models.vits.rst
index 3146094b..205496f0 100644
--- a/docs/source/api/paddlespeech.t2s.models.vits.rst
+++ b/docs/source/api/paddlespeech.t2s.models.vits.rst
@@ -12,7 +12,6 @@ Subpackages
 .. toctree::
    :maxdepth: 4
 
-   paddlespeech.t2s.models.vits.monotonic_align
    paddlespeech.t2s.models.vits.wavenet
 
 Submodules
diff --git a/docs/source/tts/demo.rst b/docs/source/tts/demo.rst
index ca2fd98e..1ae687f8 100644
--- a/docs/source/tts/demo.rst
+++ b/docs/source/tts/demo.rst
@@ -42,7 +42,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
         <tr>
             <td >Printing, in the only sense with which we are at present concerned, differs from most if not from all the arts and crafts represented in the Exhibition</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/ljspeech_gt/LJ001-0001.wav"
                         type="audio/wav">
@@ -50,7 +50,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
                 
             
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/waveflow_res128_ljspeech_samples_1.0/step_2000k_sentence_0.wav"
                         type="audio/wav">
@@ -61,7 +61,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
         <tr>
             <td>in being comparatively modern.</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/ljspeech_gt/LJ001-0002.wav"
                         type="audio/wav">
@@ -70,7 +70,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
 
             </td>
             <td>
-             <audio controls="controls">
+             <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/waveflow_res128_ljspeech_samples_1.0/step_2000k_sentence_1.wav"
                         type="audio/wav">
@@ -81,7 +81,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
         <tr>
             <td>For although the Chinese took impressions from wood blocks engraved in relief for centuries before the woodcutters of the Netherlands, by a similar process</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/ljspeech_gt/LJ001-0003.wav"
                         type="audio/wav">
@@ -89,7 +89,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/waveflow_res128_ljspeech_samples_1.0/step_2000k_sentence_2.wav"
                         type="audio/wav">
@@ -100,7 +100,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
         <tr>
             <td>produced the block books, which were the immediate predecessors of the true printed book</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/ljspeech_gt/LJ001-0004.wav"
                         type="audio/wav">
@@ -108,7 +108,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/waveflow_res128_ljspeech_samples_1.0/step_2000k_sentence_3.wav"
                         type="audio/wav">
@@ -119,7 +119,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
         <tr>
             <td>the invention of movable metal letters in the middle of the fifteenth century may justly be considered as the invention of the art of printing.</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/ljspeech_gt/LJ001-0005.wav"
                         type="audio/wav">
@@ -127,7 +127,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/waveflow_res128_ljspeech_samples_1.0/step_2000k_sentence_4.wav"
                         type="audio/wav">
@@ -153,7 +153,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
         <tr>
             <td>昨日，这名“伤者”与医生全部被警方依法刑事拘留</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/baker_gt_24k/009901.wav"
                         type="audio/wav">
@@ -161,7 +161,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/pwg_baker_ckpt_0.4/009901.wav"
                         type="audio/wav">
@@ -172,7 +172,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
         <tr>
             <td>钱伟长想到上海来办学校是经过深思熟虑的。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/baker_gt_24k/009902.wav"
                         type="audio/wav">
@@ -180,7 +180,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/pwg_baker_ckpt_0.4/009902.wav"
                         type="audio/wav">
@@ -191,7 +191,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
         <tr>
             <td>她见我一进门就骂，吃饭时也骂，骂得我抬不起头。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/baker_gt_24k/009903.wav"
                         type="audio/wav">
@@ -199,7 +199,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/pwg_baker_ckpt_0.4/009903.wav"
                         type="audio/wav">
@@ -210,7 +210,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
         <tr>
             <td>李述德在离开之前，只说了一句“柱驼杀父亲了”</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/baker_gt_24k/009904.wav"
                         type="audio/wav">
@@ -218,7 +218,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/pwg_baker_ckpt_0.4/009904.wav"
                         type="audio/wav">
@@ -230,7 +230,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
         <tr>
             <td>这种车票和保险单捆绑出售属于重复性购买。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/baker_gt_24k/009905.wav"
                         type="audio/wav">
@@ -238,7 +238,7 @@ Audio samples generated from ground-truth spectrograms with a vocoder.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/pwg_baker_ckpt_0.4/009905.wav"
                         type="audio/wav">
@@ -271,7 +271,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>Life was like a box of chocolates, you never know what you're gonna get.</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                         <source
                             src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/transformer_tts_ljspeech_ckpt_0.4_waveflow_ljspeech_ckpt_0.3/001.wav"
                             type="audio/wav">
@@ -279,7 +279,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td> 
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                         <source
                             src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/tacotron2_ljspeech_waveflow_samples_0.2/sentence_1.wav"
                             type="audio/wav">
@@ -290,7 +290,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>With great power there must come great responsibility.</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                         <source
                             src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/transformer_tts_ljspeech_ckpt_0.4_waveflow_ljspeech_ckpt_0.3/002.wav"
                             type="audio/wav">
@@ -298,7 +298,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td> 
-            <audio controls="controls">
+            <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/tacotron2_ljspeech_waveflow_samples_0.2/sentence_2.wav"
                         type="audio/wav">
@@ -309,7 +309,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>To be or not to be, that’s a question.</td>
             <td>
-            <audio controls="controls">
+            <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/transformer_tts_ljspeech_ckpt_0.4_waveflow_ljspeech_ckpt_0.3/003.wav"
                         type="audio/wav">
@@ -318,7 +318,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
             </td>
 
             <td> 
-            <audio controls="controls">
+            <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/tacotron2_ljspeech_waveflow_samples_0.2/sentence_3.wav"
                         type="audio/wav">
@@ -330,7 +330,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>A man can be destroyed but not defeated.</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/transformer_tts_ljspeech_ckpt_0.4_waveflow_ljspeech_ckpt_0.3/004.wav"
                         type="audio/wav">
@@ -339,7 +339,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
             </td>
 
             <td> 
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/tacotron2_ljspeech_waveflow_samples_0.2/sentence_4.wav"
                         type="audio/wav">
@@ -350,7 +350,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>Do not, for one repulse, give up the purpose that you resolved to effort.</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/transformer_tts_ljspeech_ckpt_0.4_waveflow_ljspeech_ckpt_0.3/005.wav"
                         type="audio/wav">
@@ -359,7 +359,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
             </td>
 
             <td> 
-            <audio controls="controls">
+            <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/tacotron2_ljspeech_waveflow_samples_0.2/sentence_5.wav"
                         type="audio/wav">
@@ -370,7 +370,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>Death is just a part of life, something we're all destined to do.</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/transformer_tts_ljspeech_ckpt_0.4_waveflow_ljspeech_ckpt_0.3/006.wav"
                         type="audio/wav">
@@ -379,7 +379,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
             </td>
 
             <td> 
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/tacotron2_ljspeech_waveflow_samples_0.2/sentence_6.wav"
                         type="audio/wav">
@@ -390,7 +390,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>I think it's hard winning a war with words. </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/transformer_tts_ljspeech_ckpt_0.4_waveflow_ljspeech_ckpt_0.3/007.wav"
                         type="audio/wav">
@@ -399,7 +399,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
             </td>
 
             <td> 
-            <audio controls="controls">
+            <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/tacotron2_ljspeech_waveflow_samples_0.2/sentence_7.wav"
                         type="audio/wav">
@@ -410,7 +410,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>Don’t argue with the people of strong determination, because they may change the fact!</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/transformer_tts_ljspeech_ckpt_0.4_waveflow_ljspeech_ckpt_0.3/008.wav"
                         type="audio/wav">
@@ -419,7 +419,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
             </td>
 
             <td> 
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/tacotron2_ljspeech_waveflow_samples_0.2/sentence_8.wav"
                         type="audio/wav">
@@ -430,7 +430,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>Love you three thousand times.</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/transformer_tts_ljspeech_ckpt_0.4_waveflow_ljspeech_ckpt_0.3/009.wav"
                         type="audio/wav">
@@ -439,7 +439,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
             </td>
 
             <td> 
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/tacotron2_ljspeech_waveflow_samples_0.2/sentence_9.wav"
                         type="audio/wav">
@@ -465,7 +465,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>凯莫瑞安联合体的经济崩溃，迫在眉睫。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speedyspeech_baker_ckpt_0.4_pwg_baker_ckpt_0.4/001.wav"
                         type="audio/wav">
@@ -473,7 +473,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_nosil_baker_ckpt_0.4_parallel_wavegan_baker_ckpt_0.4/001.wav"
                         type="audio/wav">
@@ -484,7 +484,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>对于所有想要离开那片废土，去寻找更美好生活的人来说。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speedyspeech_baker_ckpt_0.4_pwg_baker_ckpt_0.4/002.wav"
                         type="audio/wav">
@@ -492,7 +492,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_nosil_baker_ckpt_0.4_parallel_wavegan_baker_ckpt_0.4/002.wav"
                         type="audio/wav">
@@ -503,7 +503,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>克哈，是你们所有人安全的港湾。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speedyspeech_baker_ckpt_0.4_pwg_baker_ckpt_0.4/003.wav"
                         type="audio/wav">
@@ -511,7 +511,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_nosil_baker_ckpt_0.4_parallel_wavegan_baker_ckpt_0.4/003.wav"
                         type="audio/wav">
@@ -523,7 +523,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>为了保护尤摩扬人民不受异虫的残害，我所做的，比他们自己的领导委员会都多。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speedyspeech_baker_ckpt_0.4_pwg_baker_ckpt_0.4/004.wav"
                         type="audio/wav">
@@ -531,7 +531,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_nosil_baker_ckpt_0.4_parallel_wavegan_baker_ckpt_0.4/004.wav"
                         type="audio/wav">
@@ -542,7 +542,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>无论他们如何诽谤我，我将继续为所有泰伦人的最大利益，而努力奋斗。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speedyspeech_baker_ckpt_0.4_pwg_baker_ckpt_0.4/005.wav"
                         type="audio/wav">
@@ -550,7 +550,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_nosil_baker_ckpt_0.4_parallel_wavegan_baker_ckpt_0.4/005.wav"
                         type="audio/wav">
@@ -561,7 +561,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>身为你们的元首，我带领泰伦人实现了人类统治领地和经济的扩张。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speedyspeech_baker_ckpt_0.4_pwg_baker_ckpt_0.4/006.wav"
                         type="audio/wav">
@@ -569,7 +569,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_nosil_baker_ckpt_0.4_parallel_wavegan_baker_ckpt_0.4/006.wav"
                         type="audio/wav">
@@ -580,7 +580,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>我们将继续成长，用行动回击那些只会说风凉话，不愿意和我们相向而行的害群之马。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speedyspeech_baker_ckpt_0.4_pwg_baker_ckpt_0.4/007.wav"
                         type="audio/wav">
@@ -588,7 +588,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_nosil_baker_ckpt_0.4_parallel_wavegan_baker_ckpt_0.4/007.wav"
                         type="audio/wav">
@@ -599,7 +599,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>帝国武装力量，无数的优秀儿女，正时刻守卫着我们的家园大门，但是他们孤木难支。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speedyspeech_baker_ckpt_0.4_pwg_baker_ckpt_0.4/008.wav"
                         type="audio/wav">
@@ -607,7 +607,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_nosil_baker_ckpt_0.4_parallel_wavegan_baker_ckpt_0.4/008.wav"
                         type="audio/wav">
@@ -618,7 +618,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         <tr>
             <td>凡是今天应征入伍者，所获的所有刑罚罪责，减半。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speedyspeech_baker_ckpt_0.4_pwg_baker_ckpt_0.4/009.wav"
                         type="audio/wav">
@@ -626,7 +626,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_nosil_baker_ckpt_0.4_parallel_wavegan_baker_ckpt_0.4/009.wav"
                         type="audio/wav">
@@ -641,11 +641,11 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
 
     <table border="2" cellspacing="1" cellpadding="1"> 
         <tr>
-            <th align="center"> FastSpeech2-Conformer + ParallelWaveGAN </th>
+            <th align="center"> FastSpeech2-Conformer + </br>ParallelWaveGAN </th>
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_conformer_baker_ckpt_0.5_pwg_baker_ckpt_0.4/001.wav"
                         type="audio/wav">
@@ -655,7 +655,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_conformer_baker_ckpt_0.5_pwg_baker_ckpt_0.4/002.wav"
                         type="audio/wav">
@@ -665,7 +665,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_conformer_baker_ckpt_0.5_pwg_baker_ckpt_0.4/003.wav"
                         type="audio/wav">
@@ -676,7 +676,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
 
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_conformer_baker_ckpt_0.5_pwg_baker_ckpt_0.4/004.wav"
                         type="audio/wav">
@@ -686,7 +686,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_conformer_baker_ckpt_0.5_pwg_baker_ckpt_0.4/005.wav"
                         type="audio/wav">
@@ -696,7 +696,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_conformer_baker_ckpt_0.5_pwg_baker_ckpt_0.4/006.wav"
                         type="audio/wav">
@@ -706,7 +706,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_conformer_baker_ckpt_0.5_pwg_baker_ckpt_0.4/007.wav"
                         type="audio/wav">
@@ -716,7 +716,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_conformer_baker_ckpt_0.5_pwg_baker_ckpt_0.4/008.wav"
                         type="audio/wav">
@@ -726,7 +726,7 @@ Audio samples generated by a TTS system. Text is first transformed into spectrog
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fastspeech2_conformer_baker_ckpt_0.5_pwg_baker_ckpt_0.4/009.wav"
                         type="audio/wav">
@@ -756,7 +756,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/0.wav"
                         type="audio/wav">
@@ -764,7 +764,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/0_002.wav"
                         type="audio/wav">
@@ -774,7 +774,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/1.wav"
                         type="audio/wav">
@@ -782,7 +782,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/1_002.wav"
                         type="audio/wav">
@@ -792,7 +792,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/2.wav"
                         type="audio/wav">
@@ -800,7 +800,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/2_002.wav"
                         type="audio/wav">
@@ -810,7 +810,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/3.wav"
                         type="audio/wav">
@@ -818,7 +818,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/3_002.wav"
                         type="audio/wav">
@@ -828,7 +828,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/4.wav"
                         type="audio/wav">
@@ -836,7 +836,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/4_002.wav"
                         type="audio/wav">
@@ -846,7 +846,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/5.wav"
                         type="audio/wav">
@@ -854,7 +854,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/5_002.wav"
                         type="audio/wav">
@@ -864,7 +864,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/6.wav"
                         type="audio/wav">
@@ -872,7 +872,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/6_002.wav"
                         type="audio/wav">
@@ -882,7 +882,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/7.wav"
                         type="audio/wav">
@@ -890,7 +890,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/7_002.wav"
                         type="audio/wav">
@@ -900,7 +900,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/8.wav"
                         type="audio/wav">
@@ -908,7 +908,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/8_002.wav"
                         type="audio/wav">
@@ -918,7 +918,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/9.wav"
                         type="audio/wav">
@@ -926,7 +926,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/9_002.wav"
                         type="audio/wav">
@@ -936,7 +936,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/10.wav"
                         type="audio/wav">
@@ -944,7 +944,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/10_002.wav"
                         type="audio/wav">
@@ -954,7 +954,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/11.wav"
                         type="audio/wav">
@@ -962,7 +962,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/11_002.wav"
                         type="audio/wav">
@@ -972,7 +972,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/12.wav"
                         type="audio/wav">
@@ -980,7 +980,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/12_002.wav"
                         type="audio/wav">
@@ -990,7 +990,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/13.wav"
                         type="audio/wav">
@@ -998,7 +998,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/13_002.wav"
                         type="audio/wav">
@@ -1008,7 +1008,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/14.wav"
                         type="audio/wav">
@@ -1016,7 +1016,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/14_002.wav"
                         type="audio/wav">
@@ -1026,7 +1026,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/15.wav"
                         type="audio/wav">
@@ -1034,7 +1034,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/15_002.wav"
                         type="audio/wav">
@@ -1044,7 +1044,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/16.wav"
                         type="audio/wav">
@@ -1052,7 +1052,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/16_002.wav"
                         type="audio/wav">
@@ -1062,7 +1062,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/17.wav"
                         type="audio/wav">
@@ -1070,7 +1070,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/17_002.wav"
                         type="audio/wav">
@@ -1080,7 +1080,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/18.wav"
                         type="audio/wav">
@@ -1088,7 +1088,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/18_002.wav"
                         type="audio/wav">
@@ -1098,7 +1098,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/target/19.wav"
                         type="audio/wav">
@@ -1106,7 +1106,7 @@ PaddleSpeech also support Multi-Speaker TTS, we provide the audio demos generate
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/fs2_aishell3_demos/generated/19_002.wav"
                         type="audio/wav">
@@ -1142,7 +1142,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
         </tr>
         <tr>
              <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x0.8_001.wav"
                         type="audio/wav">
@@ -1150,7 +1150,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1_001.wav"
                         type="audio/wav">
@@ -1158,7 +1158,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1.2_001.wav"
                         type="audio/wav">
@@ -1168,7 +1168,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
         </tr>
         <tr>
              <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x0.8_002.wav"
                         type="audio/wav">
@@ -1176,7 +1176,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1_002.wav"
                         type="audio/wav">
@@ -1184,7 +1184,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1.2_002.wav"
                         type="audio/wav">
@@ -1194,7 +1194,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
         </tr>
         <tr>
              <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x0.8_003.wav"
                         type="audio/wav">
@@ -1202,7 +1202,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1_003.wav"
                         type="audio/wav">
@@ -1210,7 +1210,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1.2_003.wav"
                         type="audio/wav">
@@ -1220,7 +1220,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
         </tr>
         <tr>
              <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x0.8_004.wav"
                         type="audio/wav">
@@ -1228,7 +1228,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1_004.wav"
                         type="audio/wav">
@@ -1236,7 +1236,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1.2_004.wav"
                         type="audio/wav">
@@ -1246,7 +1246,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
         </tr>
         <tr>
              <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x0.8_005.wav"
                         type="audio/wav">
@@ -1254,7 +1254,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1_005.wav"
                         type="audio/wav">
@@ -1262,7 +1262,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1.2_005.wav"
                         type="audio/wav">
@@ -1272,7 +1272,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
         </tr>
         <tr>
              <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x0.8_007.wav"
                         type="audio/wav">
@@ -1280,7 +1280,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1_007.wav"
                         type="audio/wav">
@@ -1288,7 +1288,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1.2_007.wav"
                         type="audio/wav">
@@ -1298,7 +1298,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
         </tr>
         <tr>
              <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x0.8_008.wav"
                         type="audio/wav">
@@ -1306,7 +1306,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1_008.wav"
                         type="audio/wav">
@@ -1314,7 +1314,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1.2_008.wav"
                         type="audio/wav">
@@ -1324,7 +1324,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
         </tr>
         <tr>
              <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x0.8_009.wav"
                         type="audio/wav">
@@ -1332,7 +1332,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1_009.wav"
                         type="audio/wav">
@@ -1340,7 +1340,7 @@ The duration control in FastSpeech2 can control the speed of audios will keep th
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 250px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/speed/x1.2_009.wav"
                         type="audio/wav">
@@ -1374,7 +1374,7 @@ The nomal audios are in the second column of the previous table.
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/robot/001.wav"
                         type="audio/wav">
@@ -1382,7 +1382,7 @@ The nomal audios are in the second column of the previous table.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/child_voice/001.wav"
                         type="audio/wav">
@@ -1392,7 +1392,7 @@ The nomal audios are in the second column of the previous table.
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/robot/002.wav"
                         type="audio/wav">
@@ -1400,7 +1400,7 @@ The nomal audios are in the second column of the previous table.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/child_voice/002.wav"
                         type="audio/wav">
@@ -1410,7 +1410,7 @@ The nomal audios are in the second column of the previous table.
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/robot/003.wav"
                         type="audio/wav">
@@ -1418,7 +1418,7 @@ The nomal audios are in the second column of the previous table.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/child_voice/003.wav"
                         type="audio/wav">
@@ -1428,7 +1428,7 @@ The nomal audios are in the second column of the previous table.
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/robot/004.wav"
                         type="audio/wav">
@@ -1436,7 +1436,7 @@ The nomal audios are in the second column of the previous table.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/child_voice//004.wav"
                         type="audio/wav">
@@ -1446,7 +1446,7 @@ The nomal audios are in the second column of the previous table.
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/robot/005.wav"
                         type="audio/wav">
@@ -1454,7 +1454,7 @@ The nomal audios are in the second column of the previous table.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/child_voice//005.wav"
                         type="audio/wav">
@@ -1464,7 +1464,7 @@ The nomal audios are in the second column of the previous table.
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/robot/007.wav"
                         type="audio/wav">
@@ -1472,7 +1472,7 @@ The nomal audios are in the second column of the previous table.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/child_voice//007.wav"
                         type="audio/wav">
@@ -1482,7 +1482,7 @@ The nomal audios are in the second column of the previous table.
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/robot/008.wav"
                         type="audio/wav">
@@ -1490,7 +1490,7 @@ The nomal audios are in the second column of the previous table.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/child_voice//008.wav"
                         type="audio/wav">
@@ -1500,7 +1500,7 @@ The nomal audios are in the second column of the previous table.
         </tr>
         <tr>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/robot/009.wav"
                         type="audio/wav">
@@ -1508,7 +1508,7 @@ The nomal audios are in the second column of the previous table.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/child_voice//009.wav"
                         type="audio/wav">
@@ -1542,7 +1542,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
         <tr>
             <td>他只是一个纸老虎。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/with_frontend/001.wav"
                         type="audio/wav">
@@ -1550,7 +1550,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/without_frontend/001.wav"
                         type="audio/wav">
@@ -1561,7 +1561,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
         <tr>
             <td>手表厂有五种好产品。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/with_frontend/002.wav"
                         type="audio/wav">
@@ -1569,7 +1569,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/without_frontend/002.wav"
                         type="audio/wav">
@@ -1580,7 +1580,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
         <tr>
             <td>老板的轿车需要保养。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/with_frontend/003.wav"
                         type="audio/wav">
@@ -1588,7 +1588,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/without_frontend/003.wav"
                         type="audio/wav">
@@ -1599,7 +1599,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
         <tr>
             <td>我们所有人都好喜欢你呀。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/with_frontend/004.wav"
                         type="audio/wav">
@@ -1607,7 +1607,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/without_frontend/004.wav"
                         type="audio/wav">
@@ -1618,7 +1618,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
         <tr>
             <td>岂有此理。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/with_frontend/005.wav"
                         type="audio/wav">
@@ -1626,7 +1626,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/without_frontend/005.wav"
                         type="audio/wav">
@@ -1637,7 +1637,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
         <tr>
             <td>虎骨酒多少钱一瓶。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/with_frontend/006.wav"
                         type="audio/wav">
@@ -1645,7 +1645,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/without_frontend/006.wav"
                         type="audio/wav">
@@ -1656,7 +1656,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
         <tr>
             <td>这件事情需要冷处理。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/with_frontend/007.wav"
                         type="audio/wav">
@@ -1664,7 +1664,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/without_frontend/007.wav"
                         type="audio/wav">
@@ -1675,7 +1675,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
         <tr>
             <td>这个老奶奶是个大喇叭。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/with_frontend/008.wav"
                         type="audio/wav">
@@ -1683,7 +1683,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/without_frontend/008.wav"
                         type="audio/wav">
@@ -1694,7 +1694,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
         <tr>
             <td>我喜欢说相声。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/with_frontend/009.wav"
                         type="audio/wav">
@@ -1702,7 +1702,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/without_frontend/009.wav"
                         type="audio/wav">
@@ -1713,7 +1713,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
         <tr>
             <td>有一天，我路过了一栋楼。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/with_frontend/010.wav"
                         type="audio/wav">
@@ -1721,7 +1721,7 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/without_frontend/010.wav"
                         type="audio/wav">
@@ -1735,4 +1735,142 @@ We use ``FastSpeech2`` + ``ParallelWaveGAN`` here.
     <br>
     <br> 
 
-   
\ No newline at end of file
+
+Finetune FastSpeech2 for CSMSC
+--------------------------------------
+
+Finetuning demos of `tts_finetune/tts3 <https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/other/tts_finetune/tts3>`_  for CSMSC dataset.
+
+When finetuning for CSMSC, we thought ``Freeze encoder`` > ``Non Frozen`` > ``Freeze encoder && duration_predictor`` for audio quality.
+
+.. raw:: html
+
+    <div class="table">
+    CSMSC reference audio (fastspeech2_csmsc + hifigan_aishlle3 in CLI): 欢迎使用飞桨语音套件。
+    <br>
+    <br>
+    <audio controls="controls" style="width: 220px;">
+        <source
+            src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/ref_fastspeech2_csmsc_hifigan_aishell3.wav"
+            type="audio/wav">
+        Your browser does not support the <code>audio</code> element.
+    </audio>
+    <br>
+    <br>
+    <table border="2" cellspacing="1" cellpadding="1">
+        <tr>
+            <th align="center"> Frozen Method</th>
+            <th align="center"> train_num=10, </br> bs=10, </br> epoch=100, </br> lr=1e-4 </th>
+            <th align="center"> train_num=18, </br> bs=18, </br> epoch=100, </br> lr=1e-4 </th>
+            <th align="center"> train_num=97, </br> bs=64, </br> epoch=100, </br> lr=1e-4 </th>
+            <th align="center"> train_num=196, </br> bs=64, </br> epoch=100, </br> lr=1e-4 </th>
+        </tr>
+        <tr>
+            <td>Non Frozen</td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train10_bn10_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train18_bn18_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train97_bn64_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train196_bn64_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+        </tr>
+        <tr>
+            <td>Freeze encoder</td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train10_fr_encoder_bn10_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train18_fr_encoder_bn18_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train97_fr_encoder_bn64_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train196_fr_encoder_bn64_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+        </tr>
+        <tr>
+            <td>Freeze encoder && </br> duration_predictor</td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train10_fr_encoder_duration_bn10_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train18_fr_encoder_duration_bn18_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train97_fr_encoder_duration_bn64_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+            <td>
+                <audio controls="controls" style="width: 150px;">
+                    <source
+                        src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/finetune/train196_fr_encoder_duration_bn64_epoch100_lr0.0001.wav"
+                        type="audio/wav">
+                    Your browser does not support the <code>audio</code> element.
+                </audio>
+            </td>
+        </tr>
+    <table>
+    </div>
+    <br>
+    <br> 
diff --git a/docs/source/tts/demo_2.rst b/docs/source/tts/demo_2.rst
index 2f0ca7cd..06d0d039 100644
--- a/docs/source/tts/demo_2.rst
+++ b/docs/source/tts/demo_2.rst
@@ -19,7 +19,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>早上好，今天是2020/10/29，最低温度是-3°C。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/001.wav"
                         type="audio/wav">
@@ -27,7 +27,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/001.wav"
                         type="audio/wav">
@@ -38,7 +38,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>你好，我的编号是37249，很高兴为您服务。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/002.wav"
                         type="audio/wav">
@@ -46,7 +46,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/002.wav"
                         type="audio/wav">
@@ -57,7 +57,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>我们公司有37249个人。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/003.wav"
                         type="audio/wav">
@@ -65,7 +65,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/003.wav"
                         type="audio/wav">
@@ -76,7 +76,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>我出生于2005年10月8日。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/004.wav"
                         type="audio/wav">
@@ -84,7 +84,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/004.wav"
                         type="audio/wav">
@@ -95,7 +95,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>我们习惯在12:30吃中午饭。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/005.wav"
                         type="audio/wav">
@@ -103,7 +103,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/005.wav"
                         type="audio/wav">
@@ -114,7 +114,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>只要有超过3/4的人投票同意，你就会成为我们的新班长。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/006.wav"
                         type="audio/wav">
@@ -122,7 +122,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/006.wav"
                         type="audio/wav">
@@ -133,7 +133,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>我要买一只价值999.9元的手表。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/007.wav"
                         type="audio/wav">
@@ -141,7 +141,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/007.wav"
                         type="audio/wav">
@@ -152,7 +152,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>我的手机号是18544139121，欢迎来电。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/008.wav"
                         type="audio/wav">
@@ -160,7 +160,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/008.wav"
                         type="audio/wav">
@@ -171,7 +171,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>明天有62%的概率降雨。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/009.wav"
                         type="audio/wav">
@@ -179,7 +179,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/009.wav"
                         type="audio/wav">
@@ -190,7 +190,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>手表厂有五种好产品。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/010.wav"
                         type="audio/wav">
@@ -198,7 +198,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/010.wav"
                         type="audio/wav">
@@ -209,7 +209,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>跑马场有五百匹很勇敢的千里马。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/011.wav"
                         type="audio/wav">
@@ -217,7 +217,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/011.wav"
                         type="audio/wav">
@@ -228,7 +228,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>有一天，我看到了一栋楼，我顿感不妙，因为我看不清里面有没有人。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/012.wav"
                         type="audio/wav">
@@ -236,7 +236,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/012.wav"
                         type="audio/wav">
@@ -247,7 +247,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>史小姐拿着小雨伞去找她的老保姆了。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/013.wav"
                         type="audio/wav">
@@ -255,7 +255,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/013.wav"
                         type="audio/wav">
@@ -266,7 +266,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
         <tr>
             <td>不要相信这个老奶奶说的话，她一点儿也不好。</td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/espent/014.wav"
                         type="audio/wav">
@@ -274,7 +274,7 @@ FastSpeech2 + Parallel WaveGAN in CSMSC
                 </audio>
             </td>
             <td>
-                <audio controls="controls">
+                <audio controls="controls" style="width: 220px;">
                     <source
                         src="https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/parakeet_espnet_fs2_pwg_demo/tn_g2p/parakeet/014.wav"
                         type="audio/wav">

From c6361a5f074d6cf25ef7c8731eac5123f498b44a Mon Sep 17 00:00:00 2001
From: WongLaw <mailoflawrence@gmail.com>
Date: Tue, 20 Sep 2022 14:35:06 +0800
Subject: [PATCH 02/61] Replaced the fixed path with the dynamic path in MFA,
 test=doc (#2416)

* Replaced the fixed path with the dynamic path in MFA, test=doc
---
 examples/other/mfa/run.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/other/mfa/run.sh b/examples/other/mfa/run.sh
index 29dacc9b..40241683 100755
--- a/examples/other/mfa/run.sh
+++ b/examples/other/mfa/run.sh
@@ -39,7 +39,7 @@ fi
 export PATH="$MFA_DOWNLOAD_DIR/montreal-forced-aligner/bin"
 if [ ! -d "$EXP_DIR/baker_alignment" ]; then
     echo "Start MFA training..."
-    mfa_train_and_align $EXP_DIR/baker_corpus "$EXP_DIR/$LEXICON_NAME.lexicon" $EXP_DIR/baker_alignment -o $EXP_DIR/baker_model --clean --verbose --temp_directory exp/.mfa_train_and_align
+    mfa_train_and_align $EXP_DIR/baker_corpus "$EXP_DIR/$LEXICON_NAME.lexicon" $EXP_DIR/baker_alignment -o $EXP_DIR/baker_model --clean --verbose --temp_directory $EXP_DIR/.mfa_train_and_align
     echo "training done!"
     echo "results: $EXP_DIR/baker_alignment"
     echo "model: $EXP_DIR/baker_model"

From a488ec83427f81a80d0380437ef49fa1875e6693 Mon Sep 17 00:00:00 2001
From: iftaken <hww_ym@aliyun.com>
Date: Tue, 20 Sep 2022 14:50:19 +0800
Subject: [PATCH 03/61] use cmd for voiceclone , finetune and ernie-sat

---
 demos/speech_web/.gitignore                   |   3 +
 demos/speech_web/README.md                    | 141 ++++-
 demos/speech_web/docs/效果展示.png        | Bin 86155 -> 108750 bytes
 .../speech_server/conf/tts_finetune.yaml      |  12 +
 demos/speech_web/speech_server/main.py        |  27 +-
 .../speech_web/speech_server/requirements.txt |  11 +-
 .../speech_web/speech_server/src/ernie_sat.py | 182 ++++++
 .../speech_web/speech_server/src/finetune.py  |  94 +++
 .../speech_server/src/ge2e_clone.py           |  59 ++
 .../speech_server/src/tdnn_clone.py           |  56 ++
 demos/speech_web/speech_server/src/util.py    |  19 +
 demos/speech_web/speech_server/vc.py          | 547 ++++++++++++++++++
 demos/speech_web/web_client/package.json      |   4 +-
 demos/speech_web/web_client/src/api/API.js    |  20 +
 demos/speech_web/web_client/src/api/ApiVC.js  |  88 +++
 .../src/components/Content/Header/Header.vue  |   2 +-
 .../src/components/Content/Header/style.less  |   1 +
 .../web_client/src/components/Experience.vue  |  13 +
 .../SubMenu/ENIRE_SAT/ENIRE_SAT.vue           | 487 ++++++++++++++++
 .../components/SubMenu/FineTune/FineTune.vue  | 427 ++++++++++++++
 .../SubMenu/VoiceClone/VoiceClone.vue         | 379 ++++++++++++
 demos/speech_web/web_client/src/main.js       |   4 +
 demos/speech_web/web_client/yarn.lock         |   5 +
 23 files changed, 2562 insertions(+), 19 deletions(-)
 create mode 100644 demos/speech_web/speech_server/conf/tts_finetune.yaml
 create mode 100644 demos/speech_web/speech_server/src/ernie_sat.py
 create mode 100644 demos/speech_web/speech_server/src/finetune.py
 create mode 100644 demos/speech_web/speech_server/src/ge2e_clone.py
 create mode 100644 demos/speech_web/speech_server/src/tdnn_clone.py
 create mode 100644 demos/speech_web/speech_server/vc.py
 create mode 100644 demos/speech_web/web_client/src/api/ApiVC.js
 create mode 100644 demos/speech_web/web_client/src/components/SubMenu/ENIRE_SAT/ENIRE_SAT.vue
 create mode 100644 demos/speech_web/web_client/src/components/SubMenu/FineTune/FineTune.vue
 create mode 100644 demos/speech_web/web_client/src/components/SubMenu/VoiceClone/VoiceClone.vue

diff --git a/demos/speech_web/.gitignore b/demos/speech_web/.gitignore
index 54418e60..1e961a38 100644
--- a/demos/speech_web/.gitignore
+++ b/demos/speech_web/.gitignore
@@ -13,4 +13,7 @@
 *.pdmodel
 */source/*
 */PaddleSpeech/*
+*/tmp*/*
+*/duration.txt
+*/oov_info.txt
 
diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index 3b2da6e9..87a92583 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -6,12 +6,23 @@ PaddleSpeechDemo 是一个以 PaddleSpeech 的语音交互功能为主体开发
 
 主要功能：
 
+`main.py` 中包含功能
 + 语音聊天：PaddleSpeech 的语音识别能力+语音合成能力，对话部分基于 PaddleNLP 的闲聊功能
 + 声纹识别：PaddleSpeech 的声纹识别功能展示
 + 语音识别：支持【实时语音识别】，【端到端识别】，【音频文件识别】三种模式
 + 语音合成：支持【流式合成】与【端到端合成】两种方式
 + 语音指令：基于 PaddleSpeech 的语音识别能力与 PaddleNLP 的信息抽取，实现交通费的智能报销
 
+`vc.py` 中包含功能
++ 一句话合成：基于 GE2E 和 ECAPA-TDNN 模型的一句话合成方案，可以模仿输入的音频的音色进行合成任务
+  + GE2E 音色克隆方案可以参考： [【FastSpeech2 + AISHELL-3 Voice Cloning】](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3/vc1)
+  + ECAPA-TDNN 音色克隆方案可以参考: [【FastSpeech2 + AISHELL-3 Voice Cloning (ECAPA-TDNN)
+】](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3/vc2)
+
++ 小数据微调：基于小数据集的微调方案，内置用12句话标贝中文女声微调示例，你也可以通过一键重置，录制自己的声音，注意在安静环境下录制，效果会更好，你可以
+
++ ENIRE-SAT：语言-语音跨模态大模型 ENIRE-SAT 可视化展示示例，支持个性化合成，跨语言语音合成（音频为中文则输入英文文本进行合成），语音编辑（修改音频文字中间的结果）功能
+
 运行效果：
 
  ![效果](docs/效果展示.png)
@@ -20,18 +31,130 @@ PaddleSpeechDemo 是一个以 PaddleSpeech 的语音交互功能为主体开发
 
 ### 后端环境安装
 
+Model 中如果有模型之前是已经下载过的，就不需要在下载了，引一个软链接到 `source/model` 目录下就可以了，不需要重复下载
+
 ```
 # 安装环境
 cd speech_server
-pip install -r requirements.txt
+pip install -r requirements.txt -i https://mirror.baidu.com/pypi/simple
 
-# 下载 ie 模型，针对地点进行微调，效果更好，不下载的话会使用其它版本，效果没有这个好
+mkdir source
 cd source
+
+# 下载 wav
+wget https://paddlespeech.bj.bcebos.com/demos/speech_web/wav_vc.zip
+unzip wav_vc.zip
+
+# 下载相关模型
 mkdir model
 cd model
+
+# 下载IE模型
 wget https://bj.bcebos.com/paddlenlp/applications/speech-cmd-analysis/finetune/model_state.pdparams
+
+
+# 如果不需要 vc.py 的相关功能，可以跳过下面这些模型
+# 下载 GE2E 相关模型
+wget https://bj.bcebos.com/paddlespeech/Parakeet/released_models/ge2e/ge2e_ckpt_0.3.zip
+unzip ge2e_ckpt_0.3.zip
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/pwgan/pwg_aishell3_ckpt_0.5.zip
+unzip pwg_aishell3_ckpt_0.5.zip
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_nosil_aishell3_vc1_ckpt_0.5.zip
+unzip fastspeech2_nosil_aishell3_vc1_ckpt_0.5.zip
+
+# 下载 TDNN 相关模型
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_aishell3_ckpt_vc2_1.2.0.zip
+unzip fastspeech2_aishell3_ckpt_vc2_1.2.0.zip
+
+# 下载 SAT 相关模型
+
+# aishell3
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/ernie_sat/erniesat_aishell3_ckpt_1.2.0.zip
+unzip erniesat_aishell3_ckpt_1.2.0.zip
+
+# vctk
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/ernie_sat/erniesat_vctk_ckpt_1.2.0.zip
+unzip erniesat_vctk_ckpt_1.2.0.zip
+
+# aishell3_vctk
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/ernie_sat/erniesat_aishell3_vctk_ckpt_1.2.0.zip
+unzip erniesat_aishell3_vctk_ckpt_1.2.0.zip
+
+# 下载 finetune 相关模型
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_aishell3_ckpt_1.1.0.zip
+unzip fastspeech2_aishell3_ckpt_1.1.0.zip
+
+# 下载声码器
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_aishell3_ckpt_0.2.0.zip
+unzip hifigan_aishell3_ckpt_0.2.0.zip
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_vctk_ckpt_0.2.0.zip
+unzip hifigan_vctk_ckpt_0.2.0.zip
+
 ```
 
+### 配置 `vc.py` 相关环境
+
+如果不需要启动 vc 相关功能，可以跳过下面这些步骤
+
+#### ERNIE-SAT 环境配置
+
+ERNIE-SAT 体验依赖于 PaddleSpeech 中和 ERNIE-SAT相关的三个 `examples` 环境的配置，先确保按照在对应路径下，测试脚本可以运行（主要是 `tools`, `download`, `source`），部分可通用，在对用的环境下生成软链接就可以
+
+在`PaddleSpeech/demos/speech_web/speech_server` 路径下，生成 tools 和 download ，可以参考 `examples/aishell3/ernie_sat`中的 `README.md` , 如果你之前已经下载过了，可以使用软链接
+
+准备 `tools`文件夹:
+
+```shell
+mkdir -p tools/aligner
+cd tools
+# download MFA
+wget https://github.com/MontrealCorpusTools/Montreal-Forced-Aligner/releases/download/v1.0.1/montreal-forced-aligner_linux.tar.gz
+# extract MFA
+tar xvf montreal-forced-aligner_linux.tar.gz
+# fix .so of MFA
+cd montreal-forced-aligner/lib
+ln -snf libpython3.6m.so.1.0 libpython3.6m.so
+cd -
+# download align models and dicts
+cd aligner
+wget https://paddlespeech.bj.bcebos.com/MFA/ernie_sat/aishell3_model.zip
+wget https://paddlespeech.bj.bcebos.com/MFA/AISHELL-3/with_tone/simple.lexicon
+wget https://paddlespeech.bj.bcebos.com/MFA/ernie_sat/vctk_model.zip
+wget https://paddlespeech.bj.bcebos.com/MFA/LJSpeech-1.1/cmudict-0.7b
+cd ../../
+```
+
+准备 `download` 文件夹
+
+```bash
+mkdir download
+cd download
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_conformer_baker_ckpt_0.5.zip
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_nosil_ljspeech_ckpt_0.5.zip
+unzip fastspeech2_conformer_baker_ckpt_0.5.zip
+unzip fastspeech2_nosil_ljspeech_ckpt_0.5.zip
+cd ../
+```
+
+1. 中文 SAT 配置，参考 `examples/aishell3/ernie_sat`， 按照 `README.md` 要求配置环境，确保在路径下执行 `run.sh` 相关示例代码有效
+
+2. 英文 SAT 配置，参考 `examples/vctk/ernie_sat`，按照 `README.md` 要求配置环境,确保在路径下执行 `run.sh` 相关示例代码有效
+
+3. 中英文 SAT 配置，参考 `examples/aishell3_vctk/ernie_sat`，按照 `README.md` 要求配置环境,确保在路径下执行 `run.sh` 相关示例代码有效
+
+#### finetune 环境配置
+
+`finetune` 环境配置请参考 `examples/other/tts_finetune/tts3`，按照 `README.md` 要求配置环境,确保在路径下执行 `run.sh` 相关示例代码有效 
+
+`finetune` 需要在 `tools/aligner` 中解压 `aishell3_model.zip`，包含`tools/aligner/aishell3_model/meta.yaml` 文件，finetune中需要使用
+
+```bash
+cd tools/aligner
+unzip aishell3.zip
+cd ../..
+```
+
+
 ### 前端环境安装
 
 前端依赖 `node.js` ，需要提前安装，确保 `npm` 可用，`npm` 测试版本 `8.3.1`，建议下载[官网](https://nodejs.org/en/)稳定版的 `node.js`
@@ -51,12 +174,26 @@ yarn install
 
 ### 开启后端服务
 
+#### `main.py`
+【语音聊天】【声纹识别】【语音识别】【语音合成】【语音指令】功能体验，可直接使用下面的代码
 ```
 cd speech_server
 # 默认8010端口
 python main.py --port 8010
 ```
 
+#### `vc.py`
+
+【一句话合成】【小数据微调】【ENIRE-SAT】体验都依赖于MFA，体验前先确保 MFA 可用，项目tools中使用的 mfa v1 linux 版本，先确保在当前环境下 mfa 可用
+
+```
+cd speech_server
+# 默认8010端口
+python vc.py --port 8010
+```
+
+> 如果你是其它的系统，可以使用 conda 安装 mfa v2 进行体验，安装请参考 [Montreal Forced Aligner](https://montreal-forced-aligner.readthedocs.io/en/latest/getting_started.html)，使用 MFA v2 需要自行配置环境，并修改调用 MFA 相关的代码, mfa v1 与 mfa v2 使用上有差异
+
 ### 开启前端服务
 
 ```
diff --git a/demos/speech_web/docs/效果展示.png b/demos/speech_web/docs/效果展示.png
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diff --git a/demos/speech_web/speech_server/conf/tts_finetune.yaml b/demos/speech_web/speech_server/conf/tts_finetune.yaml
new file mode 100644
index 00000000..4f708bd7
--- /dev/null
+++ b/demos/speech_web/speech_server/conf/tts_finetune.yaml
@@ -0,0 +1,12 @@
+###########################################################
+#                 PARAS SETTING               #
+###########################################################
+# Set to -1 to indicate that the parameter is the same as the pretrained model configuration
+
+batch_size: 10
+learning_rate: 0.0001     # learning rate
+num_snapshots: -1
+
+# frozen_layers should be a list
+# if you don't need to freeze, set frozen_layers to []
+frozen_layers: ["encoder"]
diff --git a/demos/speech_web/speech_server/main.py b/demos/speech_web/speech_server/main.py
index d4750d59..5b9fb812 100644
--- a/demos/speech_web/speech_server/main.py
+++ b/demos/speech_web/speech_server/main.py
@@ -1,8 +1,3 @@
-# todo:
-# 1. 开启服务
-# 2. 接收录音音频，返回识别结果
-# 3. 接收ASR识别结果，返回NLP对话结果
-# 4. 接收NLP对话结果，返回TTS音频
 import argparse
 import base64
 import datetime
@@ -32,6 +27,7 @@ from starlette.requests import Request
 from starlette.responses import FileResponse
 from starlette.websockets import WebSocketState as WebSocketState
 
+from paddlespeech.cli.tts.infer import TTSExecutor
 from paddlespeech.server.engine.asr.online.python.asr_engine import PaddleASRConnectionHanddler
 from paddlespeech.server.utils.audio_process import float2pcm
 
@@ -55,7 +51,7 @@ asr_config = "conf/ws_conformer_wenetspeech_application_faster.yaml"
 asr_init_path = "source/demo/demo.wav"
 db_path = "source/db/vpr.sqlite"
 ie_model_path = "source/model"
-
+tts_model = TTSExecutor()
 # 路径配置
 UPLOAD_PATH = "source/vpr"
 WAV_PATH = "source/wav"
@@ -72,6 +68,14 @@ manager = ConnectionManager()
 aumanager = AudioMannger(chatbot)
 aumanager.init()
 vpr = VPR(db_path, dim=192, top_k=5)
+# 初始化下载模型
+tts_model(
+    text="今天天气准不错",
+    output="test.wav",
+    am='fastspeech2_mix',
+    spk_id=174,
+    voc='hifigan_csmsc',
+    lang='mix', )
 
 
 # 服务配置
@@ -331,6 +335,7 @@ async def ieOffline(nlp_base: NlpBase):
 #####################################################################
 
 
+# 端到端合成
 @app.post("/tts/offline")
 async def text2speechOffline(tts_base: TtsBase):
     text = tts_base.text
@@ -341,7 +346,15 @@ async def text2speechOffline(tts_base: TtsBase):
             datetime.datetime.now(), '%Y%m%d%H%M%S') + randName() + ".wav"
         out_file_path = os.path.join(WAV_PATH, now_name)
         # 保存为文件，再转成base64传输
-        chatbot.text2speech(text, outpath=out_file_path)
+        # chatbot.text2speech(text, outpath=out_file_path)
+        # 使用中英混合CLI
+        tts_model(
+            text=text,
+            output=out_file_path,
+            am='fastspeech2_mix',
+            spk_id=174,
+            voc='hifigan_csmsc',
+            lang='mix')
         with open(out_file_path, "rb") as f:
             data_bin = f.read()
         base_str = base64.b64encode(data_bin)
diff --git a/demos/speech_web/speech_server/requirements.txt b/demos/speech_web/speech_server/requirements.txt
index 607f0d4d..cdc65465 100644
--- a/demos/speech_web/speech_server/requirements.txt
+++ b/demos/speech_web/speech_server/requirements.txt
@@ -1,13 +1,8 @@
 aiofiles
 faiss-cpu
-fastapi
-librosa
-numpy
-paddlenlp
-paddlepaddle
-paddlespeech
+praatio==5.0.0
 pydantic
-python-multipartscikit_learn
-SoundFile
+python-multipart
+scikit_learn
 starlette
 uvicorn
diff --git a/demos/speech_web/speech_server/src/ernie_sat.py b/demos/speech_web/speech_server/src/ernie_sat.py
new file mode 100644
index 00000000..59537a5f
--- /dev/null
+++ b/demos/speech_web/speech_server/src/ernie_sat.py
@@ -0,0 +1,182 @@
+import os
+
+from .util import run_cmd
+
+
+class SAT:
+    def __init__(self):
+        # pretrain model path
+        self.zh_pretrain_model_path = os.path.realpath(
+            "source/model/erniesat_aishell3_ckpt_1.2.0")
+        self.en_pretrain_model_path = os.path.realpath(
+            "source/model/erniesat_vctk_ckpt_1.2.0")
+        self.cross_pretrain_model_path = os.path.realpath(
+            "source/model/erniesat_aishell3_vctk_ckpt_1.2.0")
+
+        self.zh_voc_model_path = os.path.realpath(
+            "source/model/hifigan_aishell3_ckpt_0.2.0")
+        self.eb_voc_model_path = os.path.realpath(
+            "source/model/hifigan_vctk_ckpt_0.2.0")
+        self.cross_voc_model_path = os.path.realpath(
+            "source/model/hifigan_aishell3_ckpt_0.2.0")
+
+        self.now_file_path = os.path.dirname(__file__)
+        self.BIN_DIR = os.path.realpath(
+            os.path.join(self.now_file_path,
+                         "../../../../paddlespeech/t2s/exps/ernie_sat"))
+
+    def zh_synthesize_edit(self,
+                           old_str: str,
+                           new_str: str,
+                           input_name: os.PathLike,
+                           output_name: os.PathLike,
+                           task_name: str="synthesize",
+                           erniesat_ckpt_name: str="snapshot_iter_289500.pdz"):
+
+        if task_name not in ['synthesize', 'edit']:
+            print("task name only in ['edit', 'synthesize']")
+            return None
+
+        # 运行时的 PYTHONPATH
+        PYTHONPATH = os.path.realpath(
+            os.path.join(self.now_file_path,
+                         "../../../../examples/aishell3/ernie_sat"))
+
+        # 推理文件配置
+        config_path = os.path.join(self.zh_pretrain_model_path, "default.yaml")
+        phones_dict = os.path.join(self.zh_pretrain_model_path,
+                                   "phone_id_map.txt")
+        erniesat_ckpt = os.path.join(self.zh_pretrain_model_path,
+                                     erniesat_ckpt_name)
+        erniesat_stat = os.path.join(self.zh_pretrain_model_path,
+                                     "speech_stats.npy")
+
+        voc = "hifigan_aishell3"
+        voc_config = os.path.join(self.zh_voc_model_path, "default.yaml")
+        voc_ckpt = os.path.join(self.zh_voc_model_path,
+                                "snapshot_iter_2500000.pdz")
+        voc_stat = os.path.join(self.zh_voc_model_path, "feats_stats.npy")
+
+        cmd = self.get_cmd(
+            task_name,
+            input_name,
+            old_str,
+            new_str,
+            config_path,
+            phones_dict,
+            erniesat_ckpt,
+            erniesat_stat,
+            voc,
+            voc_config,
+            voc_ckpt,
+            voc_stat,
+            output_name,
+            source_lang="zh",
+            target_lang="zh")
+
+        return run_cmd(cmd, output_name)
+
+    def crossclone(self,
+                   old_str: str,
+                   new_str: str,
+                   input_name: os.PathLike,
+                   output_name: os.PathLike,
+                   source_lang: str,
+                   target_lang: str,
+                   erniesat_ckpt_name: str="snapshot_iter_489000.pdz"):
+        PYTHONPATH = os.path.realpath(
+            os.path.join(self.now_file_path,
+                         "../../../../examples/aishell3_vctk/ernie_sat"))
+        # 推理文件配置
+        config_path = os.path.join(self.cross_pretrain_model_path,
+                                   "default.yaml")
+        phones_dict = os.path.join(self.cross_pretrain_model_path,
+                                   "phone_id_map.txt")
+        erniesat_ckpt = os.path.join(self.cross_pretrain_model_path,
+                                     erniesat_ckpt_name)
+        erniesat_stat = os.path.join(self.cross_pretrain_model_path,
+                                     "speech_stats.npy")
+
+        voc = "hifigan_aishell3"
+        voc_config = os.path.join(self.cross_voc_model_path, "default.yaml")
+        voc_ckpt = os.path.join(self.cross_voc_model_path,
+                                "snapshot_iter_2500000.pdz")
+        voc_stat = os.path.join(self.cross_voc_model_path, "feats_stats.npy")
+        task_name = "synthesize"
+        cmd = self.get_cmd(task_name, input_name, old_str, new_str, config_path,
+                           phones_dict, erniesat_ckpt, erniesat_stat, voc,
+                           voc_config, voc_ckpt, voc_stat, output_name,
+                           source_lang, target_lang)
+
+        return run_cmd(cmd, output_name)
+
+    def en_synthesize_edit(self,
+                           old_str: str,
+                           new_str: str,
+                           input_name: os.PathLike,
+                           output_name: os.PathLike,
+                           task_name: str="synthesize",
+                           erniesat_ckpt_name: str="snapshot_iter_199500.pdz"):
+        PYTHONPATH = os.path.realpath(
+            os.path.join(self.now_file_path,
+                         "../../../../examples/vctk/ernie_sat"))
+
+        # 推理文件配置
+        config_path = os.path.join(self.en_pretrain_model_path, "default.yaml")
+        phones_dict = os.path.join(self.en_pretrain_model_path,
+                                   "phone_id_map.txt")
+        erniesat_ckpt = os.path.join(self.en_pretrain_model_path,
+                                     erniesat_ckpt_name)
+        erniesat_stat = os.path.join(self.en_pretrain_model_path,
+                                     "speech_stats.npy")
+
+        voc = "hifigan_aishell3"
+        voc_config = os.path.join(self.zh_voc_model_path, "default.yaml")
+        voc_ckpt = os.path.join(self.zh_voc_model_path,
+                                "snapshot_iter_2500000.pdz")
+        voc_stat = os.path.join(self.zh_voc_model_path, "feats_stats.npy")
+
+        cmd = self.get_cmd(
+            task_name,
+            input_name,
+            old_str,
+            new_str,
+            config_path,
+            phones_dict,
+            erniesat_ckpt,
+            erniesat_stat,
+            voc,
+            voc_config,
+            voc_ckpt,
+            voc_stat,
+            output_name,
+            source_lang="en",
+            target_lang="en")
+
+        return run_cmd(cmd, output_name)
+
+    def get_cmd(self, task_name, input_name, old_str, new_str, config_path,
+                phones_dict, erniesat_ckpt, erniesat_stat, voc, voc_config,
+                voc_ckpt, voc_stat, output_name, source_lang, target_lang):
+        cmd = f"""
+            FLAGS_allocator_strategy=naive_best_fit \
+            FLAGS_fraction_of_gpu_memory_to_use=0.01 \
+            python3 {self.BIN_DIR}/synthesize_e2e.py \
+                --task_name={task_name} \
+                --wav_path={input_name} \
+                --old_str='{old_str}' \
+                --new_str='{new_str}' \
+                --source_lang={source_lang} \
+                --target_lang={target_lang} \
+                --erniesat_config={config_path} \
+                --phones_dict={phones_dict} \
+                --erniesat_ckpt={erniesat_ckpt} \
+                --erniesat_stat={erniesat_stat} \
+                --voc={voc} \
+                --voc_config={voc_config} \
+                --voc_ckpt={voc_ckpt} \
+                --voc_stat={voc_stat} \
+                --output_name={output_name}
+        """
+
+        return cmd
diff --git a/demos/speech_web/speech_server/src/finetune.py b/demos/speech_web/speech_server/src/finetune.py
new file mode 100644
index 00000000..17269f0b
--- /dev/null
+++ b/demos/speech_web/speech_server/src/finetune.py
@@ -0,0 +1,94 @@
+import os
+
+from .util import run_cmd
+
+
+def find_max_ckpt(model_path):
+    max_ckpt = 0
+    for filename in os.listdir(model_path):
+        if filename.endswith('.pdz'):
+            files = filename[:-4]
+            a1, a2, it = files.split("_")
+            if int(it) > max_ckpt:
+                max_ckpt = int(it)
+    return max_ckpt
+
+
+class FineTune:
+    def __init__(self):
+        self.now_file_path = os.path.dirname(__file__)
+        self.PYTHONPATH = os.path.realpath(
+            os.path.join(self.now_file_path,
+                         "../../../../examples/other/tts_finetune/tts3"))
+        self.BIN_DIR = os.path.realpath(
+            os.path.join(self.now_file_path,
+                         "../../../../paddlespeech/t2s/exps/fastspeech2"))
+        self.pretrained_model_dir = os.path.realpath(
+            "source/model/fastspeech2_aishell3_ckpt_1.1.0")
+        self.voc_model_dir = os.path.realpath(
+            "source/model/hifigan_aishell3_ckpt_0.2.0")
+        self.finetune_config = os.path.join("conf/tts3_finetune.yaml")
+
+    def finetune(self, input_dir, exp_dir='temp', epoch=100):
+        mfa_dir = os.path.join(exp_dir, 'mfa_result')
+        dump_dir = os.path.join(exp_dir, 'dump')
+        output_dir = os.path.join(exp_dir, 'exp')
+        lang = "zh"
+        ngpu = 1
+
+        cmd = f"""
+            python3 {self.PYTHONPATH}/finetune.py \
+            --input_dir={input_dir} \
+            --pretrained_model_dir={self.pretrained_model_dir} \
+            --mfa_dir={mfa_dir} \
+            --dump_dir={dump_dir} \
+            --output_dir={output_dir} \
+            --lang={lang} \
+            --ngpu={ngpu} \
+            --epoch={epoch} \
+            --finetune_config={self.finetune_config}
+        """
+
+        print(cmd)
+
+        return run_cmd(cmd, exp_dir)
+
+    def synthesize(self, text, wav_name, out_wav_dir, exp_dir='temp'):
+
+        voc = "hifigan_aishell3"
+        dump_dir = os.path.join(exp_dir, 'dump')
+        output_dir = os.path.join(exp_dir, 'exp')
+        text_path = os.path.join(exp_dir, 'sentences.txt')
+        lang = "zh"
+        ngpu = 1
+
+        model_path = f"{output_dir}/checkpoints"
+        ckpt = find_max_ckpt(model_path)
+
+        # 生成对应的语句
+        with open(text_path, "w", encoding='utf8') as f:
+            f.write(wav_name + " " + text)
+
+        cmd = f"""
+            FLAGS_allocator_strategy=naive_best_fit \
+            FLAGS_fraction_of_gpu_memory_to_use=0.01 \
+            python3 {self.BIN_DIR}/../synthesize_e2e.py \
+                --am=fastspeech2_aishell3 \
+                --am_config={self.pretrained_model_dir}/default.yaml \
+                --am_ckpt={output_dir}/checkpoints/snapshot_iter_{ckpt}.pdz \
+                --am_stat={self.pretrained_model_dir}/speech_stats.npy \
+                --voc={voc} \
+                --voc_config={self.voc_model_dir}/default.yaml \
+                --voc_ckpt={self.voc_model_dir}/snapshot_iter_2500000.pdz \
+                --voc_stat={self.voc_model_dir}/feats_stats.npy \
+                --lang={lang} \
+                --text={text_path} \
+                --output_dir={out_wav_dir} \
+                --phones_dict={dump_dir}/phone_id_map.txt \
+                --speaker_dict={dump_dir}/speaker_id_map.txt \
+                --spk_id=0 
+        """
+
+        out_path = os.path.join(out_wav_dir, f"{wav_name}.wav")
+
+        return run_cmd(cmd, out_path)
diff --git a/demos/speech_web/speech_server/src/ge2e_clone.py b/demos/speech_web/speech_server/src/ge2e_clone.py
new file mode 100644
index 00000000..18173bd3
--- /dev/null
+++ b/demos/speech_web/speech_server/src/ge2e_clone.py
@@ -0,0 +1,59 @@
+import os
+import shutil
+
+from .util import run_cmd
+
+
+class VoiceCloneGE2E():
+    def __init__(self):
+        # Path 到指定路径上
+        self.now_file_path = os.path.dirname(__file__)
+        self.BIN_DIR = os.path.realpath(
+            os.path.join(self.now_file_path,
+                         "../../../../paddlespeech/t2s/exps"))
+        # am
+        self.am = "fastspeech2_aishell3"
+        self.am_config = "source/model/fastspeech2_nosil_aishell3_vc1_ckpt_0.5/default.yaml"
+        self.am_ckpt = "source/model/fastspeech2_nosil_aishell3_vc1_ckpt_0.5/snapshot_iter_96400.pdz"
+        self.am_stat = "source/model/fastspeech2_nosil_aishell3_vc1_ckpt_0.5/speech_stats.npy"
+        self.phones_dict = "source/model/fastspeech2_nosil_aishell3_vc1_ckpt_0.5/phone_id_map.txt"
+        # voc
+        self.voc = "pwgan_aishell3"
+        self.voc_config = "source/model/pwg_aishell3_ckpt_0.5/default.yaml"
+        self.voc_ckpt = "source/model/pwg_aishell3_ckpt_0.5/snapshot_iter_1000000.pdz"
+        self.voc_stat = "source/model/pwg_aishell3_ckpt_0.5/feats_stats.npy"
+        # ge2e
+        self.ge2e_params_path = "source/model/ge2e_ckpt_0.3/step-3000000.pdparams"
+
+    def vc(self, text, input_wav, out_wav):
+
+        # input wav 需要形成临时单独文件夹
+        _, full_file_name = os.path.split(input_wav)
+        ref_audio_dir = os.path.realpath("tmp_dir/ge2e")
+        if os.path.exists(ref_audio_dir):
+            shutil.rmtree(ref_audio_dir)
+        else:
+            os.makedirs(ref_audio_dir, exist_ok=True)
+            shutil.copy(input_wav, ref_audio_dir)
+
+        output_dir = os.path.dirname(out_wav)
+
+        cmd = f"""
+            python3 {self.BIN_DIR}/voice_cloning.py \
+                    --am={self.am} \
+                    --am_config={self.am_config} \
+                    --am_ckpt={self.am_ckpt} \
+                    --am_stat={self.am_stat} \
+                    --voc={self.voc} \
+                    --voc_config={self.voc_config} \
+                    --voc_ckpt={self.voc_ckpt} \
+                    --voc_stat={self.voc_stat} \
+                    --ge2e_params_path={self.ge2e_params_path} \
+                    --text="{text}" \
+                    --input-dir={ref_audio_dir} \
+                    --output-dir={output_dir} \
+                    --phones-dict={self.phones_dict}
+        """
+
+        output_name = os.path.join(output_dir, full_file_name)
+        return run_cmd(cmd, output_name=output_name)
diff --git a/demos/speech_web/speech_server/src/tdnn_clone.py b/demos/speech_web/speech_server/src/tdnn_clone.py
new file mode 100644
index 00000000..4c3b3e8b
--- /dev/null
+++ b/demos/speech_web/speech_server/src/tdnn_clone.py
@@ -0,0 +1,56 @@
+import os
+import shutil
+
+from .util import run_cmd
+
+
+class VoiceCloneTDNN():
+    def __init__(self):
+        # Path 到指定路径上
+        self.now_file_path = os.path.dirname(__file__)
+        self.BIN_DIR = os.path.realpath(
+            os.path.join(self.now_file_path,
+                         "../../../../paddlespeech/t2s/exps"))
+
+        self.am = "fastspeech2_aishell3"
+        self.am_config = "source/model/fastspeech2_aishell3_ckpt_vc2_1.2.0/default.yaml"
+        self.am_ckpt = "source/model/fastspeech2_aishell3_ckpt_vc2_1.2.0/snapshot_iter_96400.pdz"
+        self.am_stat = "source/model/fastspeech2_aishell3_ckpt_vc2_1.2.0/speech_stats.npy"
+        self.phones_dict = "source/model/fastspeech2_aishell3_ckpt_vc2_1.2.0/phone_id_map.txt"
+        # voc
+        self.voc = "pwgan_aishell3"
+        self.voc_config = "source/model/pwg_aishell3_ckpt_0.5/default.yaml"
+        self.voc_ckpt = "source/model/pwg_aishell3_ckpt_0.5/snapshot_iter_1000000.pdz"
+        self.voc_stat = "source/model/pwg_aishell3_ckpt_0.5/feats_stats.npy"
+
+    def vc(self, text, input_wav, out_wav):
+        # input wav 需要形成临时单独文件夹
+        _, full_file_name = os.path.split(input_wav)
+        ref_audio_dir = os.path.realpath("tmp_dir/tdnn")
+        if os.path.exists(ref_audio_dir):
+            shutil.rmtree(ref_audio_dir)
+        else:
+            os.makedirs(ref_audio_dir, exist_ok=True)
+            shutil.copy(input_wav, ref_audio_dir)
+
+        output_dir = os.path.dirname(out_wav)
+
+        cmd = f"""
+            python3 {self.BIN_DIR}/voice_cloning.py \
+                    --am={self.am} \
+                    --am_config={self.am_config} \
+                    --am_ckpt={self.am_ckpt} \
+                    --am_stat={self.am_stat} \
+                    --voc={self.voc} \
+                    --voc_config={self.voc_config} \
+                    --voc_ckpt={self.voc_ckpt} \
+                    --voc_stat={self.voc_stat} \
+                    --text="{text}" \
+                    --input-dir={ref_audio_dir} \
+                    --output-dir={output_dir} \
+                    --phones-dict={self.phones_dict} \
+                    --use_ecapa=True
+        """
+
+        output_name = os.path.join(output_dir, full_file_name)
+        return run_cmd(cmd, output_name=output_name)
diff --git a/demos/speech_web/speech_server/src/util.py b/demos/speech_web/speech_server/src/util.py
index 4a566b6e..773d6ec9 100644
--- a/demos/speech_web/speech_server/src/util.py
+++ b/demos/speech_web/speech_server/src/util.py
@@ -1,4 +1,6 @@
+import os
 import random
+import subprocess
 
 
 def randName(n=5):
@@ -11,3 +13,20 @@ def SuccessRequest(result=None, message="ok"):
 
 def ErrorRequest(result=None, message="error"):
     return {"code": -1, "result": result, "message": message}
+
+
+def run_cmd(cmd, output_name):
+    p = subprocess.Popen(cmd, shell=True)
+    res = p.wait()
+    print(cmd)
+    print("运行结果：", res)
+    if res == 0:
+        # 运行成功
+        if os.path.exists(output_name):
+            return output_name
+        else:
+            # 合成的文件不存在
+            return None
+    else:
+        # 运行失败
+        return None
diff --git a/demos/speech_web/speech_server/vc.py b/demos/speech_web/speech_server/vc.py
new file mode 100644
index 00000000..99e56b40
--- /dev/null
+++ b/demos/speech_web/speech_server/vc.py
@@ -0,0 +1,547 @@
+import argparse
+import base64
+import datetime
+import json
+import os
+from typing import List
+
+import aiofiles
+import librosa
+import soundfile as sf
+import uvicorn
+from fastapi import FastAPI
+from fastapi import UploadFile
+from pydantic import BaseModel
+from src.ernie_sat import SAT
+from src.finetune import FineTune
+from src.ge2e_clone import VoiceCloneGE2E
+from src.tdnn_clone import VoiceCloneTDNN
+from src.util import *
+from starlette.responses import FileResponse
+
+from paddlespeech.server.utils.audio_process import float2pcm
+
+# 解析配置
+parser = argparse.ArgumentParser(prog='PaddleSpeechDemo', add_help=True)
+
+parser.add_argument(
+    "--port",
+    action="store",
+    type=int,
+    help="port of the app",
+    default=8010,
+    required=False)
+
+args = parser.parse_args()
+port = args.port
+
+# 这里会对finetune产生影响，所以finetune使用了cmd
+vc_model = VoiceCloneGE2E()
+vc_model_tdnn = VoiceCloneTDNN()
+
+sat_model = SAT()
+ft_model = FineTune()
+
+# 配置文件
+tts_config = "conf/tts_online_application.yaml"
+asr_config = "conf/ws_conformer_wenetspeech_application_faster.yaml"
+asr_init_path = "source/demo/demo.wav"
+db_path = "source/db/vc.sqlite"
+ie_model_path = "source/model"
+
+# 路径配置
+VC_UPLOAD_PATH = "source/wav/vc/upload"
+VC_OUT_PATH = "source/wav/vc/out"
+
+FT_UPLOAD_PATH = "source/wav/finetune/upload"
+FT_OUT_PATH = "source/wav/finetune/out"
+FT_LABEL_PATH = "source/wav/finetune/label.json"
+FT_LABEL_TXT_PATH = "source/wav/finetune/labels.txt"
+FT_DEFAULT_PATH = "source/wav/finetune/default"
+FT_EXP_BASE_PATH = "tmp_dir/finetune"
+
+SAT_UPLOAD_PATH = "source/wav/SAT/upload"
+SAT_OUT_PATH = "source/wav/SAT/out"
+SAT_LABEL_PATH = "source/wav/SAT/label.json"
+
+# SAT 标注结果初始化
+if os.path.exists(SAT_LABEL_PATH):
+    with open(SAT_LABEL_PATH, "r", encoding='utf8') as f:
+        sat_label_dic = json.load(f)
+else:
+    sat_label_dic = {}
+
+# ft 标注结果初始化
+if os.path.exists(FT_LABEL_PATH):
+    with open(FT_LABEL_PATH, "r", encoding='utf8') as f:
+        ft_label_dic = json.load(f)
+else:
+    ft_label_dic = {}
+
+# 新建文件夹
+base_sources = [
+    VC_UPLOAD_PATH,
+    VC_OUT_PATH,
+    FT_UPLOAD_PATH,
+    FT_OUT_PATH,
+    FT_DEFAULT_PATH,
+    SAT_UPLOAD_PATH,
+    SAT_OUT_PATH,
+]
+for path in base_sources:
+    os.makedirs(path, exist_ok=True)
+#####################################################################
+########################### APP初始化  ###############################
+#####################################################################
+app = FastAPI()
+
+######################################################################
+########################### 接口类型  #################################
+#####################################################################
+
+
+# 接口结构
+class VcBase(BaseModel):
+    wavName: str
+    wavPath: str
+
+
+class VcBaseText(BaseModel):
+    wavName: str
+    wavPath: str
+    text: str
+    func: str
+
+
+class VcBaseSAT(BaseModel):
+    old_str: str
+    new_str: str
+    language: str
+    function: str
+    wav: str  # base64编码
+    filename: str
+
+
+class FTPath(BaseModel):
+    dataPath: str
+
+
+class VcBaseFT(BaseModel):
+    wav: str  # base64编码
+    filename: str
+    wav_path: str
+
+
+class VcBaseFTModel(BaseModel):
+    wav_path: str
+
+
+class VcBaseFTSyn(BaseModel):
+    exp_path: str
+    text: str
+
+
+######################################################################
+########################### 文件列表查询与保存服务 #################################
+#####################################################################
+
+
+def getVCList(path):
+    VC_FileDict = []
+    # 查询upload路径下的wav文件名
+    for root, dirs, files in os.walk(path, topdown=False):
+        for name in files:
+            # print(os.path.join(root, name))
+            VC_FileDict.append({'name': name, 'path': os.path.join(root, name)})
+    VC_FileDict = sorted(VC_FileDict, key=lambda x: x['name'], reverse=True)
+    return VC_FileDict
+
+
+async def saveFiles(files, SavePath):
+    right = 0
+    error = 0
+    error_info = "错误文件："
+    for file in files:
+        try:
+            if 'blob' in file.filename:
+                out_file_path = os.path.join(
+                    SavePath,
+                    datetime.datetime.strftime(datetime.datetime.now(),
+                                               '%H%M') + randName(3) + ".wav")
+            else:
+                out_file_path = os.path.join(SavePath, file.filename)
+
+            print("上传文件名:", out_file_path)
+            async with aiofiles.open(out_file_path, 'wb') as out_file:
+                content = await file.read()  # async read
+                await out_file.write(content)  # async write
+            # 将文件转成24k, 16bit类型的wav文件
+            wav, sr = librosa.load(out_file_path, sr=16000)
+            sf.write(out_file_path, data=wav, samplerate=sr)
+            right += 1
+        except Exception as e:
+            error += 1
+            error_info = error_info + file.filename + " " + str(e) + "\n"
+            continue
+    return f"上传成功：{right}, 上传失败：{error}, 失败原因： {error_info}"
+
+
+# 音频下载
+@app.post("/vc/download")
+async def VcDownload(base: VcBase):
+    if os.path.exists(base.wavPath):
+        return FileResponse(base.wavPath)
+    else:
+        return ErrorRequest(message="下载请求失败，文件不存在")
+
+
+# 音频下载base64
+@app.post("/vc/download_base64")
+async def VcDownloadBase64(base: VcBase):
+    if os.path.exists(base.wavPath):
+        # 将文件转成16k, 16bit类型的wav文件
+        wav, sr = librosa.load(base.wavPath, sr=16000)
+        wav = float2pcm(wav)  # float32 to int16
+        wav_bytes = wav.tobytes()  # to bytes
+        wav_base64 = base64.b64encode(wav_bytes).decode('utf8')
+        return SuccessRequest(result=wav_base64)
+    else:
+        return ErrorRequest(message="播放请求失败，文件不存在")
+
+
+######################################################################
+########################### VC 服务 #################################
+#####################################################################
+
+
+# 上传文件
+@app.post("/vc/upload")
+async def VcUpload(files: List[UploadFile]):
+    # res = saveFiles(files, VC_UPLOAD_PATH)
+    right = 0
+    error = 0
+    error_info = "错误文件："
+    for file in files:
+        try:
+            if 'blob' in file.filename:
+                out_file_path = os.path.join(
+                    VC_UPLOAD_PATH,
+                    datetime.datetime.strftime(datetime.datetime.now(),
+                                               '%H%M') + randName(3) + ".wav")
+            else:
+                out_file_path = os.path.join(VC_UPLOAD_PATH, file.filename)
+
+            print("上传文件名:", out_file_path)
+            async with aiofiles.open(out_file_path, 'wb') as out_file:
+                content = await file.read()  # async read
+                await out_file.write(content)  # async write
+            # 将文件转成24k, 16bit类型的wav文件
+            wav, sr = librosa.load(out_file_path, sr=16000)
+            sf.write(out_file_path, data=wav, samplerate=sr)
+            right += 1
+        except Exception as e:
+            error += 1
+            error_info = error_info + file.filename + " " + str(e) + "\n"
+            continue
+    return SuccessRequest(
+        result=f"上传成功：{right}, 上传失败：{error}, 失败原因： {error_info}")
+
+
+# 获取文件列表
+@app.get("/vc/list")
+async def VcList():
+    res = getVCList(VC_UPLOAD_PATH)
+    return SuccessRequest(result=res)
+
+
+# 获取音频文件
+@app.post("/vc/file")
+async def VcFileGet(base: VcBase):
+    if os.path.exists(base.wavPath):
+        return FileResponse(base.wavPath)
+    else:
+        return ErrorRequest(result="获取文件失败")
+
+
+# 删除音频文件
+@app.post("/vc/del")
+async def VcFileDel(base: VcBase):
+    if os.path.exists(base.wavPath):
+        os.remove(base.wavPath)
+        return SuccessRequest(result="删除成功")
+    else:
+        return ErrorRequest(result="删除失败")
+
+
+# 声音克隆G2P
+@app.post("/vc/clone_g2p")
+async def VcCloneG2P(base: VcBaseText):
+    if os.path.exists(base.wavPath):
+        try:
+            if base.func == 'ge2e':
+                wavName = base.wavName
+                wavPath = os.path.join(VC_OUT_PATH, wavName)
+                vc_model.vc(
+                    text=base.text, input_wav=base.wavPath, out_wav=wavPath)
+            else:
+                wavName = base.wavName
+                wavPath = os.path.join(VC_OUT_PATH, wavName)
+                vc_model_tdnn.vc(
+                    text=base.text, input_wav=base.wavPath, out_wav=wavPath)
+            res = {"wavName": wavName, "wavPath": wavPath}
+            return SuccessRequest(result=res)
+        except Exception as e:
+            print(e)
+            return ErrorRequest(message="克隆失败，合成过程报错")
+    else:
+        return ErrorRequest(message="克隆失败，音频不存在")
+
+
+######################################################################
+########################### SAT 服务 #################################
+#####################################################################
+# 声音克隆SAT
+@app.post("/vc/clone_sat")
+async def VcCloneSAT(base: VcBaseSAT):
+    # 重新整理 sat_label_dict
+    if base.filename not in sat_label_dic or sat_label_dic[
+            base.filename] != base.old_str:
+        sat_label_dic[base.filename] = base.old_str
+        with open(SAT_LABEL_PATH, "w", encoding='utf8') as f:
+            json.dump(sat_label_dic, f, ensure_ascii=False, indent=4)
+
+    input_file_path = base.wav
+
+    # 选择任务
+    if base.language == "zh":
+        # 中文
+        if base.function == "synthesize":
+            output_file_path = os.path.join(SAT_OUT_PATH,
+                                            "sat_syn_zh_" + base.filename)
+            # 中文克隆
+            sat_result = sat_model.zh_synthesize_edit(
+                old_str=base.old_str,
+                new_str=base.new_str,
+                input_name=os.path.realpath(input_file_path),
+                output_name=os.path.realpath(output_file_path),
+                task_name="synthesize")
+        elif base.function == "edit":
+            output_file_path = os.path.join(SAT_OUT_PATH,
+                                            "sat_edit_zh_" + base.filename)
+            # 中文语音编辑
+            sat_result = sat_model.zh_synthesize_edit(
+                old_str=base.old_str,
+                new_str=base.new_str,
+                input_name=os.path.realpath(input_file_path),
+                output_name=os.path.realpath(output_file_path),
+                task_name="edit")
+        elif base.function == "crossclone":
+            output_file_path = os.path.join(SAT_OUT_PATH,
+                                            "sat_cross_zh_" + base.filename)
+            # 中文跨语言
+            sat_result = sat_model.crossclone(
+                old_str=base.old_str,
+                new_str=base.new_str,
+                input_name=os.path.realpath(input_file_path),
+                output_name=os.path.realpath(output_file_path),
+                source_lang="zh",
+                target_lang="en")
+        else:
+            return ErrorRequest(
+                message="请检查功能选项是否正确，仅支持:synthesize, edit, crossclone")
+    elif base.language == "en":
+        if base.function == "synthesize":
+            output_file_path = os.path.join(SAT_OUT_PATH,
+                                            "sat_syn_zh_" + base.filename)
+            # 英文语音克隆
+            sat_result = sat_model.en_synthesize_edit(
+                old_str=base.old_str,
+                new_str=base.new_str,
+                input_name=os.path.realpath(input_file_path),
+                output_name=os.path.realpath(output_file_path),
+                task_name="synthesize")
+        elif base.function == "edit":
+            output_file_path = os.path.join(SAT_OUT_PATH,
+                                            "sat_edit_zh_" + base.filename)
+            # 英文语音编辑
+            sat_result = sat_model.en_synthesize_edit(
+                old_str=base.old_str,
+                new_str=base.new_str,
+                input_name=os.path.realpath(input_file_path),
+                output_name=os.path.realpath(output_file_path),
+                task_name="edit")
+        elif base.function == "crossclone":
+            output_file_path = os.path.join(SAT_OUT_PATH,
+                                            "sat_cross_zh_" + base.filename)
+            # 英文跨语言
+            sat_result = sat_model.crossclone(
+                old_str=base.old_str,
+                new_str=base.new_str,
+                input_name=os.path.realpath(input_file_path),
+                output_name=os.path.realpath(output_file_path),
+                source_lang="en",
+                target_lang="zh")
+        else:
+            return ErrorRequest(
+                message="请检查功能选项是否正确，仅支持:synthesize, edit, crossclone")
+    else:
+        return ErrorRequest(message="请检查功能选项是否正确，仅支持中文和英文")
+
+    if sat_result:
+        return SuccessRequest(result=sat_result, message="SAT合成成功")
+    else:
+        return ErrorRequest(message="SAT 合成失败，请从后台检查错误信息！")
+
+
+# SAT 文件列表
+@app.get("/sat/list")
+async def SatList():
+    res = []
+    filelist = getVCList(SAT_UPLOAD_PATH)
+    for fileitem in filelist:
+        if fileitem['name'] in sat_label_dic:
+            fileitem['label'] = sat_label_dic[fileitem['name']]
+        else:
+            fileitem['label'] = ""
+        res.append(fileitem)
+    return SuccessRequest(result=res)
+
+
+# 上传 SAT 音频
+# 上传文件
+@app.post("/sat/upload")
+async def SATUpload(files: List[UploadFile]):
+    right = 0
+    error = 0
+    error_info = "错误文件："
+    for file in files:
+        try:
+            if 'blob' in file.filename:
+                out_file_path = os.path.join(
+                    SAT_UPLOAD_PATH,
+                    datetime.datetime.strftime(datetime.datetime.now(),
+                                               '%H%M') + randName(3) + ".wav")
+            else:
+                out_file_path = os.path.join(SAT_UPLOAD_PATH, file.filename)
+
+            print("上传文件名:", out_file_path)
+            async with aiofiles.open(out_file_path, 'wb') as out_file:
+                content = await file.read()  # async read
+                await out_file.write(content)  # async write
+            # 将文件转成24k, 16bit类型的wav文件
+            wav, sr = librosa.load(out_file_path, sr=16000)
+            sf.write(out_file_path, data=wav, samplerate=sr)
+            right += 1
+        except Exception as e:
+            error += 1
+            error_info = error_info + file.filename + " " + str(e) + "\n"
+            continue
+    return SuccessRequest(
+        result=f"上传成功：{right}, 上传失败：{error}, 失败原因： {error_info}")
+
+
+######################################################################
+########################### FinueTune 服务 #################################
+#####################################################################
+
+
+# finetune 文件列表
+@app.post("/finetune/list")
+async def FineTuneList(Path: FTPath):
+    dataPath = Path.dataPath
+    if dataPath == "default":
+        # 默认路径
+        FT_PATH = FT_DEFAULT_PATH
+    else:
+        FT_PATH = dataPath
+
+    res = []
+    filelist = getVCList(FT_PATH)
+    for name, value in ft_label_dic.items():
+        wav_path = os.path.join(FT_PATH, name)
+        if not os.path.exists(wav_path):
+            wav_path = ""
+        d = {'text': value['text'], 'name': name, 'path': wav_path}
+        res.append(d)
+    return SuccessRequest(result=res)
+
+
+# 一键重置，获取新的文件地址
+@app.get('/finetune/newdir')
+async def FTGetNewDir():
+    new_path = os.path.join(FT_UPLOAD_PATH, randName(3))
+    if not os.path.exists(new_path):
+        os.makedirs(new_path, exist_ok=True)
+    # 把 labels.txt 复制进去
+    cmd = f"cp {FT_LABEL_TXT_PATH} {new_path}"
+    os.system(cmd)
+    return SuccessRequest(result=new_path)
+
+
+# finetune 上传文件
+@app.post("/finetune/upload")
+async def FTUpload(base: VcBaseFT):
+    try:
+        # 文件夹是否存在
+        if not os.path.exists(base.wav_path):
+            os.makedirs(base.wav_path)
+        # 保存音频文件
+        out_file_path = os.path.join(base.wav_path, base.filename)
+        wav_b = base64.b64decode(base.wav)
+        async with aiofiles.open(out_file_path, 'wb') as out_file:
+            await out_file.write(wav_b)  # async write
+
+        return SuccessRequest(result="上传成功")
+    except Exception as e:
+        return ErrorRequest(result="上传失败")
+
+
+# finetune 微调
+@app.post("/finetune/clone_finetune")
+async def FTModel(base: VcBaseFTModel):
+    # 先检查 wav_path 是否有效
+    if base.wav_path == 'default':
+        data_path = FT_DEFAULT_PATH
+    else:
+        data_path = base.wav_path
+    if not os.path.exists(data_path):
+        return ErrorRequest(message="数据文件夹不存在")
+
+    data_base = data_path.split(os.sep)[-1]
+    exp_dir = os.path.join(FT_EXP_BASE_PATH, data_base)
+    try:
+        exp_dir = ft_model.finetune(
+            input_dir=os.path.realpath(data_path),
+            exp_dir=os.path.realpath(exp_dir))
+        if exp_dir:
+            return SuccessRequest(result=exp_dir)
+        else:
+            return ErrorRequest(message="微调失败")
+    except Exception as e:
+        print(e)
+        return ErrorRequest(message="微调失败")
+
+
+# finetune 合成
+@app.post("/finetune/clone_finetune_syn")
+async def FTSyn(base: VcBaseFTSyn):
+    try:
+        if not os.path.exists(base.exp_path):
+            return ErrorRequest(result="模型路径不存在")
+        wav_name = randName(5)
+        wav_path = ft_model.synthesize(
+            text=base.text,
+            wav_name=wav_name,
+            out_wav_dir=os.path.realpath(FT_OUT_PATH),
+            exp_dir=os.path.realpath(base.exp_path))
+        if wav_path:
+            res = {"wavName": wav_name + ".wav", "wavPath": wav_path}
+            return SuccessRequest(result=res)
+        else:
+            return ErrorRequest(message="音频合成失败")
+    except Exception as e:
+        return ErrorRequest(message="音频合成失败")
+
+
+if __name__ == '__main__':
+    uvicorn.run(app=app, host='0.0.0.0', port=port)
diff --git a/demos/speech_web/web_client/package.json b/demos/speech_web/web_client/package.json
index 7f28d4c9..d8c213e4 100644
--- a/demos/speech_web/web_client/package.json
+++ b/demos/speech_web/web_client/package.json
@@ -8,6 +8,7 @@
     "preview": "vite preview"
   },
   "dependencies": {
+    "@element-plus/icons-vue": "^2.0.9",
     "ant-design-vue": "^2.2.8",
     "axios": "^0.26.1",
     "element-plus": "^2.1.9",
@@ -18,6 +19,7 @@
   },
   "devDependencies": {
     "@vitejs/plugin-vue": "^2.3.0",
-    "vite": "^2.9.0"
+    "vite": "^2.9.13",
+    "@vue/compiler-sfc": "^3.1.0"
   }
 }
diff --git a/demos/speech_web/web_client/src/api/API.js b/demos/speech_web/web_client/src/api/API.js
index 0feaa63f..5adca362 100644
--- a/demos/speech_web/web_client/src/api/API.js
+++ b/demos/speech_web/web_client/src/api/API.js
@@ -19,6 +19,26 @@ export const apiURL =   {
     CHAT_SOCKET_RECORD: 'ws://localhost:8010/ws/asr/offlineStream', // ChatBot websocket 接口
     ASR_SOCKET_RECORD: 'ws://localhost:8010/ws/asr/onlineStream',  // Stream ASR 接口
     TTS_SOCKET_RECORD: 'ws://localhost:8010/ws/tts/online', // Stream TTS 接口
+
+    // voice clone
+    // Voice Clone
+    VC_List: '/api/vc/list',
+    SAT_List: '/api/sat/list',
+    FineTune_List: '/api/finetune/list',
+
+    VC_Upload: '/api/vc/upload',
+    SAT_Upload: '/api/sat/upload',
+    FineTune_Upload: '/api/finetune/upload',
+    FineTune_NewDir: '/api/finetune/newdir',
+
+    VC_Download: '/api/vc/download',
+    VC_Download_Base64: '/api/vc/download_base64',
+    VC_Del: '/api/vc/del',
+    
+    VC_CloneG2p: '/api/vc/clone_g2p',
+    VC_CloneSAT: '/api/vc/clone_sat',
+    VC_CloneFineTune: '/api/finetune/clone_finetune',
+    VC_CloneFineTuneSyn: '/api/finetune/clone_finetune_syn',
 }
 
 
diff --git a/demos/speech_web/web_client/src/api/ApiVC.js b/demos/speech_web/web_client/src/api/ApiVC.js
new file mode 100644
index 00000000..0dc0f683
--- /dev/null
+++ b/demos/speech_web/web_client/src/api/ApiVC.js
@@ -0,0 +1,88 @@
+import axios from 'axios'
+import {apiURL} from "./API.js"
+
+// 上传音频-vc
+export async function vcUpload(params){
+    const result = await axios.post(apiURL.VC_Upload, params);
+    return result
+}
+
+// 上传音频-sat
+export async function satUpload(params){
+    const result = await axios.post(apiURL.SAT_Upload, params);
+    return result
+}
+
+// 上传音频-finetune
+export async function fineTuneUpload(params){
+    const result = await axios.post(apiURL.FineTune_Upload, params);
+    return result
+}
+
+// 删除音频
+export async function vcDel(params){
+    const result = await axios.post(apiURL.VC_Del, params);
+    return result
+}
+
+// 获取音频列表vc
+export async function vcList(){
+    const result = await axios.get(apiURL.VC_List);
+    return result
+}
+// 获取音频列表Sat
+export async function satList(){
+    const result = await axios.get(apiURL.SAT_List);
+    return result
+}
+
+// 获取音频列表fineTune
+export async function fineTuneList(params){
+    const result = await axios.post(apiURL.FineTune_List, params);
+    return result
+}
+
+// fineTune 一键重置 获取新的文件夹
+export async function fineTuneNewDir(){
+    const result = await axios.get(apiURL.FineTune_NewDir);
+    return result
+}
+
+// 获取音频数据
+export async function vcDownload(params){
+    const result = await axios.post(apiURL.VC_Download, params);
+    return result
+}
+
+// 获取音频数据Base64
+export async function vcDownloadBase64(params){
+    const result = await axios.post(apiURL.VC_Download_Base64, params);
+    return result
+}
+
+
+// 克隆合成G2P
+export async function vcCloneG2P(params){
+    const result = await axios.post(apiURL.VC_CloneG2p, params);
+    return result
+}
+
+// 克隆合成SAT
+export async function vcCloneSAT(params){
+    const result = await axios.post(apiURL.VC_CloneSAT, params);
+    return result
+}
+
+// 克隆合成 - finetune 微调
+export async function vcCloneFineTune(params){
+    const result = await axios.post(apiURL.VC_CloneFineTune, params);
+    return result
+}
+
+// 克隆合成 - finetune 合成
+export async function vcCloneFineTuneSyn(params){
+    const result = await axios.post(apiURL.VC_CloneFineTuneSyn, params);
+    return result
+}
+
+
diff --git a/demos/speech_web/web_client/src/components/Content/Header/Header.vue b/demos/speech_web/web_client/src/components/Content/Header/Header.vue
index 8135a2bf..c20f3366 100644
--- a/demos/speech_web/web_client/src/components/Content/Header/Header.vue
+++ b/demos/speech_web/web_client/src/components/Content/Header/Header.vue
@@ -4,7 +4,7 @@
         飞桨-PaddleSpeech
       </div>
       <div className="speech_header_describe">
-        PaddleSpeech 是基于飞桨 PaddlePaddle 的语音方向的开源模型库，用于语音和音频中的各种关键任务的开发，欢迎大家Star收藏鼓励
+        PaddleSpeech 是基于飞桨 PaddlePaddle 的语音方向的开源模型库，用于语音和音频中的各种关键任务的开发。支持语音识别，语音合成，声纹识别，声音分类，语音唤醒，语音翻译等多种语音任务，荣获 NAACL2022 Best Demo Award 。如果你喜欢这个示例，欢迎在 github 中 star 收藏鼓励。
       </div>
       <div className="speech_header_link_box">
         <a href="https://github.com/PaddlePaddle/PaddleSpeech" className="speech_header_link"  target='_blank' rel='noreferrer' key={index}>
diff --git a/demos/speech_web/web_client/src/components/Content/Header/style.less b/demos/speech_web/web_client/src/components/Content/Header/style.less
index 9d026137..cc97c741 100644
--- a/demos/speech_web/web_client/src/components/Content/Header/style.less
+++ b/demos/speech_web/web_client/src/components/Content/Header/style.less
@@ -43,6 +43,7 @@
         margin-bottom: 40px;
         display: flex;
         align-items: center;
+        margin-top: 40px;
     };
     .speech_header_link {
         display: block;
diff --git a/demos/speech_web/web_client/src/components/Experience.vue b/demos/speech_web/web_client/src/components/Experience.vue
index 5620d6af..4f32faf9 100644
--- a/demos/speech_web/web_client/src/components/Experience.vue
+++ b/demos/speech_web/web_client/src/components/Experience.vue
@@ -6,6 +6,10 @@ import TTST from './SubMenu/TTS/TTST.vue'
 import VPRT from './SubMenu/VPR/VPRT.vue'
 import IET from './SubMenu/IE/IET.vue'
 
+import VoiceCloneT from './SubMenu/VoiceClone/VoiceClone.vue'
+import ENIRE_SATT from './SubMenu/ENIRE_SAT/ENIRE_SAT.vue'
+import FineTuneT from './SubMenu/FineTune/FineTune.vue'
+
 </script>
 
 <template>
@@ -37,6 +41,15 @@ import IET from './SubMenu/IE/IET.vue'
             <el-tab-pane label="语音指令" key="5">
             <IET></IET>
             </el-tab-pane>
+            <el-tab-pane label="一句话合成" key="6">
+            <VoiceCloneT></VoiceCloneT>
+            </el-tab-pane>
+            <el-tab-pane label="小数据微调" key="7">
+            <FineTuneT></FineTuneT>
+            </el-tab-pane>
+            <el-tab-pane label="ENIRE SAT" key="8">
+            <ENIRE_SATT></ENIRE_SATT>
+            </el-tab-pane>
           </el-tabs>
         </div>
       </div>
diff --git a/demos/speech_web/web_client/src/components/SubMenu/ENIRE_SAT/ENIRE_SAT.vue b/demos/speech_web/web_client/src/components/SubMenu/ENIRE_SAT/ENIRE_SAT.vue
new file mode 100644
index 00000000..e1a4f234
--- /dev/null
+++ b/demos/speech_web/web_client/src/components/SubMenu/ENIRE_SAT/ENIRE_SAT.vue
@@ -0,0 +1,487 @@
+<template>
+    <div class="sat">
+      <el-row :gutter="20">
+            <el-col :span="12"><div class="grid-content ep-bg-purple" />
+                <el-row :gutter="60" class="btn_row_wav" justify="center">
+                    <el-button class="ml-3" v-if="onEnrollRec === 0" @click="startRecorderEnroll()" type="primary">录制音频</el-button>
+                    <el-button class="ml-3" v-else-if="onEnrollRec === 1" @click="stopRecorderEnroll()" type="danger">停止录音</el-button>
+                    <el-button class="ml-3" v-else @click="uploadRecord()" type="success">上传录音</el-button>
+                    <a>&#12288</a>
+                    <el-upload
+                        :multiple="false"
+                        :accept="'.wav'"
+                        :auto-upload="false"
+                        :on-change="handleChange"
+                        :show-file-list="false"
+                    >
+                        <el-button class="ml-3" type="success">上传音频文件</el-button>
+                    </el-upload>
+                </el-row>
+                <div class="recording_table">
+                <el-table :data="vcDatas" border class="recording_table_box" scrollbar-always-on max-height="250px">
+                    <!-- <el-table-column prop="wavId" label="序号" width="60"/> -->
+                    <el-table-column prop="wavName" label="文件名" width="150"/>
+                    <el-table-column label="文本">
+                      <template #default="scope">
+                            <el-input 
+                              v-model="scope.row.label"
+                              :autosize="{ minRows: 8, maxRows: 13 }" 
+                              placeholder="Please input"
+                              />
+                            
+                        </template>
+                    </el-table-column>
+                    <el-table-column label="操作" width="80">
+                        <template #default="scope">
+                            <div class="flex justify-space-between mb-4 flex-wrap gap-4">
+                                <a @click="PlayTable(scope.row.wavId)"><el-icon><VideoPlay /></el-icon></a>
+                                <a>&#12288</a>
+                                <a @click="delWav(scope.row.wavId)"><el-icon><DeleteFilled /></el-icon></a>
+                            </div>
+                        </template>
+                    </el-table-column>
+                    <el-table-column fixed="right" label="选择" width="70">
+                        <template #default="scope">
+                            <el-switch v-model="scope.row.status"  @click="choseWav(scope.row.wavId)"/>
+                        </template>
+                    </el-table-column>
+                </el-table>
+                </div>
+
+            </el-col>
+            <el-col :span="8"><div class="grid-content ep-bg-purple" />
+                <el-space direction="vertical">
+                    <el-card class="box-card" style="width: 250px; height:310px">
+                        <template #header>
+                            <div class="card-header">
+                            <span>功能选择</span>
+                            </div>
+                        </template>  
+                        <el-radio-group v-model="funcMode">
+                          <el-radio label="1" size="middle" border style="margin-bottom: 10px">个性化语音合成</el-radio>
+                            <el-input
+                              v-if="funcMode === '1'"
+                              v-model="ttsText"
+                              :autosize="{ minRows: 2, maxRows: 2 }"
+                              type="textarea"
+                              placeholder="Please input"
+                              style="margin-bottom: 10px"
+                              />
+                          <el-radio label="2" size="middle" border style="margin-bottom: 10px">跨语言语音合成</el-radio>
+                            <el-input
+                              v-if="funcMode === '2'"
+                              v-model="ttsText"
+                              :autosize="{ minRows: 2, maxRows: 2 }"
+                              type="textarea"
+                              placeholder="Please input"
+                              style="margin-bottom: 10px"
+                              />
+                          <el-radio label="3" size="middle" border style="margin-bottom: 10px">语音编辑</el-radio>
+                            <el-input
+                                v-if="funcMode === '3'"
+                                v-model="ttsText"
+                                :autosize="{ minRows: 2, maxRows: 2 }"
+                                type="textarea"
+                                placeholder="Please input"
+                                style="margin-bottom: 10px"
+                                />
+                        </el-radio-group>
+                    </el-card>                    
+                </el-space>
+            </el-col>
+            <el-col :span="4"><div class="grid-content ep-bg-purple" />
+                <div class="play_board">
+                    <el-space direction="vertical">
+                        <el-row :gutter="20">
+                            <el-button size="large" v-if="onSyn === 0" type="primary" @click="SatSyn()">开始合成</el-button>
+                            <el-button size="large" v-else :loading-icon="Eleme" type="danger">合成中</el-button>
+                        </el-row>
+                        <el-row :gutter="20">
+                            <el-button v-if='this.cloneWav' type="success" @click="PlaySyn()">播放</el-button>
+                            <el-button v-else disabled type="success" @click="PlaySyn()">播放</el-button>
+                            <el-button v-if='this.cloneWav' type="primary" @click="downLoadCloneWav()">下载</el-button>
+                            <el-button v-else disabled type="primary" @click="downLoadCloneWav()">下载</el-button>
+                        </el-row>
+                    </el-space>
+                </div>
+            </el-col>
+        </el-row>
+</div>
+</template>
+
+<script>
+import { vcCloneSAT, vcDownload, vcDownloadBase64, satUpload, satList, vcDel } from '../../../api/ApiVC'
+import Recorder from 'js-audio-recorder'
+
+let audioCtx = new AudioContext({
+latencyHint: 'interactive',
+sampleRate: 24000,
+});
+
+// 初始化录音
+const recorder = new Recorder({
+  sampleBits: 16,                 // 采样位数，支持 8 或 16，默认是16
+  sampleRate: 16000,              // 采样率，支持 11025、16000、22050、24000、44100、48000，根据浏览器默认值，我的chrome是48000
+  numChannels: 1,                 // 声道，支持 1 或 2， 默认是1
+  compiling: true
+})
+
+export default {
+name:"",
+data(){
+    return {
+        uploadStatus : 0,
+        recognitionStatus : 0,
+        asrResult : "",
+        indicator : "",
+        
+        filename: "",
+        upfile: "",
+        mode: 1,
+        language: 1,
+        wav_input: "卡尔普陪外孙玩滑梯",
+        new_input: "卡尔普陪外孙打滑梯",
+        received_file:"",
+
+        // 分割线
+        onEnrollRec: 0,
+        onSyn:0,
+        vcDatas: [],
+        funcMode: '1',
+        selected_Id: -1,
+        ttsText: '',
+        cloneWav: '',
+        wav:''
+    }
+},
+
+mounted () {
+        this.GetList()
+    },
+
+methods:{
+    // 获取文件列表
+    async GetList(){
+            this.vcDatas =[]
+            const result = await satList();
+            console.log("List: ", result);
+            for(let i=0; i < result.data.result.length; i++){
+                this.vcDatas.push({
+                    wavName: result.data.result[i]['name'],
+                    wavId: i,
+                    wavPath: result.data.result[i]['path'],
+                    status: false,
+                    label: result.data.result[i]['label']
+                })
+            }
+            console.log("vcDatas: ", this.vcDatas);
+            this.$nextTick(()=>{})
+    },
+
+    // 上传文件切换
+    async handleChange(file, fileList){
+      for(let i=0; i<fileList.length; i++){
+        this.uploadFile(fileList[i])
+      }
+      this.GetList()
+    },
+
+    async uploadFile(file){
+      let formData = new FormData();
+      formData.append('files', file.raw);
+      const result = await satUpload(formData);
+      if (result.data.code === 0) {
+          this.$message.success("音频上传成功")
+          
+      } else {
+          this.$message.error("音频上传失败")
+      }
+    },
+
+    // 开始录音
+    startRecorderEnroll(){
+            this.onEnrollRec = 1
+            recorder.clear()
+            recorder.start()
+        },
+    
+    // 结束录音
+    stopRecorderEnroll(){
+        this.onEnrollRec = 2
+        recorder.stop()
+        this.wav = recorder.getWAVBlob()
+    },
+
+    // 上传录音
+    async uploadRecord(){
+            this.onEnrollRec = 0
+            if(this.wav === ""){
+                this.$message.error("未检测到录音，录音失败，请重新录制")
+                return
+            } else {
+                if(this.wav === ''){
+                    this.$message.error("请先完成录音");
+                    this.onEnrollRec = 0
+                    return
+                } else {
+                    let formData = new FormData();
+                    formData.append('files', this.wav);
+                    const result = await satUpload(formData);
+                    console.log(result)
+                    this.GetList() 
+                }
+                this.$message.success("录音上传成功")
+            }
+        }, 
+
+    // 删除音频文件
+    async delWav(wavId){
+            console.log('wavId', wavId)
+            // 删除文件
+            const result = await vcDel(
+                {
+                  wavName: this.vcDatas[wavId]['wavName'],
+                  wavPath: this.vcDatas[wavId]['wavPath']
+                }
+            );
+            if(!result.data.code){
+                this.$message.success("删除成功")
+            } else {
+                this.$message.error(result.data.msg)
+            }
+            this.GetList()
+            this.reset()
+        },
+    
+    // 播放表格
+    async PlayTable(wavId){
+        this.Play(this.vcDatas[wavId])
+    },
+
+    // 播放音频
+    async Play(wavBase){
+        // 获取音频数据
+        const result = await vcDownloadBase64(wavBase);
+        // console.log('play result', result)
+        if (result.data.code === 0) {
+            // base转换二进制数
+            let typedArray = this.base64ToUint8Array(result.data.result)
+            // 添加wav文件头
+            let view = new DataView(typedArray.buffer);
+            view = Recorder.encodeWAV(view, 16000, 16000, 1, 16, true);
+            // 播放音频
+            this.playAudioData(view.buffer);
+        };
+        },
+    // chose wav
+    choseWav(wavId){
+            this.cloneWav = ''
+            this.nowFile = this.vcDatas[wavId].wavName
+            this.nowIndex = wavId
+            // only wavId is true else false
+            for(let i=0; i<this.vcDatas.length; i++){
+                if(i==wavId){
+                    this.vcDatas[wavId].status = true
+                    this.selected_Id = wavId
+                    this.ttsText = this.vcDatas[wavId]['label']
+                } else {
+                    this.vcDatas[i].status = false
+                }
+            }
+            this.$nextTick(()=>{})
+        },
+
+    // 播放音频
+    playAudioData(wav_buffer){
+        audioCtx.decodeAudioData(wav_buffer, buffer => {
+            let source = audioCtx.createBufferSource();
+            source.buffer = buffer
+            source.connect(audioCtx.destination);
+            source.start();
+        }, function (e) {
+        });
+    },
+
+
+    base64ToUint8Array(base64String){
+       const padding = '='.repeat((4 - base64String.length % 4) % 4);
+        const base64 = (base64String + padding)
+            .replace(/-/g, '+')
+            .replace(/_/g, '/');
+    
+        const rawData = window.atob(base64);
+        const outputArray = new Uint8Array(rawData.length);
+    
+        for (let i = 0; i < rawData.length; ++i) {
+            outputArray[i] = rawData.charCodeAt(i);
+        }
+        return outputArray; 
+    },
+
+    // 检查是否包含中文
+    hasChinese(str) {
+      return /[\u4E00-\u9FA5]+/g.test(str)
+    },
+
+    // SAT合成
+    async SatSyn(){
+      // 检查 select id
+      if(this.selected_Id < 0){
+        return this.$message.error("请先选择音频文件！")
+      }
+
+      // 检查音频对应的文本
+      if(!this.vcDatas[this.selected_Id]['label']){
+        return this.$message.error("音频对应文本不可以为空！")
+      }
+
+      // 检查待合成文本
+      if(!this.ttsText){
+        return this.$message.error("合成文本不可以为空！")
+      }
+
+      // 合成中
+      this.onSyn = 1
+      // 重置 clone wav
+      this.cloneWav = ""
+  
+      const old_str = this.vcDatas[this.selected_Id]['label']
+      const new_str = this.ttsText
+      let language = ""
+      // 包含中文
+      if(this.hasChinese(old_str)){
+        language = "zh"
+      } else{
+        language = "en"
+      }
+      // 功能选择
+      let func = ""
+      if(this.funcMode === '1') {
+        func = "synthesize"
+      } else if(this.funcMode === '2'){
+        func = "crossclone"
+      } else {
+        func = "edit"
+      }
+      
+      let wav_path = this.vcDatas[this.selected_Id]['wavPath']
+      let filename = this.vcDatas[this.selected_Id]['wavName']
+
+      const data = {
+        old_str: old_str,
+        new_str: new_str,
+        language: language,
+        function: func,
+        wav: wav_path,
+        filename: filename
+
+      }
+
+      console.log("sat data: ", data)
+      
+      // sat 接口
+      const result = await vcCloneSAT(data)
+      // 合成完成
+      this.onSyn = 0
+      console.log(result);
+      // debugger
+      if (result.data.code === 0) {
+
+        this.$message.success(result.data.message)
+        // 获取识别文本
+        this.cloneWav = result.data.result
+        console.log("cloneWave", this.cloneWav);
+
+      } else {
+        this.$message.error(result.data.message)
+      };
+    },
+    // 播放合成的音频
+    // 播放音频
+    async PlaySyn(){
+        // 获取音频数据
+        const data = {
+          wavName: "sat_"+this.filename,
+          wavPath: this.cloneWav
+        }
+        const result = await vcDownloadBase64(data);
+        // console.log('play result', result)
+        if (result.data.code === 0) {
+            // base转换二进制数
+            let typedArray = this.base64ToUint8Array(result.data.result)
+            // 添加wav文件头
+            let view = new DataView(typedArray.buffer);
+            view = Recorder.encodeWAV(view, 16000, 16000, 1, 16, true);
+            // 播放音频
+            this.playAudioData(view.buffer);
+        };
+        },
+
+
+    // 下载合成文件
+    async downLoadCloneWav(){
+    if(this.cloneWav  === ""){
+        this.$message.error("音频合成完毕后再下载！")
+    } else {
+        // const result = await vcDownload(this.cloneWav);
+        // 获取音频数据
+        const data = {
+          wavName: "sat_"+this.filename,
+          wavPath: this.cloneWav
+        }
+        const result = await vcDownloadBase64(data);
+        let view;
+        // console.log('play result', result)
+        if (result.data.code === 0) {
+            // base转换二进制数
+            let typedArray = this.base64ToUint8Array(result.data.result)
+            // 添加wav文件头
+            view = new DataView(typedArray.buffer);
+            view = Recorder.encodeWAV(view, 16000, 16000, 1, 16, true);
+            // 播放音频
+            // this.playAudioData(view.buffer);
+        }
+        console.log(view.buffer)
+        // debugger
+        const blob = new Blob([view.buffer], { type: 'audio/wav' });
+        const fileName = new Date().getTime() + '.wav';
+        const down = document.createElement('a');
+        down.download = fileName;
+        down.style.display = 'none';//隐藏,没必要展示出来
+        down.href = URL.createObjectURL(blob);
+        document.body.appendChild(down);
+        down.click();
+        URL.revokeObjectURL(down.href); // 释放URL 对象
+        document.body.removeChild(down);//下载完成移除
+      }
+    },
+
+}
+}   
+
+</script>
+
+<style lang="less" scoped>
+// @import "./style.less";
+.sat {
+    width: 1200px;
+    height: 410px;
+    background: #FFFFFF;
+    padding: 5px 80px 56px 80px;
+    box-sizing: border-box;
+}
+
+.el-row {
+  margin-bottom: 20px;
+}
+.grid-content {
+  border-radius: 4px;
+  min-height: 36px;
+}
+.play_board{
+    height: 100%;
+    display: flex;
+    align-items: center;
+}
+
+</style>
\ No newline at end of file
diff --git a/demos/speech_web/web_client/src/components/SubMenu/FineTune/FineTune.vue b/demos/speech_web/web_client/src/components/SubMenu/FineTune/FineTune.vue
new file mode 100644
index 00000000..895dd586
--- /dev/null
+++ b/demos/speech_web/web_client/src/components/SubMenu/FineTune/FineTune.vue
@@ -0,0 +1,427 @@
+<template>
+    <div class="finetune">
+      <el-row :gutter="20"> 
+        <el-col :span="12"><div class="grid-content ep-bg-purple" />
+          <el-row :gutter="60" class="btn_row_wav" justify="center">
+              <el-button class="ml-3" @click="clearAll()" type="primary">一键重置</el-button>
+              <el-button class="ml-3" @click="resetDefault()" type="primary">默认示例</el-button>
+              <el-button v-if='onFinetune === 0' class="ml-3" @click="fineTuneModel()" type="primary">一键微调</el-button>
+              <el-button v-else-if='onFinetune === 1' class="ml-3" @click="fineTuneModel()" type="danger">微调中</el-button>
+              <el-button v-else-if='onFinetune === 2' class="ml-3" @click="resetFinetuneBtn()" type="success">微调成功</el-button>
+              <el-button v-else class="ml-3" @click="resetFinetuneBtn()" type="success">微调失败</el-button>
+              <!-- <el-button class="ml-3" @click="chooseHistory()" type="warning">历史数据选择</el-button> -->
+        </el-row>
+
+        <div class="recording_table">
+            <el-table :data="vcDatas" border class="recording_table_box" scrollbar-always-on max-height="250px">
+                <el-table-column prop="wavId" label="序号" width="60"/>
+                <el-table-column prop="text" label="文本" />
+                <el-table-column label="音频" width="80">
+                    <template #default="scope">
+                        <a v-if="scope.row.wavPath != ''">{{ scope.row.wavName }}</a>
+                        <a v-else>
+                            
+                            <el-button class="ml-3" v-if="onEnrollRec === 0" @click="startRecorderEnroll()" type="primary" circle>
+                                <el-icon><Microphone /></el-icon>
+                            </el-button>
+                            <el-button class="ml-3" v-else-if="onEnrollRec === 1" @click="stopRecorderEnroll()" type="danger" circle>
+                                <el-icon><Microphone /></el-icon>
+                            </el-button>
+                            <el-button class="ml-3" v-else @click="uploadRecord(scope.row.wavId)" type="success" circle>
+                                <el-icon><Upload /></el-icon>
+                            </el-button>
+                        </a>
+                    </template>
+                </el-table-column>
+                <el-table-column label="操作" width="80" fixed="right">
+                    <template #default="scope">
+                        <div class="flex justify-space-between mb-4 flex-wrap gap-4">
+                            <a @click="PlayTable(scope.row.wavId)"><el-icon><VideoPlay /></el-icon></a>
+                            <a>&#12288</a>
+                            <a @click="delWav(scope.row.wavId)"><el-icon><DeleteFilled /></el-icon></a>
+                        </div>
+                    </template>
+                </el-table-column>
+            </el-table>
+        </div>
+
+            </el-col>
+            <el-col :span="8"><div class="grid-content ep-bg-purple" />
+                <el-space direction="vertical">
+                    <el-card class="box-card" style="width: 250px; height:310px">
+                        <template #header>
+                            
+                            <div class="card-header">
+                                <span>试验路径</span>
+                                <el-input
+                                    v-model="expPath"
+                                    :autosize="{ minRows: 2, maxRows: 3 }"
+                                    type="textarea"
+                                    placeholder="一键微调自动生成，可使用历史试验路径"
+                                    />
+                            </div>
+                        </template>
+                        <span>请输入中文文本</span>
+                        <el-input
+                            v-model="ttsText"
+                            :autosize="{ minRows: 5, maxRows: 6 }"
+                            type="textarea"
+                            placeholder="请输入待合成文本"
+                            />
+                    </el-card>                    
+                </el-space>
+            </el-col>
+            <el-col :span="4"><div class="grid-content ep-bg-purple" />
+                <div class="play_board">
+                    <el-space direction="vertical">
+                        <el-row :gutter="20">
+                            <el-button size="large" v-if="onSyn === 0" type="primary" @click="fineTuneSyn()">开始合成</el-button>
+                            <el-button size="large" v-else :loading-icon="Eleme" type="danger">合成中</el-button>
+                        </el-row>
+
+                        <el-row :gutter="20">
+                            <el-button v-if='this.cloneWav' type="primary" @click="PlaySyn()">播放</el-button>
+                            <el-button v-else disabled type="primary" @click="PlaySyn()">播放</el-button>
+                            <el-button v-if='this.cloneWav' type="primary" @click="downLoadCloneWav()">下载</el-button>
+                            <el-button v-else disabled type="primary" @click="downLoadCloneWav()">下载</el-button>
+                        </el-row>
+                    </el-space>
+                </div>
+            </el-col>
+        </el-row>
+    </div>
+    </template>
+    
+    <script>
+    import Recorder from 'js-audio-recorder'
+    import { vcDownload, vcDownloadBase64, vcCloneFineTune, vcCloneFineTuneSyn, fineTuneList, vcDel, fineTuneUpload, fineTuneNewDir } from '../../../api/ApiVC';
+    
+    // 初始化录音
+    const recorder = new Recorder({
+      sampleBits: 16,                 // 采样位数，支持 8 或 16，默认是16
+      sampleRate: 16000,              // 采样率，支持 11025、16000、22050、24000、44100、48000，根据浏览器默认值，我的chrome是48000
+      numChannels: 1,                 // 声道，支持 1 或 2， 默认是1
+      compiling: true
+    })
+    
+    // 初始化播放器
+    const audioCtx = new AudioContext({
+        latencyHint: 'interactive',
+        sampleRate: 16000,
+    });
+
+    function blobToDataURL(blob, callback) {
+        let a = new FileReader();
+        a.onload = function (e) { callback(e.target.result); }
+        a.readAsDataURL(blob);
+    }
+
+    
+    export default {
+        data(){
+            return {
+              vcDatas:[],
+              defaultDataPath: 'default',
+              nowDataPath: '',
+              expPath: '',
+              wav: '',
+              wav_base64: '',
+              ttsText: '',
+              cloneWav: '',
+              
+              onEnrollRec: 0,  // 录音状态
+              onFinetune: 0,  // 微调状态
+              onSyn: 0, // 合成状态
+            }
+        },
+        mounted () {
+            this.nowDataPath = this.defaultDataPath
+            this.GetList()
+            
+        },
+        methods: {
+            // 重置 btn 
+            resetFinetuneBtn(){
+                this.onFinetune = 0
+            },
+        
+        // 一键重置
+        async clearAll(){
+            this.vcDatas = []
+            const result = await fineTuneNewDir()
+            console.log("clearALL: ", result.data.result);
+            this.nowDataPath = result.data.result
+            this.expPath = ''
+            this.onFinetune = 0
+            await this.GetList()
+        },
+        // 显示默认
+        async resetDefault(){
+            this.nowDataPath = this.defaultDataPath
+            await this.GetList()
+            this.expPath = ''
+        },
+
+        // 开始录音
+        startRecorderEnroll(){
+            this.onEnrollRec = 1
+            recorder.clear()
+            recorder.start()
+        },
+        // 结束录音
+        stopRecorderEnroll(){
+            this.onEnrollRec = 2
+            recorder.stop()
+            this.wav = recorder.getWAVBlob()
+        },
+
+        // 上传录音
+        async uploadRecord(wavId){
+            this.onEnrollRec = 0
+            if(this.wav === ""){
+                this.$message.error("未检测到录音，录音失败，请重新录制")
+                return
+            } else {
+                if(this.wav === ''){
+                    this.$message.error("请先完成录音");
+                    this.onEnrollRec = 0
+                    return
+                } else {
+                    let fileRes = ""
+                    let fileString = ""
+                    fileRes = await this.readFile(this.wav);
+                    fileString = fileRes.result;
+                    const audioBase64type = (fileString.match(/data:[^;]*;base64,/))?.[0] ?? '';
+                    const isBase64 = !!fileString.match(/data:[^;]*;base64,/);
+                    const uploadBase64 = fileString.substr(audioBase64type.length);
+                    
+                    // 上传时指定文件路径
+                    const data = {
+                        'wav': uploadBase64,
+                        'filename': this.vcDatas[wavId]['wavName'],
+                        'wav_path': this.nowDataPath
+                    }
+
+                    const result = await fineTuneUpload(data);
+                    console.log(result)
+                    this.GetList() 
+                }
+                this.$message.success("录音上传成功")
+            }
+        }, 
+        // 读取文件和Blob
+        readFile(file) {
+            return new Promise((resolve, reject) => {
+                const fileReader = new FileReader();
+                fileReader.onload = function () {
+                    resolve(fileReader);
+                };
+                fileReader.onerror = function (err) {
+                    reject(err);
+                };
+                fileReader.readAsDataURL(file);
+                });
+            },
+
+            // 获取文件列表
+          async GetList(){
+            this.vcDatas = []
+            const result = await fineTuneList({
+              dataPath: this.nowDataPath
+            });
+            console.log(result, result.data.result);
+            for(let i=0; i<result.data.result.length; i++){
+                this.vcDatas.push({
+                  wavId: i,
+                  text: result.data.result[i]['text'],
+                  wavName: result.data.result[i]['name'],
+                  wavPath: result.data.result[i]['path'],
+                })
+            }
+            this.$nextTick(()=>{})
+          },
+                  // 播放音频
+    playAudioData( wav_buffer ) {
+        audioCtx.decodeAudioData(wav_buffer, buffer => {
+            var source = audioCtx.createBufferSource();
+            source.buffer = buffer;
+            source.connect(audioCtx.destination);
+            source.start();
+        }, function(e) {
+            Recorder.throwError(e);
+            })
+    },
+        // base64解码
+        base64ToUint8Array(base64String) {
+        const padding = '='.repeat((4 - base64String.length % 4) % 4);
+        const base64 = (base64String + padding)
+                        .replace(/-/g, '+')
+                        .replace(/_/g, '/');
+
+        const rawData = window.atob(base64);
+        const outputArray = new Uint8Array(rawData.length);
+
+        for (let i = 0; i < rawData.length; ++i) {
+                outputArray[i] = rawData.charCodeAt(i);
+        }
+        return outputArray;
+    },
+            // 播放表格
+        async PlayTable(wavId){
+            this.Play(this.vcDatas[wavId])
+        },
+        // 播放合成后的音频
+        async PlaySyn(){
+           
+            if(this.cloneWav  === ""){
+                this.$message.error("请合成音频后再播放！！")
+                return
+            } else {
+                this.Play(this.cloneWav)
+            }
+        },
+        // 播放音频
+        async Play(wavBase){
+                // 获取音频数据
+                const result = await vcDownloadBase64(wavBase);
+                // console.log('play result', result)
+                if (result.data.code === 0) {
+                    // base转换二进制数
+                    let typedArray = this.base64ToUint8Array(result.data.result)
+                    // 添加wav文件头
+                    let view = new DataView(typedArray.buffer);
+                    view = Recorder.encodeWAV(view, 16000, 16000, 1, 16, true);
+                    // 播放音频
+                    this.playAudioData(view.buffer);
+                } else {
+                    this.$message.error("获取音频文件失败")
+                }
+        },
+                // 下载合成文件
+        async downLoadCloneWav(){
+            if(this.cloneWav  === ""){
+                this.$message.error("音频合成完毕后再下载！")
+            } else {
+                // const result = await vcDownload(this.cloneWav);
+                // 获取音频数据
+                const result = await vcDownloadBase64(this.cloneWav);
+                let view;
+                // console.log('play result', result)
+                if (result.data.code === 0) {
+                    // base转换二进制数
+                    let typedArray = this.base64ToUint8Array(result.data.result)
+                    // 添加wav文件头
+                    view = new DataView(typedArray.buffer);
+                    view = Recorder.encodeWAV(view, 16000, 16000, 1, 16, true);
+                    // 播放音频
+                    // this.playAudioData(view.buffer);
+                }
+                console.log(view.buffer)
+                // debugger
+                const blob = new Blob([view.buffer], { type: 'audio/wav' });
+                const fileName = new Date().getTime() + '.wav';
+                const down = document.createElement('a');
+                down.download = fileName;
+                down.style.display = 'none';//隐藏,没必要展示出来
+                down.href = URL.createObjectURL(blob);
+                document.body.appendChild(down);
+                down.click();
+                URL.revokeObjectURL(down.href); // 释放URL 对象
+                document.body.removeChild(down);//下载完成移除
+            }
+        },
+        // 删除音频文件
+        async delWav(wavId){
+            if(this.nowDataPath === this.defaultDataPath){
+                this.$message.error("默认音频不允许删除，可以一键重置，重新录音")
+                return 
+            }
+
+            console.log('wavId', wavId)
+            // 删除文件
+            const result = await vcDel(
+                {
+                    wavName: this.vcDatas[wavId]['wavName'],
+                    wavPath: this.vcDatas[wavId]['wavPath']
+                }
+            );
+            if(!result.data.code){
+                this.$message.success("删除成功")
+                this.GetList()
+            } else {
+                this.$message.error("文件删除失败")
+            }
+        }, 
+        // 微调模型
+        async fineTuneModel(){
+            // 先检查是否都有录音
+            for(let i=0; i < this.vcDatas.length; i++){
+                if(this.vcDatas['wavPath'] === ''){
+                    return this.$message.error("还有录音未完成，请先完成录音！")
+                }
+            }
+            this.onFinetune = 1
+            const result = await vcCloneFineTune(
+                {
+                    wav_path: this.nowDataPath,
+                }
+            );
+            if(!result.data.code){
+                this.onFinetune = 2
+                this.expPath = result.data.result
+                console.log("this.expPath: ", this.expPath)
+                this.$message.success("小数据微调成功")
+            } else {
+                this.onFinetune = 3
+                this.$message.error(result.data.msg)
+            }
+        },
+        // 合成音频
+        async fineTuneSyn(){
+            if(!this.expPath){
+                return this.$message.error("请先微调生成模型后再生成！")
+            }
+            // 合成
+            this.onSyn = 1
+            const result = await vcCloneFineTuneSyn(
+                {
+                    exp_path: this.expPath,
+                    text: this.ttsText
+                }
+            );
+            this.onSyn = 0
+            if(!result.data.code){
+                this.cloneWav = result.data.result
+                console.log("clone wav: ", this.cloneWav)
+                this.$message.success("音色克隆成功")
+            } else {
+                this.$message.error(result.data.msg)
+            }
+            this.$nextTick(()=>{})
+        }
+},
+};
+</script>
+    
+<style lang="less" scoped>
+// @import "./style.less";
+.finetune {
+  width: 1200px;
+  height: 410px;
+  background: #FFFFFF;
+  padding: 5px 80px 56px 80px;
+  box-sizing: border-box;
+}
+.el-row {
+  margin-bottom: 20px;
+}
+.grid-content {
+  border-radius: 4px;
+  min-height: 36px;
+}
+.play_board{
+    height: 100%;
+    display: flex;
+    align-items: center;
+}
+</style>
\ No newline at end of file
diff --git a/demos/speech_web/web_client/src/components/SubMenu/VoiceClone/VoiceClone.vue b/demos/speech_web/web_client/src/components/SubMenu/VoiceClone/VoiceClone.vue
new file mode 100644
index 00000000..1e380d28
--- /dev/null
+++ b/demos/speech_web/web_client/src/components/SubMenu/VoiceClone/VoiceClone.vue
@@ -0,0 +1,379 @@
+<template>
+    <div class="voiceclone">
+        <el-row :gutter="20">
+            <el-col :span="12"><div class="grid-content ep-bg-purple" />
+                <el-row :gutter="60" class="btn_row_wav" justify="center">
+                    <el-button class="ml-3" v-if="onEnrollRec === 0" @click="startRecorderEnroll()" type="primary">录制音频</el-button>
+                    <el-button class="ml-3" v-else-if="onEnrollRec === 1" @click="stopRecorderEnroll()" type="danger">停止录音</el-button>
+                    <el-button class="ml-3" v-else @click="uploadRecord()" type="success">上传录音</el-button>
+                    <a>&#12288</a>
+                    <el-upload
+                        :multiple="false"
+                        :accept="'.wav'"
+                        :auto-upload="false"
+                        :on-change="handleChange"
+                        :show-file-list="false"
+                    >
+                        <el-button class="ml-3" type="success">上传音频文件</el-button>
+                    </el-upload>
+                </el-row>
+                <div class="recording_table">
+                <el-table :data="vcDatas" border class="recording_table_box" scrollbar-always-on max-height="250px">
+                    <el-table-column prop="wavId" label="序号" width="60"/>
+                    <el-table-column prop="wavName" label="文件名" />
+                    <el-table-column label="操作" width="80">
+                        <template #default="scope">
+                            <div class="flex justify-space-between mb-4 flex-wrap gap-4">
+                                <a @click="PlayTable(scope.row.wavId)"><el-icon><VideoPlay /></el-icon></a>
+                                <a>&#12288</a>
+                                <a @click="delWav(scope.row.wavId)"><el-icon><DeleteFilled /></el-icon></a>
+                            </div>
+                        </template>
+                    </el-table-column>
+                    <el-table-column fixed="right" label="选择" width="70">
+                        <template #default="scope">
+                            <el-switch v-model="scope.row.status"  @click="choseWav(scope.row.wavId)"/>
+                        </template>
+                    </el-table-column>
+                </el-table>
+                </div>
+
+            </el-col>
+            <el-col :span="8"><div class="grid-content ep-bg-purple" />
+                <el-space direction="vertical">
+                    <el-card class="box-card" style="width: 250px; height:310px">
+                        <template #header>
+                            <div class="card-header">
+                            <span>请输入中文文本</span>
+                            </div>
+                        </template>
+                        <div class="mb-2 flex items-center text-sm">
+                            <el-radio-group v-model="func_radio" class="ml-4">
+                            <el-radio label="1" size="large">GE2E</el-radio>
+                            <el-radio label="2" size="large">ECAPA-TDNN</el-radio>
+                            </el-radio-group>
+                        </div>
+                        <el-input
+                            v-model="ttsText"
+                            :autosize="{ minRows: 8, maxRows: 13 }"
+                            type="textarea"
+                            placeholder="Please input"
+                            />
+                    </el-card>                    
+                </el-space>
+            </el-col>
+            <el-col :span="4"><div class="grid-content ep-bg-purple" />
+                <div class="play_board">
+                    <el-space direction="vertical">
+                        <el-row :gutter="20">
+                            <el-button size="large" v-if="g2pOnSys === 0" type="primary" @click="g2pClone()">开始合成</el-button>
+                            <el-button size="large" v-else :loading-icon="Eleme" type="danger">合成中</el-button>
+                        </el-row>
+
+                        <el-row :gutter="20">
+                            <el-button v-if='this.cloneWav' type="primary" @click="PlaySyn()">播放</el-button>
+                            <el-button v-else disabled type="primary" @click="PlaySyn()">播放</el-button>
+                            <el-button v-if='this.cloneWav' type="primary" @click="downLoadCloneWav()">下载</el-button>
+                            <el-button v-else disabled type="primary" @click="downLoadCloneWav()">下载</el-button>
+                        </el-row>
+                    </el-space>
+                </div>
+            </el-col>
+        </el-row>
+    </div>
+</template>
+
+<script>
+
+import Recorder from 'js-audio-recorder'
+import { vcCloneG2P, vcCloneSAT, vcDel, vcUpload, vcList, vcDownload, vcDownloadBase64 } from '../../../api/ApiVC';
+
+// 初始化录音
+const recorder = new Recorder({
+  sampleBits: 16,                 // 采样位数，支持 8 或 16，默认是16
+  sampleRate: 16000,              // 采样率，支持 11025、16000、22050、24000、44100、48000，根据浏览器默认值，我的chrome是48000
+  numChannels: 1,                 // 声道，支持 1 或 2， 默认是1
+  compiling: true
+})
+
+// 初始化播放器
+const audioCtx = new AudioContext({
+    latencyHint: 'interactive',
+    sampleRate: 16000,
+});
+
+export default {
+    data(){
+         return {
+            onEnrollRec: 0,     // 注册录音状态
+            wav: '',            // 录音结果
+            vcDatas: [],       // 已录制的音频
+            nowFile: "",        // 当前选择的音频
+            ttsText: "欢迎使用飞桨语音套件",
+            nowIndex: -1,
+            cloneWav: "",
+            g2pOnSys: 0,
+            func_radio: '1',
+         }
+    },
+    mounted () {
+        this.GetList()
+    },
+    methods:{
+        // 重置
+        reset(){
+            this.onEnrollRec = 0
+            this.wav = ''
+            this.vcDatas = []
+            this.nowFile = ""
+            this.ttsText = "欢迎使用飞桨语音套件"
+            this.nowIndex = -1
+        },
+        // 开始录音
+        startRecorderEnroll(){
+            this.onEnrollRec = 1
+            recorder.clear()
+            recorder.start()
+        },
+        // 结束录音
+        stopRecorderEnroll(){
+            this.onEnrollRec = 2
+            recorder.stop()
+            this.wav = recorder.getWAVBlob()
+        },
+        // chose wav
+        choseWav(wavId){
+            this.cloneWav = ''
+            this.nowFile = this.vcDatas[wavId].wavName
+            this.nowIndex = wavId
+            // only wavId is true else false
+            for(let i=0; i<this.vcDatas.length; i++){
+                if(i==wavId){
+                    this.vcDatas[wavId].status = true
+                } else {
+                    this.vcDatas[i].status = false
+                }
+            }
+            this.$nextTick(()=>{})
+        },
+        // 上传录音
+        async uploadRecord(){
+            this.onEnrollRec = 0
+            if(this.wav === ""){
+                this.$message.error("未检测到录音，录音失败，请重新录制")
+                return
+            } else {
+                if(this.wav === ''){
+                    this.$message.error("请先完成录音");
+                    this.onEnrollRec = 0
+                    return
+                } else {
+                    let formData = new FormData();
+                    formData.append('files', this.wav);
+                    const result = await vcUpload(formData);
+                    console.log(result)
+                    this.GetList() 
+                }
+                this.$message.success("录音上传成功")
+            }
+        }, 
+        // 上传列表改变
+        async handleChange(file, fileList){
+            for(let i=0; i<fileList.length; i++){
+                this.uploadFile(fileList[i])
+            } 
+        },
+
+        // 上传音频
+        async uploadFile(file){
+            let formData = new FormData();
+            formData.append('files', file.raw);
+            const result = await vcUpload(formData);
+            if (result.data.code === 0) {
+                this.$message.success("音频上传成功")
+                this.GetList()
+            } else {
+                this.$message.error("音频上传失败")
+            }
+        },
+        // 获取文件列表
+        async GetList(){
+            this.vcDatas =[]
+            const result = await vcList();
+            for(let i=0; i<result.data.result.length; i++){
+                this.vcDatas.push({
+                    wavName: result.data.result[i]['name'],
+                    wavId: i,
+                    wavPath: result.data.result[i]['path'],
+                    status: false
+                })
+            }
+            this.$nextTick(()=>{})
+        },
+        // 删除音频文件
+        async delWav(wavId){
+            console.log('wavId', wavId)
+            // 删除文件
+            const result = await vcDel(
+                {
+                    wavName: this.vcDatas[wavId]['wavName'],
+                    wavPath: this.vcDatas[wavId]['wavPath']
+                }
+            );
+            if(!result.data.code){
+                this.$message.success("删除成功")
+            } else {
+                this.$message.error(result.data.msg)
+            }
+            this.GetList()
+            this.reset()
+        },
+        // 下载合成文件
+        async downLoadCloneWav(){
+            if(this.cloneWav  === ""){
+                this.$message.error("音频合成完毕后再下载！")
+            } else {
+                // const result = await vcDownload(this.cloneWav);
+                // 获取音频数据
+                const result = await vcDownloadBase64(this.cloneWav);
+                let view;
+                // console.log('play result', result)
+                if (result.data.code === 0) {
+                    // base转换二进制数
+                    let typedArray = this.base64ToUint8Array(result.data.result)
+                    // 添加wav文件头
+                    view = new DataView(typedArray.buffer);
+                    view = Recorder.encodeWAV(view, 16000, 16000, 1, 16, true);
+                    // 播放音频
+                    // this.playAudioData(view.buffer);
+                }
+                console.log(view.buffer)
+                // debugger
+                const blob = new Blob([view.buffer], { type: 'audio/wav' });
+                const fileName = new Date().getTime() + '.wav';
+                const down = document.createElement('a');
+                down.download = fileName;
+                down.style.display = 'none';//隐藏,没必要展示出来
+                down.href = URL.createObjectURL(blob);
+                document.body.appendChild(down);
+                down.click();
+                URL.revokeObjectURL(down.href); // 释放URL 对象
+                document.body.removeChild(down);//下载完成移除
+            }
+        },
+        // g2p voice clone
+        async g2pClone(){
+            if(this.nowIndex === -1){
+                return this.$message.error("请先录音并上传，选择音频后再点击合成")
+            } else if (this.ttsText === ""){
+                return this.$message.error("合成文本不可以为空")
+            } else if (this.nowIndex >= this.vcDatas.length){
+                return this.$message.error("当前序号不可以超过音频个数")
+            }
+            let func = ''
+            if(this.func_radio === '1'){
+                func = 'ge2e'
+            } else {
+                func = 'ecapa_tdnn'
+            }
+            console.log('func', func)
+
+            // 合成
+            this.g2pOnSys = 1
+            const result = await vcCloneG2P(
+                {
+                    wavName: this.vcDatas[this.nowIndex]['wavName'],
+                    wavPath: this.vcDatas[this.nowIndex]['wavPath'],
+                    text: this.ttsText,
+                    func: func
+                }
+            );
+            this.g2pOnSys = 0
+            if(!result.data.code){
+                this.cloneWav = result.data.result
+                console.log("clone wav: ", this.cloneWav)
+                this.$message.success("音色克隆成功")
+            } else {
+                this.$message.error(result.data.msg)
+            }
+        },
+        // 播放表格
+        async PlayTable(wavId){
+            this.Play(this.vcDatas[wavId])
+        },
+        // 播放合成后的音频
+        async PlaySyn(){
+            if(this.cloneWav  === ""){
+                this.$message.error("请合成音频后再播放！！")
+                return
+            } else {
+                this.Play(this.cloneWav)
+            }
+        },
+        // 播放音频
+        async Play(wavBase){
+                // 获取音频数据
+                const result = await vcDownloadBase64(wavBase);
+                // console.log('play result', result)
+                if (result.data.code === 0) {
+                    // base转换二进制数
+                    let typedArray = this.base64ToUint8Array(result.data.result)
+                    // 添加wav文件头
+                    let view = new DataView(typedArray.buffer);
+                    view = Recorder.encodeWAV(view, 16000, 16000, 1, 16, true);
+                    // 播放音频
+                    this.playAudioData(view.buffer);
+                };
+        },
+        // base64解码
+        base64ToUint8Array(base64String) {
+            const padding = '='.repeat((4 - base64String.length % 4) % 4);
+            const base64 = (base64String + padding)
+                            .replace(/-/g, '+')
+                            .replace(/_/g, '/');
+
+            const rawData = window.atob(base64);
+            const outputArray = new Uint8Array(rawData.length);
+
+            for (let i = 0; i < rawData.length; ++i) {
+                    outputArray[i] = rawData.charCodeAt(i);
+            }
+            return outputArray;
+        }, 
+        // 播放音频
+        playAudioData( wav_buffer ) {
+        audioCtx.decodeAudioData(wav_buffer, buffer => {
+            var source = audioCtx.createBufferSource();
+            source.buffer = buffer;
+            source.connect(audioCtx.destination);
+            source.start();
+        }, function(e) {
+            Recorder.throwError(e);
+            })
+        },
+    },
+}
+</script>
+
+<style lang="less" scoped>
+// @import "./style.less";
+.voiceclone {
+    width: 1200px;
+    height: 410px;
+    background: #FFFFFF;
+    padding: 5px 80px 56px 80px;
+    box-sizing: border-box;
+}
+.el-row {
+  margin-bottom: 20px;
+}
+.grid-content {
+  border-radius: 4px;
+  min-height: 36px;
+}
+.play_board{
+    height: 100%;
+    display: flex;
+    align-items: center;
+}
+</style>
\ No newline at end of file
diff --git a/demos/speech_web/web_client/src/main.js b/demos/speech_web/web_client/src/main.js
index 3fbf87c8..544f5b30 100644
--- a/demos/speech_web/web_client/src/main.js
+++ b/demos/speech_web/web_client/src/main.js
@@ -1,5 +1,6 @@
 import { createApp } from 'vue'
 import ElementPlus from 'element-plus'
+import * as ElementPlusIconsVue from '@element-plus/icons-vue'
 import 'element-plus/dist/index.css'
 import Antd from 'ant-design-vue';
 import 'ant-design-vue/dist/antd.css';
@@ -9,5 +10,8 @@ import axios from 'axios'
 const app = createApp(App)
 app.config.globalProperties.$http = axios
 
+for (const [key, component] of Object.entries(ElementPlusIconsVue)) {
+    app.component(key, component)
+  }
 app.use(ElementPlus).use(Antd)
 app.mount('#app')
diff --git a/demos/speech_web/web_client/yarn.lock b/demos/speech_web/web_client/yarn.lock
index 6777cf4c..7f07daa0 100644
--- a/demos/speech_web/web_client/yarn.lock
+++ b/demos/speech_web/web_client/yarn.lock
@@ -44,6 +44,11 @@
   resolved "https://registry.npmmirror.com/@element-plus/icons-vue/-/icons-vue-1.1.4.tgz"
   integrity sha512-Iz/nHqdp1sFPmdzRwHkEQQA3lKvoObk8azgABZ81QUOpW9s/lUyQVUSh0tNtEPZXQlKwlSh7SPgoVxzrE0uuVQ==
 
+"@element-plus/icons-vue@^2.0.9":
+  version "2.0.9"
+  resolved "https://registry.npmmirror.com/@element-plus/icons-vue/-/icons-vue-2.0.9.tgz#b7777c57534522e387303d194451d50ff549d49a"
+  integrity sha512-okdrwiVeKBmW41Hkl0eMrXDjzJwhQMuKiBOu17rOszqM+LS/yBYpNQNV5Jvoh06Wc+89fMmb/uhzf8NZuDuUaQ==
+
 "@floating-ui/core@^0.6.1":
   version "0.6.1"
   resolved "https://registry.npmmirror.com/@floating-ui/core/-/core-0.6.1.tgz"

From 7f862b0d6755c44e3cff4fc8fc963410263d2c30 Mon Sep 17 00:00:00 2001
From: iftaken <hww_ym@aliyun.com>
Date: Tue, 20 Sep 2022 15:17:07 +0800
Subject: [PATCH 04/61] use MAIN_ROOT and delete png

---
 demos/speech_web/README.md                    |   4 ++--
 demos/speech_web/docs/效果展示.png        | Bin 108750 -> 0 bytes
 .../speech_web/speech_server/src/ernie_sat.py |  18 +++---------------
 .../speech_web/speech_server/src/finetune.py  |  11 +++++------
 .../speech_server/src/tdnn_clone.py           |   6 ++----
 demos/speech_web/speech_server/src/util.py    |   3 +++
 6 files changed, 15 insertions(+), 27 deletions(-)
 delete mode 100644 demos/speech_web/docs/效果展示.png

diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index 87a92583..4e598028 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -25,7 +25,7 @@ PaddleSpeechDemo 是一个以 PaddleSpeech 的语音交互功能为主体开发
 
 运行效果：
 
- ![效果](docs/效果展示.png)
+ ![效果](https://user-images.githubusercontent.com/30135920/191188766-12e7ca15-f7b4-45f8-9da5-0c0b0bbe5fcb.png)
 
 ## 安装
 
@@ -192,7 +192,7 @@ cd speech_server
 python vc.py --port 8010
 ```
 
-> 如果你是其它的系统，可以使用 conda 安装 mfa v2 进行体验，安装请参考 [Montreal Forced Aligner](https://montreal-forced-aligner.readthedocs.io/en/latest/getting_started.html)，使用 MFA v2 需要自行配置环境，并修改调用 MFA 相关的代码, mfa v1 与 mfa v2 使用上有差异
+如果你是其它的系统，可以使用 conda 安装 mfa v2 进行体验，安装请参考 [Montreal Forced Aligner](https://montreal-forced-aligner.readthedocs.io/en/latest/getting_started.html)，使用 MFA v2 需要自行配置环境，并修改调用 MFA 相关的代码, mfa v1 与 mfa v2 使用上有差异
 
 ### 开启前端服务
 
diff --git a/demos/speech_web/docs/效果展示.png b/demos/speech_web/docs/效果展示.png
deleted file mode 100644
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GIT binary patch
literal 0
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diff --git a/demos/speech_web/speech_server/src/ernie_sat.py b/demos/speech_web/speech_server/src/ernie_sat.py
index 59537a5f..91a8915a 100644
--- a/demos/speech_web/speech_server/src/ernie_sat.py
+++ b/demos/speech_web/speech_server/src/ernie_sat.py
@@ -1,5 +1,6 @@
 import os
 
+from .util import MAIN_ROOT
 from .util import run_cmd
 
 
@@ -20,10 +21,8 @@ class SAT:
         self.cross_voc_model_path = os.path.realpath(
             "source/model/hifigan_aishell3_ckpt_0.2.0")
 
-        self.now_file_path = os.path.dirname(__file__)
-        self.BIN_DIR = os.path.realpath(
-            os.path.join(self.now_file_path,
-                         "../../../../paddlespeech/t2s/exps/ernie_sat"))
+        self.BIN_DIR = os.path.join(MAIN_ROOT,
+                                    "paddlespeech/t2s/exps/ernie_sat")
 
     def zh_synthesize_edit(self,
                            old_str: str,
@@ -37,11 +36,6 @@ class SAT:
             print("task name only in ['edit', 'synthesize']")
             return None
 
-        # 运行时的 PYTHONPATH
-        PYTHONPATH = os.path.realpath(
-            os.path.join(self.now_file_path,
-                         "../../../../examples/aishell3/ernie_sat"))
-
         # 推理文件配置
         config_path = os.path.join(self.zh_pretrain_model_path, "default.yaml")
         phones_dict = os.path.join(self.zh_pretrain_model_path,
@@ -84,9 +78,6 @@ class SAT:
                    source_lang: str,
                    target_lang: str,
                    erniesat_ckpt_name: str="snapshot_iter_489000.pdz"):
-        PYTHONPATH = os.path.realpath(
-            os.path.join(self.now_file_path,
-                         "../../../../examples/aishell3_vctk/ernie_sat"))
         # 推理文件配置
         config_path = os.path.join(self.cross_pretrain_model_path,
                                    "default.yaml")
@@ -117,9 +108,6 @@ class SAT:
                            output_name: os.PathLike,
                            task_name: str="synthesize",
                            erniesat_ckpt_name: str="snapshot_iter_199500.pdz"):
-        PYTHONPATH = os.path.realpath(
-            os.path.join(self.now_file_path,
-                         "../../../../examples/vctk/ernie_sat"))
 
         # 推理文件配置
         config_path = os.path.join(self.en_pretrain_model_path, "default.yaml")
diff --git a/demos/speech_web/speech_server/src/finetune.py b/demos/speech_web/speech_server/src/finetune.py
index 17269f0b..8af96fde 100644
--- a/demos/speech_web/speech_server/src/finetune.py
+++ b/demos/speech_web/speech_server/src/finetune.py
@@ -1,5 +1,6 @@
 import os
 
+from .util import MAIN_ROOT
 from .util import run_cmd
 
 
@@ -17,12 +18,10 @@ def find_max_ckpt(model_path):
 class FineTune:
     def __init__(self):
         self.now_file_path = os.path.dirname(__file__)
-        self.PYTHONPATH = os.path.realpath(
-            os.path.join(self.now_file_path,
-                         "../../../../examples/other/tts_finetune/tts3"))
-        self.BIN_DIR = os.path.realpath(
-            os.path.join(self.now_file_path,
-                         "../../../../paddlespeech/t2s/exps/fastspeech2"))
+        self.PYTHONPATH = os.path.join(MAIN_ROOT,
+                                       "examples/other/tts_finetune/tts3")
+        self.BIN_DIR = os.path.join(MAIN_ROOT,
+                                    "paddlespeech/t2s/exps/fastspeech2")
         self.pretrained_model_dir = os.path.realpath(
             "source/model/fastspeech2_aishell3_ckpt_1.1.0")
         self.voc_model_dir = os.path.realpath(
diff --git a/demos/speech_web/speech_server/src/tdnn_clone.py b/demos/speech_web/speech_server/src/tdnn_clone.py
index 4c3b3e8b..c24b9b07 100644
--- a/demos/speech_web/speech_server/src/tdnn_clone.py
+++ b/demos/speech_web/speech_server/src/tdnn_clone.py
@@ -1,16 +1,14 @@
 import os
 import shutil
 
+from .util import MAIN_ROOT
 from .util import run_cmd
 
 
 class VoiceCloneTDNN():
     def __init__(self):
         # Path 到指定路径上
-        self.now_file_path = os.path.dirname(__file__)
-        self.BIN_DIR = os.path.realpath(
-            os.path.join(self.now_file_path,
-                         "../../../../paddlespeech/t2s/exps"))
+        self.BIN_DIR = os.path.join(MAIN_ROOT, "paddlespeech/t2s/exps")
 
         self.am = "fastspeech2_aishell3"
         self.am_config = "source/model/fastspeech2_aishell3_ckpt_vc2_1.2.0/default.yaml"
diff --git a/demos/speech_web/speech_server/src/util.py b/demos/speech_web/speech_server/src/util.py
index 773d6ec9..a69e6c42 100644
--- a/demos/speech_web/speech_server/src/util.py
+++ b/demos/speech_web/speech_server/src/util.py
@@ -2,6 +2,9 @@ import os
 import random
 import subprocess
 
+NOW_FILE_PATH = os.path.dirname(__file__)
+MAIN_ROOT = os.path.realpath(os.path.join(NOW_FILE_PATH, "../../../../"))
+
 
 def randName(n=5):
     return "".join(random.sample('zyxwvutsrqponmlkjihgfedcba', n))

From 1b82404defff501d70a2818db02b048452aade42 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Tue, 20 Sep 2022 15:41:46 +0800
Subject: [PATCH 05/61] Update README.md

---
 examples/aishell3/ernie_sat/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/aishell3/ernie_sat/README.md b/examples/aishell3/ernie_sat/README.md
index eb867ab7..9b776898 100644
--- a/examples/aishell3/ernie_sat/README.md
+++ b/examples/aishell3/ernie_sat/README.md
@@ -1,4 +1,4 @@
-# ERNIE-SAT with VCTK dataset
+# ERNIE-SAT with AISHELL-3 dataset
 ERNIE-SAT speech-text joint pretraining framework, which achieves SOTA results in cross-lingual multi-speaker speech synthesis and cross-lingual speech editing tasks, It can be applied to a series of scenarios such as Speech Editing, personalized Speech Synthesis, and Voice Cloning.
 
 ## Model Framework

From a17baad534e3e6397d262de63c11881582ee7f15 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Tue, 20 Sep 2022 15:42:28 +0800
Subject: [PATCH 06/61] Update README.md

---
 examples/aishell3_vctk/ernie_sat/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/aishell3_vctk/ernie_sat/README.md b/examples/aishell3_vctk/ernie_sat/README.md
index d55af675..32195783 100644
--- a/examples/aishell3_vctk/ernie_sat/README.md
+++ b/examples/aishell3_vctk/ernie_sat/README.md
@@ -1,4 +1,4 @@
-# ERNIE-SAT with VCTK dataset
+# ERNIE-SAT with AISHELL-3 and VCTK dataset
 ERNIE-SAT speech-text joint pretraining framework, which achieves SOTA results in cross-lingual multi-speaker speech synthesis and cross-lingual speech editing tasks, It can be applied to a series of scenarios such as Speech Editing, personalized Speech Synthesis, and Voice Cloning.
 
 ## Model Framework

From ad097a36b87d8bbc835ce3d1fc7a638455caea3e Mon Sep 17 00:00:00 2001
From: iftaken <hww_ym@aliyun.com>
Date: Tue, 20 Sep 2022 15:43:06 +0800
Subject: [PATCH 07/61] update readme and delete unuseful code

---
 demos/speech_web/README.md             | 69 ++++++++++++++++----------
 demos/speech_web/speech_server/main.py |  2 -
 2 files changed, 42 insertions(+), 29 deletions(-)

diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index 4e598028..a3993e5d 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -16,12 +16,14 @@ PaddleSpeechDemo 是一个以 PaddleSpeech 的语音交互功能为主体开发
 `vc.py` 中包含功能
 + 一句话合成：基于 GE2E 和 ECAPA-TDNN 模型的一句话合成方案，可以模仿输入的音频的音色进行合成任务
   + GE2E 音色克隆方案可以参考： [【FastSpeech2 + AISHELL-3 Voice Cloning】](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3/vc1)
-  + ECAPA-TDNN 音色克隆方案可以参考: [【FastSpeech2 + AISHELL-3 Voice Cloning (ECAPA-TDNN)
-】](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3/vc2)
+  + ECAPA-TDNN 音色克隆方案可以参考: [【FastSpeech2 + AISHELL-3 Voice Cloning (ECAPA-TDNN)】](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3/vc2)
 
-+ 小数据微调：基于小数据集的微调方案，内置用12句话标贝中文女声微调示例，你也可以通过一键重置，录制自己的声音，注意在安静环境下录制，效果会更好，你可以
++ 小数据微调：基于小数据集的微调方案，内置用12句话标贝中文女声微调示例，你也可以通过一键重置，录制自己的声音，注意在安静环境下录制，效果会更好。你可以在 [【Finetune your own AM based on FastSpeech2 with AISHELL-3】](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/other/tts_finetune/tts3)中尝试使用自己的数据集进行微调。
 
-+ ENIRE-SAT：语言-语音跨模态大模型 ENIRE-SAT 可视化展示示例，支持个性化合成，跨语言语音合成（音频为中文则输入英文文本进行合成），语音编辑（修改音频文字中间的结果）功能
++ ENIRE-SAT：语言-语音跨模态大模型 ENIRE-SAT 可视化展示示例，支持个性化合成，跨语言语音合成（音频为中文则输入英文文本进行合成），语音编辑（修改音频文字中间的结果）功能。 ENIRE-SAT 更多实现细节，可以参考：
+  + [【ERNIE-SAT with AISHELL-3 dataset】](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3/ernie_sat)
+  + [【ERNIE-SAT with with AISHELL3 and VCTK datasets】](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3_vctk/ernie_sat)
+  + [【ERNIE-SAT with VCTK dataset】](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/vctk/ernie_sat)
 
 运行效果：
 
@@ -37,23 +39,40 @@ Model 中如果有模型之前是已经下载过的，就不需要在下载了
 # 安装环境
 cd speech_server
 pip install -r requirements.txt -i https://mirror.baidu.com/pypi/simple
+```
 
-mkdir source
-cd source
+### 配置 `main.py` 相关环境
 
-# 下载 wav
-wget https://paddlespeech.bj.bcebos.com/demos/speech_web/wav_vc.zip
-unzip wav_vc.zip
-
-# 下载相关模型
-mkdir model
-cd model
+下载 语音指令 所需模型
 
+```bash
+cd speech_server
+mkdir -p source/model
+cd source/model
 # 下载IE模型
 wget https://bj.bcebos.com/paddlenlp/applications/speech-cmd-analysis/finetune/model_state.pdparams
 
+```
+
+
+### 配置 `vc.py` 相关环境
+
+如果不需要启动 vc 相关功能，可以跳过下面这些步骤
+
+下载测试音频和对应功能需要的模型
+
+```bash
+cd speech_server
 
-# 如果不需要 vc.py 的相关功能，可以跳过下面这些模型
+# 已创建则跳过
+mkdir -p source/model
+
+cd source
+# 下载 & 解压 wav （包含VC测试音频）
+wget https://paddlespeech.bj.bcebos.com/demos/speech_web/wav_vc.zip
+unzip wav_vc.zip
+
+cd model
 # 下载 GE2E 相关模型
 wget https://bj.bcebos.com/paddlespeech/Parakeet/released_models/ge2e/ge2e_ckpt_0.3.zip
 unzip ge2e_ckpt_0.3.zip
@@ -66,17 +85,16 @@ unzip fastspeech2_nosil_aishell3_vc1_ckpt_0.5.zip
 wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_aishell3_ckpt_vc2_1.2.0.zip
 unzip fastspeech2_aishell3_ckpt_vc2_1.2.0.zip
 
-# 下载 SAT 相关模型
-
-# aishell3
+# 下载 ERNIE-SAT 相关模型
+# aishell3 ERNIE-SAT
 wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/ernie_sat/erniesat_aishell3_ckpt_1.2.0.zip
 unzip erniesat_aishell3_ckpt_1.2.0.zip
 
-# vctk
+# vctk ERNIE-SAT
 wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/ernie_sat/erniesat_vctk_ckpt_1.2.0.zip
 unzip erniesat_vctk_ckpt_1.2.0.zip
 
-# aishell3_vctk
+# aishell3_vctk ERNIE-SAT
 wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/ernie_sat/erniesat_aishell3_vctk_ckpt_1.2.0.zip
 unzip erniesat_aishell3_vctk_ckpt_1.2.0.zip
 
@@ -89,13 +107,8 @@ wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan
 unzip hifigan_aishell3_ckpt_0.2.0.zip
 wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_vctk_ckpt_0.2.0.zip
 unzip hifigan_vctk_ckpt_0.2.0.zip
-
 ```
 
-### 配置 `vc.py` 相关环境
-
-如果不需要启动 vc 相关功能，可以跳过下面这些步骤
-
 #### ERNIE-SAT 环境配置
 
 ERNIE-SAT 体验依赖于 PaddleSpeech 中和 ERNIE-SAT相关的三个 `examples` 环境的配置，先确保按照在对应路径下，测试脚本可以运行（主要是 `tools`, `download`, `source`），部分可通用，在对用的环境下生成软链接就可以
@@ -104,7 +117,8 @@ ERNIE-SAT 体验依赖于 PaddleSpeech 中和 ERNIE-SAT相关的三个 `examples
 
 准备 `tools`文件夹:
 
-```shell
+```bash
+cd speech_server
 mkdir -p tools/aligner
 cd tools
 # download MFA
@@ -127,6 +141,7 @@ cd ../../
 准备 `download` 文件夹
 
 ```bash
+cd speech_server
 mkdir download
 cd download
 wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_conformer_baker_ckpt_0.5.zip
@@ -149,7 +164,7 @@ cd ../
 `finetune` 需要在 `tools/aligner` 中解压 `aishell3_model.zip`，包含`tools/aligner/aishell3_model/meta.yaml` 文件，finetune中需要使用
 
 ```bash
-cd tools/aligner
+cd speech_server/tools/aligner
 unzip aishell3.zip
 cd ../..
 ```
@@ -159,7 +174,7 @@ cd ../..
 
 前端依赖 `node.js` ，需要提前安装，确保 `npm` 可用，`npm` 测试版本 `8.3.1`，建议下载[官网](https://nodejs.org/en/)稳定版的 `node.js`
 
-```
+```bash
 # 进入前端目录
 cd web_client
 
diff --git a/demos/speech_web/speech_server/main.py b/demos/speech_web/speech_server/main.py
index 5b9fb812..03e7e599 100644
--- a/demos/speech_web/speech_server/main.py
+++ b/demos/speech_web/speech_server/main.py
@@ -345,8 +345,6 @@ async def text2speechOffline(tts_base: TtsBase):
         now_name = "tts_" + datetime.datetime.strftime(
             datetime.datetime.now(), '%Y%m%d%H%M%S') + randName() + ".wav"
         out_file_path = os.path.join(WAV_PATH, now_name)
-        # 保存为文件，再转成base64传输
-        # chatbot.text2speech(text, outpath=out_file_path)
         # 使用中英混合CLI
         tts_model(
             text=text,

From a02654660a270478a4d405a312dce4e090d17a76 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 20 Sep 2022 16:20:05 +0800
Subject: [PATCH 08/61] Update pretrained_models.py

Add a new model for faster text process
---
 paddlespeech/resource/pretrained_models.py | 20 ++++++++++++++++++--
 1 file changed, 18 insertions(+), 2 deletions(-)

diff --git a/paddlespeech/resource/pretrained_models.py b/paddlespeech/resource/pretrained_models.py
index f049879a..0a1ed15e 100644
--- a/paddlespeech/resource/pretrained_models.py
+++ b/paddlespeech/resource/pretrained_models.py
@@ -529,7 +529,7 @@ text_dynamic_pretrained_models = {
             'ckpt/model_state.pdparams',
             'vocab_file':
             'punc_vocab.txt',
-        },
+        }
     },
     "ernie_linear_p3_wudao-punc-zh": {
         '1.0': {
@@ -543,10 +543,26 @@ text_dynamic_pretrained_models = {
             'ckpt/model_state.pdparams',
             'vocab_file':
             'punc_vocab.txt',
-        },
+        }
     },
+    "ernie_linear_p3_wudao_fast-punc-zh": {
+         '1.0':{
+            'url':
+            'https://paddlespeech.bj.bcebos.com/text/ernie_linear_p3_wudao_fast-punc-zh.tar.gz',
+            'md5':
+            'c93f9594119541a5dbd763381a751d08',
+            'cfg_path':
+            'ckpt/model_config.json',
+            'ckpt_path':
+            'ckpt/model_state.pdparams',
+            'vocab_file':
+            'punc_vocab.txt',
+        }
+    }
 }
 
+
+
 # ---------------------------------
 # -------------- TTS --------------
 # ---------------------------------

From b627666ce9fde479793e492a063d6c977f12cf60 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 20 Sep 2022 16:22:32 +0800
Subject: [PATCH 09/61] Update model_alias.py

Add a new model for faster text process in cli
---
 paddlespeech/resource/model_alias.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/paddlespeech/resource/model_alias.py b/paddlespeech/resource/model_alias.py
index 9c76dd4b..85187a8d 100644
--- a/paddlespeech/resource/model_alias.py
+++ b/paddlespeech/resource/model_alias.py
@@ -51,6 +51,10 @@ model_alias = {
         "paddlespeech.text.models:ErnieLinear",
         "paddlenlp.transformers:ErnieTokenizer"
     ],
+    "ernie_linear_p3_wudao": [
+        "paddlespeech.text.models:ErnieLinear",
+        "paddlenlp.transformers:ErnieTokenizer"
+    ],
 
     # ---------------------------------
     # -------------- TTS --------------

From 57dcd0d17f559a5f22c83a0d321f4db9d57d08d9 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 20 Sep 2022 16:29:10 +0800
Subject: [PATCH 10/61] Update infer.py

change the infer in order to implement the new faster model for text
---
 paddlespeech/cli/text/infer.py | 91 ++++++++++++++++++++++++++++++----
 1 file changed, 82 insertions(+), 9 deletions(-)

diff --git a/paddlespeech/cli/text/infer.py b/paddlespeech/cli/text/infer.py
index 24b8c9c2..ff822f67 100644
--- a/paddlespeech/cli/text/infer.py
+++ b/paddlespeech/cli/text/infer.py
@@ -20,10 +20,13 @@ from typing import Optional
 from typing import Union
 
 import paddle
+import yaml
+from yacs.config import CfgNode
 
 from ..executor import BaseExecutor
 from ..log import logger
 from ..utils import stats_wrapper
+from paddlespeech.text.models.ernie_linear import ErnieLinear
 
 __all__ = ['TextExecutor']
 
@@ -139,6 +142,66 @@ class TextExecutor(BaseExecutor):
 
         self.model.eval()
 
+    #init new models
+    def _init_from_path_new(self,
+                            task: str='punc',
+                            model_type: str='ernie_linear_p7_wudao',
+                            lang: str='zh',
+                            cfg_path: Optional[os.PathLike]=None,
+                            ckpt_path: Optional[os.PathLike]=None,
+                            vocab_file: Optional[os.PathLike]=None):
+        if hasattr(self, 'model'):
+            logger.debug('Model had been initialized.')
+            return
+
+        self.task = task
+
+        if cfg_path is None or ckpt_path is None or vocab_file is None:
+            tag = '-'.join([model_type, task, lang])
+            self.task_resource.set_task_model(tag, version=None)
+            self.cfg_path = os.path.join(
+                self.task_resource.res_dir,
+                self.task_resource.res_dict['cfg_path'])
+            self.ckpt_path = os.path.join(
+                self.task_resource.res_dir,
+                self.task_resource.res_dict['ckpt_path'])
+            self.vocab_file = os.path.join(
+                self.task_resource.res_dir,
+                self.task_resource.res_dict['vocab_file'])
+        else:
+            self.cfg_path = os.path.abspath(cfg_path)
+            self.ckpt_path = os.path.abspath(ckpt_path)
+            self.vocab_file = os.path.abspath(vocab_file)
+
+        model_name = model_type[:model_type.rindex('_')]
+
+        if self.task == 'punc':
+            # punc list
+            self._punc_list = []
+            with open(self.vocab_file, 'r') as f:
+                for line in f:
+                    self._punc_list.append(line.strip())
+
+            # model
+            with open(self.cfg_path) as f:
+                config = CfgNode(yaml.safe_load(f))
+            self.model = ErnieLinear(**config["model"])
+
+            _, tokenizer_class = self.task_resource.get_model_class(model_name)
+            state_dict = paddle.load(self.ckpt_path)
+            self.model.set_state_dict(state_dict["main_params"])
+            self.model.eval()
+
+            #tokenizer: fast version: ernie-3.0-mini-zh   slow version:ernie-1.0
+            if 'fast' not in model_type:
+                self.tokenizer = tokenizer_class.from_pretrained('ernie-1.0')
+            else:
+                self.tokenizer = tokenizer_class.from_pretrained(
+                    'ernie-3.0-mini-zh')
+
+        else:
+            raise NotImplementedError
+
     def _clean_text(self, text):
         text = text.lower()
         text = re.sub('[^A-Za-z0-9\u4e00-\u9fa5]', '', text)
@@ -179,7 +242,7 @@ class TextExecutor(BaseExecutor):
         else:
             raise NotImplementedError
 
-    def postprocess(self) -> Union[str, os.PathLike]:
+    def postprocess(self, isNewTrainer: bool=False) -> Union[str, os.PathLike]:
         """
             Output postprocess and return human-readable results such as texts and audio files.
         """
@@ -192,13 +255,13 @@ class TextExecutor(BaseExecutor):
                 input_ids[1:seq_len - 1])
             labels = preds[1:seq_len - 1].tolist()
             assert len(tokens) == len(labels)
-
+            if isNewTrainer:
+                self._punc_list = [0] + self._punc_list
             text = ''
             for t, l in zip(tokens, labels):
                 text += t
                 if l != 0:  # Non punc.
                     text += self._punc_list[l]
-
             return text
         else:
             raise NotImplementedError
@@ -255,10 +318,20 @@ class TextExecutor(BaseExecutor):
         """
             Python API to call an executor.
         """
-        paddle.set_device(device)
-        self._init_from_path(task, model, lang, config, ckpt_path, punc_vocab)
-        self.preprocess(text)
-        self.infer()
-        res = self.postprocess()  # Retrieve result of text task.
-
+        #Here is old version models 
+        if model in ['ernie_linear_p7_wudao', 'ernie_linear_p3_wudao']:
+            paddle.set_device(device)
+            self._init_from_path(task, model, lang, config, ckpt_path,
+                                 punc_vocab)
+            self.preprocess(text)
+            self.infer()
+            res = self.postprocess()  # Retrieve result of text task.
+        #Add new way to infer
+        else:
+            paddle.set_device(device)
+            self._init_from_path_new(task, model, lang, config, ckpt_path,
+                                     punc_vocab)
+            self.preprocess(text)
+            self.infer()
+            res = self.postprocess(isNewTrainer=True)
         return res

From 92d09d5cce640300ac182852600217ac8796c34f Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 20 Sep 2022 16:31:38 +0800
Subject: [PATCH 11/61] Update README_cn.md

---
 paddlespeech/cli/README_cn.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/paddlespeech/cli/README_cn.md b/paddlespeech/cli/README_cn.md
index 4b15d6c7..6464c598 100644
--- a/paddlespeech/cli/README_cn.md
+++ b/paddlespeech/cli/README_cn.md
@@ -43,3 +43,7 @@
   ```bash
   paddlespeech text --task punc --input 今天的天气真不错啊你下午有空吗我想约你一起去吃饭
   ```
+- 快速标点恢复
+  ```bash
+  paddlespeech text --task punc --input 今天的天气真不错啊你下午有空吗我想约你一起去吃饭 --model ernie_linear_p3_wudao_fast
+  ```

From fb7f04e021d495524878e79b9e12d675490e2e77 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 20 Sep 2022 16:32:45 +0800
Subject: [PATCH 12/61] Update README.md

---
 paddlespeech/cli/README.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/paddlespeech/cli/README.md b/paddlespeech/cli/README.md
index 19c82204..53c1ca3b 100644
--- a/paddlespeech/cli/README.md
+++ b/paddlespeech/cli/README.md
@@ -42,3 +42,7 @@
   ```bash
   paddlespeech text --task punc --input 今天的天气真不错啊你下午有空吗我想约你一起去吃饭
   ```
+- Faster Punctuation Restoration
+   ```bash
+  paddlespeech text --task punc --input 今天的天气真不错啊你下午有空吗我想约你一起去吃饭 --model ernie_linear_p3_wudao_fast
+  ```

From 99551e568683a8912bf0d0ef60d84d16f6787892 Mon Sep 17 00:00:00 2001
From: liangym <34430015+lym0302@users.noreply.github.com>
Date: Tue, 20 Sep 2022 16:45:17 +0800
Subject: [PATCH 13/61] [tts] update finetune yaml and readme (#2418)

* update yaml and readme, test=tts
---
 examples/other/tts_finetune/tts3/README.md     | 2 ++
 examples/other/tts_finetune/tts3/finetune.yaml | 2 +-
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/examples/other/tts_finetune/tts3/README.md b/examples/other/tts_finetune/tts3/README.md
index 192ee7ff..55fbce9a 100644
--- a/examples/other/tts_finetune/tts3/README.md
+++ b/examples/other/tts_finetune/tts3/README.md
@@ -221,3 +221,5 @@ optional arguments:
 
 ### Tips
 If you want to get better audio quality, you can use more audios to finetune.
+More finetune results can be found on [finetune-fastspeech2-for-csmsc](https://paddlespeech.readthedocs.io/en/latest/tts/demo.html#finetune-fastspeech2-for-csmsc).
+The results show the effect on csmsc_mini: Freeze encoder > Non Frozen > Freeze encoder && duration_predictor.
diff --git a/examples/other/tts_finetune/tts3/finetune.yaml b/examples/other/tts_finetune/tts3/finetune.yaml
index 374a69f3..abde3e3e 100644
--- a/examples/other/tts_finetune/tts3/finetune.yaml
+++ b/examples/other/tts_finetune/tts3/finetune.yaml
@@ -9,4 +9,4 @@ num_snapshots: -1
 
 # frozen_layers should be a list
 # if you don't need to freeze, set frozen_layers to []
-frozen_layers: ["encoder", "duration_predictor"]
+frozen_layers: ["encoder"]

From 12a11394bd3f33f81e6a7e834c34993a2e1336d0 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 20 Sep 2022 16:53:44 +0800
Subject: [PATCH 14/61] Update infer.py

add a new faster model to infer in cli
---
 paddlespeech/cli/text/infer.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/paddlespeech/cli/text/infer.py b/paddlespeech/cli/text/infer.py
index ff822f67..8433e654 100644
--- a/paddlespeech/cli/text/infer.py
+++ b/paddlespeech/cli/text/infer.py
@@ -335,3 +335,4 @@ class TextExecutor(BaseExecutor):
             self.infer()
             res = self.postprocess(isNewTrainer=True)
         return res
+

From a63a0b13503b3bf2d8b752973739a68d7e16780e Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 20 Sep 2022 16:58:16 +0800
Subject: [PATCH 15/61] Update pretrained_models.py

---
 paddlespeech/resource/pretrained_models.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/paddlespeech/resource/pretrained_models.py b/paddlespeech/resource/pretrained_models.py
index 0a1ed15e..b6ab7f01 100644
--- a/paddlespeech/resource/pretrained_models.py
+++ b/paddlespeech/resource/pretrained_models.py
@@ -546,7 +546,7 @@ text_dynamic_pretrained_models = {
         }
     },
     "ernie_linear_p3_wudao_fast-punc-zh": {
-         '1.0':{
+        '1.0': {
             'url':
             'https://paddlespeech.bj.bcebos.com/text/ernie_linear_p3_wudao_fast-punc-zh.tar.gz',
             'md5':
@@ -561,8 +561,6 @@ text_dynamic_pretrained_models = {
     }
 }
 
-
-
 # ---------------------------------
 # -------------- TTS --------------
 # ---------------------------------

From 18b71dc1361030c47031e472f05c1664c79c4849 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 20 Sep 2022 18:16:09 +0800
Subject: [PATCH 18/61] Update README.md

---
 paddlespeech/cli/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/paddlespeech/cli/README.md b/paddlespeech/cli/README.md
index 53c1ca3b..1d10e0d7 100644
--- a/paddlespeech/cli/README.md
+++ b/paddlespeech/cli/README.md
@@ -45,4 +45,4 @@
 - Faster Punctuation Restoration
    ```bash
   paddlespeech text --task punc --input 今天的天气真不错啊你下午有空吗我想约你一起去吃饭 --model ernie_linear_p3_wudao_fast
-  ```
+   ```

From d5dec463365e6d000477b63a2d4d000d4d398b50 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 20 Sep 2022 18:22:41 +0800
Subject: [PATCH 19/61] Update README.md

---
 paddlespeech/cli/README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/paddlespeech/cli/README.md b/paddlespeech/cli/README.md
index 1d10e0d7..e6e216c0 100644
--- a/paddlespeech/cli/README.md
+++ b/paddlespeech/cli/README.md
@@ -43,6 +43,6 @@
   paddlespeech text --task punc --input 今天的天气真不错啊你下午有空吗我想约你一起去吃饭
   ```
 - Faster Punctuation Restoration
-   ```bash
+  ```bash
   paddlespeech text --task punc --input 今天的天气真不错啊你下午有空吗我想约你一起去吃饭 --model ernie_linear_p3_wudao_fast
-   ```
+  ```

From bdbacd42499b39aba3d013002989bbe44da3588f Mon Sep 17 00:00:00 2001
From: THUzyt21 <zhao-yt21@mails.tsinghua.edu.cn>
Date: Tue, 20 Sep 2022 10:48:34 +0000
Subject: [PATCH 20/61] precomited

---
 paddlespeech/cli/text/infer.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/paddlespeech/cli/text/infer.py b/paddlespeech/cli/text/infer.py
index 8433e654..ff822f67 100644
--- a/paddlespeech/cli/text/infer.py
+++ b/paddlespeech/cli/text/infer.py
@@ -335,4 +335,3 @@ class TextExecutor(BaseExecutor):
             self.infer()
             res = self.postprocess(isNewTrainer=True)
         return res
-

From ceeb56719df5e41efeb44461da6c9c63a74c525d Mon Sep 17 00:00:00 2001
From: iftaken <hww_ym@aliyun.com>
Date: Tue, 20 Sep 2022 22:11:03 +0800
Subject: [PATCH 21/61] update readme, test=doc

---
 demos/speech_web/README.md | 145 +++++++++++++------------------------
 1 file changed, 50 insertions(+), 95 deletions(-)

diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index a3993e5d..e37ffdd5 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -1,8 +1,9 @@
 # Paddle Speech Demo
 
-PaddleSpeechDemo 是一个以 PaddleSpeech 的语音交互功能为主体开发的 Demo 展示项目，用于帮助大家更好的上手 PaddleSpeech 以及使用 PaddleSpeech 构建自己的应用。
+## 简介
+Paddle Speech Demo 是一个以 PaddleSpeech 的语音交互功能为主体开发的 Demo 展示项目，用于帮助大家更好的上手 PaddleSpeech 以及使用 PaddleSpeech 构建自己的应用。
 
-智能语音交互部分使用 PaddleSpeech，对话以及信息抽取部分使用 PaddleNLP，网页前端展示部分基于 Vue3 进行开发
+智能语音交互部分使用 PaddleSpeech，对话以及信息抽取部分使用 PaddleNLP，网页前端展示部分基于 Vue3 进行开发。
 
 主要功能：
 
@@ -29,21 +30,39 @@ PaddleSpeechDemo 是一个以 PaddleSpeech 的语音交互功能为主体开发
 
  ![效果](https://user-images.githubusercontent.com/30135920/191188766-12e7ca15-f7b4-45f8-9da5-0c0b0bbe5fcb.png)
 
-## 安装
 
-### 后端环境安装
 
-Model 中如果有模型之前是已经下载过的，就不需要在下载了，引一个软链接到 `source/model` 目录下就可以了，不需要重复下载
+## 基础环境安装
 
-```
-# 安装环境
+### 后端环境安装
+```bash 
 cd speech_server
 pip install -r requirements.txt -i https://mirror.baidu.com/pypi/simple
+cd ../
 ```
 
-### 配置 `main.py` 相关环境
+### 前端环境安装
+前端依赖 `node.js` ，需要提前安装，确保 `npm` 可用，`npm` 测试版本 `8.3.1`，建议下载[官网](https://nodejs.org/en/)稳定版的 `node.js`
+
+```bash
+# 进入前端目录
+cd web_client
+# 安装 `yarn`，已经安装可跳过
+npm install -g yarn
+# 使用yarn安装前端依赖
+yarn install
+cd ../
+```
+
+
+## 启动服务
+【注意】目前只支持 `main.py` 和 `vc.py` 两者中选择开启一个后端服务。
 
-下载 语音指令 所需模型
+### 启动 `main.py` 后端服务
+
+#### 下载相关模型
+
+只需手动下载语音指令所需模型即可，其他模型会自动下载。
 
 ```bash
 cd speech_server
@@ -51,22 +70,27 @@ mkdir -p source/model
 cd source/model
 # 下载IE模型
 wget https://bj.bcebos.com/paddlenlp/applications/speech-cmd-analysis/finetune/model_state.pdparams
+cd ../../
 
 ```
+#### 启动后端服务
 
+```
+cd speech_server
+# 默认8010端口
+python main.py --port 8010
+```
 
-### 配置 `vc.py` 相关环境
 
-如果不需要启动 vc 相关功能，可以跳过下面这些步骤
+### 启动 `vc.py` 后端服务
 
-下载测试音频和对应功能需要的模型
+#### 下载相关模型和音频
 
 ```bash
 cd speech_server
 
 # 已创建则跳过
 mkdir -p source/model
-
 cd source
 # 下载 & 解压 wav （包含VC测试音频）
 wget https://paddlespeech.bj.bcebos.com/demos/speech_web/wav_vc.zip
@@ -111,95 +135,25 @@ unzip hifigan_vctk_ckpt_0.2.0.zip
 
 #### ERNIE-SAT 环境配置
 
-ERNIE-SAT 体验依赖于 PaddleSpeech 中和 ERNIE-SAT相关的三个 `examples` 环境的配置，先确保按照在对应路径下，测试脚本可以运行（主要是 `tools`, `download`, `source`），部分可通用，在对用的环境下生成软链接就可以
-
-在`PaddleSpeech/demos/speech_web/speech_server` 路径下，生成 tools 和 download ，可以参考 `examples/aishell3/ernie_sat`中的 `README.md` , 如果你之前已经下载过了，可以使用软链接
-
-准备 `tools`文件夹:
-
-```bash
-cd speech_server
-mkdir -p tools/aligner
-cd tools
-# download MFA
-wget https://github.com/MontrealCorpusTools/Montreal-Forced-Aligner/releases/download/v1.0.1/montreal-forced-aligner_linux.tar.gz
-# extract MFA
-tar xvf montreal-forced-aligner_linux.tar.gz
-# fix .so of MFA
-cd montreal-forced-aligner/lib
-ln -snf libpython3.6m.so.1.0 libpython3.6m.so
-cd -
-# download align models and dicts
-cd aligner
-wget https://paddlespeech.bj.bcebos.com/MFA/ernie_sat/aishell3_model.zip
-wget https://paddlespeech.bj.bcebos.com/MFA/AISHELL-3/with_tone/simple.lexicon
-wget https://paddlespeech.bj.bcebos.com/MFA/ernie_sat/vctk_model.zip
-wget https://paddlespeech.bj.bcebos.com/MFA/LJSpeech-1.1/cmudict-0.7b
-cd ../../
-```
-
-准备 `download` 文件夹
-
+ERNIE-SAT 体验依赖于 [examples/aishell3_vctk/ernie_sat](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3_vctk/ernie_sat) 的环境。参考 `examples/aishell3_vctk/ernie_sat` 下的 `README.md`， 确保 `examples/aishell3_vctk/ernie_sat` 下 `run.sh` 相关示例代码有效。
+ 
+运行好 `examples/aishell3_vctk/ernie_sat` 后，回到当前目录，创建环境：
 ```bash
-cd speech_server
-mkdir download
-cd download
-wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_conformer_baker_ckpt_0.5.zip
-wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_nosil_ljspeech_ckpt_0.5.zip
-unzip fastspeech2_conformer_baker_ckpt_0.5.zip
-unzip fastspeech2_nosil_ljspeech_ckpt_0.5.zip
-cd ../
+ln -s ../../examples/aishell3_vctk/ernie_sat/tools ./speech_server/tools
+ln -s ../../examples/aishell3_vctk/ernie_sat/download ./speech_server/download
 ```
 
-1. 中文 SAT 配置，参考 `examples/aishell3/ernie_sat`， 按照 `README.md` 要求配置环境，确保在路径下执行 `run.sh` 相关示例代码有效
-
-2. 英文 SAT 配置，参考 `examples/vctk/ernie_sat`，按照 `README.md` 要求配置环境,确保在路径下执行 `run.sh` 相关示例代码有效
-
-3. 中英文 SAT 配置，参考 `examples/aishell3_vctk/ernie_sat`，按照 `README.md` 要求配置环境,确保在路径下执行 `run.sh` 相关示例代码有效
-
 #### finetune 环境配置
 
-`finetune` 环境配置请参考 `examples/other/tts_finetune/tts3`，按照 `README.md` 要求配置环境,确保在路径下执行 `run.sh` 相关示例代码有效 
-
-`finetune` 需要在 `tools/aligner` 中解压 `aishell3_model.zip`，包含`tools/aligner/aishell3_model/meta.yaml` 文件，finetune中需要使用
+`finetune` 需要解压 `tools/aligner` 中的 `aishell3_model.zip`，finetune 过程需要使用到 `tools/aligner/aishell3_model/meta.yaml` 文件。
 
 ```bash
 cd speech_server/tools/aligner
-unzip aishell3.zip
-cd ../..
-```
-
-
-### 前端环境安装
-
-前端依赖 `node.js` ，需要提前安装，确保 `npm` 可用，`npm` 测试版本 `8.3.1`，建议下载[官网](https://nodejs.org/en/)稳定版的 `node.js`
-
-```bash
-# 进入前端目录
-cd web_client
-
-# 安装 `yarn`，已经安装可跳过
-npm install -g yarn
-
-# 使用yarn安装前端依赖
-yarn install
-```
-
-## 启动服务
-
-### 开启后端服务
-
-#### `main.py`
-【语音聊天】【声纹识别】【语音识别】【语音合成】【语音指令】功能体验，可直接使用下面的代码
-```
-cd speech_server
-# 默认8010端口
-python main.py --port 8010
+unzip aishell3_model.zip
+cd ../../
 ```
 
-#### `vc.py`
-
-【一句话合成】【小数据微调】【ENIRE-SAT】体验都依赖于MFA，体验前先确保 MFA 可用，项目tools中使用的 mfa v1 linux 版本，先确保在当前环境下 mfa 可用
+#### 启动后端服务
 
 ```
 cd speech_server
@@ -207,9 +161,7 @@ cd speech_server
 python vc.py --port 8010
 ```
 
-如果你是其它的系统，可以使用 conda 安装 mfa v2 进行体验，安装请参考 [Montreal Forced Aligner](https://montreal-forced-aligner.readthedocs.io/en/latest/getting_started.html)，使用 MFA v2 需要自行配置环境，并修改调用 MFA 相关的代码, mfa v1 与 mfa v2 使用上有差异
-
-### 开启前端服务
+### 启动前端服务
 
 ```
 cd web_client
@@ -217,6 +169,9 @@ yarn dev --port 8011
 ```
 
 默认配置下，前端中配置的后台地址信息是 localhost，确保后端服务器和打开页面的游览器在同一台机器上，不在一台机器的配置方式见下方的 FAQ：【后端如果部署在其它机器或者别的端口如何修改】
+
+
+
 ## FAQ 
 
 #### Q: 如何安装node.js

From e9db93def71d8853ae849f16a38f7cc5c8658c50 Mon Sep 17 00:00:00 2001
From: iftaken <hww_ym@aliyun.com>
Date: Wed, 21 Sep 2022 12:35:48 +0800
Subject: [PATCH 22/61] rename finetune yaml name

---
 .../speech_server/conf/{tts_finetune.yaml => tts3_finetune.yaml}  | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename demos/speech_web/speech_server/conf/{tts_finetune.yaml => tts3_finetune.yaml} (100%)

diff --git a/demos/speech_web/speech_server/conf/tts_finetune.yaml b/demos/speech_web/speech_server/conf/tts3_finetune.yaml
similarity index 100%
rename from demos/speech_web/speech_server/conf/tts_finetune.yaml
rename to demos/speech_web/speech_server/conf/tts3_finetune.yaml

From 2ae0f66d0d3277086cfab68a7ca4c176ccfbced5 Mon Sep 17 00:00:00 2001
From: zhoupc2015 <zhoupc@asiainfo.com>
Date: Wed, 21 Sep 2022 13:24:51 +0800
Subject: [PATCH 23/61] Solve "unknown format: 3" (#2422)

* Solve execute the following code with return  wav:
iob = io.BytesIO(wav)
wave.open(iob, 'rb')
will throw an "unknown format: 3"  exception
---
 paddlespeech/server/engine/tts/paddleinference/tts_engine.py | 4 ++--
 paddlespeech/server/engine/tts/python/tts_engine.py          | 5 +++--
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/paddlespeech/server/engine/tts/paddleinference/tts_engine.py b/paddlespeech/server/engine/tts/paddleinference/tts_engine.py
index 43b0df40..2878c852 100644
--- a/paddlespeech/server/engine/tts/paddleinference/tts_engine.py
+++ b/paddlespeech/server/engine/tts/paddleinference/tts_engine.py
@@ -22,7 +22,6 @@ import librosa
 import numpy as np
 import paddle
 import soundfile as sf
-from scipy.io import wavfile
 
 from paddlespeech.cli.log import logger
 from paddlespeech.cli.tts.infer import TTSExecutor
@@ -409,7 +408,8 @@ class PaddleTTSConnectionHandler(TTSServerExecutor):
 
         # wav to base64
         buf = io.BytesIO()
-        wavfile.write(buf, target_fs, wav_speed)
+        sf.write(buf, wav_speed, target_fs, format="wav")
+        buf.seek(0)
         base64_bytes = base64.b64encode(buf.read())
         wav_base64 = base64_bytes.decode('utf-8')
         logger.debug("Audio to string successfully.")
diff --git a/paddlespeech/server/engine/tts/python/tts_engine.py b/paddlespeech/server/engine/tts/python/tts_engine.py
index 4d180100..356962bd 100644
--- a/paddlespeech/server/engine/tts/python/tts_engine.py
+++ b/paddlespeech/server/engine/tts/python/tts_engine.py
@@ -20,7 +20,6 @@ import librosa
 import numpy as np
 import paddle
 import soundfile as sf
-from scipy.io import wavfile
 
 from paddlespeech.cli.log import logger
 from paddlespeech.cli.tts.infer import TTSExecutor
@@ -173,7 +172,9 @@ class PaddleTTSConnectionHandler(TTSServerExecutor):
 
         # wav to base64
         buf = io.BytesIO()
-        wavfile.write(buf, target_fs, wav_speed)
+        sf.write(buf, wav_speed, target_fs, format="wav")
+        buf.seek(0)
+
         base64_bytes = base64.b64encode(buf.read())
         wav_base64 = base64_bytes.decode('utf-8')
         logger.debug("Audio to string successfully.")

From 6a575218fa42de7858aae0c37c20c2344e0f3dde Mon Sep 17 00:00:00 2001
From: iftaken <hww_ym@aliyun.com>
Date: Wed, 21 Sep 2022 13:45:29 +0800
Subject: [PATCH 24/61] fix TDNN to ECAPA-TDNN,text=doc

---
 demos/speech_web/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index e37ffdd5..7bbb5fbf 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -105,7 +105,7 @@ unzip pwg_aishell3_ckpt_0.5.zip
 wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_nosil_aishell3_vc1_ckpt_0.5.zip
 unzip fastspeech2_nosil_aishell3_vc1_ckpt_0.5.zip
 
-# 下载 TDNN 相关模型
+# 下载 ECAPA-TDNN 相关模型
 wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_aishell3_ckpt_vc2_1.2.0.zip
 unzip fastspeech2_aishell3_ckpt_vc2_1.2.0.zip
 

From 512f20d0bfb48758a829a1840d2e9544e0d6baf3 Mon Sep 17 00:00:00 2001
From: iftaken <hww_ym@aliyun.com>
Date: Wed, 21 Sep 2022 14:00:32 +0800
Subject: [PATCH 25/61] fixed get_cmd and use MAIN_ROOT in ge2e

---
 .../speech_web/speech_server/src/ernie_sat.py | 91 ++++++++++++-------
 .../speech_server/src/ge2e_clone.py           |  6 +-
 2 files changed, 60 insertions(+), 37 deletions(-)

diff --git a/demos/speech_web/speech_server/src/ernie_sat.py b/demos/speech_web/speech_server/src/ernie_sat.py
index 91a8915a..b74dd8e3 100644
--- a/demos/speech_web/speech_server/src/ernie_sat.py
+++ b/demos/speech_web/speech_server/src/ernie_sat.py
@@ -52,19 +52,19 @@ class SAT:
         voc_stat = os.path.join(self.zh_voc_model_path, "feats_stats.npy")
 
         cmd = self.get_cmd(
-            task_name,
-            input_name,
-            old_str,
-            new_str,
-            config_path,
-            phones_dict,
-            erniesat_ckpt,
-            erniesat_stat,
-            voc,
-            voc_config,
-            voc_ckpt,
-            voc_stat,
-            output_name,
+            task_name=task_name,
+            input_name=input_name,
+            old_str=old_str,
+            new_str=new_str,
+            config_path=config_path,
+            phones_dict=phones_dict,
+            erniesat_ckpt=erniesat_ckpt,
+            erniesat_stat=erniesat_stat,
+            voc=voc,
+            voc_config=voc_config,
+            voc_ckpt=voc_ckpt,
+            voc_stat=voc_stat,
+            output_name=output_name,
             source_lang="zh",
             target_lang="zh")
 
@@ -94,10 +94,22 @@ class SAT:
                                 "snapshot_iter_2500000.pdz")
         voc_stat = os.path.join(self.cross_voc_model_path, "feats_stats.npy")
         task_name = "synthesize"
-        cmd = self.get_cmd(task_name, input_name, old_str, new_str, config_path,
-                           phones_dict, erniesat_ckpt, erniesat_stat, voc,
-                           voc_config, voc_ckpt, voc_stat, output_name,
-                           source_lang, target_lang)
+        cmd = self.get_cmd(
+            task_name=task_name,
+            input_name=input_name,
+            old_str=old_str,
+            new_str=new_str,
+            config_path=config_path,
+            phones_dict=phones_dict,
+            erniesat_ckpt=erniesat_ckpt,
+            erniesat_stat=erniesat_stat,
+            voc=voc,
+            voc_config=voc_config,
+            voc_ckpt=voc_ckpt,
+            voc_stat=voc_stat,
+            output_name=output_name,
+            source_lang=source_lang,
+            target_lang=target_lang)
 
         return run_cmd(cmd, output_name)
 
@@ -125,27 +137,40 @@ class SAT:
         voc_stat = os.path.join(self.zh_voc_model_path, "feats_stats.npy")
 
         cmd = self.get_cmd(
-            task_name,
-            input_name,
-            old_str,
-            new_str,
-            config_path,
-            phones_dict,
-            erniesat_ckpt,
-            erniesat_stat,
-            voc,
-            voc_config,
-            voc_ckpt,
-            voc_stat,
-            output_name,
+            task_name=task_name,
+            input_name=input_name,
+            old_str=old_str,
+            new_str=new_str,
+            config_path=config_path,
+            phones_dict=phones_dict,
+            erniesat_ckpt=erniesat_ckpt,
+            erniesat_stat=erniesat_stat,
+            voc=voc,
+            voc_config=voc_config,
+            voc_ckpt=voc_ckpt,
+            voc_stat=voc_stat,
+            output_name=output_name,
             source_lang="en",
             target_lang="en")
 
         return run_cmd(cmd, output_name)
 
-    def get_cmd(self, task_name, input_name, old_str, new_str, config_path,
-                phones_dict, erniesat_ckpt, erniesat_stat, voc, voc_config,
-                voc_ckpt, voc_stat, output_name, source_lang, target_lang):
+    def get_cmd(self,
+                task_name: str,
+                input_name: str,
+                old_str: str,
+                new_str: str,
+                config_path: str,
+                phones_dict: str,
+                erniesat_ckpt: str,
+                erniesat_stat: str,
+                voc: str,
+                voc_config: str,
+                voc_ckpt: str,
+                voc_stat: str,
+                output_name: str,
+                source_lang: str,
+                target_lang: str):
         cmd = f"""
             FLAGS_allocator_strategy=naive_best_fit \
             FLAGS_fraction_of_gpu_memory_to_use=0.01 \
diff --git a/demos/speech_web/speech_server/src/ge2e_clone.py b/demos/speech_web/speech_server/src/ge2e_clone.py
index 18173bd3..d90013b9 100644
--- a/demos/speech_web/speech_server/src/ge2e_clone.py
+++ b/demos/speech_web/speech_server/src/ge2e_clone.py
@@ -1,16 +1,14 @@
 import os
 import shutil
 
+from .util import MAIN_ROOT
 from .util import run_cmd
 
 
 class VoiceCloneGE2E():
     def __init__(self):
         # Path 到指定路径上
-        self.now_file_path = os.path.dirname(__file__)
-        self.BIN_DIR = os.path.realpath(
-            os.path.join(self.now_file_path,
-                         "../../../../paddlespeech/t2s/exps"))
+        self.BIN_DIR = os.path.join(MAIN_ROOT, "paddlespeech/t2s/exps")
         # am
         self.am = "fastspeech2_aishell3"
         self.am_config = "source/model/fastspeech2_nosil_aishell3_vc1_ckpt_0.5/default.yaml"

From 8d25b1f844e7d38c60dda20269eb274fb3c5ad85 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Wed, 21 Sep 2022 15:35:59 +0800
Subject: [PATCH 26/61] Update README.md

---
 demos/speech_web/README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index 7bbb5fbf..efc923f0 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -131,6 +131,8 @@ wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan
 unzip hifigan_aishell3_ckpt_0.2.0.zip
 wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_vctk_ckpt_0.2.0.zip
 unzip hifigan_vctk_ckpt_0.2.0.zip
+
+cd ../../../
 ```
 
 #### ERNIE-SAT 环境配置

From 40156d8ad5ce7e81e103bb63344e4b587c20d892 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Wed, 21 Sep 2022 15:38:23 +0800
Subject: [PATCH 27/61] Update README.md

---
 demos/speech_web/README.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index efc923f0..2bbd0caa 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -141,8 +141,9 @@ ERNIE-SAT 体验依赖于 [examples/aishell3_vctk/ernie_sat](https://github.com/
  
 运行好 `examples/aishell3_vctk/ernie_sat` 后，回到当前目录，创建环境：
 ```bash
-ln -s ../../examples/aishell3_vctk/ernie_sat/tools ./speech_server/tools
-ln -s ../../examples/aishell3_vctk/ernie_sat/download ./speech_server/download
+cd speech_server
+ln -snf ../../../examples/aishell3_vctk/ernie_sat/download .
+ln -snf ../../../examples/aishell3_vctk/ernie_sat/tools .
 ```
 
 #### finetune 环境配置

From 2512bc52106efde3c5758c21c37aa1254d9f5656 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Wed, 21 Sep 2022 15:39:31 +0800
Subject: [PATCH 28/61] Update README.md

---
 demos/speech_web/README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index 2bbd0caa..926a06f4 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -144,6 +144,7 @@ ERNIE-SAT 体验依赖于 [examples/aishell3_vctk/ernie_sat](https://github.com/
 cd speech_server
 ln -snf ../../../examples/aishell3_vctk/ernie_sat/download .
 ln -snf ../../../examples/aishell3_vctk/ernie_sat/tools .
+cd ../
 ```
 
 #### finetune 环境配置

From ac34fbbe276eaa5321b9fa30adb6a42d75cfb7e9 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Wed, 21 Sep 2022 15:41:13 +0800
Subject: [PATCH 29/61] Update README.md

---
 demos/speech_web/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index 926a06f4..51fc266c 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -154,7 +154,7 @@ cd ../
 ```bash
 cd speech_server/tools/aligner
 unzip aishell3_model.zip
-cd ../../
+cd -
 ```
 
 #### 启动后端服务

From 861dc2a9b78cf9050a86f1df07c54e27de04a717 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Wed, 21 Sep 2022 15:49:37 +0800
Subject: [PATCH 30/61] Update README.md

---
 demos/speech_web/README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index 51fc266c..e8c59ea8 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -186,7 +186,7 @@ A： node.js的安装可以参考[【菜鸟教程】](https://www.runoob.com/nod
 
 A：后端的配置地址有分散在两个文件中
 
-修改第一个文件 `PaddleSpeechWebClient/vite.config.js`
+修改第一个文件 `./web_client/vite.config.js`
 
 ```
 server: {
@@ -201,7 +201,7 @@ server: {
   }
 ```
 
-修改第二个文件 `PaddleSpeechWebClient/src/api/API.js`（ Websocket 代理配置失败，所以需要在这个文件中修改）
+修改第二个文件 `./web_client/src/api/API.js`（ Websocket 代理配置失败，所以需要在这个文件中修改）
 
 ```
 // websocket （这里改成后端所在的接口）

From b14da765e87da50c4b82041ef06d81cfc5ad68f1 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Wed, 21 Sep 2022 18:14:57 +0800
Subject: [PATCH 31/61] frm random spk embedding in voice cloning, test=doc
 (#2429)

---
 paddlespeech/t2s/exps/voice_cloning.py | 20 ++++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/paddlespeech/t2s/exps/voice_cloning.py b/paddlespeech/t2s/exps/voice_cloning.py
index 80cfea4a..4b737205 100644
--- a/paddlespeech/t2s/exps/voice_cloning.py
+++ b/paddlespeech/t2s/exps/voice_cloning.py
@@ -135,16 +135,16 @@ def voice_cloning(args):
         print(f"{utt_id} done!")
 
     # generate 5 random_spk_emb
-    for i in range(5):
-        random_spk_emb = gen_random_embed(args.use_ecapa)
-        utt_id = "random_spk_emb"
-        with paddle.no_grad():
-            wav = voc_inference(am_inference(phone_ids, spk_emb=random_spk_emb))
-        sf.write(
-            str(output_dir / (utt_id + "_" + str(i) + ".wav")),
-            wav.numpy(),
-            samplerate=am_config.fs)
-    print(f"{utt_id} done!")
+    # for i in range(5):
+    #     random_spk_emb = gen_random_embed(args.use_ecapa)
+    #     utt_id = "random_spk_emb"
+    #     with paddle.no_grad():
+    #         wav = voc_inference(am_inference(phone_ids, spk_emb=random_spk_emb))
+    #     sf.write(
+    #         str(output_dir / (utt_id + "_" + str(i) + ".wav")),
+    #         wav.numpy(),
+    #         samplerate=am_config.fs)
+    # print(f"{utt_id} done!")
 
 
 def parse_args():

From d3e59375912bfe9f28dd49e52b5a883ac9a6e2fe Mon Sep 17 00:00:00 2001
From: tianhao zhang <15600919271@163.com>
Date: Wed, 21 Sep 2022 12:24:52 +0000
Subject: [PATCH 32/61] support bitransformer decoder

---
 paddlespeech/audio/utils/tensor_utils.py | 3 ++-
 paddlespeech/s2t/io/dataloader.py        | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/paddlespeech/audio/utils/tensor_utils.py b/paddlespeech/audio/utils/tensor_utils.py
index 44dcb52e..e9008f17 100644
--- a/paddlespeech/audio/utils/tensor_utils.py
+++ b/paddlespeech/audio/utils/tensor_utils.py
@@ -237,7 +237,7 @@ def st_reverse_pad_list(ys_pad: paddle.Tensor,
     #   >>> r_hyps = reverse_pad_list(r_hyps, r_hyps_lens, float(self.ignore_id))
     #   >>> r_hyps, _ = add_sos_eos(r_hyps, self.sos, self.eos, self.ignore_id)
     B = ys_pad.shape[0]
-    _sos = paddle.ones([B, 1], dtype=ys_pad.dtype) * sos
+    _sos = paddle.full([B, 1], sos, dtype=ys_pad.dtype)
     max_len = paddle.max(ys_lens)
     index_range = paddle.arange(0, max_len, 1)
     seq_len_expand = ys_lens.unsqueeze(1)
@@ -279,6 +279,7 @@ def st_reverse_pad_list(ys_pad: paddle.Tensor,
     #   >>> tensor([[3, 2, 1],
     #   >>>         [4, 8, 9],
     #   >>>         [2, 2, 2]])
+    eos = paddle.full([1], eos, dtype=r_hyps.dtype)
     r_hyps = paddle.where(seq_mask, r_hyps, eos)
     #   >>> r_hyps
     #   >>> tensor([[3, 2, 1],
diff --git a/paddlespeech/s2t/io/dataloader.py b/paddlespeech/s2t/io/dataloader.py
index 4cc8274f..5ba891c3 100644
--- a/paddlespeech/s2t/io/dataloader.py
+++ b/paddlespeech/s2t/io/dataloader.py
@@ -361,7 +361,7 @@ class DataLoaderFactory():
             elif mode == 'valid':
                 config['manifest'] = config.dev_manifest
                 config['train_mode'] = False
-            elif model == 'test' or mode == 'align':
+            elif mode == 'test' or mode == 'align':
                 config['manifest'] = config.test_manifest
                 config['train_mode'] = False
                 config['dither'] = 0.0

From 52af86fcc372f3db419fb76cd86e32a81e29851e Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Thu, 22 Sep 2022 09:53:45 +0800
Subject: [PATCH 33/61] fix ERNIE-SAT bug when edit the end of sentenses,
 test=doc (#2432)

---
 paddlespeech/t2s/exps/ernie_sat/align.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/paddlespeech/t2s/exps/ernie_sat/align.py b/paddlespeech/t2s/exps/ernie_sat/align.py
index 8dbe685f..a802d029 100755
--- a/paddlespeech/t2s/exps/ernie_sat/align.py
+++ b/paddlespeech/t2s/exps/ernie_sat/align.py
@@ -285,7 +285,7 @@ def get_phns_spans(wav_path: str,
                 break
 
     # reverse w2p and new_w2p
-    right_idx = 0
+    right_idx = len(new_phns)
     new_phns_right = []
     sp_count = 0
     w2p_max_idx = _get_max_idx(w2p)

From dbd0f08f530c9cfa27e00a07121cb7356c0ea47a Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Thu, 22 Sep 2022 21:33:24 +0800
Subject: [PATCH 34/61] Update voice_cloning.sh

---
 examples/aishell3/vc0/local/voice_cloning.sh | 2 --
 1 file changed, 2 deletions(-)

diff --git a/examples/aishell3/vc0/local/voice_cloning.sh b/examples/aishell3/vc0/local/voice_cloning.sh
index 79831f3f..20cba281 100755
--- a/examples/aishell3/vc0/local/voice_cloning.sh
+++ b/examples/aishell3/vc0/local/voice_cloning.sh
@@ -6,8 +6,6 @@ ckpt_name=$3
 ge2e_params_path=$4
 ref_audio_dir=$5
 
-FLAGS_allocator_strategy=naive_best_fit \
-FLAGS_fraction_of_gpu_memory_to_use=0.01 \
 python3 ${BIN_DIR}/../voice_cloning.py \
     --am=tacotron2_aishell3 \
     --am_config=${config_path} \

From 3418827d61d6c6caf0212a5d2f24a671ac21646a Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Thu, 22 Sep 2022 21:33:44 +0800
Subject: [PATCH 35/61] Update synthesize.sh

---
 examples/aishell3/vc0/local/synthesize.sh | 2 --
 1 file changed, 2 deletions(-)

diff --git a/examples/aishell3/vc0/local/synthesize.sh b/examples/aishell3/vc0/local/synthesize.sh
index 98430280..04dc23ea 100755
--- a/examples/aishell3/vc0/local/synthesize.sh
+++ b/examples/aishell3/vc0/local/synthesize.sh
@@ -4,8 +4,6 @@ config_path=$1
 train_output_path=$2
 ckpt_name=$3
 
-FLAGS_allocator_strategy=naive_best_fit \
-FLAGS_fraction_of_gpu_memory_to_use=0.01 \
 python3 ${BIN_DIR}/../synthesize.py \
     --am=tacotron2_aishell3 \
     --am_config=${config_path} \

From 5deabf3256e6045fc566559121dea1b5a801b772 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Thu, 22 Sep 2022 21:34:05 +0800
Subject: [PATCH 36/61] Update synthesize.sh

---
 examples/aishell3/vc1/local/synthesize.sh | 2 --
 1 file changed, 2 deletions(-)

diff --git a/examples/aishell3/vc1/local/synthesize.sh b/examples/aishell3/vc1/local/synthesize.sh
index 8c61e3f3..8fd8977d 100755
--- a/examples/aishell3/vc1/local/synthesize.sh
+++ b/examples/aishell3/vc1/local/synthesize.sh
@@ -4,8 +4,6 @@ config_path=$1
 train_output_path=$2
 ckpt_name=$3
 
-FLAGS_allocator_strategy=naive_best_fit \
-FLAGS_fraction_of_gpu_memory_to_use=0.01 \
 python3 ${BIN_DIR}/../synthesize.py \
     --am=fastspeech2_aishell3 \
     --am_config=${config_path} \

From 9ab468a8c12ee20f5b42d7f4ed9ca8f67c2af8c6 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Thu, 22 Sep 2022 21:34:22 +0800
Subject: [PATCH 37/61] Update voice_cloning.sh

---
 examples/aishell3/vc1/local/voice_cloning.sh | 2 --
 1 file changed, 2 deletions(-)

diff --git a/examples/aishell3/vc1/local/voice_cloning.sh b/examples/aishell3/vc1/local/voice_cloning.sh
index 2a8864ba..71c11956 100755
--- a/examples/aishell3/vc1/local/voice_cloning.sh
+++ b/examples/aishell3/vc1/local/voice_cloning.sh
@@ -6,8 +6,6 @@ ckpt_name=$3
 ge2e_params_path=$4
 ref_audio_dir=$5
 
-FLAGS_allocator_strategy=naive_best_fit \
-FLAGS_fraction_of_gpu_memory_to_use=0.01 \
 python3 ${BIN_DIR}/../voice_cloning.py \
     --am=fastspeech2_aishell3 \
     --am_config=${config_path} \

From 05353b6c43d657fa55473935a4ad8e5f1579ab31 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Thu, 22 Sep 2022 21:34:50 +0800
Subject: [PATCH 38/61] Update synthesize.sh

---
 examples/aishell3/vc2/local/synthesize.sh | 2 --
 1 file changed, 2 deletions(-)

diff --git a/examples/aishell3/vc2/local/synthesize.sh b/examples/aishell3/vc2/local/synthesize.sh
index 8c61e3f3..8fd8977d 100755
--- a/examples/aishell3/vc2/local/synthesize.sh
+++ b/examples/aishell3/vc2/local/synthesize.sh
@@ -4,8 +4,6 @@ config_path=$1
 train_output_path=$2
 ckpt_name=$3
 
-FLAGS_allocator_strategy=naive_best_fit \
-FLAGS_fraction_of_gpu_memory_to_use=0.01 \
 python3 ${BIN_DIR}/../synthesize.py \
     --am=fastspeech2_aishell3 \
     --am_config=${config_path} \

From ffdc17fd97148ac9a2db3636b396b27ef92f49f6 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Thu, 22 Sep 2022 21:35:12 +0800
Subject: [PATCH 39/61] Update voice_cloning.sh

---
 examples/aishell3/vc2/local/voice_cloning.sh | 2 --
 1 file changed, 2 deletions(-)

diff --git a/examples/aishell3/vc2/local/voice_cloning.sh b/examples/aishell3/vc2/local/voice_cloning.sh
index 09c5e436..ae8211b9 100755
--- a/examples/aishell3/vc2/local/voice_cloning.sh
+++ b/examples/aishell3/vc2/local/voice_cloning.sh
@@ -5,8 +5,6 @@ train_output_path=$2
 ckpt_name=$3
 ref_audio_dir=$4
 
-FLAGS_allocator_strategy=naive_best_fit \
-FLAGS_fraction_of_gpu_memory_to_use=0.01 \
 python3 ${BIN_DIR}/../voice_cloning.py \
     --am=fastspeech2_aishell3 \
     --am_config=${config_path} \

From 863609648449c1d878c48ef8998a00e2bfe87d41 Mon Sep 17 00:00:00 2001
From: liangym <34430015+lym0302@users.noreply.github.com>
Date: Fri, 23 Sep 2022 16:35:35 +0800
Subject: [PATCH 40/61] [tts] Update finetune (#2430)

* update finetune, test=tts
---
 .../speech_web/speech_server/src/finetune.py  |  52 ++++-
 examples/other/tts_finetune/tts3/README.md    | 204 ++++++++++++-----
 .../tts3/conf/fastspeech2_layers.txt          | 216 ++++++++++++++++++
 .../tts3/{ => conf}/finetune.yaml             |   2 +
 examples/other/tts_finetune/tts3/finetune.py  | 214 -----------------
 .../tts_finetune/tts3/local/check_oov.py      | 149 ++++++++++--
 .../local/{extract.py => extract_feature.py}  |  49 ++++
 .../tts3/local/{train.py => finetune.py}      |  91 ++++++++
 .../tts3/local/generate_duration.py           |  38 +++
 .../tts_finetune/tts3/local/get_mfa_result.py |  83 +++++++
 .../tts_finetune/tts3/local/label_process.py  |  63 -----
 .../tts_finetune/tts3/local/prepare_env.py    |  27 +++
 examples/other/tts_finetune/tts3/run.sh       |  57 ++++-
 examples/other/tts_finetune/tts3/run_en.sh    | 107 +++++++++
 14 files changed, 980 insertions(+), 372 deletions(-)
 create mode 100644 examples/other/tts_finetune/tts3/conf/fastspeech2_layers.txt
 rename examples/other/tts_finetune/tts3/{ => conf}/finetune.yaml (78%)
 delete mode 100644 examples/other/tts_finetune/tts3/finetune.py
 rename examples/other/tts_finetune/tts3/local/{extract.py => extract_feature.py} (87%)
 rename examples/other/tts_finetune/tts3/local/{train.py => finetune.py} (65%)
 create mode 100644 examples/other/tts_finetune/tts3/local/generate_duration.py
 create mode 100644 examples/other/tts_finetune/tts3/local/get_mfa_result.py
 delete mode 100644 examples/other/tts_finetune/tts3/local/label_process.py
 create mode 100755 examples/other/tts_finetune/tts3/run_en.sh

diff --git a/demos/speech_web/speech_server/src/finetune.py b/demos/speech_web/speech_server/src/finetune.py
index 8af96fde..d7a440f9 100644
--- a/demos/speech_web/speech_server/src/finetune.py
+++ b/demos/speech_web/speech_server/src/finetune.py
@@ -29,6 +29,11 @@ class FineTune:
         self.finetune_config = os.path.join("conf/tts3_finetune.yaml")
 
     def finetune(self, input_dir, exp_dir='temp', epoch=100):
+        """
+        use cmd follow examples/other/tts_finetune/tts3/run.sh
+        """
+        newdir_name = "newdir"
+        new_dir = os.path.join(input_dir, newdir_name)
         mfa_dir = os.path.join(exp_dir, 'mfa_result')
         dump_dir = os.path.join(exp_dir, 'dump')
         output_dir = os.path.join(exp_dir, 'exp')
@@ -36,16 +41,43 @@ class FineTune:
         ngpu = 1
 
         cmd = f"""
-            python3 {self.PYTHONPATH}/finetune.py \
-            --input_dir={input_dir} \
-            --pretrained_model_dir={self.pretrained_model_dir} \
-            --mfa_dir={mfa_dir} \
-            --dump_dir={dump_dir} \
-            --output_dir={output_dir} \
-            --lang={lang} \
-            --ngpu={ngpu} \
-            --epoch={epoch} \
-            --finetune_config={self.finetune_config}
+            # check oov
+            python3 {self.PYTHONPATH}/local/check_oov.py \
+                --input_dir={input_dir} \
+                --pretrained_model_dir={self.pretrained_model_dir} \
+                --newdir_name={newdir_name} \
+                --lang={lang}
+            
+            # get mfa result
+            python3 {self.PYTHONPATH}/local/get_mfa_result.py \
+                --input_dir={new_dir} \
+                --mfa_dir={mfa_dir} \
+                --lang={lang}
+            
+            # generate durations.txt
+            python3 {self.PYTHONPATH}/local/generate_duration.py \
+                --mfa_dir={mfa_dir} 
+            
+            # extract feature
+            python3 {self.PYTHONPATH}/local/extract_feature.py \
+                --duration_file="./durations.txt" \
+                --input_dir={new_dir} \
+                --dump_dir={dump_dir} \
+                --pretrained_model_dir={self.pretrained_model_dir}
+            
+            # create finetune env
+            python3 {self.PYTHONPATH}/local/prepare_env.py \
+                --pretrained_model_dir={self.pretrained_model_dir} \
+                --output_dir={output_dir}
+            
+            # finetune
+            python3 {self.PYTHONPATH}/local/finetune.py \
+                --pretrained_model_dir={self.pretrained_model_dir} \
+                --dump_dir={dump_dir} \
+                --output_dir={output_dir} \
+                --ngpu={ngpu} \
+                --epoch=100 \
+                --finetune_config={self.finetune_config}
         """
 
         print(cmd)
diff --git a/examples/other/tts_finetune/tts3/README.md b/examples/other/tts_finetune/tts3/README.md
index 55fbce9a..ceb8e797 100644
--- a/examples/other/tts_finetune/tts3/README.md
+++ b/examples/other/tts_finetune/tts3/README.md
@@ -1,20 +1,41 @@
-# Finetune your own AM based on FastSpeech2 with AISHELL-3.
-This example shows how to finetune your own AM based on FastSpeech2 with AISHELL-3. We use part of csmsc's data (top 200) as finetune data in this example. The example is implemented according to this [discussion](https://github.com/PaddlePaddle/PaddleSpeech/discussions/1842). Thanks to the developer for the idea.
+# Finetune your own AM based on FastSpeech2 with multi-speakers dataset.
+This example shows how to finetune your own AM based on FastSpeech2 with multi-speakers dataset. For finetuning Chinese data, we use part of csmsc's data (top 200) and Fastspeech2 pretrained model with AISHELL-3. For finetuning English data, we use part of ljspeech's data (top 200) and Fastspeech2 pretrained model with VCTK. The example is implemented according to this [discussion](https://github.com/PaddlePaddle/PaddleSpeech/discussions/1842). Thanks to the developer for the idea.
 
-We use AISHELL-3 to train a multi-speaker fastspeech2 model. You can refer [examples/aishell3/tts3](https://github.com/lym0302/PaddleSpeech/tree/develop/examples/aishell3/tts3) to train multi-speaker fastspeech2 from scratch.
+For more information on training Fastspeech2 with AISHELL-3, You can refer [examples/aishell3/tts3](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3/tts3). For more information on training Fastspeech2 with VCTK, You can refer [examples/vctk/tts3](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/vctk/tts3).
 
-## Prepare
-### Download Pretrained Fastspeech2 model
-Assume the path to the model is `./pretrained_models`. Download pretrained fastspeech2 model with aishell3: [fastspeech2_aishell3_ckpt_1.1.0.zip](https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_aishell3_ckpt_1.1.0.zip). 
+
+## Prepare 
+### Download Pretrained model
+Assume the path to the model is `./pretrained_models`. </br>
+If you want to finetune Chinese data, you need to download Fastspeech2 pretrained model with AISHELL-3: [fastspeech2_aishell3_ckpt_1.1.0.zip](https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_aishell3_ckpt_1.1.0.zip) for finetuning. Download HiFiGAN pretrained model with aishell3: [hifigan_aishell3_ckpt_0.2.0](https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_aishell3_ckpt_0.2.0.zip) for synthesis.
 
 ```bash
 mkdir -p pretrained_models && cd pretrained_models
+# pretrained fastspeech2 model
 wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_aishell3_ckpt_1.1.0.zip 
 unzip fastspeech2_aishell3_ckpt_1.1.0.zip
+# pretrained hifigan model
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_aishell3_ckpt_0.2.0.zip
+unzip hifigan_aishell3_ckpt_0.2.0.zip
 cd ../
 ```
+
+
+If you want to finetune English data, you need to download Fastspeech2 pretrained model with VCTK: [fastspeech2_vctk_ckpt_1.2.0.zip](https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_vctk_ckpt_1.2.0.zip) for finetuning. Download HiFiGAN pretrained model with VCTK: [hifigan_vctk_ckpt_0.2.0.zip](https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_vctk_ckpt_0.2.0.zip) for synthesis.
+
+```bash
+mkdir -p pretrained_models && cd pretrained_models
+# pretrained fastspeech2 model
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/fastspeech2/fastspeech2_vctk_ckpt_1.2.0.zip 
+unzip fastspeech2_vctk_ckpt_1.2.0.zip
+# pretrained hifigan model
+wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_vctk_ckpt_0.2.0.zip
+unzip hifigan_vctk_ckpt_0.2.0.zip
+cd ../
+```
+
 ### Download MFA tools and pretrained model
-Assume the path to the MFA tool is `./tools`. Download [MFA](https://github.com/MontrealCorpusTools/Montreal-Forced-Aligner/releases/download/v1.0.1/montreal-forced-aligner_linux.tar.gz) and pretrained MFA models with aishell3: [aishell3_model.zip](https://paddlespeech.bj.bcebos.com/MFA/ernie_sat/aishell3_model.zip).
+Assume the path to the MFA tool is `./tools`. Download [MFA](https://github.com/MontrealCorpusTools/Montreal-Forced-Aligner/releases/download/v1.0.1/montreal-forced-aligner_linux.tar.gz).
 
 ```bash
 mkdir -p tools && cd tools
@@ -22,16 +43,34 @@ mkdir -p tools && cd tools
 wget https://github.com/MontrealCorpusTools/Montreal-Forced-Aligner/releases/download/v1.0.1/montreal-forced-aligner_linux.tar.gz
 tar xvf montreal-forced-aligner_linux.tar.gz
 cp montreal-forced-aligner/lib/libpython3.6m.so.1.0 montreal-forced-aligner/lib/libpython3.6m.so
-# pretrained mfa model
 mkdir -p aligner && cd aligner
+```
+
+If you want to finetune Chinese data, you need to download pretrained MFA models with aishell3: [aishell3_model.zip](https://paddlespeech.bj.bcebos.com/MFA/ernie_sat/aishell3_model.zip) and unzip it.
+
+```bash
+# pretrained mfa model for Chinese data
 wget https://paddlespeech.bj.bcebos.com/MFA/ernie_sat/aishell3_model.zip
 unzip aishell3_model.zip
 wget https://paddlespeech.bj.bcebos.com/MFA/AISHELL-3/with_tone/simple.lexicon
 cd ../../
 ```
 
+If you want to finetune English data, you need to download pretrained MFA models with vctk: [vctk_model.zip](https://paddlespeech.bj.bcebos.com/MFA/ernie_sat/vctk_model.zip) and unzip it.
+
+```bash
+# pretrained mfa model for Chinese data
+wget https://paddlespeech.bj.bcebos.com/MFA/ernie_sat/vctk_model.zip
+unzip vctk_model.zip
+wget https://paddlespeech.bj.bcebos.com/MFA/LJSpeech-1.1/cmudict-0.7b
+cd ../../
+```
+
 ### Prepare your data
-Assume the path to the dataset is `./input`. This directory contains audio files (*.wav) and label file (labels.txt). The audio file is in wav format. The format of the label file is: utt_id|pinyin. Here is an example of the first 200 data of csmsc.
+Assume the path to the dataset is `./input` which contains a speaker folder. Speaker folder contains audio files (*.wav) and label file (labels.txt). The format of the audio file is wav. The format of the label file is: utt_id|pronunciation. </br>
+
+If you want to finetune Chinese data, Chinese label example: 000001|ka2 er2 pu3 pei2 wai4 sun1 wan2 hua2 ti1</br>
+Here is an example of the first 200 data of csmsc.
 
 ```bash
 mkdir -p input && cd input
@@ -60,7 +99,12 @@ When "Prepare" done. The structure of the current directory is listed below.
 │   │   ├── snapshot_iter_96400.pdz
 │   │   ├── speaker_id_map.txt
 │   │   └── speech_stats.npy
-│   └── fastspeech2_aishell3_ckpt_1.1.0.zip
+│   ├── fastspeech2_aishell3_ckpt_1.1.0.zip
+│   ├── hifigan_aishell3_ckpt_0.2.0    
+│   │   ├── default.yaml
+│   │   ├── feats_stats.npy
+│   │   └── snapshot_iter_2500000.pdz
+│   └── hifigan_aishell3_ckpt_0.2.0.zip
 └── tools
     ├── aligner
     │   ├── aishell3_model
@@ -75,20 +119,71 @@ When "Prepare" done. The structure of the current directory is listed below.
 
 ```
 
+If you want to finetune English data, English label example: LJ001-0001|Printing, in the only sense with which we are at present concerned, differs from most if not from all the arts and crafts represented in the Exhibition </br>
+Here is an example of the first 200 data of ljspeech.
+
+```bash
+mkdir -p input && cd input
+wget https://paddlespeech.bj.bcebos.com/datasets/ljspeech_mini.zip
+unzip ljspeech_mini.zip
+cd ../
+```
+
+When "Prepare" done. The structure of the current directory is listed below.
+```text
+├── input
+│   ├── ljspeech_mini
+│   │   ├── LJ001-0001.wav
+│   │   ├── LJ001-0002.wav
+│   │   ├── LJ001-0003.wav
+│   │   ├── ...
+│   │   ├── LJ002-0014.wav
+│   │   ├── labels.txt
+│   └── ljspeech_mini.zip
+├── pretrained_models
+│   ├── fastspeech2_vctk_ckpt_1.2.0
+│   │   ├── default.yaml
+│   │   ├── energy_stats.npy
+│   │   ├── phone_id_map.txt
+│   │   ├── pitch_stats.npy
+│   │   ├── snapshot_iter_66200.pdz
+│   │   ├── speaker_id_map.txt
+│   │   └── speech_stats.npy
+│   ├── fastspeech2_vctk_ckpt_1.2.0.zip
+│   ├── hifigan_vctk_ckpt_0.2.0    
+│   │   ├── default.yaml
+│   │   ├── feats_stats.npy
+│   │   └── snapshot_iter_2500000.pdz
+│   └── hifigan_vctk_ckpt_0.2.0.zip
+└── tools
+    ├── aligner
+    │   ├── vctk_model
+    │   ├── vctk_model.zip
+    │   └── cmudict-0.7b
+    ├── montreal-forced-aligner
+    │   ├── bin
+    │   ├── lib
+    │   └── pretrained_models
+    └── montreal-forced-aligner_linux.tar.gz
+    ...
+
+```
+
 ### Set finetune.yaml
-`finetune.yaml` contains some configurations for fine-tuning. You can try various options to fine better result.
+`conf/finetune.yaml` contains some configurations for fine-tuning. You can try various options to fine better result. The value of frozen_layers can be change according `conf/fastspeech2_layers.txt` which is the model layer of fastspeech2.
+
 Arguments:
-  - `batch_size`: finetune batch size. Default: -1, means 64 which same to pretrained model
+  - `batch_size`: finetune batch size which should be less than or equal to the number of training samples. Default: -1, means 64 which same to pretrained model
   - `learning_rate`: learning rate. Default: 0.0001
   - `num_snapshots`: number of save models. Default: -1, means 5 which same to pretrained model
   - `frozen_layers`: frozen layers. must be a list. If you don't want to frozen any layer, set []. 
 
 
-
 ## Get Started
+For Chinese data finetune, execute `./run.sh`. For English data finetune, execute `./run_en.sh`. </br>
 Run the command below to
 1. **source path**.
-2. finetune the model.
+2. finetune the model. 
 3. synthesize wavs.
     - synthesize waveform from text file.
 
@@ -102,76 +197,59 @@ You can choose a range of stages you want to run, or set `stage` equal to `stop-
 Finetune a FastSpeech2 model. 
 
 ```bash
-./run.sh --stage 0 --stop-stage 0
+./run.sh --stage 0 --stop-stage 5
 ```
-`stage 0` of `run.sh` calls `finetune.py`, here's the complete help message.
+`stage 5` of `run.sh` calls `local/finetune.py`, here's the complete help message.
 
 ```text
-usage: finetune.py [-h] [--input_dir INPUT_DIR] [--pretrained_model_dir PRETRAINED_MODEL_DIR]
-                [--mfa_dir MFA_DIR] [--dump_dir DUMP_DIR]
-                [--output_dir OUTPUT_DIR] [--lang LANG]
-                [--ngpu NGPU]
+usage: finetune.py [-h] [--pretrained_model_dir PRETRAINED_MODEL_DIR]
+                [--dump_dir DUMP_DIR] [--output_dir OUTPUT_DIR] [--ngpu NGPU]
+                [--epoch EPOCH] [--finetune_config FINETUNE_CONFIG]
 
 optional arguments:
-  -h, --help            show this help message and exit
-  --input_dir INPUT_DIR       
-                        directory containing audio and label file
+  -h, --help           Show this help message and exit
   --pretrained_model_dir PRETRAINED_MODEL_DIR
                        Path to pretrained model
-  --mfa_dir MFA_DIR    directory to save aligned files
   --dump_dir DUMP_DIR
                        directory to save feature files and metadata
   --output_dir OUTPUT_DIR      
-                       directory to save finetune model 
-  --lang LANG          Choose input audio language, zh or en
-  --ngpu NGPU          if ngpu=0, use cpu
-  --epoch EPOCH        the epoch of finetune
-  --batch_size BATCH_SIZE        
-                       the batch size of finetune, default -1 means same as pretrained model
-
+                       Directory to save finetune model 
+  --ngpu NGPU          The number of gpu, if ngpu=0, use cpu
+  --epoch EPOCH        The epoch of finetune
+  --finetune_config FINETUNE_CONFIG        
+                       Path to finetune config file
 ```
-1. `--input_dir` is the directory containing audio and label file. 
-2. `--pretrained_model_dir` is the directory incluing pretrained fastspeech2_aishell3 model.
-3. `--mfa_dir` is the directory to save the results of aligning from pretrained MFA_aishell3 model.
-4. `--dump_dir` is the directory including audio feature and metadata.
-5. `--output_dir` is the directory to save finetune model.
-6. `--lang` is the language of input audio, zh or en.
-7. `--ngpu` is the number of gpu.
-8. `--epoch` is the epoch of finetune.
-9. `--batch_size` is the batch size of finetune.
+
+1. `--pretrained_model_dir` is the directory incluing pretrained fastspeech2_aishell3 model.
+2. `--dump_dir` is the directory including audio feature and metadata.
+3. `--output_dir` is the directory to save finetune model.
+4. `--ngpu` is the number of gpu, if ngpu=0, use cpu
+5. `--epoch` is the epoch of finetune.
+6. `--finetune_config` is the path to finetune config file
+ 
 
 ### Synthesizing
-We use [HiFiGAN](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3/voc5) as the neural vocoder.
+To synthesize Chinese audio, We use [HiFiGAN with aishell3](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/aishell3/voc5) as the neural vocoder.
 Assume the path to the hifigan model is `./pretrained_models`. Download the pretrained HiFiGAN model from [hifigan_aishell3_ckpt_0.2.0](https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_aishell3_ckpt_0.2.0.zip) and unzip it.
 
-```bash
-cd pretrained_models
-wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_aishell3_ckpt_0.2.0.zip
-unzip hifigan_aishell3_ckpt_0.2.0.zip
-cd ../
-```
+To synthesize English audio, We use [HiFiGAN with vctk](https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/examples/vctk/voc5) as the neural vocoder.
+Assume the path to the hifigan model is `./pretrained_models`. Download the pretrained HiFiGAN model from [hifigan_vctk_ckpt_0.2.0.zip](https://paddlespeech.bj.bcebos.com/Parakeet/released_models/hifigan/hifigan_vctk_ckpt_0.2.0.zip) and unzip it.
+
 
-HiFiGAN checkpoint contains files listed below.
-```text
-hifigan_aishell3_ckpt_0.2.0
-├── default.yaml                   # default config used to train HiFiGAN
-├── feats_stats.npy                # statistics used to normalize spectrogram when training HiFiGAN
-└── snapshot_iter_2500000.pdz      # generator parameters of HiFiGAN
-```
 Modify `ckpt` in `run.sh` to the final model in `exp/default/checkpoints`.
 ```bash
-./run.sh --stage 1 --stop-stage 1
+./run.sh --stage 6 --stop-stage 6
 ```
-`stage 1` of `run.sh` calls `${BIN_DIR}/../synthesize_e2e.py`, which can synthesize waveform from text file.
+`stage 6` of `run.sh` calls `${BIN_DIR}/../synthesize_e2e.py`, which can synthesize waveform from text file.
 
 ```text
 usage: synthesize_e2e.py [-h]
-                         [--am {speedyspeech_csmsc,speedyspeech_aishell3,fastspeech2_csmsc,fastspeech2_ljspeech,fastspeech2_aishell3,fastspeech2_vctk,tacotron2_csmsc,tacotron2_ljspeech}]
+                         [--am {fastspeech2_aishell3,fastspeech2_vctk}]
                          [--am_config AM_CONFIG] [--am_ckpt AM_CKPT]
                          [--am_stat AM_STAT] [--phones_dict PHONES_DICT]
                          [--tones_dict TONES_DICT]
                          [--speaker_dict SPEAKER_DICT] [--spk_id SPK_ID]
-                         [--voc {pwgan_csmsc,pwgan_ljspeech,pwgan_aishell3,pwgan_vctk,mb_melgan_csmsc,style_melgan_csmsc,hifigan_csmsc,hifigan_ljspeech,hifigan_aishell3,hifigan_vctk,wavernn_csmsc}]
+                         [--voc {pwgan_aishell3, pwgan_vctk, hifigan_aishell3, hifigan_vctk}]
                          [--voc_config VOC_CONFIG] [--voc_ckpt VOC_CKPT]
                          [--voc_stat VOC_STAT] [--lang LANG]
                          [--inference_dir INFERENCE_DIR] [--ngpu NGPU]
@@ -181,7 +259,7 @@ Synthesize with acoustic model & vocoder
 
 optional arguments:
   -h, --help            show this help message and exit
-  --am {speedyspeech_csmsc,speedyspeech_aishell3,fastspeech2_csmsc,fastspeech2_ljspeech,fastspeech2_aishell3,fastspeech2_vctk,tacotron2_csmsc,tacotron2_ljspeech}
+  --am {fastspeech2_aishell3, fastspeech2_vctk}
                         Choose acoustic model type of tts task.
   --am_config AM_CONFIG
                         Config of acoustic model.
@@ -195,7 +273,7 @@ optional arguments:
   --speaker_dict SPEAKER_DICT
                         speaker id map file.
   --spk_id SPK_ID       spk id for multi speaker acoustic model
-  --voc {pwgan_csmsc,pwgan_ljspeech,pwgan_aishell3,pwgan_vctk,mb_melgan_csmsc,style_melgan_csmsc,hifigan_csmsc,hifigan_ljspeech,hifigan_aishell3,hifigan_vctk,wavernn_csmsc}
+  --voc {pwgan_aishell3, pwgan_vctk, hifigan_aishell3, hifigan_vctk}
                         Choose vocoder type of tts task.
   --voc_config VOC_CONFIG
                         Config of voc.
@@ -210,6 +288,7 @@ optional arguments:
   --output_dir OUTPUT_DIR
                         output dir.
 ```
+
 1. `--am` is acoustic model type with the format {model_name}_{dataset}
 2. `--am_config`, `--am_ckpt`, `--am_stat`, `--phones_dict` `--speaker_dict` are arguments for acoustic model, which correspond to the 5 files in the fastspeech2 pretrained model.
 3. `--voc` is vocoder type with the format {model_name}_{dataset}
@@ -219,7 +298,8 @@ optional arguments:
 7.  `--output_dir` is the directory to save synthesized audio files.
 8. `--ngpu` is the number of gpus to use, if ngpu == 0, use cpu.
 
+
 ### Tips
-If you want to get better audio quality, you can use more audios to finetune.
-More finetune results can be found on [finetune-fastspeech2-for-csmsc](https://paddlespeech.readthedocs.io/en/latest/tts/demo.html#finetune-fastspeech2-for-csmsc).
+If you want to get better audio quality, you can use more audios to finetune or change configuration parameters in `conf/finetune.yaml`.</br>
+More finetune results can be found on [finetune-fastspeech2-for-csmsc](https://paddlespeech.readthedocs.io/en/latest/tts/demo.html#finetune-fastspeech2-for-csmsc).</br>
 The results show the effect on csmsc_mini: Freeze encoder > Non Frozen > Freeze encoder && duration_predictor.
diff --git a/examples/other/tts_finetune/tts3/conf/fastspeech2_layers.txt b/examples/other/tts_finetune/tts3/conf/fastspeech2_layers.txt
new file mode 100644
index 00000000..855f36b9
--- /dev/null
+++ b/examples/other/tts_finetune/tts3/conf/fastspeech2_layers.txt
@@ -0,0 +1,216 @@
+epoch
+iteration
+main_params
+main_optimizer
+spk_embedding_table.weight
+encoder.embed.0.weight
+encoder.embed.1.alpha
+encoder.encoders.0.self_attn.linear_q.weight
+encoder.encoders.0.self_attn.linear_q.bias
+encoder.encoders.0.self_attn.linear_k.weight
+encoder.encoders.0.self_attn.linear_k.bias
+encoder.encoders.0.self_attn.linear_v.weight
+encoder.encoders.0.self_attn.linear_v.bias
+encoder.encoders.0.self_attn.linear_out.weight
+encoder.encoders.0.self_attn.linear_out.bias
+encoder.encoders.0.feed_forward.w_1.weight
+encoder.encoders.0.feed_forward.w_1.bias
+encoder.encoders.0.feed_forward.w_2.weight
+encoder.encoders.0.feed_forward.w_2.bias
+encoder.encoders.0.norm1.weight
+encoder.encoders.0.norm1.bias
+encoder.encoders.0.norm2.weight
+encoder.encoders.0.norm2.bias
+encoder.encoders.1.self_attn.linear_q.weight
+encoder.encoders.1.self_attn.linear_q.bias
+encoder.encoders.1.self_attn.linear_k.weight
+encoder.encoders.1.self_attn.linear_k.bias
+encoder.encoders.1.self_attn.linear_v.weight
+encoder.encoders.1.self_attn.linear_v.bias
+encoder.encoders.1.self_attn.linear_out.weight
+encoder.encoders.1.self_attn.linear_out.bias
+encoder.encoders.1.feed_forward.w_1.weight
+encoder.encoders.1.feed_forward.w_1.bias
+encoder.encoders.1.feed_forward.w_2.weight
+encoder.encoders.1.feed_forward.w_2.bias
+encoder.encoders.1.norm1.weight
+encoder.encoders.1.norm1.bias
+encoder.encoders.1.norm2.weight
+encoder.encoders.1.norm2.bias
+encoder.encoders.2.self_attn.linear_q.weight
+encoder.encoders.2.self_attn.linear_q.bias
+encoder.encoders.2.self_attn.linear_k.weight
+encoder.encoders.2.self_attn.linear_k.bias
+encoder.encoders.2.self_attn.linear_v.weight
+encoder.encoders.2.self_attn.linear_v.bias
+encoder.encoders.2.self_attn.linear_out.weight
+encoder.encoders.2.self_attn.linear_out.bias
+encoder.encoders.2.feed_forward.w_1.weight
+encoder.encoders.2.feed_forward.w_1.bias
+encoder.encoders.2.feed_forward.w_2.weight
+encoder.encoders.2.feed_forward.w_2.bias
+encoder.encoders.2.norm1.weight
+encoder.encoders.2.norm1.bias
+encoder.encoders.2.norm2.weight
+encoder.encoders.2.norm2.bias
+encoder.encoders.3.self_attn.linear_q.weight
+encoder.encoders.3.self_attn.linear_q.bias
+encoder.encoders.3.self_attn.linear_k.weight
+encoder.encoders.3.self_attn.linear_k.bias
+encoder.encoders.3.self_attn.linear_v.weight
+encoder.encoders.3.self_attn.linear_v.bias
+encoder.encoders.3.self_attn.linear_out.weight
+encoder.encoders.3.self_attn.linear_out.bias
+encoder.encoders.3.feed_forward.w_1.weight
+encoder.encoders.3.feed_forward.w_1.bias
+encoder.encoders.3.feed_forward.w_2.weight
+encoder.encoders.3.feed_forward.w_2.bias
+encoder.encoders.3.norm1.weight
+encoder.encoders.3.norm1.bias
+encoder.encoders.3.norm2.weight
+encoder.encoders.3.norm2.bias
+encoder.after_norm.weight
+encoder.after_norm.bias
+spk_projection.weight
+spk_projection.bias
+duration_predictor.conv.0.0.weight
+duration_predictor.conv.0.0.bias
+duration_predictor.conv.0.2.weight
+duration_predictor.conv.0.2.bias
+duration_predictor.conv.1.0.weight
+duration_predictor.conv.1.0.bias
+duration_predictor.conv.1.2.weight
+duration_predictor.conv.1.2.bias
+duration_predictor.linear.weight
+duration_predictor.linear.bias
+pitch_predictor.conv.0.0.weight
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+pitch_predictor.linear.weight
+pitch_predictor.linear.bias
+pitch_embed.0.weight
+pitch_embed.0.bias
+energy_predictor.conv.0.0.weight
+energy_predictor.conv.0.0.bias
+energy_predictor.conv.0.2.weight
+energy_predictor.conv.0.2.bias
+energy_predictor.conv.1.0.weight
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+energy_predictor.conv.1.2.weight
+energy_predictor.conv.1.2.bias
+energy_predictor.linear.weight
+energy_predictor.linear.bias
+energy_embed.0.weight
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+decoder.embed.0.alpha
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+decoder.encoders.0.self_attn.linear_q.bias
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+decoder.encoders.0.self_attn.linear_out.bias
+decoder.encoders.0.feed_forward.w_1.weight
+decoder.encoders.0.feed_forward.w_1.bias
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+decoder.encoders.0.feed_forward.w_2.bias
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+decoder.encoders.0.norm1.bias
+decoder.encoders.0.norm2.weight
+decoder.encoders.0.norm2.bias
+decoder.encoders.1.self_attn.linear_q.weight
+decoder.encoders.1.self_attn.linear_q.bias
+decoder.encoders.1.self_attn.linear_k.weight
+decoder.encoders.1.self_attn.linear_k.bias
+decoder.encoders.1.self_attn.linear_v.weight
+decoder.encoders.1.self_attn.linear_v.bias
+decoder.encoders.1.self_attn.linear_out.weight
+decoder.encoders.1.self_attn.linear_out.bias
+decoder.encoders.1.feed_forward.w_1.weight
+decoder.encoders.1.feed_forward.w_1.bias
+decoder.encoders.1.feed_forward.w_2.weight
+decoder.encoders.1.feed_forward.w_2.bias
+decoder.encoders.1.norm1.weight
+decoder.encoders.1.norm1.bias
+decoder.encoders.1.norm2.weight
+decoder.encoders.1.norm2.bias
+decoder.encoders.2.self_attn.linear_q.weight
+decoder.encoders.2.self_attn.linear_q.bias
+decoder.encoders.2.self_attn.linear_k.weight
+decoder.encoders.2.self_attn.linear_k.bias
+decoder.encoders.2.self_attn.linear_v.weight
+decoder.encoders.2.self_attn.linear_v.bias
+decoder.encoders.2.self_attn.linear_out.weight
+decoder.encoders.2.self_attn.linear_out.bias
+decoder.encoders.2.feed_forward.w_1.weight
+decoder.encoders.2.feed_forward.w_1.bias
+decoder.encoders.2.feed_forward.w_2.weight
+decoder.encoders.2.feed_forward.w_2.bias
+decoder.encoders.2.norm1.weight
+decoder.encoders.2.norm1.bias
+decoder.encoders.2.norm2.weight
+decoder.encoders.2.norm2.bias
+decoder.encoders.3.self_attn.linear_q.weight
+decoder.encoders.3.self_attn.linear_q.bias
+decoder.encoders.3.self_attn.linear_k.weight
+decoder.encoders.3.self_attn.linear_k.bias
+decoder.encoders.3.self_attn.linear_v.weight
+decoder.encoders.3.self_attn.linear_v.bias
+decoder.encoders.3.self_attn.linear_out.weight
+decoder.encoders.3.self_attn.linear_out.bias
+decoder.encoders.3.feed_forward.w_1.weight
+decoder.encoders.3.feed_forward.w_1.bias
+decoder.encoders.3.feed_forward.w_2.weight
+decoder.encoders.3.feed_forward.w_2.bias
+decoder.encoders.3.norm1.weight
+decoder.encoders.3.norm1.bias
+decoder.encoders.3.norm2.weight
+decoder.encoders.3.norm2.bias
+decoder.after_norm.weight
+decoder.after_norm.bias
+feat_out.weight
+feat_out.bias
+postnet.postnet.0.0.weight
+postnet.postnet.0.1.weight
+postnet.postnet.0.1.bias
+postnet.postnet.0.1._mean
+postnet.postnet.0.1._variance
+postnet.postnet.1.0.weight
+postnet.postnet.1.1.weight
+postnet.postnet.1.1.bias
+postnet.postnet.1.1._mean
+postnet.postnet.1.1._variance
+postnet.postnet.2.0.weight
+postnet.postnet.2.1.weight
+postnet.postnet.2.1.bias
+postnet.postnet.2.1._mean
+postnet.postnet.2.1._variance
+postnet.postnet.3.0.weight
+postnet.postnet.3.1.weight
+postnet.postnet.3.1.bias
+postnet.postnet.3.1._mean
+postnet.postnet.3.1._variance
+postnet.postnet.4.0.weight
+postnet.postnet.4.1.weight
+postnet.postnet.4.1.bias
+postnet.postnet.4.1._mean
+postnet.postnet.4.1._variance
+
diff --git a/examples/other/tts_finetune/tts3/finetune.yaml b/examples/other/tts_finetune/tts3/conf/finetune.yaml
similarity index 78%
rename from examples/other/tts_finetune/tts3/finetune.yaml
rename to examples/other/tts_finetune/tts3/conf/finetune.yaml
index abde3e3e..7d0dd7b8 100644
--- a/examples/other/tts_finetune/tts3/finetune.yaml
+++ b/examples/other/tts_finetune/tts3/conf/finetune.yaml
@@ -9,4 +9,6 @@ num_snapshots: -1
 
 # frozen_layers should be a list
 # if you don't need to freeze, set frozen_layers to []
+# fastspeech2 layers can be found on conf/fastspeech2_layers.txt
+# example: frozen_layers: ["encoder", "duration_predictor"]
 frozen_layers: ["encoder"]
diff --git a/examples/other/tts_finetune/tts3/finetune.py b/examples/other/tts_finetune/tts3/finetune.py
deleted file mode 100644
index 207e2dbc..00000000
--- a/examples/other/tts_finetune/tts3/finetune.py
+++ /dev/null
@@ -1,214 +0,0 @@
-# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-import argparse
-import os
-from pathlib import Path
-from typing import List
-from typing import Union
-
-import yaml
-from local.check_oov import get_check_result
-from local.extract import extract_feature
-from local.label_process import get_single_label
-from local.prepare_env import generate_finetune_env
-from local.train import train_sp
-from paddle import distributed as dist
-from yacs.config import CfgNode
-
-from utils.gen_duration_from_textgrid import gen_duration_from_textgrid
-
-DICT_EN = 'tools/aligner/cmudict-0.7b'
-DICT_ZH = 'tools/aligner/simple.lexicon'
-MODEL_DIR_EN = 'tools/aligner/vctk_model.zip'
-MODEL_DIR_ZH = 'tools/aligner/aishell3_model.zip'
-MFA_PHONE_EN = 'tools/aligner/vctk_model/meta.yaml'
-MFA_PHONE_ZH = 'tools/aligner/aishell3_model/meta.yaml'
-MFA_PATH = 'tools/montreal-forced-aligner/bin'
-os.environ['PATH'] = MFA_PATH + '/:' + os.environ['PATH']
-
-
-class TrainArgs():
-    def __init__(self,
-                 ngpu,
-                 config_file,
-                 dump_dir: Path,
-                 output_dir: Path,
-                 frozen_layers: List[str]):
-        # config: fastspeech2 config file.
-        self.config = str(config_file)
-        self.train_metadata = str(dump_dir / "train/norm/metadata.jsonl")
-        self.dev_metadata = str(dump_dir / "dev/norm/metadata.jsonl")
-        # model output dir.
-        self.output_dir = str(output_dir)
-        self.ngpu = ngpu
-        self.phones_dict = str(dump_dir / "phone_id_map.txt")
-        self.speaker_dict = str(dump_dir / "speaker_id_map.txt")
-        self.voice_cloning = False
-        # frozen layers
-        self.frozen_layers = frozen_layers
-
-
-def get_mfa_result(
-        input_dir: Union[str, Path],
-        mfa_dir: Union[str, Path],
-        lang: str='en', ):
-    """get mfa result
-
-    Args:
-        input_dir (Union[str, Path]): input dir including wav file and label
-        mfa_dir (Union[str, Path]): mfa result dir
-        lang (str, optional): input audio language. Defaults to 'en'.
-    """
-    # MFA
-    if lang == 'en':
-        DICT = DICT_EN
-        MODEL_DIR = MODEL_DIR_EN
-
-    elif lang == 'zh':
-        DICT = DICT_ZH
-        MODEL_DIR = MODEL_DIR_ZH
-    else:
-        print('please input right lang!!')
-
-    CMD = 'mfa_align' + ' ' + str(
-        input_dir) + ' ' + DICT + ' ' + MODEL_DIR + ' ' + str(mfa_dir)
-    os.system(CMD)
-
-
-if __name__ == '__main__':
-    # parse config and args
-    parser = argparse.ArgumentParser(
-        description="Preprocess audio and then extract features.")
-
-    parser.add_argument(
-        "--input_dir",
-        type=str,
-        default="./input/baker_mini",
-        help="directory containing audio and label file")
-
-    parser.add_argument(
-        "--pretrained_model_dir",
-        type=str,
-        default="./pretrained_models/fastspeech2_aishell3_ckpt_1.1.0",
-        help="Path to pretrained model")
-
-    parser.add_argument(
-        "--mfa_dir",
-        type=str,
-        default="./mfa_result",
-        help="directory to save aligned files")
-
-    parser.add_argument(
-        "--dump_dir",
-        type=str,
-        default="./dump",
-        help="directory to save feature files and metadata.")
-
-    parser.add_argument(
-        "--output_dir",
-        type=str,
-        default="./exp/default/",
-        help="directory to save finetune model.")
-
-    parser.add_argument(
-        '--lang',
-        type=str,
-        default='zh',
-        choices=['zh', 'en'],
-        help='Choose input audio language. zh or en')
-
-    parser.add_argument(
-        "--ngpu", type=int, default=2, help="if ngpu=0, use cpu.")
-
-    parser.add_argument("--epoch", type=int, default=100, help="finetune epoch")
-    parser.add_argument(
-        "--finetune_config",
-        type=str,
-        default="./finetune.yaml",
-        help="Path to finetune config file")
-
-    args = parser.parse_args()
-
-    fs = 24000
-    n_shift = 300
-    input_dir = Path(args.input_dir).expanduser()
-    mfa_dir = Path(args.mfa_dir).expanduser()
-    mfa_dir.mkdir(parents=True, exist_ok=True)
-    dump_dir = Path(args.dump_dir).expanduser()
-    dump_dir.mkdir(parents=True, exist_ok=True)
-    output_dir = Path(args.output_dir).expanduser()
-    output_dir.mkdir(parents=True, exist_ok=True)
-    pretrained_model_dir = Path(args.pretrained_model_dir).expanduser()
-
-    # read config
-    config_file = pretrained_model_dir / "default.yaml"
-    with open(config_file) as f:
-        config = CfgNode(yaml.safe_load(f))
-    config.max_epoch = config.max_epoch + args.epoch
-
-    with open(args.finetune_config) as f2:
-        finetune_config = CfgNode(yaml.safe_load(f2))
-    config.batch_size = finetune_config.batch_size if finetune_config.batch_size > 0 else config.batch_size
-    config.optimizer.learning_rate = finetune_config.learning_rate if finetune_config.learning_rate > 0 else config.optimizer.learning_rate
-    config.num_snapshots = finetune_config.num_snapshots if finetune_config.num_snapshots > 0 else config.num_snapshots
-    frozen_layers = finetune_config.frozen_layers
-    assert type(frozen_layers) == list, "frozen_layers should be set a list."
-
-    if args.lang == 'en':
-        lexicon_file = DICT_EN
-        mfa_phone_file = MFA_PHONE_EN
-    elif args.lang == 'zh':
-        lexicon_file = DICT_ZH
-        mfa_phone_file = MFA_PHONE_ZH
-    else:
-        print('please input right lang!!')
-
-    print(f"finetune max_epoch: {config.max_epoch}")
-    print(f"finetune batch_size: {config.batch_size}")
-    print(f"finetune learning_rate: {config.optimizer.learning_rate}")
-    print(f"finetune num_snapshots: {config.num_snapshots}")
-    print(f"finetune frozen_layers: {frozen_layers}")
-
-    am_phone_file = pretrained_model_dir / "phone_id_map.txt"
-    label_file = input_dir / "labels.txt"
-
-    #check phone for mfa and am finetune
-    oov_words, oov_files, oov_file_words = get_check_result(
-        label_file, lexicon_file, mfa_phone_file, am_phone_file)
-    input_dir = get_single_label(label_file, oov_files, input_dir)
-
-    # get mfa result
-    get_mfa_result(input_dir, mfa_dir, args.lang)
-
-    # # generate durations.txt
-    duration_file = "./durations.txt"
-    gen_duration_from_textgrid(mfa_dir, duration_file, fs, n_shift)
-
-    # generate phone and speaker map files
-    extract_feature(duration_file, config, input_dir, dump_dir,
-                    pretrained_model_dir)
-
-    # create finetune env
-    generate_finetune_env(output_dir, pretrained_model_dir)
-
-    # create a new args for training
-    train_args = TrainArgs(args.ngpu, config_file, dump_dir, output_dir,
-                           frozen_layers)
-
-    # finetune models
-    # dispatch
-    if args.ngpu > 1:
-        dist.spawn(train_sp, (train_args, config), nprocs=args.ngpu)
-    else:
-        train_sp(train_args, config)
diff --git a/examples/other/tts_finetune/tts3/local/check_oov.py b/examples/other/tts_finetune/tts3/local/check_oov.py
index 4d685482..9e1d3f6e 100644
--- a/examples/other/tts_finetune/tts3/local/check_oov.py
+++ b/examples/other/tts_finetune/tts3/local/check_oov.py
@@ -11,17 +11,30 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+import argparse
+import os
+import re
 from pathlib import Path
 from typing import Dict
 from typing import List
 from typing import Union
 
+DICT_EN = 'tools/aligner/cmudict-0.7b'
+DICT_ZH = 'tools/aligner/simple.lexicon'
+MODEL_DIR_EN = 'tools/aligner/vctk_model.zip'
+MODEL_DIR_ZH = 'tools/aligner/aishell3_model.zip'
+MFA_PHONE_EN = 'tools/aligner/vctk_model/meta.yaml'
+MFA_PHONE_ZH = 'tools/aligner/aishell3_model/meta.yaml'
+MFA_PATH = 'tools/montreal-forced-aligner/bin'
+os.environ['PATH'] = MFA_PATH + '/:' + os.environ['PATH']
+
 
 def check_phone(label_file: Union[str, Path],
-                pinyin_phones: Dict[str, str],
+                pronunciation_phones: Dict[str, str],
                 mfa_phones: List[str],
                 am_phones: List[str],
-                oov_record: str="./oov_info.txt"):
+                oov_record: str="./oov_info.txt",
+                lang: str="zh"):
     """Check whether the phoneme corresponding to the audio text content 
     is in the phoneme list of the pretrained mfa model to ensure that the alignment is normal.
     Check whether the phoneme corresponding to the audio text content 
@@ -29,7 +42,7 @@ def check_phone(label_file: Union[str, Path],
 
     Args:
         label_file (Union[str, Path]): label file, format: utt_id|phone seq
-        pinyin_phones (dict): pinyin to phones map dict
+        pronunciation_phones (dict): pronunciation to phones map dict
         mfa_phones (list): the phone list of pretrained mfa model
         am_phones (list): the phone list of pretrained mfa model
 
@@ -46,16 +59,21 @@ def check_phone(label_file: Union[str, Path],
         for line in f.readlines():
             utt_id = line.split("|")[0]
             transcription = line.strip().split("|")[1]
+            transcription = re.sub(
+                r'[：、，；。？！,.:;"?!”’《》【】<=>{}()（）#&@“”^_|…\\]', '',
+                transcription)
+            if lang == "en":
+                transcription = transcription.upper()
             flag = 0
             temp_oov_words = []
             for word in transcription.split(" "):
-                if word not in pinyin_phones.keys():
+                if word not in pronunciation_phones.keys():
                     temp_oov_words.append(word)
                     flag = 1
                     if word not in oov_words:
                         oov_words.append(word)
                 else:
-                    for p in pinyin_phones[word]:
+                    for p in pronunciation_phones[word]:
                         if p not in mfa_phones or p not in am_phones:
                             temp_oov_words.append(word)
                             flag = 1
@@ -74,20 +92,20 @@ def check_phone(label_file: Union[str, Path],
     return oov_words, oov_files, oov_file_words
 
 
-def get_pinyin_phones(lexicon_file: Union[str, Path]):
-    # pinyin to phones
-    pinyin_phones = {}
+def get_pronunciation_phones(lexicon_file: Union[str, Path]):
+    # pronunciation to phones
+    pronunciation_phones = {}
     with open(lexicon_file, "r") as f2:
         for line in f2.readlines():
             line_list = line.strip().split(" ")
-            pinyin = line_list[0]
+            pronunciation = line_list[0]
             if line_list[1] == '':
                 phones = line_list[2:]
             else:
                 phones = line_list[1:]
-            pinyin_phones[pinyin] = phones
+            pronunciation_phones[pronunciation] = phones
 
-    return pinyin_phones
+    return pronunciation_phones
 
 
 def get_mfa_phone(mfa_phone_file: Union[str, Path]):
@@ -114,12 +132,109 @@ def get_am_phone(am_phone_file: Union[str, Path]):
 
 
 def get_check_result(label_file: Union[str, Path],
-                     lexicon_file: Union[str, Path],
-                     mfa_phone_file: Union[str, Path],
-                     am_phone_file: Union[str, Path]):
-    pinyin_phones = get_pinyin_phones(lexicon_file)
+                     am_phone_file: Union[str, Path],
+                     input_dir: Union[str, Path],
+                     newdir_name: str="newdir",
+                     lang: str="zh"):
+    """Check if there is any audio in the input that contains the oov word according to label_file.
+       Copy audio that does not contain oov word to input_dir / newdir_name.
+       Generate label file and save to input_dir / newdir_name.
+
+
+    Args:
+        label_file (Union[str, Path]): input audio label file, format: utt|pronunciation 
+        am_phone_file (Union[str, Path]): pretrained am model phone file
+        input_dir (Union[str, Path]): input dir
+        newdir_name (str): directory name saved after checking oov
+        lang (str): input audio language
+    """
+
+    if lang == 'en':
+        lexicon_file = DICT_EN
+        mfa_phone_file = MFA_PHONE_EN
+    elif lang == 'zh':
+        lexicon_file = DICT_ZH
+        mfa_phone_file = MFA_PHONE_ZH
+    else:
+        print('please input right lang!!')
+
+    pronunciation_phones = get_pronunciation_phones(lexicon_file)
     mfa_phones = get_mfa_phone(mfa_phone_file)
     am_phones = get_am_phone(am_phone_file)
     oov_words, oov_files, oov_file_words = check_phone(
-        label_file, pinyin_phones, mfa_phones, am_phones)
-    return oov_words, oov_files, oov_file_words
+        label_file=label_file,
+        pronunciation_phones=pronunciation_phones,
+        mfa_phones=mfa_phones,
+        am_phones=am_phones,
+        oov_record="./oov_info.txt",
+        lang=lang)
+
+    input_dir = Path(input_dir).expanduser()
+    new_dir = input_dir / newdir_name
+    new_dir.mkdir(parents=True, exist_ok=True)
+    with open(label_file, "r") as f:
+        for line in f.readlines():
+            utt_id = line.split("|")[0]
+            if utt_id not in oov_files:
+                transcription = line.split("|")[1].strip()
+                wav_file = str(input_dir) + "/" + utt_id + ".wav"
+                new_wav_file = str(new_dir) + "/" + utt_id + ".wav"
+                os.system("cp %s %s" % (wav_file, new_wav_file))
+                single_file = str(new_dir) + "/" + utt_id + ".txt"
+                with open(single_file, "w") as fw:
+                    fw.write(transcription)
+
+
+if __name__ == '__main__':
+    # parse config and args
+    parser = argparse.ArgumentParser(
+        description="Preprocess audio and then extract features.")
+
+    parser.add_argument(
+        "--input_dir",
+        type=str,
+        default="./input/csmsc_mini",
+        help="directory containing audio and label file")
+
+    parser.add_argument(
+        "--pretrained_model_dir",
+        type=str,
+        default="./pretrained_models/fastspeech2_aishell3_ckpt_1.1.0",
+        help="Path to pretrained model")
+
+    parser.add_argument(
+        "--newdir_name",
+        type=str,
+        default="newdir",
+        help="directory name saved after checking oov")
+
+    parser.add_argument(
+        '--lang',
+        type=str,
+        default='zh',
+        choices=['zh', 'en'],
+        help='Choose input audio language. zh or en')
+
+    args = parser.parse_args()
+
+    # if args.lang == 'en':
+    #     lexicon_file = DICT_EN
+    #     mfa_phone_file = MFA_PHONE_EN
+    # elif args.lang == 'zh':
+    #     lexicon_file = DICT_ZH
+    #     mfa_phone_file = MFA_PHONE_ZH
+    # else:
+    #     print('please input right lang!!')
+    assert args.lang == "zh" or args.lang == "en", "please input right lang! zh or en"
+
+    input_dir = Path(args.input_dir).expanduser()
+    pretrained_model_dir = Path(args.pretrained_model_dir).expanduser()
+    am_phone_file = pretrained_model_dir / "phone_id_map.txt"
+    label_file = input_dir / "labels.txt"
+
+    get_check_result(
+        label_file=label_file,
+        am_phone_file=am_phone_file,
+        input_dir=input_dir,
+        newdir_name=args.newdir_name,
+        lang=args.lang)
diff --git a/examples/other/tts_finetune/tts3/local/extract.py b/examples/other/tts_finetune/tts3/local/extract_feature.py
similarity index 87%
rename from examples/other/tts_finetune/tts3/local/extract.py
rename to examples/other/tts_finetune/tts3/local/extract_feature.py
index 630b58ce..3277db53 100644
--- a/examples/other/tts_finetune/tts3/local/extract.py
+++ b/examples/other/tts_finetune/tts3/local/extract_feature.py
@@ -11,6 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+import argparse
 import logging
 import os
 from operator import itemgetter
@@ -20,8 +21,10 @@ from typing import Union
 
 import jsonlines
 import numpy as np
+import yaml
 from sklearn.preprocessing import StandardScaler
 from tqdm import tqdm
+from yacs.config import CfgNode
 
 from paddlespeech.t2s.datasets.data_table import DataTable
 from paddlespeech.t2s.datasets.get_feats import Energy
@@ -284,3 +287,49 @@ def extract_feature(duration_file: str,
         # norm
         normalize(speech_scaler, pitch_scaler, energy_scaler, vocab_phones,
                   vocab_speaker, dump_dir, "test")
+
+
+if __name__ == '__main__':
+    # parse config and args
+    parser = argparse.ArgumentParser(
+        description="Preprocess audio and then extract features.")
+
+    parser.add_argument(
+        "--duration_file",
+        type=str,
+        default="./durations.txt",
+        help="duration file")
+
+    parser.add_argument(
+        "--input_dir",
+        type=str,
+        default="./input/baker_mini/newdir",
+        help="directory containing audio and label file")
+
+    parser.add_argument(
+        "--dump_dir", type=str, default="./dump", help="dump dir")
+
+    parser.add_argument(
+        "--pretrained_model_dir",
+        type=str,
+        default="./pretrained_models/fastspeech2_aishell3_ckpt_1.1.0",
+        help="Path to pretrained model")
+
+    args = parser.parse_args()
+
+    input_dir = Path(args.input_dir).expanduser()
+    dump_dir = Path(args.dump_dir).expanduser()
+    dump_dir.mkdir(parents=True, exist_ok=True)
+    pretrained_model_dir = Path(args.pretrained_model_dir).expanduser()
+
+    # read config
+    config_file = pretrained_model_dir / "default.yaml"
+    with open(config_file) as f:
+        config = CfgNode(yaml.safe_load(f))
+
+    extract_feature(
+        duration_file=args.duration_file,
+        config=config,
+        input_dir=input_dir,
+        dump_dir=dump_dir,
+        pretrained_model_dir=pretrained_model_dir)
diff --git a/examples/other/tts_finetune/tts3/local/train.py b/examples/other/tts_finetune/tts3/local/finetune.py
similarity index 65%
rename from examples/other/tts_finetune/tts3/local/train.py
rename to examples/other/tts_finetune/tts3/local/finetune.py
index d065ae59..496c2355 100644
--- a/examples/other/tts_finetune/tts3/local/train.py
+++ b/examples/other/tts_finetune/tts3/local/finetune.py
@@ -11,6 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+import argparse
 import logging
 import os
 import shutil
@@ -20,10 +21,12 @@ from typing import List
 import jsonlines
 import numpy as np
 import paddle
+import yaml
 from paddle import DataParallel
 from paddle import distributed as dist
 from paddle.io import DataLoader
 from paddle.io import DistributedBatchSampler
+from yacs.config import CfgNode
 
 from paddlespeech.t2s.datasets.am_batch_fn import fastspeech2_multi_spk_batch_fn
 from paddlespeech.t2s.datasets.am_batch_fn import fastspeech2_single_spk_batch_fn
@@ -38,6 +41,27 @@ from paddlespeech.t2s.training.seeding import seed_everything
 from paddlespeech.t2s.training.trainer import Trainer
 
 
+class TrainArgs():
+    def __init__(self,
+                 ngpu,
+                 config_file,
+                 dump_dir: Path,
+                 output_dir: Path,
+                 frozen_layers: List[str]):
+        # config: fastspeech2 config file.
+        self.config = str(config_file)
+        self.train_metadata = str(dump_dir / "train/norm/metadata.jsonl")
+        self.dev_metadata = str(dump_dir / "dev/norm/metadata.jsonl")
+        # model output dir.
+        self.output_dir = str(output_dir)
+        self.ngpu = ngpu
+        self.phones_dict = str(dump_dir / "phone_id_map.txt")
+        self.speaker_dict = str(dump_dir / "speaker_id_map.txt")
+        self.voice_cloning = False
+        # frozen layers
+        self.frozen_layers = frozen_layers
+
+
 def freeze_layer(model, layers: List[str]):
     """freeze layers
 
@@ -176,3 +200,70 @@ def train_sp(args, config):
     trainer.extend(
         Snapshot(max_size=config.num_snapshots), trigger=(1, 'epoch'))
     trainer.run()
+
+
+if __name__ == '__main__':
+    # parse config and args
+    parser = argparse.ArgumentParser(
+        description="Preprocess audio and then extract features.")
+
+    parser.add_argument(
+        "--pretrained_model_dir",
+        type=str,
+        default="./pretrained_models/fastspeech2_aishell3_ckpt_1.1.0",
+        help="Path to pretrained model")
+
+    parser.add_argument(
+        "--dump_dir",
+        type=str,
+        default="./dump",
+        help="directory to save feature files and metadata.")
+
+    parser.add_argument(
+        "--output_dir",
+        type=str,
+        default="./exp/default/",
+        help="directory to save finetune model.")
+
+    parser.add_argument(
+        "--ngpu", type=int, default=2, help="if ngpu=0, use cpu.")
+
+    parser.add_argument("--epoch", type=int, default=100, help="finetune epoch")
+    parser.add_argument(
+        "--finetune_config",
+        type=str,
+        default="./finetune.yaml",
+        help="Path to finetune config file")
+
+    args = parser.parse_args()
+
+    dump_dir = Path(args.dump_dir).expanduser()
+    dump_dir.mkdir(parents=True, exist_ok=True)
+    output_dir = Path(args.output_dir).expanduser()
+    output_dir.mkdir(parents=True, exist_ok=True)
+    pretrained_model_dir = Path(args.pretrained_model_dir).expanduser()
+
+    # read config
+    config_file = pretrained_model_dir / "default.yaml"
+    with open(config_file) as f:
+        config = CfgNode(yaml.safe_load(f))
+    config.max_epoch = config.max_epoch + args.epoch
+
+    with open(args.finetune_config) as f2:
+        finetune_config = CfgNode(yaml.safe_load(f2))
+    config.batch_size = finetune_config.batch_size if finetune_config.batch_size > 0 else config.batch_size
+    config.optimizer.learning_rate = finetune_config.learning_rate if finetune_config.learning_rate > 0 else config.optimizer.learning_rate
+    config.num_snapshots = finetune_config.num_snapshots if finetune_config.num_snapshots > 0 else config.num_snapshots
+    frozen_layers = finetune_config.frozen_layers
+    assert type(frozen_layers) == list, "frozen_layers should be set a list."
+
+    # create a new args for training
+    train_args = TrainArgs(args.ngpu, config_file, dump_dir, output_dir,
+                           frozen_layers)
+
+    # finetune models
+    # dispatch
+    if args.ngpu > 1:
+        dist.spawn(train_sp, (train_args, config), nprocs=args.ngpu)
+    else:
+        train_sp(train_args, config)
diff --git a/examples/other/tts_finetune/tts3/local/generate_duration.py b/examples/other/tts_finetune/tts3/local/generate_duration.py
new file mode 100644
index 00000000..e512d478
--- /dev/null
+++ b/examples/other/tts_finetune/tts3/local/generate_duration.py
@@ -0,0 +1,38 @@
+# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import argparse
+from pathlib import Path
+
+from utils.gen_duration_from_textgrid import gen_duration_from_textgrid
+
+if __name__ == '__main__':
+    # parse config and args
+    parser = argparse.ArgumentParser(
+        description="Preprocess audio and then extract features.")
+
+    parser.add_argument(
+        "--mfa_dir",
+        type=str,
+        default="./mfa_result",
+        help="directory to save aligned files")
+
+    args = parser.parse_args()
+
+    fs = 24000
+    n_shift = 300
+    duration_file = "./durations.txt"
+    mfa_dir = Path(args.mfa_dir).expanduser()
+    mfa_dir.mkdir(parents=True, exist_ok=True)
+
+    gen_duration_from_textgrid(mfa_dir, duration_file, fs, n_shift)
diff --git a/examples/other/tts_finetune/tts3/local/get_mfa_result.py b/examples/other/tts_finetune/tts3/local/get_mfa_result.py
new file mode 100644
index 00000000..f564fbfc
--- /dev/null
+++ b/examples/other/tts_finetune/tts3/local/get_mfa_result.py
@@ -0,0 +1,83 @@
+# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import argparse
+import os
+from pathlib import Path
+from typing import Union
+
+DICT_EN = 'tools/aligner/cmudict-0.7b'
+DICT_ZH = 'tools/aligner/simple.lexicon'
+MODEL_DIR_EN = 'tools/aligner/vctk_model.zip'
+MODEL_DIR_ZH = 'tools/aligner/aishell3_model.zip'
+MFA_PHONE_EN = 'tools/aligner/vctk_model/meta.yaml'
+MFA_PHONE_ZH = 'tools/aligner/aishell3_model/meta.yaml'
+MFA_PATH = 'tools/montreal-forced-aligner/bin'
+os.environ['PATH'] = MFA_PATH + '/:' + os.environ['PATH']
+
+
+def get_mfa_result(
+        input_dir: Union[str, Path],
+        mfa_dir: Union[str, Path],
+        lang: str='en', ):
+    """get mfa result
+
+    Args:
+        input_dir (Union[str, Path]): input dir including wav file and label
+        mfa_dir (Union[str, Path]): mfa result dir
+        lang (str, optional): input audio language. Defaults to 'en'.
+    """
+    # MFA
+    if lang == 'en':
+        DICT = DICT_EN
+        MODEL_DIR = MODEL_DIR_EN
+
+    elif lang == 'zh':
+        DICT = DICT_ZH
+        MODEL_DIR = MODEL_DIR_ZH
+    else:
+        print('please input right lang!!')
+
+    CMD = 'mfa_align' + ' ' + str(
+        input_dir) + ' ' + DICT + ' ' + MODEL_DIR + ' ' + str(mfa_dir)
+    os.system(CMD)
+
+
+if __name__ == '__main__':
+    # parse config and args
+    parser = argparse.ArgumentParser(
+        description="Preprocess audio and then extract features.")
+
+    parser.add_argument(
+        "--input_dir",
+        type=str,
+        default="./input/baker_mini/newdir",
+        help="directory containing audio and label file")
+
+    parser.add_argument(
+        "--mfa_dir",
+        type=str,
+        default="./mfa_result",
+        help="directory to save aligned files")
+
+    parser.add_argument(
+        '--lang',
+        type=str,
+        default='zh',
+        choices=['zh', 'en'],
+        help='Choose input audio language. zh or en')
+
+    args = parser.parse_args()
+
+    get_mfa_result(
+        input_dir=args.input_dir, mfa_dir=args.mfa_dir, lang=args.lang)
diff --git a/examples/other/tts_finetune/tts3/local/label_process.py b/examples/other/tts_finetune/tts3/local/label_process.py
deleted file mode 100644
index 711dde4b..00000000
--- a/examples/other/tts_finetune/tts3/local/label_process.py
+++ /dev/null
@@ -1,63 +0,0 @@
-# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-import os
-from pathlib import Path
-from typing import List
-from typing import Union
-
-
-def change_baker_label(baker_label_file: Union[str, Path],
-                       out_label_file: Union[str, Path]):
-    """change baker label file to regular label file
-
-    Args:
-        baker_label_file (Union[str, Path]): Original baker label file
-        out_label_file (Union[str, Path]): regular label file
-    """
-    with open(baker_label_file) as f:
-        lines = f.readlines()
-
-    with open(out_label_file, "w") as fw:
-        for i in range(0, len(lines), 2):
-            utt_id = lines[i].split()[0]
-            transcription = lines[i + 1].strip()
-            fw.write(utt_id + "|" + transcription + "\n")
-
-
-def get_single_label(label_file: Union[str, Path],
-                     oov_files: List[Union[str, Path]],
-                     input_dir: Union[str, Path]):
-    """Divide the label file into individual files according to label_file
-
-    Args:
-        label_file (str or Path): label file, format: utt_id|phones id
-        input_dir (Path): input dir including audios
-    """
-    input_dir = Path(input_dir).expanduser()
-    new_dir = input_dir / "newdir"
-    new_dir.mkdir(parents=True, exist_ok=True)
-
-    with open(label_file, "r") as f:
-        for line in f.readlines():
-            utt_id = line.split("|")[0]
-            if utt_id not in oov_files:
-                transcription = line.split("|")[1].strip()
-                wav_file = str(input_dir) + "/" + utt_id + ".wav"
-                new_wav_file = str(new_dir) + "/" + utt_id + ".wav"
-                os.system("cp %s %s" % (wav_file, new_wav_file))
-                single_file = str(new_dir) + "/" + utt_id + ".txt"
-                with open(single_file, "w") as fw:
-                    fw.write(transcription)
-
-    return new_dir
diff --git a/examples/other/tts_finetune/tts3/local/prepare_env.py b/examples/other/tts_finetune/tts3/local/prepare_env.py
index f2166ff1..5e4f9634 100644
--- a/examples/other/tts_finetune/tts3/local/prepare_env.py
+++ b/examples/other/tts_finetune/tts3/local/prepare_env.py
@@ -11,6 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+import argparse
 import os
 from pathlib import Path
 
@@ -33,3 +34,29 @@ def generate_finetune_env(output_dir: Path, pretrained_model_dir: Path):
         line = "\"time\": \"2022-08-06 07:51:53.463650\", \"path\": \"%s\", \"iteration\": %d" % (
             str(output_dir / model_file), iter)
         f.write("{" + line + "}" + "\n")
+
+
+if __name__ == '__main__':
+    # parse config and args
+    parser = argparse.ArgumentParser(
+        description="Preprocess audio and then extract features.")
+
+    parser.add_argument(
+        "--pretrained_model_dir",
+        type=str,
+        default="./pretrained_models/fastspeech2_aishell3_ckpt_1.1.0",
+        help="Path to pretrained model")
+
+    parser.add_argument(
+        "--output_dir",
+        type=str,
+        default="./exp/default/",
+        help="directory to save finetune model.")
+
+    args = parser.parse_args()
+
+    output_dir = Path(args.output_dir).expanduser()
+    output_dir.mkdir(parents=True, exist_ok=True)
+    pretrained_model_dir = Path(args.pretrained_model_dir).expanduser()
+
+    generate_finetune_env(output_dir, pretrained_model_dir)
diff --git a/examples/other/tts_finetune/tts3/run.sh b/examples/other/tts_finetune/tts3/run.sh
index 9c877e64..7513992d 100755
--- a/examples/other/tts_finetune/tts3/run.sh
+++ b/examples/other/tts_finetune/tts3/run.sh
@@ -5,13 +5,16 @@ source path.sh
 
 
 input_dir=./input/csmsc_mini
+newdir_name="newdir"
+new_dir=${input_dir}/${newdir_name}
 pretrained_model_dir=./pretrained_models/fastspeech2_aishell3_ckpt_1.1.0
+mfa_tools=./tools
 mfa_dir=./mfa_result
 dump_dir=./dump
 output_dir=./exp/default
 lang=zh
 ngpu=1
-finetune_config=./finetune.yaml
+finetune_config=./conf/finetune.yaml
 
 ckpt=snapshot_iter_96699
 
@@ -26,22 +29,64 @@ stop_stage=100
 # this can not be mixed use with `$1`, `$2` ...
 source ${MAIN_ROOT}/utils/parse_options.sh || exit 1
 
+# check oov
 if [ ${stage} -le 0 ] && [ ${stop_stage} -ge 0 ]; then
-    # finetune
-    python3 finetune.py \
+    echo "check oov"
+    python3 local/check_oov.py \
         --input_dir=${input_dir} \
         --pretrained_model_dir=${pretrained_model_dir} \
+        --newdir_name=${newdir_name} \
+        --lang=${lang}
+fi
+
+# get mfa result
+if [ ${stage} -le 1 ] && [ ${stop_stage} -ge 1 ]; then
+    echo "get mfa result"
+    python3 local/get_mfa_result.py \
+        --input_dir=${new_dir} \
         --mfa_dir=${mfa_dir} \
+        --lang=${lang}
+fi
+
+# generate durations.txt
+if [ ${stage} -le 2 ] && [ ${stop_stage} -ge 2 ]; then
+    echo "generate durations.txt"
+    python3 local/generate_duration.py \
+        --mfa_dir=${mfa_dir} 
+fi
+
+# extract feature
+if [ ${stage} -le 3 ] && [ ${stop_stage} -ge 3 ]; then
+    echo "extract feature"
+    python3 local/extract_feature.py \
+        --duration_file="./durations.txt" \
+        --input_dir=${new_dir} \
+        --dump_dir=${dump_dir} \
+        --pretrained_model_dir=${pretrained_model_dir}
+fi
+
+# create finetune env
+if [ ${stage} -le 4 ] && [ ${stop_stage} -ge 4 ]; then
+    echo "create finetune env"
+    python3 local/prepare_env.py \
+        --pretrained_model_dir=${pretrained_model_dir} \
+        --output_dir=${output_dir}
+fi
+
+# finetune
+if [ ${stage} -le 5 ] && [ ${stop_stage} -ge 5 ]; then
+    echo "finetune..."
+    python3 local/finetune.py \
+        --pretrained_model_dir=${pretrained_model_dir} \
         --dump_dir=${dump_dir} \
         --output_dir=${output_dir} \
-        --lang=${lang} \
         --ngpu=${ngpu} \
         --epoch=100 \
         --finetune_config=${finetune_config}
 fi
 
-
-if [ ${stage} -le 1 ] && [ ${stop_stage} -ge 1 ]; then
+# synthesize e2e
+if [ ${stage} -le 6 ] && [ ${stop_stage} -ge 6 ]; then
     echo "in hifigan syn_e2e"
     FLAGS_allocator_strategy=naive_best_fit \
     FLAGS_fraction_of_gpu_memory_to_use=0.01 \
diff --git a/examples/other/tts_finetune/tts3/run_en.sh b/examples/other/tts_finetune/tts3/run_en.sh
new file mode 100755
index 00000000..12b6f8da
--- /dev/null
+++ b/examples/other/tts_finetune/tts3/run_en.sh
@@ -0,0 +1,107 @@
+#!/bin/bash
+
+set -e
+source path.sh
+
+input_dir=./input/ljspeech_mini
+newdir_name="newdir"
+new_dir=${input_dir}/${newdir_name}
+pretrained_model_dir=./pretrained_models/fastspeech2_vctk_ckpt_1.2.0
+mfa_tools=./tools
+mfa_dir=./mfa_result
+dump_dir=./dump
+output_dir=./exp/default
+lang=en
+ngpu=1
+finetune_config=./conf/finetune.yaml
+
+ckpt=snapshot_iter_66300
+
+gpus=1
+CUDA_VISIBLE_DEVICES=${gpus}
+stage=0
+stop_stage=100
+
+
+# with the following command, you can choose the stage range you want to run
+# such as `./run.sh --stage 0 --stop-stage 0`
+# this can not be mixed use with `$1`, `$2` ...
+source ${MAIN_ROOT}/utils/parse_options.sh || exit 1
+
+# check oov
+if [ ${stage} -le 0 ] && [ ${stop_stage} -ge 0 ]; then
+    echo "check oov"
+    python3 local/check_oov.py \
+        --input_dir=${input_dir} \
+        --pretrained_model_dir=${pretrained_model_dir} \
+        --newdir_name=${newdir_name} \
+        --lang=${lang}
+fi
+
+# get mfa result
+if [ ${stage} -le 1 ] && [ ${stop_stage} -ge 1 ]; then
+    echo "get mfa result"
+    python3 local/get_mfa_result.py \
+        --input_dir=${new_dir} \
+        --mfa_dir=${mfa_dir} \
+        --lang=${lang}
+fi
+
+# generate durations.txt
+if [ ${stage} -le 2 ] && [ ${stop_stage} -ge 2 ]; then
+    echo "generate durations.txt"
+    python3 local/generate_duration.py \
+        --mfa_dir=${mfa_dir} 
+fi
+
+# extract feature
+if [ ${stage} -le 3 ] && [ ${stop_stage} -ge 3 ]; then
+    echo "extract feature"
+    python3 local/extract_feature.py \
+        --duration_file="./durations.txt" \
+        --input_dir=${new_dir} \
+        --dump_dir=${dump_dir} \
+        --pretrained_model_dir=${pretrained_model_dir}
+fi
+
+# create finetune env
+if [ ${stage} -le 4 ] && [ ${stop_stage} -ge 4 ]; then
+    echo "create finetune env"
+    python3 local/prepare_env.py \
+        --pretrained_model_dir=${pretrained_model_dir} \
+        --output_dir=${output_dir}
+fi
+
+# finetune
+if [ ${stage} -le 5 ] && [ ${stop_stage} -ge 5 ]; then
+    echo "finetune..."
+    python3 local/finetune.py \
+        --pretrained_model_dir=${pretrained_model_dir} \
+        --dump_dir=${dump_dir} \
+        --output_dir=${output_dir} \
+        --ngpu=${ngpu} \
+        --epoch=100 \
+        --finetune_config=${finetune_config}
+fi
+
+# synthesize e2e
+if [ ${stage} -le 6 ] && [ ${stop_stage} -ge 6 ]; then
+    echo "in hifigan syn_e2e"
+    FLAGS_allocator_strategy=naive_best_fit \
+    FLAGS_fraction_of_gpu_memory_to_use=0.01 \
+    python3 ${BIN_DIR}/../synthesize_e2e.py \
+        --am=fastspeech2_vctk \
+        --am_config=${pretrained_model_dir}/default.yaml \
+        --am_ckpt=${output_dir}/checkpoints/${ckpt}.pdz \
+        --am_stat=${pretrained_model_dir}/speech_stats.npy \
+        --voc=hifigan_vctk \
+        --voc_config=pretrained_models/hifigan_vctk_ckpt_0.2.0/default.yaml \
+        --voc_ckpt=pretrained_models/hifigan_vctk_ckpt_0.2.0/snapshot_iter_2500000.pdz \
+        --voc_stat=pretrained_models/hifigan_vctk_ckpt_0.2.0/feats_stats.npy \
+        --lang=en \
+        --text=${BIN_DIR}/../sentences_en.txt \
+        --output_dir=./test_e2e/ \
+        --phones_dict=${dump_dir}/phone_id_map.txt \
+        --speaker_dict=${dump_dir}/speaker_id_map.txt \
+        --spk_id=0 
+fi

From 8e2367a93c1d4923fe597a28d6e160cfc4d8a34c Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Fri, 23 Sep 2022 19:39:24 +0800
Subject: [PATCH 41/61] Update run.sh

---
 examples/other/tts_finetune/tts3/run.sh | 2 --
 1 file changed, 2 deletions(-)

diff --git a/examples/other/tts_finetune/tts3/run.sh b/examples/other/tts_finetune/tts3/run.sh
index 7513992d..1faa2b46 100755
--- a/examples/other/tts_finetune/tts3/run.sh
+++ b/examples/other/tts_finetune/tts3/run.sh
@@ -88,8 +88,6 @@ fi
 # synthesize e2e
 if [ ${stage} -le 6 ] && [ ${stop_stage} -ge 6 ]; then
     echo "in hifigan syn_e2e"
-    FLAGS_allocator_strategy=naive_best_fit \
-    FLAGS_fraction_of_gpu_memory_to_use=0.01 \
     python3 ${BIN_DIR}/../synthesize_e2e.py \
         --am=fastspeech2_aishell3 \
         --am_config=${pretrained_model_dir}/default.yaml \

From b058a2d3fe81ce5eff2619a4dc762848799385e7 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Fri, 23 Sep 2022 19:40:05 +0800
Subject: [PATCH 42/61] Update run_en.sh

---
 examples/other/tts_finetune/tts3/run_en.sh | 2 --
 1 file changed, 2 deletions(-)

diff --git a/examples/other/tts_finetune/tts3/run_en.sh b/examples/other/tts_finetune/tts3/run_en.sh
index 12b6f8da..e8551667 100755
--- a/examples/other/tts_finetune/tts3/run_en.sh
+++ b/examples/other/tts_finetune/tts3/run_en.sh
@@ -87,8 +87,6 @@ fi
 # synthesize e2e
 if [ ${stage} -le 6 ] && [ ${stop_stage} -ge 6 ]; then
     echo "in hifigan syn_e2e"
-    FLAGS_allocator_strategy=naive_best_fit \
-    FLAGS_fraction_of_gpu_memory_to_use=0.01 \
     python3 ${BIN_DIR}/../synthesize_e2e.py \
         --am=fastspeech2_vctk \
         --am_config=${pretrained_model_dir}/default.yaml \

From e65622548d8ca1320607fa5bfc1c28afbbeed73d Mon Sep 17 00:00:00 2001
From: Ming <hww_ym@aliyun.com>
Date: Mon, 26 Sep 2022 16:48:06 +0800
Subject: [PATCH 43/61] update readme and fixed bug in ngpu (#2451)

* update readme and fixed ngpu bug

* update png in readme

* update readme and FT web ttsText
---
 demos/speech_web/README.md                    |  38 ++-
 .../speech_web/speech_server/src/ernie_sat.py |   5 +-
 .../speech_web/speech_server/src/finetune.py  |   8 +-
 .../speech_server/src/ge2e_clone.py           |  11 +-
 .../speech_server/src/tdnn_clone.py           |  10 +-
 demos/speech_web/speech_server/src/util.py    |   9 +
 demos/speech_web/speech_server/vc.py          |  11 +-
 .../web_client/src/components/Experience.vue  |   2 +-
 .../SubMenu/ASR/RealTime/RealTime.vue         |   5 +-
 .../src/components/SubMenu/ChatBot/Chat.vue   | 298 ------------------
 .../src/components/SubMenu/ChatBot/ChatT.vue  |   4 +
 .../SubMenu/ENIRE_SAT/ENIRE_SAT.vue           |   2 +-
 .../components/SubMenu/FineTune/FineTune.vue  |   4 +-
 .../src/components/SubMenu/IE/IE.vue          | 125 --------
 .../src/components/SubMenu/TTS/TTST.vue       |   4 +
 .../src/components/SubMenu/VPR/VPR.vue        | 178 -----------
 .../src/components/SubMenu/VPR/VPRT.vue       |   7 +-
 .../SubMenu/VoiceClone/VoiceClone.vue         |   9 +-
 18 files changed, 95 insertions(+), 635 deletions(-)
 delete mode 100644 demos/speech_web/web_client/src/components/SubMenu/ChatBot/Chat.vue
 delete mode 100644 demos/speech_web/web_client/src/components/SubMenu/IE/IE.vue
 delete mode 100644 demos/speech_web/web_client/src/components/SubMenu/VPR/VPR.vue

diff --git a/demos/speech_web/README.md b/demos/speech_web/README.md
index e8c59ea8..89d22382 100644
--- a/demos/speech_web/README.md
+++ b/demos/speech_web/README.md
@@ -28,7 +28,7 @@ Paddle Speech Demo 是一个以 PaddleSpeech 的语音交互功能为主体开
 
 运行效果：
 
- ![效果](https://user-images.githubusercontent.com/30135920/191188766-12e7ca15-f7b4-45f8-9da5-0c0b0bbe5fcb.png)
+ ![效果](https://user-images.githubusercontent.com/30135920/192155349-9ef93d20-730b-413d-8d50-412fedf11d4b.png)
 
 
 
@@ -36,6 +36,7 @@ Paddle Speech Demo 是一个以 PaddleSpeech 的语音交互功能为主体开
 
 ### 后端环境安装
 ```bash 
+# 需要先安装 PaddleSpeech
 cd speech_server
 pip install -r requirements.txt -i https://mirror.baidu.com/pypi/simple
 cd ../
@@ -44,6 +45,8 @@ cd ../
 ### 前端环境安装
 前端依赖 `node.js` ，需要提前安装，确保 `npm` 可用，`npm` 测试版本 `8.3.1`，建议下载[官网](https://nodejs.org/en/)稳定版的 `node.js`
 
+如果因为网络问题，无法下载依赖库，可以参考 FAQ 部分，`npm / yarn 下载速度慢问题`
+
 ```bash
 # 进入前端目录
 cd web_client
@@ -70,7 +73,7 @@ mkdir -p source/model
 cd source/model
 # 下载IE模型
 wget https://bj.bcebos.com/paddlenlp/applications/speech-cmd-analysis/finetune/model_state.pdparams
-cd ../../
+cd ../../../
 
 ```
 #### 启动后端服务
@@ -84,6 +87,10 @@ python main.py --port 8010
 
 ### 启动 `vc.py` 后端服务
 
+参照下面的步骤自行配置项目所需环境。
+
+Aistudio 在线体验小样本合成后端功能：[【PaddleSpeech进阶】PaddleSpeech小样本合成方案体验](https://aistudio.baidu.com/aistudio/projectdetail/4573549?sUid=2470186&shared=1&ts=1664174385948)
+
 #### 下载相关模型和音频
 
 ```bash
@@ -172,8 +179,19 @@ cd web_client
 yarn dev --port 8011
 ```
 
-默认配置下，前端中配置的后台地址信息是 localhost，确保后端服务器和打开页面的游览器在同一台机器上，不在一台机器的配置方式见下方的 FAQ：【后端如果部署在其它机器或者别的端口如何修改】
+默认配置下，前端配置的后台地址信息是 `localhost`，确保后端服务器和打开页面的游览器在同一台机器上，不在一台机器的配置方式见下方的 FAQ：【后端如果部署在其它机器或者别的端口如何修改】
+
+#### 关于前端的一些说明
+
+为了方便后期的维护，这里并没有给出打包好的 HTML 文件，而是 Vue3 的项目，使用 `yarn dev --port 8011` 的方式启动测试，方便大家debug，相当于是启动了一个前端服务器。
+
+比如我们在本机启动的这个前端服务（运行 `yarn dev --port 8011` ），我们就可以通过在游览器中通过 `http://localhost:8011` 访问前端页面
+
+如果我们在其它服务器上（例如：`*.*.*.*` ）启动这个前端服务（运行 `yarn dev --port 8011` ），我们就可以通过在游览器中访问 `http://*.*.*.*:8011` 访问前端页面
 
+那前端跟后端是什么关系呢？ 两个是独立的，只要前端能够通过代理访问到后端的接口，那就没有问题。你可以在 A 机器上部署后端服务，然后在 B 机器上部署前端服务。我们在 `./web_client/vite.config.js` 中将 `/api` 映射到的是 `http://localhost:8010`，你可以把它配置成任意你想要访问后端地址。
+
+当前端在以 `*.*.*.*` 这类以 IP 地址形式的网页中访问时，由于游览器的安全限制，会禁止录音，需要重新配置游览器的安全策略， 可以看下面 FAQ 部分： [【前端以IP地址的形式访问，无法录音】]
 
 
 ## FAQ 
@@ -210,12 +228,24 @@ ASR_SOCKET_RECORD: 'ws://localhost:8010/ws/asr/onlineStream',  // Stream ASR 接
 TTS_SOCKET_RECORD: 'ws://localhost:8010/ws/tts/online', // Stream TTS 接口
 ```
 
-#### Q：后端以IP地址的形式，前端无法录音
+#### Q：前端以IP地址的形式访问，无法录音
 
 A：这里主要是游览器安全策略的限制，需要配置游览器后重启。游览器修改配置可参考[使用js-audio-recorder报浏览器不支持getUserMedia](https://blog.csdn.net/YRY_LIKE_YOU/article/details/113745273)
 
 chrome设置地址: chrome://flags/#unsafely-treat-insecure-origin-as-secure
 
+#### Q: npm / yarn 配置淘宝镜像源
+
+A: 配置淘宝镜像源，详细可以参考 [【yarn npm 设置淘宝镜像】](https://www.jianshu.com/p/f6f43e8f9d6b)
+
+```bash
+# npm 配置淘宝镜像源
+npm config set registry https://registry.npmmirror.com
+
+# yarn 配置淘宝镜像源
+yarn config set registry http://registry.npm.taobao.org/
+```
+
 ## 参考资料
 
 vue实现录音参考资料：https://blog.csdn.net/qq_41619796/article/details/107865602#t1
diff --git a/demos/speech_web/speech_server/src/ernie_sat.py b/demos/speech_web/speech_server/src/ernie_sat.py
index b74dd8e3..02e1ed9d 100644
--- a/demos/speech_web/speech_server/src/ernie_sat.py
+++ b/demos/speech_web/speech_server/src/ernie_sat.py
@@ -1,5 +1,6 @@
 import os
 
+from .util import get_ngpu
 from .util import MAIN_ROOT
 from .util import run_cmd
 
@@ -171,6 +172,7 @@ class SAT:
                 output_name: str,
                 source_lang: str,
                 target_lang: str):
+        ngpu = get_ngpu()
         cmd = f"""
             FLAGS_allocator_strategy=naive_best_fit \
             FLAGS_fraction_of_gpu_memory_to_use=0.01 \
@@ -189,7 +191,8 @@ class SAT:
                 --voc_config={voc_config} \
                 --voc_ckpt={voc_ckpt} \
                 --voc_stat={voc_stat} \
-                --output_name={output_name}
+                --output_name={output_name} \
+                --ngpu={ngpu}
         """
 
         return cmd
diff --git a/demos/speech_web/speech_server/src/finetune.py b/demos/speech_web/speech_server/src/finetune.py
index d7a440f9..6ca99251 100644
--- a/demos/speech_web/speech_server/src/finetune.py
+++ b/demos/speech_web/speech_server/src/finetune.py
@@ -1,5 +1,6 @@
 import os
 
+from .util import get_ngpu
 from .util import MAIN_ROOT
 from .util import run_cmd
 
@@ -38,7 +39,7 @@ class FineTune:
         dump_dir = os.path.join(exp_dir, 'dump')
         output_dir = os.path.join(exp_dir, 'exp')
         lang = "zh"
-        ngpu = 1
+        ngpu = get_ngpu()
 
         cmd = f"""
             # check oov
@@ -91,7 +92,7 @@ class FineTune:
         output_dir = os.path.join(exp_dir, 'exp')
         text_path = os.path.join(exp_dir, 'sentences.txt')
         lang = "zh"
-        ngpu = 1
+        ngpu = get_ngpu()
 
         model_path = f"{output_dir}/checkpoints"
         ckpt = find_max_ckpt(model_path)
@@ -117,7 +118,8 @@ class FineTune:
                 --output_dir={out_wav_dir} \
                 --phones_dict={dump_dir}/phone_id_map.txt \
                 --speaker_dict={dump_dir}/speaker_id_map.txt \
-                --spk_id=0 
+                --spk_id=0 \
+                --ngpu={ngpu}
         """
 
         out_path = os.path.join(out_wav_dir, f"{wav_name}.wav")
diff --git a/demos/speech_web/speech_server/src/ge2e_clone.py b/demos/speech_web/speech_server/src/ge2e_clone.py
index d90013b9..83c2b3f3 100644
--- a/demos/speech_web/speech_server/src/ge2e_clone.py
+++ b/demos/speech_web/speech_server/src/ge2e_clone.py
@@ -1,6 +1,7 @@
 import os
 import shutil
 
+from .util import get_ngpu
 from .util import MAIN_ROOT
 from .util import run_cmd
 
@@ -30,11 +31,12 @@ class VoiceCloneGE2E():
         ref_audio_dir = os.path.realpath("tmp_dir/ge2e")
         if os.path.exists(ref_audio_dir):
             shutil.rmtree(ref_audio_dir)
-        else:
-            os.makedirs(ref_audio_dir, exist_ok=True)
-            shutil.copy(input_wav, ref_audio_dir)
+
+        os.makedirs(ref_audio_dir, exist_ok=True)
+        shutil.copy(input_wav, ref_audio_dir)
 
         output_dir = os.path.dirname(out_wav)
+        ngpu = get_ngpu()
 
         cmd = f"""
             python3 {self.BIN_DIR}/voice_cloning.py \
@@ -50,7 +52,8 @@ class VoiceCloneGE2E():
                     --text="{text}" \
                     --input-dir={ref_audio_dir} \
                     --output-dir={output_dir} \
-                    --phones-dict={self.phones_dict}
+                    --phones-dict={self.phones_dict} \
+                    --ngpu={ngpu}
         """
 
         output_name = os.path.join(output_dir, full_file_name)
diff --git a/demos/speech_web/speech_server/src/tdnn_clone.py b/demos/speech_web/speech_server/src/tdnn_clone.py
index c24b9b07..53c5a381 100644
--- a/demos/speech_web/speech_server/src/tdnn_clone.py
+++ b/demos/speech_web/speech_server/src/tdnn_clone.py
@@ -1,6 +1,7 @@
 import os
 import shutil
 
+from .util import get_ngpu
 from .util import MAIN_ROOT
 from .util import run_cmd
 
@@ -27,11 +28,11 @@ class VoiceCloneTDNN():
         ref_audio_dir = os.path.realpath("tmp_dir/tdnn")
         if os.path.exists(ref_audio_dir):
             shutil.rmtree(ref_audio_dir)
-        else:
-            os.makedirs(ref_audio_dir, exist_ok=True)
-            shutil.copy(input_wav, ref_audio_dir)
+        os.makedirs(ref_audio_dir, exist_ok=True)
+        shutil.copy(input_wav, ref_audio_dir)
 
         output_dir = os.path.dirname(out_wav)
+        ngpu = get_ngpu()
 
         cmd = f"""
             python3 {self.BIN_DIR}/voice_cloning.py \
@@ -47,7 +48,8 @@ class VoiceCloneTDNN():
                     --input-dir={ref_audio_dir} \
                     --output-dir={output_dir} \
                     --phones-dict={self.phones_dict} \
-                    --use_ecapa=True
+                    --use_ecapa=True \
+                    --ngpu={ngpu}
         """
 
         output_name = os.path.join(output_dir, full_file_name)
diff --git a/demos/speech_web/speech_server/src/util.py b/demos/speech_web/speech_server/src/util.py
index a69e6c42..0188f028 100644
--- a/demos/speech_web/speech_server/src/util.py
+++ b/demos/speech_web/speech_server/src/util.py
@@ -2,10 +2,19 @@ import os
 import random
 import subprocess
 
+import paddle
+
 NOW_FILE_PATH = os.path.dirname(__file__)
 MAIN_ROOT = os.path.realpath(os.path.join(NOW_FILE_PATH, "../../../../"))
 
 
+def get_ngpu():
+    if paddle.device.get_device() == "cpu":
+        return 0
+    else:
+        return 1
+
+
 def randName(n=5):
     return "".join(random.sample('zyxwvutsrqponmlkjihgfedcba', n))
 
diff --git a/demos/speech_web/speech_server/vc.py b/demos/speech_web/speech_server/vc.py
index 99e56b40..d035c02a 100644
--- a/demos/speech_web/speech_server/vc.py
+++ b/demos/speech_web/speech_server/vc.py
@@ -281,15 +281,18 @@ async def VcCloneG2P(base: VcBaseText):
             if base.func == 'ge2e':
                 wavName = base.wavName
                 wavPath = os.path.join(VC_OUT_PATH, wavName)
-                vc_model.vc(
+                wavPath = vc_model.vc(
                     text=base.text, input_wav=base.wavPath, out_wav=wavPath)
             else:
                 wavName = base.wavName
                 wavPath = os.path.join(VC_OUT_PATH, wavName)
-                vc_model_tdnn.vc(
+                wavPath = vc_model_tdnn.vc(
                     text=base.text, input_wav=base.wavPath, out_wav=wavPath)
-            res = {"wavName": wavName, "wavPath": wavPath}
-            return SuccessRequest(result=res)
+            if wavPath:
+                res = {"wavName": wavName, "wavPath": wavPath}
+                return SuccessRequest(result=res)
+            else:
+                return ErrorRequest(message="克隆失败，检查克隆脚本是否有效")
         except Exception as e:
             print(e)
             return ErrorRequest(message="克隆失败，合成过程报错")
diff --git a/demos/speech_web/web_client/src/components/Experience.vue b/demos/speech_web/web_client/src/components/Experience.vue
index 4f32faf9..f593c0c1 100644
--- a/demos/speech_web/web_client/src/components/Experience.vue
+++ b/demos/speech_web/web_client/src/components/Experience.vue
@@ -47,7 +47,7 @@ import FineTuneT from './SubMenu/FineTune/FineTune.vue'
             <el-tab-pane label="小数据微调" key="7">
             <FineTuneT></FineTuneT>
             </el-tab-pane>
-            <el-tab-pane label="ENIRE SAT" key="8">
+            <el-tab-pane label="ENIRE-SAT" key="8">
             <ENIRE_SATT></ENIRE_SATT>
             </el-tab-pane>
           </el-tabs>
diff --git a/demos/speech_web/web_client/src/components/SubMenu/ASR/RealTime/RealTime.vue b/demos/speech_web/web_client/src/components/SubMenu/ASR/RealTime/RealTime.vue
index 761a5c11..5494bb8f 100644
--- a/demos/speech_web/web_client/src/components/SubMenu/ASR/RealTime/RealTime.vue
+++ b/demos/speech_web/web_client/src/components/SubMenu/ASR/RealTime/RealTime.vue
@@ -58,9 +58,6 @@ export default {
     mounted () {
         this.wsUrl = apiURL.ASR_SOCKET_RECORD
         this.ws = new WebSocket(this.wsUrl)
-        if(this.ws.readyState === this.ws.CONNECTING){
-            this.$message.success("实时识别 Websocket 连接成功")
-        }
         var _that = this
         this.ws.addEventListener('message', function (event) {
                 var temp = JSON.parse(event.data);
@@ -78,7 +75,7 @@ export default {
             // 检查 websocket 状态
             // debugger
             if(this.ws.readyState != this.ws.OPEN){
-                this.$message.error("websocket 链接失败，请检查链接地址是否正确")
+                this.$message.error("websocket 链接失败，请检查 Websocket 后端服务是否正确开启")
                 return
             }
 
diff --git a/demos/speech_web/web_client/src/components/SubMenu/ChatBot/Chat.vue b/demos/speech_web/web_client/src/components/SubMenu/ChatBot/Chat.vue
deleted file mode 100644
index 9d356fc8..00000000
--- a/demos/speech_web/web_client/src/components/SubMenu/ChatBot/Chat.vue
+++ /dev/null
@@ -1,298 +0,0 @@
-<template>
-  <div class="chatbox">
-      <h3>语音聊天</h3>
-      <div class="home" style="margin:1vw;">
-      <el-button :type="recoType" @click="startRecorder()"  style="margin:1vw;">{{ recoText }}</el-button>
-      <!-- <el-button :type="playType" @click="playRecorder()" style="margin:1vw;"> {{ playText }}</el-button> -->
-      <el-button :type="envType" @click="envRecorder()" style="margin:1vw;"> {{ envText }}</el-button>
-      <!-- <el-button :type="envType" @click="getTts(ttsd)" style="margin:1vw;"> TTS </el-button> -->
-      <el-button type="warning" @click="clearChat()" style="margin:1vw;"> 清空聊天</el-button>
-
-      </div>
-
-      <div v-for="Result in allResultList">
-      <h3>{{Result}}</h3>
-      </div>
-  </div>
-  
-</template>
- 
-<script>
-
-import Recorder from 'js-audio-recorder'
-
-
-const recorder = new Recorder({
-  sampleBits: 16,                 // 采样位数，支持 8 或 16，默认是16
-  sampleRate: 16000,              // 采样率，支持 11025、16000、22050、24000、44100、48000，根据浏览器默认值，我的chrome是48000
-  numChannels: 1,                 // 声道，支持 1 或 2， 默认是1
-  compiling: true
-})
-
-  export default {
-    name: 'home',
-    data () {
-      return {
-        recoType: "primary",
-        recoText: "开始录音",
-        playType: "success",
-        playText: "播放录音",
-        envType: "success",
-        envText: "环境采样",
-
-        asrResultList: [],
-        nlpResultList: [],
-        ttsResultList: [],
-        allResultList: [],
-        webSocketRes: "websocket",
-        drawRecordId: null,
-
-        onReco: false,
-        onPlay: false,
-        onRecoPause: false,
-        ws: '',
-
-        ttsd: "你的名字叫什么,你的名字叫什么,你的名字叫什么你的名字叫什么",
-        audioCtx: '',
-        source: '',
-
-        typedArray: '',
-        ttsResult: '',
-       
-      }
-    },
-    mounted () {
-        // 播放器
-        var AudioContext = window.AudioContext || window.webkitAudioContext;
-        this.audioCtx = new AudioContext({
-            latencyHint: 'interactive',
-            sampleRate: 24000,
-          });
-        // 定义 play
-        recorder.onplayend = () => {
-        this.onPlay = false
-        this.playText = "播放录音"
-        this.playType = "success"
-        this.$nextTick(()=>{})
-      }
-      // 初始化ws
-      this.ws = new WebSocket("ws://localhost:8010/ws/asr/offlineStream");
-
-      // 定义消息处理逻辑
-      var _that = this
-      this.ws.addEventListener('message', function (event) {
-          _that.allResultList.push("asr:" + event.data)
-          _that.$nextTick(()=>{})
-          _that.getNlp(event.data)
-      })
-    },
-
-    methods: {
-      // 清空录音
-      clearChat(){
-        this.allResultList = []
-      },
-      // 开始录音
-      startRecorder () {
-        if(!this.onReco){
-          this.resumeRecordOnline()
-          recorder.start().then(() => {
-            setInterval(() => {
-              // 持续录音
-              let newData = recorder.getNextData();
-              if (!newData.length) {
-                return;
-              }
-              // 上传到流式测试1
-              this.uploadChunk(newData)
-            }, 500)
-        }, (error) => {
-          console.log("录音出错");
-        })
-        this.onReco = true
-        this.recoType = "danger"
-        this.recoText = "结束录音"
-        this.$nextTick(()=>{
-          })
-        } else {
-          // 结束录音
-          recorder.stop()
-          this.onReco = false
-          this.recoType = "primary"
-          this.recoText = "开始录音"
-          this.$nextTick(()=>{})
-          recorder.clear()
-          // 音频导出成wav,然后上传到服务器
-          // const wavs = recorder.getWAVBlob()
-          // this.uploadFile(wavs, "/api/asr/offline")
-          // console.log(wavs)
-          // 给服务器发送停止指令, 清空缓存数据
-          this.stopRecordOnline()
-        }
-      },
-
-      // 开始录音
-      envRecorder () {
-        if(!this.onReco){
-          recorder.start().then(() => {
-        }, (error) => {
-          console.log("录音出错");
-        })
-        this.onReco = true
-        this.envType = "danger"
-        this.envText = "结束采样"
-        this.$nextTick(()=>{
-          })
-        } else {
-          // 结束录音
-          recorder.stop()
-          this.onReco = false
-          this.envType = "success"
-          this.envText = "环境采样"
-          this.$nextTick(()=>{})
-          const wavs = recorder.getWAVBlob()
-          this.uploadFile(wavs, "/api/asr/collectEnv")
-        }
-      },
-
-
-      // 录音播放
-      playRecorder () {
-        if(!this.onPlay){
-          // 播放音频
-          recorder.play()
-          this.onPlay = true
-          this.playText = "结束播放"
-          this.playType = "warning"
-          this.$nextTick(()=>{})
-        
-        } else {
-          recorder.stopPlay()
-          this.onPlay = false
-          this.playText = "播放录音"
-          this.playType = "success"
-          this.$nextTick(()=>{})
-        }
-      },
-
-      // 上传录音文件
-      async uploadFile(file, post_url){
-        const formData = new FormData()
-        formData.append('files', file)
-        const result = await this.$http.post(post_url, formData);
-        if (result.data.code === 0) {
-              this.asrResultList.push(result.data.result)
-              // this.$message.success(result.data.message);
-          } else {
-              this.$message.error(result.data.message);
-          }
-      },
-      // 上传chunk语音包
-      async uploadChunk(chunkDatas) {
-        chunkDatas.forEach((chunkData) => {
-                this.ws.send(chunkData)
-              })
-
-      },
-
-      // 停止录音,输出成pcm
-      async stopRecordOnline(){
-        const result = await this.$http.get("/api/asr/stopRecord");
-        if (result.data.code === 0) {
-            console.log("Online 录音停止成功")
-          } else {
-            // console.log("chunk 发送失败")
-          }
-      },
-      // 恢复录音，中间抛出的语音，一律不接受
-      async resumeRecordOnline(){
-        const result = await this.$http.get("/api/asr/resumeRecord");
-        if (result.data.code === 0) {
-            console.log("chunk 发送成功")
-          } else {
-            // console.log("chunk 发送失败")
-          }
-      },
-
-      // 请求 NLP 对话结果
-      async getNlp(asrText){
-        
-        // 录音暂停
-        this.onRecoPause = true
-        recorder.pause()
-        this.stopRecordOnline()
-        console.log('录音暂停')
-
-        const result = await this.$http.post("/api/nlp/chat", { chat: asrText});
-        if (result.data.code === 0) {
-              this.allResultList.push("nlp:" + result.data.result)
-              this.getTts(result.data.result)
-              // this.$message.success(result.data.message);
-          } else {
-              this.$message.error(result.data.message);
-          }
-        // console.log("录音恢复")
-      },
-
-    base64ToUint8Array(base64String) {
-      const padding = '='.repeat((4 - base64String.length % 4) % 4);
-       const base64 = (base64String + padding)
-                    .replace(/-/g, '+')
-                    .replace(/_/g, '/');
-
-       const rawData = window.atob(base64);
-       const outputArray = new Uint8Array(rawData.length);
-
-       for (let i = 0; i < rawData.length; ++i) {
-            outputArray[i] = rawData.charCodeAt(i);
-       }
-       return outputArray;
-      },
-
-      // 合成TTS音频
-      async getTts(nlpText){
-        // base64
-        this.ttsResult = await this.$http.post("/api/tts/offline", { text : nlpText});
-        this.typedArray = this.base64ToUint8Array(this.ttsResult.data.result)
-        // console.log("chat", this.typedArray.buffer)
-        this.playAudioData( this.typedArray.buffer )
-
-      },
-
-      // play
-      playAudioData( wav_buffer ) {
-        this.audioCtx.decodeAudioData(wav_buffer, buffer => {
-            this.source = this.audioCtx.createBufferSource();
-            this.source.onended = () => {
-              // 如果被暂停
-              if(this.onRecoPause){
-                console.log("恢复录音")
-                this.onRecoPause = false
-                // 客户端录音恢复
-                recorder.resume()
-                // 服务器录音恢复
-                this.resumeRecordOnline()
-              }
-              
-            }
-            this.source.buffer = buffer;
-            this.source.connect(this.audioCtx.destination);
-            this.source.start();
-        }, function(e) {
-            Recorder.throwError(e);
-        });
-    }
-    },
- 
-  }
-</script>
- 
-<style lang='less' scoped>
- .chatbox {
-  border: 4px solid #F00;
-  // position: fixed;
-  width: 100%;
-  height: 20%;
-  overflow: auto;
- }
-</style>
\ No newline at end of file
diff --git a/demos/speech_web/web_client/src/components/SubMenu/ChatBot/ChatT.vue b/demos/speech_web/web_client/src/components/SubMenu/ChatBot/ChatT.vue
index c37c083f..6db84770 100644
--- a/demos/speech_web/web_client/src/components/SubMenu/ChatBot/ChatT.vue
+++ b/demos/speech_web/web_client/src/components/SubMenu/ChatBot/ChatT.vue
@@ -91,6 +91,10 @@ export default {
     methods: {
         // 开始录音
         startRecorder(){
+          if(this.ws.readyState != this.ws.OPEN){
+                this.$message.error("websocket 链接失败，请检查 Websocket 后端服务是否正确开启")
+                return
+            }
           this.allResultList = []
           if(!this.onReco){
             this.asrResult = this.speakingText
diff --git a/demos/speech_web/web_client/src/components/SubMenu/ENIRE_SAT/ENIRE_SAT.vue b/demos/speech_web/web_client/src/components/SubMenu/ENIRE_SAT/ENIRE_SAT.vue
index e1a4f234..4a0aa2c6 100644
--- a/demos/speech_web/web_client/src/components/SubMenu/ENIRE_SAT/ENIRE_SAT.vue
+++ b/demos/speech_web/web_client/src/components/SubMenu/ENIRE_SAT/ENIRE_SAT.vue
@@ -98,7 +98,7 @@
                         </el-row>
                         <el-row :gutter="20">
                             <el-button v-if='this.cloneWav' type="success" @click="PlaySyn()">播放</el-button>
-                            <el-button v-else disabled type="success" @click="PlaySyn()">播放</el-button>
+                            <el-button v-else disabled type="primary" @click="PlaySyn()">播放</el-button>
                             <el-button v-if='this.cloneWav' type="primary" @click="downLoadCloneWav()">下载</el-button>
                             <el-button v-else disabled type="primary" @click="downLoadCloneWav()">下载</el-button>
                         </el-row>
diff --git a/demos/speech_web/web_client/src/components/SubMenu/FineTune/FineTune.vue b/demos/speech_web/web_client/src/components/SubMenu/FineTune/FineTune.vue
index 895dd586..abf203ae 100644
--- a/demos/speech_web/web_client/src/components/SubMenu/FineTune/FineTune.vue
+++ b/demos/speech_web/web_client/src/components/SubMenu/FineTune/FineTune.vue
@@ -80,7 +80,7 @@
                         </el-row>
 
                         <el-row :gutter="20">
-                            <el-button v-if='this.cloneWav' type="primary" @click="PlaySyn()">播放</el-button>
+                            <el-button v-if='this.cloneWav' type="success" @click="PlaySyn()">播放</el-button>
                             <el-button v-else disabled type="primary" @click="PlaySyn()">播放</el-button>
                             <el-button v-if='this.cloneWav' type="primary" @click="downLoadCloneWav()">下载</el-button>
                             <el-button v-else disabled type="primary" @click="downLoadCloneWav()">下载</el-button>
@@ -126,7 +126,7 @@
               expPath: '',
               wav: '',
               wav_base64: '',
-              ttsText: '',
+              ttsText: '欢迎使用飞桨语音套件',
               cloneWav: '',
               
               onEnrollRec: 0,  // 录音状态
diff --git a/demos/speech_web/web_client/src/components/SubMenu/IE/IE.vue b/demos/speech_web/web_client/src/components/SubMenu/IE/IE.vue
deleted file mode 100644
index c7dd04e9..00000000
--- a/demos/speech_web/web_client/src/components/SubMenu/IE/IE.vue
+++ /dev/null
@@ -1,125 +0,0 @@
-<template>
-    <div class="iebox">
-        <h1>信息抽取体验</h1>
-        <el-button :type="recoType" @click="startRecorder()"  style="margin:1vw;">{{ recoText }}</el-button>
-        <h3>识别结果: {{ asrResultOffline }}</h3>
-        <h4>时间：{{ time }}</h4>
-        <h4>出发地：{{ outset }}</h4>
-        <h4>目的地：{{ destination }}</h4>
-        <h4>费用：{{ amount }}</h4>
-
-    </div>
-</template>
-
-<script>
-import Recorder from 'js-audio-recorder'
-
-const recorder = new Recorder({
-  sampleBits: 16,                 // 采样位数，支持 8 或 16，默认是16
-  sampleRate: 16000,              // 采样率，支持 11025、16000、22050、24000、44100、48000，根据浏览器默认值，我的chrome是48000
-  numChannels: 1,                 // 声道，支持 1 或 2， 默认是1
-  compiling: true
-})
-
-    export default {
-        name: "IE",
-        data(){
-            return {
-                streamAsrResult: '',
-                recoType: "primary",
-                recoText: "开始录音",
-                playType: "success",
-                asrResultOffline: '',
-                onReco: false,
-                ws:'',
-
-                time: '',
-                outset: '',
-                destination: '',
-                amount: ''
-
-            }
-        },
-        methods: {
-            startRecorder () {
-                if(!this.onReco){
-                    recorder.clear()
-                    recorder.start().then(() => {
-                    }, (error) => {
-                    console.log("录音出错");
-                })
-                this.onReco = true
-                this.recoType = "danger"
-                this.recoText = "结束录音"
-                
-                this.time = ''
-                this.outset=''
-                this.destination = ''
-                this.amount = ''
-
-                this.$nextTick(()=>{
-                })
-                } else {
-                // 结束录音
-                    recorder.stop()
-                    this.onReco = false
-                    this.recoType = "primary"
-                    this.recoText = "开始录音"
-                    this.$nextTick(()=>{})
-                    // 音频导出成wav,然后上传到服务器
-                    const wavs = recorder.getWAVBlob()
-                    this.uploadFile(wavs, "/api/asr/offline")
-                }
-            },
-            async uploadFile(file, post_url){
-                const formData = new FormData()
-                formData.append('files', file)
-                const result = await this.$http.post(post_url, formData);
-                if (result.data.code === 0) {
-                    this.asrResultOffline = result.data.result
-                    this.$nextTick(()=>{})
-                    this.$message.success(result.data.message);
-                    this.informationExtract()
-                } else {
-                    this.$message.error(result.data.message);
-                }
-            },
-            async informationExtract(){
-                const postdata = {
-                    chat: this.asrResultOffline
-                }
-                const result = await this.$http.post('/api/nlp/ie', postdata)
-                console.log("ie", result)
-
-                                if(result.data.result[0]['时间']){
-                    this.time = result.data.result[0]['时间'][0]['text']
-                }
-                
-                if(result.data.result[0]['出发地']){
-                    this.outset = result.data.result[0]['出发地'][0]['text']
-                }
-
-                if(result.data.result[0]['目的地']){
-                    this.destination = result.data.result[0]['目的地'][0]['text']
-                }
-
-                if(result.data.result[0]['费用']){
-                    this.amount = result.data.result[0]['费用'][0]['text']
-                }
-            }
-
-        },
-
-        
-    }
-</script>
-
-<style lang="less" scoped>
- .iebox {
-  border: 4px solid #F00;
-  top:80%;
-  width: 100%;
-  height: 20%;
-  overflow: auto;
- }
-</style>
\ No newline at end of file
diff --git a/demos/speech_web/web_client/src/components/SubMenu/TTS/TTST.vue b/demos/speech_web/web_client/src/components/SubMenu/TTS/TTST.vue
index 353221f7..ef559178 100644
--- a/demos/speech_web/web_client/src/components/SubMenu/TTS/TTST.vue
+++ b/demos/speech_web/web_client/src/components/SubMenu/TTS/TTST.vue
@@ -228,6 +228,10 @@ export default {
         },
         // 基于WS的流式合成
         async getTtsChunkWavWS(){
+            if(this.ws.readyState != this.ws.OPEN){
+                this.$message.error("websocket 链接失败，请检查 Websocket 后端服务是否正确开启")
+                return
+            }
             // 初始化 chunks
             chunks = []
             chunk_index = 0
diff --git a/demos/speech_web/web_client/src/components/SubMenu/VPR/VPR.vue b/demos/speech_web/web_client/src/components/SubMenu/VPR/VPR.vue
deleted file mode 100644
index 1fe71e4d..00000000
--- a/demos/speech_web/web_client/src/components/SubMenu/VPR/VPR.vue
+++ /dev/null
@@ -1,178 +0,0 @@
-<template>
-<div class="vprbox">
-        <div>
-      <h1>声纹识别展示</h1>
-    <el-input
-      v-model="spk_id"
-      class="w-50 m-2"
-      size="large"
-      placeholder="spk_id"
-    />
-    <el-button :type="recoType" @click="startRecorder()"  style="margin:1vw;">{{ recoText }}</el-button>
-    <el-button type="primary" @click="Enroll(spk_id)"  style="margin:1vw;"> 注册 </el-button>
-    <el-button type="primary" @click="Recog()"  style="margin:1vw;"> 识别 </el-button>
-    </div>
-    <div>
-        <h2>声纹得分结果</h2>
-        <el-table :data="score_result" style="width: 40%">
-            <el-table-column prop="spkId" label="spk_id" />
-            <el-table-column prop="score" label="score" />
-        </el-table>
-    </div>
-    <div>
-        <h2>声纹数据列表</h2>
-        <el-table :data="vpr_datas" style="width: 40%">
-            <el-table-column prop="spkId" label="spk_id" />
-            <el-table-column label="wav">
-                <template #default="scope2">
-                    <audio :src="'/VPR/vpr/data/?vprId='+scope2.row.vprId" controls>
-                    
-                    </audio>
-                </template>
-            </el-table-column>
-            <el-table-column fixed="right" label="Operations">
-                <template #default="scope">
-                    <el-button @click="Del(scope.row.spkId)" type="text" size="small">Delete</el-button>
-                </template>
-            </el-table-column>
-        </el-table>
-
-    </div>
-    
-</div>
-
-</template>
-
-<script>
-import Recorder from 'js-audio-recorder'
-const recorder = new Recorder({
-  sampleBits: 16,                 // 采样位数，支持 8 或 16，默认是16
-  sampleRate: 16000,              // 采样率，支持 11025、16000、22050、24000、44100、48000，根据浏览器默认值，我的chrome是48000
-  numChannels: 1,                 // 声道，支持 1 或 2， 默认是1
-  compiling: true
-})
-
-
-    export default {
-        name: "VPR",
-        data () {
-            return {
-                url_enroll: '/VPR/vpr/enroll', //注册
-                url_recog: '/VPR/vpr/recog',  //识别
-                url_del: '/VPR/vpr/del',    // 删除
-                url_list: '/VPR/vpr/list',   // 获取列表
-                url_data: '/VPR/vpr/data',   // 获取音频
-
-                spk_id: 'sss',
-                onRecord: false,
-                recoType: "primary",
-                recoText: "开始录音",
-                wav: '',
-
-                score_result: [],
-                vpr_datas: []
-            }
-        },
-        mounted () {
-            this.GetList()
-        },
-        methods: {
-            startRecorder () {
-                this.score_result = []
-                if(!this.onReco){
-                        recorder.start().then(() => {
-                    }, (error) => {
-                    console.log("录音出错");
-                })
-                this.onReco = true
-                this.recoType = "danger"
-                this.recoText = "结束录音"
-                this.$nextTick(()=>{
-                })
-                } else {
-                // 结束录音
-                    recorder.stop()
-                    this.onReco = false
-                    this.recoType = "primary"
-                    this.recoText = "开始录音"
-                    this.$nextTick(()=>{})
-                    // 音频导出成wav,然后上传到服务器
-                    this.wav = recorder.getWAVBlob()
-                }
-            },
-            async Enroll(spk_id){
-                if(this.wav === ''){
-                    this.$message.error("请先完成录音");
-                    return
-                }
-                let formData = new FormData()
-                formData.append('spk_id', this.spk_id)
-                formData.append('audio', this.wav)
-
-                console.log("formData", formData)
-                console.log("spk_id", this.spk_id)
-                const result = await this.$http.post(this.url_enroll, formData);
-                if(result.data.status){
-                    this.$message.success("声纹注册成功")
-                } else {
-                    this.$message.error(result.data.msg)
-                }
-                console.log(result)
-                this.GetList()
-            },
-            async Recog(){
-                this.score_result = []
-                if(this.wav === ''){
-                    this.$message.error("请先完成录音");
-                    return
-                }
-                let formData = new FormData()
-                formData.append('audio', this.wav)
-                const result = await this.$http.post(this.url_recog, formData);
-                console.log(result)
-                result.data.forEach(dat => {
-                    this.score_result.push({
-                        spkId: dat[0],
-                        score: dat[1][1]
-                    })
-                });
-            },
-            async Del(spkId){
-                console.log('spkId', spkId)
-                // 删除用户
-                const result = await this.$http.post(this.url_del, {spk_id: spkId});
-                if(result.data.status){
-                    this.$message.success("删除成功")
-                } else {
-                    this.$message.error(result.data.msg)
-                }
-                this.GetList()
-            },
-            async GetList(){
-                this.vpr_datas =[]
-                const result = await this.$http.get(this.url_list);
-                console.log("list", result)
-                for(let i=0; i<result.data[0].length; i++){
-                    this.vpr_datas.push({
-                        spkId: result.data[0][i],
-                        vprId: result.data[1][i]
-                    })
-                }
-                this.$nextTick(()=>{})
-            },
-            GetData(){},
-        },
-
-    }
-</script>
-
-<style lang='less' scoped>
-.vprbox {
-  border: 4px solid #F00;
-//   position: fixed;
-  top:60%;
-  width: 100%;
-  height: 20%;
-  overflow: auto;
- }
-</style>
\ No newline at end of file
diff --git a/demos/speech_web/web_client/src/components/SubMenu/VPR/VPRT.vue b/demos/speech_web/web_client/src/components/SubMenu/VPR/VPRT.vue
index e398da00..47eb41df 100644
--- a/demos/speech_web/web_client/src/components/SubMenu/VPR/VPRT.vue
+++ b/demos/speech_web/web_client/src/components/SubMenu/VPR/VPRT.vue
@@ -214,14 +214,17 @@ export default {
                 let formData = new FormData()
                 formData.append('spk_id', this.enrollSpkId)
                 formData.append('audio', this.wav)
-
+                
                 const result = await vprEnroll(formData)
+                if (!result){
+                    this.$message.error("请检查后端服务是否正确开启")
+                    return 
+                }
                 if(result.data.status){
                     this.$message.success("声纹注册成功")
                 } else {
                     this.$message.error(result.data.msg)
                 }
-                // console.log(result)
                 this.GetList()
                 this.wav = ''
                 this.randomSpkId()
diff --git a/demos/speech_web/web_client/src/components/SubMenu/VoiceClone/VoiceClone.vue b/demos/speech_web/web_client/src/components/SubMenu/VoiceClone/VoiceClone.vue
index 1e380d28..afa57241 100644
--- a/demos/speech_web/web_client/src/components/SubMenu/VoiceClone/VoiceClone.vue
+++ b/demos/speech_web/web_client/src/components/SubMenu/VoiceClone/VoiceClone.vue
@@ -71,7 +71,7 @@
                         </el-row>
 
                         <el-row :gutter="20">
-                            <el-button v-if='this.cloneWav' type="primary" @click="PlaySyn()">播放</el-button>
+                            <el-button v-if='this.cloneWav' type="success" @click="PlaySyn()">播放</el-button>
                             <el-button v-else disabled type="primary" @click="PlaySyn()">播放</el-button>
                             <el-button v-if='this.cloneWav' type="primary" @click="downLoadCloneWav()">下载</el-button>
                             <el-button v-else disabled type="primary" @click="downLoadCloneWav()">下载</el-button>
@@ -270,6 +270,7 @@ export default {
             } else if (this.nowIndex >= this.vcDatas.length){
                 return this.$message.error("当前序号不可以超过音频个数")
             }
+            this.cloneWav = ""
             let func = ''
             if(this.func_radio === '1'){
                 func = 'ge2e'
@@ -289,12 +290,12 @@ export default {
                 }
             );
             this.g2pOnSys = 0
-            if(!result.data.code){
+            if(result.data.code == 0){
                 this.cloneWav = result.data.result
                 console.log("clone wav: ", this.cloneWav)
-                this.$message.success("音色克隆成功")
+                this.$message.success("音频合成成功")
             } else {
-                this.$message.error(result.data.msg)
+                this.$message.error("音频合成失败，请检查后台错误后重试！")
             }
         },
         // 播放表格

From 63f70c9fd002594ada80c8e39875d5c24a1cdf25 Mon Sep 17 00:00:00 2001
From: liangym <34430015+lym0302@users.noreply.github.com>
Date: Mon, 26 Sep 2022 19:09:49 +0800
Subject: [PATCH 44/61] fix finetune batch size (#2457)

* fix batch_size, test=tts
---
 examples/other/tts_finetune/tts3/local/finetune.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/other/tts_finetune/tts3/local/finetune.py b/examples/other/tts_finetune/tts3/local/finetune.py
index 496c2355..814497aa 100644
--- a/examples/other/tts_finetune/tts3/local/finetune.py
+++ b/examples/other/tts_finetune/tts3/local/finetune.py
@@ -131,10 +131,10 @@ def train_sp(args, config):
         converters=converters, )
 
     # collate function and dataloader
-
+    train_batch_size = min(len(train_metadata), config.batch_size)
     train_sampler = DistributedBatchSampler(
         train_dataset,
-        batch_size=config.batch_size,
+        batch_size=train_batch_size,
         shuffle=True,
         drop_last=True)
 

From 0cd01241dbcb03a7407902ab7b9cba91858aff17 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 27 Sep 2022 15:33:13 +0800
Subject: [PATCH 45/61] Update test_cli.sh

update about text cli
---
 tests/unit/cli/test_cli.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/unit/cli/test_cli.sh b/tests/unit/cli/test_cli.sh
index 15604961..c6837c30 100755
--- a/tests/unit/cli/test_cli.sh
+++ b/tests/unit/cli/test_cli.sh
@@ -7,7 +7,7 @@ wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/cat.wav https://paddlespe
 paddlespeech cls --input ./cat.wav --topk 10
 
 # Punctuation_restoration
-paddlespeech text --input 今天的天气真不错啊你下午有空吗我想约你一起去吃饭
+paddlespeech text --input 今天的天气真不错啊你下午有空吗我想约你一起去吃饭 --model ernie_linear_p3_wudao_fast
 
 # Speech_recognition
 wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/zh.wav https://paddlespeech.bj.bcebos.com/PaddleAudio/en.wav

From 83cd15be0c8077139baaaf82db63fb5ad9697c07 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 27 Sep 2022 17:19:24 +0800
Subject: [PATCH 46/61] Create ernie-3.0.yaml

config file of ernie-3.0-base-zh
---
 examples/iwslt2012/punc0/conf/ernie-3.0.yaml | 44 ++++++++++++++++++++
 1 file changed, 44 insertions(+)
 create mode 100644 examples/iwslt2012/punc0/conf/ernie-3.0.yaml

diff --git a/examples/iwslt2012/punc0/conf/ernie-3.0.yaml b/examples/iwslt2012/punc0/conf/ernie-3.0.yaml
new file mode 100644
index 00000000..845b13fd
--- /dev/null
+++ b/examples/iwslt2012/punc0/conf/ernie-3.0.yaml
@@ -0,0 +1,44 @@
+###########################################################
+#                       DATA SETTING                      #
+###########################################################
+dataset_type: Ernie
+train_path: data/iwslt2012_zh/train.txt
+dev_path: data/iwslt2012_zh/dev.txt
+test_path: data/iwslt2012_zh/test.txt
+batch_size: 64
+num_workers: 2
+data_params: 
+    pretrained_token: ernie-3.0-base-zh
+    punc_path: data/iwslt2012_zh/punc_vocab
+    seq_len: 100
+
+
+###########################################################
+#                       MODEL SETTING                     #
+###########################################################
+model_type: ErnieLinear
+model:
+    pretrained_token: ernie-3.0-base-zh
+    num_classes: 4
+
+###########################################################
+#                     OPTIMIZER SETTING                   #
+###########################################################
+optimizer_params:
+    weight_decay: 1.0e-6               # weight decay coefficient.
+
+scheduler_params:
+    learning_rate: 1.0e-5               # learning rate.
+    gamma: 0.9999                          # scheduler gamma must between(0.0, 1.0) and closer to 1.0 is better.
+
+###########################################################
+#                     TRAINING SETTING                    #
+###########################################################
+max_epoch: 20
+num_snapshots: 5
+
+###########################################################
+#                     OTHER SETTING                       #
+###########################################################
+num_snapshots: 10                 # max number of snapshots to keep while training
+seed: 42                          # random seed for paddle, random, and np.random

From ae8076c7462b277cdb252f44dcb6e9616348fac3 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 27 Sep 2022 17:21:20 +0800
Subject: [PATCH 47/61] Rename ernie-3.0.yaml to ernie-3.0-base.yaml

---
 .../iwslt2012/punc0/conf/{ernie-3.0.yaml => ernie-3.0-base.yaml}  | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename examples/iwslt2012/punc0/conf/{ernie-3.0.yaml => ernie-3.0-base.yaml} (100%)

diff --git a/examples/iwslt2012/punc0/conf/ernie-3.0.yaml b/examples/iwslt2012/punc0/conf/ernie-3.0-base.yaml
similarity index 100%
rename from examples/iwslt2012/punc0/conf/ernie-3.0.yaml
rename to examples/iwslt2012/punc0/conf/ernie-3.0-base.yaml

From 7753a3bddc2f29ad5ac9cd14088c9db26aec0573 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 27 Sep 2022 17:22:26 +0800
Subject: [PATCH 48/61] Create ernie-3.0-medium-zh

config file of ernie-3.0-medium-zh
---
 .../iwslt2012/punc0/conf/ernie-3.0-medium-zh  | 44 +++++++++++++++++++
 1 file changed, 44 insertions(+)
 create mode 100644 examples/iwslt2012/punc0/conf/ernie-3.0-medium-zh

diff --git a/examples/iwslt2012/punc0/conf/ernie-3.0-medium-zh b/examples/iwslt2012/punc0/conf/ernie-3.0-medium-zh
new file mode 100644
index 00000000..392ba011
--- /dev/null
+++ b/examples/iwslt2012/punc0/conf/ernie-3.0-medium-zh
@@ -0,0 +1,44 @@
+###########################################################
+#                       DATA SETTING                      #
+###########################################################
+dataset_type: Ernie
+train_path: data/iwslt2012_zh/train.txt
+dev_path: data/iwslt2012_zh/dev.txt
+test_path: data/iwslt2012_zh/test.txt
+batch_size: 64
+num_workers: 2
+data_params: 
+    pretrained_token: ernie-3.0-medium-zh
+    punc_path: data/iwslt2012_zh/punc_vocab
+    seq_len: 100
+
+
+###########################################################
+#                       MODEL SETTING                     #
+###########################################################
+model_type: ErnieLinear
+model:
+    pretrained_token: ernie-3.0-medium-zh
+    num_classes: 4
+
+###########################################################
+#                     OPTIMIZER SETTING                   #
+###########################################################
+optimizer_params:
+    weight_decay: 1.0e-6               # weight decay coefficient.
+
+scheduler_params:
+    learning_rate: 1.0e-5               # learning rate.
+    gamma: 0.9999                          # scheduler gamma must between(0.0, 1.0) and closer to 1.0 is better.
+
+###########################################################
+#                     TRAINING SETTING                    #
+###########################################################
+max_epoch: 20
+num_snapshots: 5
+
+###########################################################
+#                     OTHER SETTING                       #
+###########################################################
+num_snapshots: 10                 # max number of snapshots to keep while training
+seed: 42                          # random seed for paddle, random, and np.random

From ca780d7edccea488ef50d2c1cb52e0c29c98a7e3 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 27 Sep 2022 17:22:47 +0800
Subject: [PATCH 49/61] Rename ernie-3.0-medium-zh to ernie-3.0-medium.yaml

---
 .../punc0/conf/{ernie-3.0-medium-zh => ernie-3.0-medium.yaml}     | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename examples/iwslt2012/punc0/conf/{ernie-3.0-medium-zh => ernie-3.0-medium.yaml} (100%)

diff --git a/examples/iwslt2012/punc0/conf/ernie-3.0-medium-zh b/examples/iwslt2012/punc0/conf/ernie-3.0-medium.yaml
similarity index 100%
rename from examples/iwslt2012/punc0/conf/ernie-3.0-medium-zh
rename to examples/iwslt2012/punc0/conf/ernie-3.0-medium.yaml

From 83fd9589a1a047bbdaef12b94e40cdb9ece0b9b7 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 27 Sep 2022 17:23:25 +0800
Subject: [PATCH 50/61] Create ernie-3.0-mini.yaml

---
 .../iwslt2012/punc0/conf/ernie-3.0-mini.yaml  | 44 +++++++++++++++++++
 1 file changed, 44 insertions(+)
 create mode 100644 examples/iwslt2012/punc0/conf/ernie-3.0-mini.yaml

diff --git a/examples/iwslt2012/punc0/conf/ernie-3.0-mini.yaml b/examples/iwslt2012/punc0/conf/ernie-3.0-mini.yaml
new file mode 100644
index 00000000..c57fd94a
--- /dev/null
+++ b/examples/iwslt2012/punc0/conf/ernie-3.0-mini.yaml
@@ -0,0 +1,44 @@
+###########################################################
+#                       DATA SETTING                      #
+###########################################################
+dataset_type: Ernie
+train_path: data/iwslt2012_zh/train.txt
+dev_path: data/iwslt2012_zh/dev.txt
+test_path: data/iwslt2012_zh/test.txt
+batch_size: 64
+num_workers: 2
+data_params: 
+    pretrained_token: ernie-3.0-mini-zh
+    punc_path: data/iwslt2012_zh/punc_vocab
+    seq_len: 100
+
+
+###########################################################
+#                       MODEL SETTING                     #
+###########################################################
+model_type: ErnieLinear
+model:
+    pretrained_token: ernie-3.0-mini-zh
+    num_classes: 4
+
+###########################################################
+#                     OPTIMIZER SETTING                   #
+###########################################################
+optimizer_params:
+    weight_decay: 1.0e-6               # weight decay coefficient.
+
+scheduler_params:
+    learning_rate: 1.0e-5               # learning rate.
+    gamma: 0.9999                          # scheduler gamma must between(0.0, 1.0) and closer to 1.0 is better.
+
+###########################################################
+#                     TRAINING SETTING                    #
+###########################################################
+max_epoch: 20
+num_snapshots: 5
+
+###########################################################
+#                     OTHER SETTING                       #
+###########################################################
+num_snapshots: 10                 # max number of snapshots to keep while training
+seed: 42                          # random seed for paddle, random, and np.random

From 402770f1933e21df5be244e3d39e1c28aa7945e0 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 27 Sep 2022 17:23:57 +0800
Subject: [PATCH 51/61] Create ernie-3.0-nano-zh

---
 .../iwslt2012/punc0/conf/ernie-3.0-nano-zh    | 44 +++++++++++++++++++
 1 file changed, 44 insertions(+)
 create mode 100644 examples/iwslt2012/punc0/conf/ernie-3.0-nano-zh

diff --git a/examples/iwslt2012/punc0/conf/ernie-3.0-nano-zh b/examples/iwslt2012/punc0/conf/ernie-3.0-nano-zh
new file mode 100644
index 00000000..a7a84c4c
--- /dev/null
+++ b/examples/iwslt2012/punc0/conf/ernie-3.0-nano-zh
@@ -0,0 +1,44 @@
+###########################################################
+#                       DATA SETTING                      #
+###########################################################
+dataset_type: Ernie
+train_path: data/iwslt2012_zh/train.txt
+dev_path: data/iwslt2012_zh/dev.txt
+test_path: data/iwslt2012_zh/test.txt
+batch_size: 64
+num_workers: 2
+data_params: 
+    pretrained_token: ernie-3.0-nano-zh
+    punc_path: data/iwslt2012_zh/punc_vocab
+    seq_len: 100
+
+
+###########################################################
+#                       MODEL SETTING                     #
+###########################################################
+model_type: ErnieLinear
+model:
+    pretrained_token: ernie-3.0-nano-zh
+    num_classes: 4
+
+###########################################################
+#                     OPTIMIZER SETTING                   #
+###########################################################
+optimizer_params:
+    weight_decay: 1.0e-6               # weight decay coefficient.
+
+scheduler_params:
+    learning_rate: 1.0e-5               # learning rate.
+    gamma: 0.9999                          # scheduler gamma must between(0.0, 1.0) and closer to 1.0 is better.
+
+###########################################################
+#                     TRAINING SETTING                    #
+###########################################################
+max_epoch: 20
+num_snapshots: 5
+
+###########################################################
+#                     OTHER SETTING                       #
+###########################################################
+num_snapshots: 10                 # max number of snapshots to keep while training
+seed: 42                          # random seed for paddle, random, and np.random

From d016584a3cabd48de3a59d180e7544b0bfcb512a Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 27 Sep 2022 17:24:16 +0800
Subject: [PATCH 52/61] Rename ernie-3.0-nano-zh to ernie-3.0-nano-zh.yaml

---
 .../punc0/conf/{ernie-3.0-nano-zh => ernie-3.0-nano-zh.yaml}      | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename examples/iwslt2012/punc0/conf/{ernie-3.0-nano-zh => ernie-3.0-nano-zh.yaml} (100%)

diff --git a/examples/iwslt2012/punc0/conf/ernie-3.0-nano-zh b/examples/iwslt2012/punc0/conf/ernie-3.0-nano-zh.yaml
similarity index 100%
rename from examples/iwslt2012/punc0/conf/ernie-3.0-nano-zh
rename to examples/iwslt2012/punc0/conf/ernie-3.0-nano-zh.yaml

From bdf577b43af147c010218c9d6970a23e37835600 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 27 Sep 2022 17:24:48 +0800
Subject: [PATCH 53/61] Create Ernie-tiny.yaml

---
 examples/iwslt2012/punc0/conf/Ernie-tiny.yaml | 44 +++++++++++++++++++
 1 file changed, 44 insertions(+)
 create mode 100644 examples/iwslt2012/punc0/conf/Ernie-tiny.yaml

diff --git a/examples/iwslt2012/punc0/conf/Ernie-tiny.yaml b/examples/iwslt2012/punc0/conf/Ernie-tiny.yaml
new file mode 100644
index 00000000..6a5b7fee
--- /dev/null
+++ b/examples/iwslt2012/punc0/conf/Ernie-tiny.yaml
@@ -0,0 +1,44 @@
+###########################################################
+#                       DATA SETTING                      #
+###########################################################
+dataset_type: Ernie
+train_path: data/iwslt2012_zh/train.txt
+dev_path: data/iwslt2012_zh/dev.txt
+test_path: data/iwslt2012_zh/test.txt
+batch_size: 64
+num_workers: 2
+data_params: 
+    pretrained_token: ernie-tiny
+    punc_path: data/iwslt2012_zh/punc_vocab
+    seq_len: 100
+
+
+###########################################################
+#                       MODEL SETTING                     #
+###########################################################
+model_type: ErnieLinear
+model:
+    pretrained_token: ernie-tiny
+    num_classes: 4
+
+###########################################################
+#                     OPTIMIZER SETTING                   #
+###########################################################
+optimizer_params:
+    weight_decay: 1.0e-6               # weight decay coefficient.
+
+scheduler_params:
+    learning_rate: 1.0e-5               # learning rate.
+    gamma: 0.9999                          # scheduler gamma must between(0.0, 1.0) and closer to 1.0 is better.
+
+###########################################################
+#                     TRAINING SETTING                    #
+###########################################################
+max_epoch: 20
+num_snapshots: 5
+
+###########################################################
+#                     OTHER SETTING                       #
+###########################################################
+num_snapshots: 10                 # max number of snapshots to keep while training
+seed: 42                          # random seed for paddle, random, and np.random

From 4c70f71671ac75d57dd4eb499580c68e83a35360 Mon Sep 17 00:00:00 2001
From: Zhao Yuting <91456992+THUzyt21@users.noreply.github.com>
Date: Tue, 27 Sep 2022 17:25:06 +0800
Subject: [PATCH 54/61] Rename Ernie-tiny.yaml to ernie-tiny.yaml

---
 .../iwslt2012/punc0/conf/{Ernie-tiny.yaml => ernie-tiny.yaml}     | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename examples/iwslt2012/punc0/conf/{Ernie-tiny.yaml => ernie-tiny.yaml} (100%)

diff --git a/examples/iwslt2012/punc0/conf/Ernie-tiny.yaml b/examples/iwslt2012/punc0/conf/ernie-tiny.yaml
similarity index 100%
rename from examples/iwslt2012/punc0/conf/Ernie-tiny.yaml
rename to examples/iwslt2012/punc0/conf/ernie-tiny.yaml

From ae90c51bd6a8ecb4d0b25759b86179ebb88e6cc2 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Tue, 27 Sep 2022 12:13:05 +0000
Subject: [PATCH 55/61] add Speaker Diarization in readme, test=doc

---
 README.md    | 28 ++++++++++++++++++++++++++--
 README_cn.md | 34 +++++++++++++++++++++++++++++-----
 2 files changed, 55 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index 59c61f77..63466da8 100644
--- a/README.md
+++ b/README.md
@@ -19,8 +19,6 @@
 <div align="center">  
 <h4>
     <a href="#quick-start"> Quick Start </a>
-  | <a href="#quick-start-server"> Quick Start Server </a>
-  | <a href="#quick-start-streaming-server"> Quick Start Streaming Server</a>
   | <a href="#documents"> Documents </a>
   | <a href="#model-list"> Models List </a>
   | <a href="https://aistudio.baidu.com/aistudio/education/group/info/25130"> AIStudio Courses </a>
@@ -714,6 +712,31 @@ PaddleSpeech supports a series of most popular models. They are summarized in [r
   </tbody>
 </table>
 
+<a name="SpeakerDiarization"></a>
+
+**Speaker Diarization**
+
+<table style="width:100%">
+  <thead>
+    <tr>
+      <th> Task </th>
+      <th> Dataset </th>
+      <th> Model Type </th>
+      <th> Example </th>
+    </tr>
+  </thead>
+  <tbody>
+  <tr>
+      <td>Speaker Diarization</td>
+     <td>AMI</td>
+      <td>ECAPA-TDNN + AHC / SC</td>
+      <td>
+      <a href = "./examples/ami/sd0">ecapa-tdnn-ami</a>
+      </td>
+    </tr>
+  </tbody>
+</table>
+
 <a name="PunctuationRestoration"></a>
 
 **Punctuation Restoration**
@@ -767,6 +790,7 @@ Normally, [Speech SoTA](https://paperswithcode.com/area/speech), [Audio SoTA](ht
   - [Text-to-Speech](#TextToSpeech)
   - [Audio Classification](#AudioClassification)
   - [Speaker Verification](#SpeakerVerification)
+  - [Speaker Diarization](#SpeakerDiarization)
   - [Punctuation Restoration](#PunctuationRestoration)
 - [Community](#Community)
 - [Welcome to contribute](#contribution)
diff --git a/README_cn.md b/README_cn.md
index 070a656a..2b473091 100644
--- a/README_cn.md
+++ b/README_cn.md
@@ -19,10 +19,8 @@
 </p>
 <div align="center">  
 <h4>
-  <a href="#安装"> 安装 </a>
+    <a href="#安装"> 安装 </a>
   | <a href="#快速开始"> 快速开始 </a>
-  | <a href="#快速使用服务"> 快速使用服务 </a>
-  | <a href="#快速使用流式服务"> 快速使用流式服务 </a>
   | <a href="#教程文档"> 教程文档 </a>
   | <a href="#模型列表"> 模型列表 </a>
   | <a href="https://aistudio.baidu.com/aistudio/education/group/info/25130"> AIStudio 课程 </a>
@@ -717,8 +715,8 @@ PaddleSpeech 的 **语音合成** 主要包含三个模块：文本前端、声
   </thead>
   <tbody>
   <tr>
-      <td>Speaker Verification</td>
-      <td>VoxCeleb12</td>
+      <td>声纹识别</td>
+      <td>VoxCeleb1/2</td>
       <td>ECAPA-TDNN</td>
       <td>
       <a href = "./examples/voxceleb/sv0">ecapa-tdnn-voxceleb12</a>
@@ -727,6 +725,31 @@ PaddleSpeech 的 **语音合成** 主要包含三个模块：文本前端、声
   </tbody>
 </table>
 
+<a name="说话人日志模型"></a>
+
+**说话人日志**
+
+<table style="width:100%">
+  <thead>
+    <tr>
+      <th> 任务 </th>
+      <th> 数据集 </th>
+      <th> 模型类型 </th>
+      <th> 脚本 </th>
+    </tr>
+  </thead>
+  <tbody>
+  <tr>
+      <td>说话人日志</td>
+      <td>AMI</td>
+      <td>ECAPA-TDNN + AHC / SC</td>
+      <td>
+      <a href = "./examples/ami/sd0">ecapa-tdnn-ami</a>
+      </td>
+    </tr>
+  </tbody>
+</table>
+
 <a name="标点恢复模型"></a>
 
 **标点恢复**
@@ -786,6 +809,7 @@ PaddleSpeech 的 **语音合成** 主要包含三个模块：文本前端、声
   - [语音合成](#语音合成模型)
   - [声音分类](#声音分类模型)
   - [声纹识别](#声纹识别模型)
+  - [说话人日志](#说话人日志模型)
   - [标点恢复](#标点恢复模型)
 - [技术交流群](#技术交流群)
 - [欢迎贡献](#欢迎贡献)

From 1e4f4dc5d35364ec4754c06c3cf58ddb7e25f042 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Tue, 27 Sep 2022 21:25:37 +0800
Subject: [PATCH 56/61] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 63466da8..ca407110 100644
--- a/README.md
+++ b/README.md
@@ -703,7 +703,7 @@ PaddleSpeech supports a series of most popular models. They are summarized in [r
   <tbody>
   <tr>
       <td>Speaker Verification</td>
-      <td>VoxCeleb12</td>
+      <td>VoxCeleb1/2</td>
       <td>ECAPA-TDNN</td>
       <td>
       <a href = "./examples/voxceleb/sv0">ecapa-tdnn-voxceleb12</a>

From 4e55c2067f54d2747a06712562fa2ca0eda48e07 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Wed, 28 Sep 2022 11:39:07 +0800
Subject: [PATCH 57/61] Update README.md

---
 README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README.md b/README.md
index ca407110..d3328776 100644
--- a/README.md
+++ b/README.md
@@ -157,6 +157,8 @@ Via the easy-to-use, efficient, flexible and scalable implementation, our vision
   - 🧩  *Cascaded models application*: as an extension of the typical traditional audio tasks, we combine the workflows of the aforementioned tasks with other fields like Natural language processing (NLP) and Computer Vision (CV).
 
 ### Recent Update
+- 🔥 2022.09.26: Add Voice Cloning, TTS finetune, and ERNIE-SAT in [PaddleSpeech Web Demo](./demos/speech_web).
+- ⚡ 2022.09.09: Add AISHELL-3 Voice Cloning with ECAPA-TDNN.
 - ⚡ 2022.08.25: Release TTS [finetune](./examples/other/tts_finetune/tts3) example.
 - 🔥 2022.08.22: Add ERNIE-SAT models: [ERNIE-SAT-vctk](./examples/vctk/ernie_sat)、[ERNIE-SAT-aishell3](./examples/aishell3/ernie_sat)、[ERNIE-SAT-zh_en](./examples/aishell3_vctk/ernie_sat).
 - 🔥 2022.08.15: Add [g2pW](https://github.com/GitYCC/g2pW) into TTS Chinese Text Frontend.

From faa08085110bf4aacc8e4eab416635d7a69a2b05 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Wed, 28 Sep 2022 11:43:40 +0800
Subject: [PATCH 58/61] Update README_cn.md

---
 README_cn.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README_cn.md b/README_cn.md
index 2b473091..f3e176e3 100644
--- a/README_cn.md
+++ b/README_cn.md
@@ -179,6 +179,8 @@
 </div>
 
 ### 近期更新
+- 🔥 2022.09.26: 新增 Voice Cloning, TTS finetune 和 ERNIE-SAT 到 [PaddleSpeech Web Demo](./demos/speech_web)。
+- ⚡ 2022.09.09: 新增基于 ECAPA-TDNN 声纹模型的 AISHELL-3 Voice Cloning [示例](./examples/aishell3/vc2)。
 - ⚡ 2022.08.25: 发布 TTS [finetune](./examples/other/tts_finetune/tts3) 示例。
 - 🔥 2022.08.22: 新增 ERNIE-SAT 模型: [ERNIE-SAT-vctk](./examples/vctk/ernie_sat)、[ERNIE-SAT-aishell3](./examples/aishell3/ernie_sat)、[ERNIE-SAT-zh_en](./examples/aishell3_vctk/ernie_sat)。
 - 🔥 2022.08.15: 将 [g2pW](https://github.com/GitYCC/g2pW) 引入 TTS 中文文本前端。

From 175f0e7ba71535cc5d59b42f8cfd5842b0f4eda9 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Wed, 28 Sep 2022 11:46:14 +0800
Subject: [PATCH 59/61] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index d3328776..72db64b7 100644
--- a/README.md
+++ b/README.md
@@ -158,7 +158,7 @@ Via the easy-to-use, efficient, flexible and scalable implementation, our vision
 
 ### Recent Update
 - 🔥 2022.09.26: Add Voice Cloning, TTS finetune, and ERNIE-SAT in [PaddleSpeech Web Demo](./demos/speech_web).
-- ⚡ 2022.09.09: Add AISHELL-3 Voice Cloning with ECAPA-TDNN.
+- ⚡ 2022.09.09: Add AISHELL-3 Voice Cloning [example](./examples/aishell3/vc2) with ECAPA-TDNN speaker encoder.
 - ⚡ 2022.08.25: Release TTS [finetune](./examples/other/tts_finetune/tts3) example.
 - 🔥 2022.08.22: Add ERNIE-SAT models: [ERNIE-SAT-vctk](./examples/vctk/ernie_sat)、[ERNIE-SAT-aishell3](./examples/aishell3/ernie_sat)、[ERNIE-SAT-zh_en](./examples/aishell3_vctk/ernie_sat).
 - 🔥 2022.08.15: Add [g2pW](https://github.com/GitYCC/g2pW) into TTS Chinese Text Frontend.

From 764fa0a8599a6b20c6f719b70bb45a3b4d52b245 Mon Sep 17 00:00:00 2001
From: TianYuan <white-sky@qq.com>
Date: Wed, 28 Sep 2022 11:47:27 +0800
Subject: [PATCH 60/61] Update README_cn.md

---
 README_cn.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README_cn.md b/README_cn.md
index f3e176e3..725f7eda 100644
--- a/README_cn.md
+++ b/README_cn.md
@@ -179,7 +179,7 @@
 </div>
 
 ### 近期更新
-- 🔥 2022.09.26: 新增 Voice Cloning, TTS finetune 和 ERNIE-SAT 到 [PaddleSpeech Web Demo](./demos/speech_web)。
+- 🔥 2022.09.26: 新增 Voice Cloning, TTS finetune 和 ERNIE-SAT 到 [PaddleSpeech 网页应用](./demos/speech_web)。
 - ⚡ 2022.09.09: 新增基于 ECAPA-TDNN 声纹模型的 AISHELL-3 Voice Cloning [示例](./examples/aishell3/vc2)。
 - ⚡ 2022.08.25: 发布 TTS [finetune](./examples/other/tts_finetune/tts3) 示例。
 - 🔥 2022.08.22: 新增 ERNIE-SAT 模型: [ERNIE-SAT-vctk](./examples/vctk/ernie_sat)、[ERNIE-SAT-aishell3](./examples/aishell3/ernie_sat)、[ERNIE-SAT-zh_en](./examples/aishell3_vctk/ernie_sat)。

From 404708c64006dcff731204f9d9cbf7e616cdd7dc Mon Sep 17 00:00:00 2001
From: tianhao zhang <15600919271@163.com>
Date: Wed, 28 Sep 2022 11:15:06 +0000
Subject: [PATCH 61/61] fix s2t gpu training hang

---
 examples/aishell/asr0/local/train.sh     | 4 ++++
 examples/aishell/asr1/local/train.sh     | 4 ++++
 examples/librispeech/asr0/local/train.sh | 4 ++++
 examples/librispeech/asr1/local/train.sh | 4 ++++
 examples/librispeech/asr2/local/train.sh | 4 ++++
 examples/timit/asr1/local/train.sh       | 4 ++++
 examples/tiny/asr0/local/train.sh        | 4 ++++
 examples/tiny/asr1/local/train.sh        | 4 ++++
 examples/wenetspeech/asr1/local/train.sh | 4 ++++
 9 files changed, 36 insertions(+)

diff --git a/examples/aishell/asr0/local/train.sh b/examples/aishell/asr0/local/train.sh
index 256b30d2..2b71b7f7 100755
--- a/examples/aishell/asr0/local/train.sh
+++ b/examples/aishell/asr0/local/train.sh
@@ -26,6 +26,10 @@ if [ ${seed} != 0 ]; then
     export FLAGS_cudnn_deterministic=True
 fi
 
+# default memeory allocator strategy may case gpu training hang
+# for no OOM raised when memory exhaused
+export FLAGS_allocator_strategy=naive_best_fit
+
 if [ ${ngpu} == 0 ]; then
 python3 -u ${BIN_DIR}/train.py \
 --ngpu ${ngpu} \
diff --git a/examples/aishell/asr1/local/train.sh b/examples/aishell/asr1/local/train.sh
index f514de30..bfa8dd97 100755
--- a/examples/aishell/asr1/local/train.sh
+++ b/examples/aishell/asr1/local/train.sh
@@ -35,6 +35,10 @@ echo ${ips_config}
 
 mkdir -p exp
 
+# default memeory allocator strategy may case gpu training hang
+# for no OOM raised when memory exhaused
+export FLAGS_allocator_strategy=naive_best_fit
+
 if [ ${ngpu} == 0 ]; then
 python3 -u ${BIN_DIR}/train.py \
 --ngpu ${ngpu} \
diff --git a/examples/librispeech/asr0/local/train.sh b/examples/librispeech/asr0/local/train.sh
index 71659e28..bb41fd55 100755
--- a/examples/librispeech/asr0/local/train.sh
+++ b/examples/librispeech/asr0/local/train.sh
@@ -26,6 +26,10 @@ if [ ${seed} != 0 ]; then
     export FLAGS_cudnn_deterministic=True
 fi
 
+# default memeory allocator strategy may case gpu training hang
+# for no OOM raised when memory exhaused
+export FLAGS_allocator_strategy=naive_best_fit
+
 if [ ${ngpu} == 0 ]; then
 python3 -u ${BIN_DIR}/train.py \
 --ngpu ${ngpu} \
diff --git a/examples/librispeech/asr1/local/train.sh b/examples/librispeech/asr1/local/train.sh
index f729ed22..e274b913 100755
--- a/examples/librispeech/asr1/local/train.sh
+++ b/examples/librispeech/asr1/local/train.sh
@@ -29,6 +29,10 @@ fi
 # export FLAGS_cudnn_exhaustive_search=true
 # export FLAGS_conv_workspace_size_limit=4000
 
+# default memeory allocator strategy may case gpu training hang
+# for no OOM raised when memory exhaused
+export FLAGS_allocator_strategy=naive_best_fit
+
 if [ ${ngpu} == 0 ]; then
 python3 -u ${BIN_DIR}/train.py \
 --ngpu ${ngpu} \
diff --git a/examples/librispeech/asr2/local/train.sh b/examples/librispeech/asr2/local/train.sh
index 1f414ad4..c2f2d4b6 100755
--- a/examples/librispeech/asr2/local/train.sh
+++ b/examples/librispeech/asr2/local/train.sh
@@ -26,6 +26,10 @@ if [ ${seed} != 0 ]; then
     export FLAGS_cudnn_deterministic=True
 fi
 
+# default memeory allocator strategy may case gpu training hang
+# for no OOM raised when memory exhaused
+export FLAGS_allocator_strategy=naive_best_fit
+
 if [ ${ngpu} == 0 ]; then
 python3 -u ${BIN_DIR}/train.py \
 --ngpu ${ngpu} \
diff --git a/examples/timit/asr1/local/train.sh b/examples/timit/asr1/local/train.sh
index 66140758..1088c7ff 100755
--- a/examples/timit/asr1/local/train.sh
+++ b/examples/timit/asr1/local/train.sh
@@ -19,6 +19,10 @@ if [ ${seed} != 0  ]; then
     export FLAGS_cudnn_deterministic=True
 fi
 
+# default memeory allocator strategy may case gpu training hang
+# for no OOM raised when memory exhaused
+export FLAGS_allocator_strategy=naive_best_fit
+
 if [ ${ngpu} == 0 ]; then
 python3 -u ${BIN_DIR}/train.py \
 --ngpu ${ngpu} \
diff --git a/examples/tiny/asr0/local/train.sh b/examples/tiny/asr0/local/train.sh
index 8b67902f..e233a0c0 100755
--- a/examples/tiny/asr0/local/train.sh
+++ b/examples/tiny/asr0/local/train.sh
@@ -32,6 +32,10 @@ fi
 
 mkdir -p exp
 
+# default memeory allocator strategy may case gpu training hang
+# for no OOM raised when memory exhaused
+export FLAGS_allocator_strategy=naive_best_fit
+
 if [ ${ngpu} == 0 ]; then
 python3 -u ${BIN_DIR}/train.py \
 --ngpu ${ngpu} \
diff --git a/examples/tiny/asr1/local/train.sh b/examples/tiny/asr1/local/train.sh
index 459f2e21..fbfb41f6 100755
--- a/examples/tiny/asr1/local/train.sh
+++ b/examples/tiny/asr1/local/train.sh
@@ -34,6 +34,10 @@ fi
 
 mkdir -p exp
 
+# default memeory allocator strategy may case gpu training hang
+# for no OOM raised when memory exhaused
+export FLAGS_allocator_strategy=naive_best_fit
+
 if [ ${ngpu} == 0 ]; then
 python3 -u ${BIN_DIR}/train.py \
 --ngpu ${ngpu} \
diff --git a/examples/wenetspeech/asr1/local/train.sh b/examples/wenetspeech/asr1/local/train.sh
index 01af00b6..6813d270 100755
--- a/examples/wenetspeech/asr1/local/train.sh
+++ b/examples/wenetspeech/asr1/local/train.sh
@@ -35,6 +35,10 @@ echo ${ips_config}
 
 mkdir -p exp
 
+# default memeory allocator strategy may case gpu training hang
+# for no OOM raised when memory exhaused
+export FLAGS_allocator_strategy=naive_best_fit
+
 if [ ${ngpu} == 0 ]; then
 python3 -u ${BIN_DIR}/train.py \
 --ngpu ${ngpu} \