diff --git a/examples/other/rhy/README.md b/examples/other/rhy/README.md
new file mode 100644
index 00000000..5a70c1d2
--- /dev/null
+++ b/examples/other/rhy/README.md
@@ -0,0 +1,41 @@
+# Rhythm Prediction with CSMSC and AiShell3
+
+## Get Started
+### Data Preprocessing
+```bash
+./run.sh --stage 0 --stop-stage 0
+```
+### Model Training
+```bash
+./run.sh --stage 1 --stop-stage 1
+```
+### Testing
+```bash
+./run.sh --stage 2 --stop-stage 2
+```
+### Punctuation Restoration
+```bash
+./run.sh --stage 3 --stop-stage 3
+```
+## Pretrained Model
+The pretrained model can be downloaded here:
+
+[ernie-1.0_aishellcsmsc_ckpt_1.3.0.zip](https://paddlespeech.bj.bcebos.com/Parakeet/released_models/rhy_predict/ernie-1.0_aishellcsmsc_ckpt_1.3.0.zip)
+
+And you should put it into `exp/${YOUREXP}/checkpoints` folder.
+
+## Rhythm mapping
+Four punctuation marks are used to denote the rhythm marks respectively:
+|ryh_token|csmsc|aishll3|
+|:---: |:---: |:---: |
+|%|#1|%|
+|`|#2||
+|~|#3||
+|$|#4|$|
+
+## Prediction Results
+|       |  #1  |  #2 |  #3  |  #4  |
+|:-----:|:-----:|:-----:|:-----:|:-----:|  
+|Precision  |0.90  |0.66  |0.91  |0.90|
+|Recall     |0.92  |0.62  |0.83  |0.85|
+|F1         |0.91  |0.64  |0.87  |0.87|
diff --git a/examples/other/rhy/conf/default.yaml b/examples/other/rhy/conf/default.yaml
new file mode 100644
index 00000000..1eb90f11
--- /dev/null
+++ b/examples/other/rhy/conf/default.yaml
@@ -0,0 +1,44 @@
+###########################################################
+#                       DATA SETTING                      #
+###########################################################
+dataset_type: Ernie
+train_path: data/train.txt
+dev_path: data/dev.txt
+test_path: data/test.txt
+batch_size: 64
+num_workers: 2
+data_params: 
+    pretrained_token: ernie-1.0
+    punc_path: data/rhy_token
+    seq_len: 100
+
+
+###########################################################
+#                       MODEL SETTING                     #
+###########################################################
+model_type: ErnieLinear
+model:
+    pretrained_token: ernie-1.0
+    num_classes: 5
+
+###########################################################
+#                     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
diff --git a/examples/other/rhy/data/rhy_token b/examples/other/rhy/data/rhy_token
new file mode 100644
index 00000000..bf1fe253
--- /dev/null
+++ b/examples/other/rhy/data/rhy_token
@@ -0,0 +1,4 @@
+%
+`
+~
+$
\ No newline at end of file
diff --git a/examples/other/rhy/local/data.sh b/examples/other/rhy/local/data.sh
new file mode 100755
index 00000000..93b13487
--- /dev/null
+++ b/examples/other/rhy/local/data.sh
@@ -0,0 +1,26 @@
+#!/bin/bash
+
+if [ ! -f 000001-010000.txt ]; then
+    wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/rhy_predict/000001-010000.txt
+fi
+
+if [ ! -f label_train-set.txt ]; then
+    wget https://paddlespeech.bj.bcebos.com/Parakeet/released_models/rhy_predict/label_train-set.txt
+fi
+
+
+aishell_data=$1
+csmsc_data=$2
+processed_path=$3
+
+python3 ./local/pre_for_sp_csmsc.py \
+    --data=${csmsc_data} \
+    --processed_path=${processed_path}
+
+python3 ./local/pre_for_sp_aishell.py \
+    --data=${aishell_data} \
+    --processed_path=${processed_path}
+
+
+echo "Finish data preparation."
+exit 0
diff --git a/examples/other/rhy/local/pre_for_sp_aishell.py b/examples/other/rhy/local/pre_for_sp_aishell.py
new file mode 100644
index 00000000..a2a71668
--- /dev/null
+++ b/examples/other/rhy/local/pre_for_sp_aishell.py
@@ -0,0 +1,51 @@
+import argparse
+import os
+import re
+
+# This is the replacement for rhythm labels to predict.
+# 韵律标签的代替
+replace_ = {"#1": "%", "#2": "`", "#3": "~", "#4": "$"}
+
+
+def replace_rhy_with_punc(line):
+    # r'[：、，；。？！,.:;"?!”’《》【】<=>{}()（）#&@“”^_|…\\]%*$', '', line)     #参考checkcheck_oov.py,
+    line = re.sub(r'[：、，；。？！,.:;"?!’《》【】<=>{}()（）#&@“”^_|…\\]%*$', '', line)
+    for r in replace_.keys():
+        if r in line:
+            line = line.replace(r, replace_[r])
+    return line
+
+
+def pre_and_write(data, file):
+    with open(file, 'a') as rf:
+        for d in data:
+            d = d.split('|')[2].strip()
+            # d = replace_rhy_with_punc(d)
+            d = ' '.join(d) + ' \n'
+            rf.write(d)
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Train a Rhy prediction model.")
+    parser.add_argument("--data", type=str, default="label_train-set.txt")
+    parser.add_argument(
+        "--processed_path", type=str, default="../data/rhy_predict")
+    args = parser.parse_args()
+    os.makedirs(args.processed_path, exist_ok=True)
+
+    with open(args.data) as rf:
+        text = rf.readlines()[5:]
+    len_ = len(text)
+    lens = [int(len_ * 0.9), int(len_ * 0.05), int(len_ * 0.05)]
+    files = ['train.txt', 'test.txt', 'dev.txt']
+
+    i = 0
+    for l_, file in zip(lens, files):
+        file = os.path.join(args.processed_path, file)
+        pre_and_write(text[i:i + l_], file)
+        i = i + l_
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/other/rhy/local/pre_for_sp_csmsc.py b/examples/other/rhy/local/pre_for_sp_csmsc.py
new file mode 100644
index 00000000..0a96092c
--- /dev/null
+++ b/examples/other/rhy/local/pre_for_sp_csmsc.py
@@ -0,0 +1,51 @@
+import argparse
+import os
+import re
+
+replace_ = {"#1": "%", "#2": "`", "#3": "~", "#4": "$"}
+
+
+def replace_rhy_with_punc(line):
+    # r'[：、，；。？！,.:;"?!”’《》【】<=>{}()（）#&@“”^_|…\\]%*$', '', line)     #参考checkcheck_oov.py,
+    line = re.sub(r'^$\*%', '', line)
+    for r in replace_.keys():
+        if r in line:
+            line = line.replace(r, replace_[r])
+    return line
+
+
+def pre_and_write(data, file):
+    with open(file, 'w') as rf:
+        for d in data:
+            d = d.split('\t')[1].strip()
+            d = replace_rhy_with_punc(d)
+            d = ' '.join(d) + ' \n'
+            rf.write(d)
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Train a Rhy prediction model.")
+    parser.add_argument("--data", type=str, default="label_train-set.txt")
+    parser.add_argument(
+        "--processed_path", type=str, default="../data/rhy_predict")
+    args = parser.parse_args()
+    print(args.data, args.processed_path)
+    os.makedirs(args.processed_path, exist_ok=True)
+
+    with open(args.data) as rf:
+        rf = rf.readlines()
+    text = rf[0::2]
+    len_ = len(text)
+    lens = [int(len_ * 0.9), int(len_ * 0.05), int(len_ * 0.05)]
+    files = ['train.txt', 'test.txt', 'dev.txt']
+
+    i = 0
+    for l_, file in zip(lens, files):
+        file = os.path.join(args.processed_path, file)
+        pre_and_write(text[i:i + l_], file)
+        i = i + l_
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/other/rhy/local/rhy_predict.sh b/examples/other/rhy/local/rhy_predict.sh
new file mode 100755
index 00000000..30a4f12f
--- /dev/null
+++ b/examples/other/rhy/local/rhy_predict.sh
@@ -0,0 +1,12 @@
+#!/bin/bash
+
+config_path=$1
+train_output_path=$2
+ckpt_name=$3
+text=$4
+ckpt_prefix=${ckpt_name%.*}
+
+python3 ${BIN_DIR}/punc_restore.py \
+    --config=${config_path} \
+    --checkpoint=${train_output_path}/checkpoints/${ckpt_name} \
+    --text=${text}
diff --git a/examples/other/rhy/local/test.sh b/examples/other/rhy/local/test.sh
new file mode 100755
index 00000000..bd490b5b
--- /dev/null
+++ b/examples/other/rhy/local/test.sh
@@ -0,0 +1,13 @@
+#!/bin/bash
+
+config_path=$1
+train_output_path=$2
+ckpt_name=$3
+print_eval=$4
+
+ckpt_prefix=${ckpt_name%.*}
+
+python3 ${BIN_DIR}/test.py \
+    --config=${config_path} \
+    --checkpoint=${train_output_path}/checkpoints/${ckpt_name} \
+    --print_eval=${print_eval}
\ No newline at end of file
diff --git a/examples/other/rhy/local/train.sh b/examples/other/rhy/local/train.sh
new file mode 100755
index 00000000..85227eac
--- /dev/null
+++ b/examples/other/rhy/local/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+config_path=$1
+train_output_path=$2
+
+python3 ${BIN_DIR}/train.py \
+    --config=${config_path} \
+    --output-dir=${train_output_path} \
+    --ngpu=1
diff --git a/examples/other/rhy/path.sh b/examples/other/rhy/path.sh
new file mode 100755
index 00000000..da790261
--- /dev/null
+++ b/examples/other/rhy/path.sh
@@ -0,0 +1,14 @@
+#!/bin/bash
+export MAIN_ROOT=${PWD}/../../../
+
+export PATH=${MAIN_ROOT}:${MAIN_ROOT}/utils:${PATH}
+export LC_ALL=C
+
+# Use UTF-8 in Python to avoid UnicodeDecodeError when LC_ALL=C
+export PYTHONIOENCODING=UTF-8
+export PYTHONPATH=${MAIN_ROOT}:${PYTHONPATH}
+
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/local/lib/
+
+MODEL=ernie_linear
+export BIN_DIR=${MAIN_ROOT}/paddlespeech/text/exps/${MODEL}
diff --git a/examples/other/rhy/run.sh b/examples/other/rhy/run.sh
new file mode 100755
index 00000000..aed58152
--- /dev/null
+++ b/examples/other/rhy/run.sh
@@ -0,0 +1,40 @@
+#!/bin/bash
+set -e
+source path.sh
+
+gpus=0
+stage=0
+stop_stage=100
+
+aishell_data=label_train-set.txt
+csmsc_data=000001-010000.txt
+processed_path=data
+
+conf_path=conf/default.yaml
+train_output_path=exp/default
+ckpt_name=snapshot_iter_2600.pdz
+text=我们城市的复苏有赖于他强有力的政策。
+print_eval=false
+
+# 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
+
+if [ ${stage} -le 0 ] && [ ${stop_stage} -ge 0 ]; then
+    # prepare data
+    ./local/data.sh ${aishell_data} ${csmsc_data} ${processed_path}
+fi
+
+if [ ${stage} -le 1 ] && [ ${stop_stage} -ge 1 ]; then
+    # train model, all `ckpt` under `train_output_path/checkpoints/` dir
+    CUDA_VISIBLE_DEVICES=${gpus} ./local/train.sh ${conf_path} ${train_output_path} || exit -1
+fi
+
+if [ ${stage} -le 2 ] && [ ${stop_stage} -ge 2 ]; then
+   CUDA_VISIBLE_DEVICES=${gpus} ./local/test.sh ${conf_path} ${train_output_path} ${ckpt_name} ${print_eval} || exit -1
+fi
+
+if [ ${stage} -le 3 ] && [ ${stop_stage} -ge 3 ]; then
+   CUDA_VISIBLE_DEVICES=${gpus} ./local/rhy_predict.sh ${conf_path} ${train_output_path} ${ckpt_name} ${text}|| exit -1
+fi
\ No newline at end of file
diff --git a/paddlespeech/text/exps/ernie_linear/test.py b/paddlespeech/text/exps/ernie_linear/test.py
index 4302a1a3..aa172cc6 100644
--- a/paddlespeech/text/exps/ernie_linear/test.py
+++ b/paddlespeech/text/exps/ernie_linear/test.py
@@ -23,6 +23,7 @@ from sklearn.metrics import classification_report
 from sklearn.metrics import precision_recall_fscore_support
 from yacs.config import CfgNode
 
+from paddlespeech.t2s.utils import str2bool
 from paddlespeech.text.models.ernie_linear import ErnieLinear
 from paddlespeech.text.models.ernie_linear import PuncDataset
 from paddlespeech.text.models.ernie_linear import PuncDatasetFromErnieTokenizer
@@ -91,9 +92,10 @@ def test(args):
     t = classification_report(
         test_total_label, test_total_predict, target_names=punc_list)
     print(t)
-    t2 = evaluation(test_total_label, test_total_predict)
-    print('=========================================================')
-    print(t2)
+    if args.print_eval:
+        t2 = evaluation(test_total_label, test_total_predict)
+        print('=========================================================')
+        print(t2)
 
 
 def main():
@@ -101,6 +103,7 @@ def main():
     parser = argparse.ArgumentParser(description="Test a ErnieLinear model.")
     parser.add_argument("--config", type=str, help="ErnieLinear config file.")
     parser.add_argument("--checkpoint", type=str, help="snapshot to load.")
+    parser.add_argument("--print_eval", type=str2bool, default=True)
     parser.add_argument(
         "--ngpu", type=int, default=1, help="if ngpu=0, use cpu.")