diff --git a/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/.keep b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/.keep
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/main.py b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..cc49fdea53c699e62154b172eb777e1b9d3d49f1
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+++ b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/main.py
@@ -0,0 +1,117 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+#
+# Copyright 2017 The TensorFlow 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.
+# ============================================================================
+# Copyright 2021 Huawei Technologies Co., Ltd
+#
+# 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.
+#
+# @Time : 2020/10/20 11:03 下午
+# @File : main.py
+# @Software: PyCharm
+import argparse
+import os
+from collections import OrderedDict
+
+import tensorflow as tf
+import tensorflow.compat.v1 as tf1
+
+# 在使用t5时需要使用 tensorflow_text 注册一些算子，不导入该模块会有问题
+import tensorflow_text
+
+# 在推理代码中，虽并未明文使用，但是不加这一句会在代码格式化时因模块未使用而被优化掉，故加上这一句更好
+_ = tensorflow_text
+
+
+def get_config():
+    import npu_device
+    from npu_device.compat.v1.npu_init import RewriterConfig
+    npu_device.compat.enable_v1()
+    config = tf1.ConfigProto()
+    custom_op = config.graph_options.rewrite_options.custom_optimizers.add()
+    custom_op.name = 'NpuOptimizer'
+    config.graph_options.rewrite_options.remapping = RewriterConfig.OFF  # 必须显式关闭
+    config.graph_options.rewrite_options.memory_optimization = RewriterConfig.OFF  # 必须显式关闭
+    return config
+
+
+class T5:
+    def __init__(self, pb_file, config):
+        graph = tf.Graph()
+        with graph.as_default():
+            with tf.io.gfile.GFile(pb_file, 'rb') as f:
+                graph_def = tf1.GraphDef()
+                graph_def.ParseFromString(f.read())
+                tf.import_graph_def(graph_def, name='')
+        self.graph = graph
+        self.config = config
+
+    def predict(self, questions):
+        results = OrderedDict()
+        with tf1.Session(graph=self.graph, config=self.config) as sess:
+            out_nodes = ['strided_slice_1:0', 'strided_slice_2:0']
+            input_node = self.graph.get_tensor_by_name('inputs:0')
+            for question in questions:
+                feed_dict = {input_node: [question]}
+                results[question] = sess.run(out_nodes, feed_dict=feed_dict)
+        return results
+
+    def answer(self, questions):
+        return OrderedDict([(k, v[1][0].decode('utf8')) for k, v in self.predict(questions).items()])
+
+
+def parse_args():
+    parser = argparse.ArgumentParser(description='t5 runner')
+    parser.add_argument('-m', '--model', '--model-path', dest='model_path', type=str, default='model/t5.pb',
+                        help='model路径')
+    parser.add_argument('-f', '--file', dest='question_file', type=str, default='',
+                        help='问题所在文本文件，以\\n分隔，如果此参数有值，则优先使用此参数')
+    parser.add_argument(nargs='*', dest='questions', default=list(), help='问题列表')
+    args = parser.parse_args()
+    return args
+
+
+def main():
+    args = parse_args()
+
+    if os.path.exists(args.question_file):
+        with open(args.question_file, encoding='utf8') as f:
+            questions = [question for question in f.read().split('\n') if question]
+    else:
+        questions = args.questions
+
+    assert questions, '请提供问题'
+
+    t5 = T5(args.model_path, config=get_config())
+    result_dict = t5.answer(questions)
+    print('-' * 50)
+    for question, answer in result_dict.items():
+        print(f"{question}:\n    {answer}")
+    print('=' * 50)
+
+
+if __name__ == '__main__':
+    main()
diff --git a/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/model/.keep b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/model/.keep
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/questions.txt b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/questions.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7677936e0eff631507c5996ac1a1df1470047f77
--- /dev/null
+++ b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/questions.txt
@@ -0,0 +1,4 @@
+nq question: where is google's headquarters
+nq question: what is the most populous country in the world
+nq question: name a member of the beatles
+nq question: how many teeth do humans have
\ No newline at end of file
diff --git a/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/readme.md b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/readme.md
new file mode 100644
index 0000000000000000000000000000000000000000..8f735baaa3aabb753923dcc3c03ddcc935578e8f
--- /dev/null
+++ b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/readme.md
@@ -0,0 +1,74 @@
+中文|[英文](readme_en.md)
+
+# TextToTextTransferTransformer Tensorflow 2.x 在线推理
+> 此链接提供 TextToTextTransferTransformer TensorFlow 2.x pb模型在NPU上在线推理的脚本和方法
+
+# 注意
+> 此案例仅为您学习Ascend软件栈提供学习参考，不用于商业目的。
+
+在开始之前，请注意以下适配条件。如果不匹配，可能导致运行失败
+
+|依赖|要求|
+|---|---|
+|CANN 版本|>=6.0.0|
+|芯片平台|Ascend310/Ascend310P3|
+|第三主依赖|请参考 requirements.txt|
+
+# 使用步骤
+
+## 1. 拷贝代码
+
+```shell
+git clone https://gitee.com/ascend/ModelZoo-TensorFlow.git
+cd ModelZoo-TensorFlow/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X
+```
+
+## 2. 下载pb模型
+1. [下载pb模型](https://ascend-repo-modelzoo.obs.cn-east-2.myhuaweicloud.com/model/2022-12-12_tf/t5_tf2_online_inference/t5.pb)
+2. 将pb模型放置在任意位置，建议路径为 ./model/t5.pb
+3. 目录结构如下
+```
+TextToTextTransferTransformer_ID4150_for_TensorFlow2.x
+|---model
+|---|---t5.pb
+|---main.py
+|---questions.txt
+|---readme.md
+|---readme_en.md
+|---requirements.txt
+```
+
+## 3. 在线推理
+
+> 请准备好输入数据，即文本问题，可以是txt文件，也可以是字符串，以下两种方法皆可
+
+```python3.7
+python3 main.py -f questions.txt
+python3 main.py 'question1' 'question2'
+```
+
+## 性能结果
+本结果是通过运行上边适配的推理脚本获得的。
+
+1. gpu 结果
+
+|问题|结果|
+|---|---|
+|nq question: where is google's headquarters|in Columbus, Ohio|
+|nq question: what is the most populous country in the world|China|
+|nq question: name a member of the beatles|Harrison|
+|nq question: how many teeth do humans have|20 primary|
+
+1. npu 结果
+
+|问题|结果|
+|---|---|
+|nq question: where is google's headquarters|in Columbus, Ohio|
+|nq question: what is the most populous country in the world|China|
+|nq question: name a member of the beatles|Harrison|
+|nq question: how many teeth do humans have|20 primary|
+
+
+## 参考
+[谷歌t5网络 github地址](https://github.com/google-research/text-to-text-transfer-transformer)
+
diff --git a/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/readme_en.md b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/readme_en.md
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/requirements.txt b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..81743e7f5bdb567b6feaa8640775117335e696c7
--- /dev/null
+++ b/TensorFlow2/built-in/nlp/TextToTextTransferTransformer_ID4150_for_TensorFlow2.X/requirements.txt
@@ -0,0 +1,3 @@
+tensorflow>=2.6.0
+tensorflow-text==tensorflow>=2.6.0
+npu-device CANN平台提供
\ No newline at end of file