diff --git a/tools/program.py b/tools/program.py
index 8bae0fd5d16f4b17520c1162f6cd9bd54f032a73..c2b9306c305c5dcc817acb6829fd562be10b8d51 100755
--- a/tools/program.py
+++ b/tools/program.py
@@ -323,6 +323,20 @@ def eval(model, valid_dataloader, post_process_class, eval_class):
     return metirc
 
 
+def save_inference_mode(model, config, logger):
+    model.eval()
+    save_path = '{}/infer/{}'.format(config['Global']['save_model_dir'],
+                                     config['Architecture']['model_type'])
+    if config['Architecture']['model_type'] == 'rec':
+        input_shape = [None, 3, 32, None]
+        jit_model = paddle.jit.to_static(
+            model, input_spec=[paddle.static.InputSpec(input_shape)])
+        paddle.jit.save(jit_model, save_path)
+        logger.info('inference model save to {}'.format(save_path))
+
+    model.train()
+
+
 def preprocess():
     FLAGS = ArgsParser().parse_args()
     config = load_config(FLAGS.config)
@@ -334,7 +348,7 @@ def preprocess():
 
     alg = config['Architecture']['algorithm']
     assert alg in [
-        'EAST', 'DB', 'SAST', 'Rosetta', 'CRNN', 'STARNet', 'RARE', 'SRN'
+        'EAST', 'DB', 'SAST', 'Rosetta', 'CRNN', 'STARNet', 'RARE', 'SRN', 'CLS'
     ]
 
     device = 'gpu:{}'.format(dist.ParallelEnv().dev_id) if use_gpu else 'cpu'
diff --git a/tools/train.py b/tools/train.py
index c16223796f8785d1928ba1df57602967e0518e31..1cf644e6fd4b61d7925c6d9dda79855c7a72e886 100755
--- a/tools/train.py
+++ b/tools/train.py
@@ -89,6 +89,7 @@ def main(config, device, logger, vdl_writer):
     program.train(config, train_dataloader, valid_dataloader, device, model,
                   loss_class, optimizer, lr_scheduler, post_process_class,
                   eval_class, pre_best_model_dict, logger, vdl_writer)
+    program.save_inference_mode(model, config, logger)
 
 
 def test_reader(config, device, logger):
@@ -102,8 +103,8 @@ def test_reader(config, device, logger):
             if count % 1 == 0:
                 batch_time = time.time() - starttime
                 starttime = time.time()
-                logger.info("reader: {}, {}, {}".format(count,
-                                                        len(data), batch_time))
+                logger.info("reader: {}, {}, {}".format(
+                    count, len(data[0]), batch_time))
     except Exception as e:
         logger.info(e)
     logger.info("finish reader: {}, Success!".format(count))
@@ -112,4 +113,4 @@ def test_reader(config, device, logger):
 if __name__ == '__main__':
     config, device, logger, vdl_writer = program.preprocess()
     main(config, device, logger, vdl_writer)
-#     test_reader(config, device, logger)
+    # test_reader(config, device, logger)