Merge pull request #804 from littletomatodonkey/reg/add_log

fix logger format and fix shared memory

ppcls/configs/ImageNet/HRNet/HRNet_W18_C.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/HRNet/HRNet_W30_C.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/HRNet/HRNet_W32_C.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/HRNet/HRNet_W40_C.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/HRNet/HRNet_W44_C.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/HRNet/HRNet_W48_C.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/HRNet/HRNet_W64_C.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/Ineption/InceptionV3.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV1/MobileNetV1.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV1/MobileNetV1_x0_25.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV1/MobileNetV1_x0_5.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV1/MobileNetV1_x0_75.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV3/MobileNetV3_large_x0_35.yaml

@@ -66,7 +66,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -91,7 +91,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV3/MobileNetV3_large_x0_5.yaml

@@ -66,7 +66,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -91,7 +91,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV3/MobileNetV3_large_x0_75.yaml

@@ -66,7 +66,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -91,7 +91,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV3/MobileNetV3_large_x1_0.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV3/MobileNetV3_large_x1_25.yaml

@@ -66,7 +66,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -91,7 +91,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV3/MobileNetV3_small_x0_35.yaml

@@ -66,7 +66,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -91,7 +91,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV3/MobileNetV3_small_x0_5.yaml

@@ -66,7 +66,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -91,7 +91,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV3/MobileNetV3_small_x0_75.yaml

@@ -66,7 +66,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -91,7 +91,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV3/MobileNetV3_small_x1_0.yaml

@@ -66,7 +66,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -91,7 +91,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/MobileNetV3/MobileNetV3_small_x1_25.yaml

@@ -66,7 +66,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -91,7 +91,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet101.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet101_vd.yaml

@@ -65,7 +65,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet152.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet152_vd.yaml

@@ -65,7 +65,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet18.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet18_vd.yaml

@@ -65,7 +65,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet200_vd.yaml

@@ -65,7 +65,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet34.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet34_vd.yaml

@@ -65,7 +65,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet50.yaml

@@ -67,7 +67,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -92,7 +92,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/ResNet/ResNet50_vd.yaml

@@ -65,7 +65,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/VGG/VGG11.yaml

@@ -65,7 +65,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/VGG/VGG13.yaml

@@ -65,7 +65,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/VGG/VGG16.yaml

@@ -65,7 +65,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/configs/ImageNet/VGG/VGG19.yaml

@@ -65,7 +65,7 @@ DataLoader:
         shuffle: True
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
   Eval:
     # TOTO: modify to the latest trainer
@@ -90,7 +90,7 @@ DataLoader:
         shuffle: False
     loader:
         num_workers: 6
-        use_shared_memory: False
+        use_shared_memory: True
 
 Infer:
   infer_imgs: "docs/images/whl/demo.jpg"

ppcls/engine/trainer.py

@@ -20,6 +20,8 @@ import numpy as np
 __dir__ = os.path.dirname(os.path.abspath(__file__))
 sys.path.append(os.path.abspath(os.path.join(__dir__, '../../')))
 
+import time
+import datetime
 import argparse
 import paddle
 import paddle.nn as nn
@@ -126,6 +128,12 @@ class Trainer(object):
         # key: 
         # val: metrics list word
         output_info = dict()
+        time_info = {
+            "batch_cost": AverageMeter(
+                "batch_cost", '.5f', postfix=" s,"),
+            "reader_cost": AverageMeter(
+                "reader_cost", ".5f", postfix=" s,"),
+        }
         # global iter counter
         global_step = 0
 
@@ -135,10 +143,15 @@ class Trainer(object):
             if metric_info is not None:
                 best_metric.update(metric_info)
 
+        tic = time.time()
         for epoch_id in range(best_metric["epoch"] + 1,
                               self.config["Global"]["epochs"] + 1):
             acc = 0.0
             for iter_id, batch in enumerate(self.train_dataloader()):
+                if iter_id == 5:
+                    for key in time_info:
+                        time_info[key].reset()
+                time_info["reader_cost"].update(time.time() - tic)
                 batch_size = batch[0].shape[0]
                 batch[1] = paddle.to_tensor(batch[1].numpy().astype("int64")
                                             .reshape([-1, 1]))
@@ -148,8 +161,10 @@ class Trainer(object):
                     out = self.model(batch[0])
                 else:
                     out = self.model(batch[0], batch[1])
+
                 # calc loss
                 loss_dict = self.train_loss_func(out, batch[1])
+
                 for key in loss_dict:
                     if not key in output_info:
                         output_info[key] = AverageMeter(key, '7.5f')
@@ -164,21 +179,38 @@ class Trainer(object):
                         output_info[key].update(metric_dict[key].numpy()[0],
                                                 batch_size)
 
+                # step opt and lr
+                loss_dict["loss"].backward()
+                optimizer.step()
+                optimizer.clear_grad()
+                lr_sch.step()
+
+                time_info["batch_cost"].update(time.time() - tic)
+
                 if iter_id % print_batch_step == 0:
                     lr_msg = "lr: {:.5f}".format(lr_sch.get_lr())
                     metric_msg = ", ".join([
                         "{}: {:.5f}".format(key, output_info[key].avg)
                         for key in output_info
                     ])
-                    logger.info("[Train][Epoch {}][Iter: {}/{}]{}, {}".format(
-                        epoch_id, iter_id,
-                        len(self.train_dataloader), lr_msg, metric_msg))
+                    time_msg = "s, ".join([
+                        "{}: {:.5f}".format(key, time_info[key].avg)
+                        for key in time_info
+                    ])
 
-                # step opt and lr
-                loss_dict["loss"].backward()
-                optimizer.step()
-                optimizer.clear_grad()
-                lr_sch.step()
+                    ips_msg = "ips: {:.5f} images/sec".format(
+                        batch_size / time_info["batch_cost"].avg)
+                    eta_sec = ((self.config["Global"]["epochs"] - epoch_id + 1
+                                ) * len(self.train_dataloader) - iter_id
+                               ) * time_info["batch_cost"].avg
+                    eta_msg = "eta: {:s}".format(
+                        str(datetime.timedelta(seconds=int(eta_sec))))
+                    logger.info(
+                        "[Train][Epoch {}][Iter: {}/{}]{}, {}, {}, {}, {}".
+                        format(epoch_id, iter_id,
+                               len(self.train_dataloader), lr_msg, metric_msg,
+                               time_msg, ips_msg, eta_msg))
+                tic = time.time()
 
             metric_msg = ", ".join([
                 "{}: {:.5f}".format(key, output_info[key].avg)
@@ -220,6 +252,7 @@ class Trainer(object):
 
     @paddle.no_grad()
     def eval(self, epoch_id=0):
+
         self.model.eval()
         if self.eval_loss_func is None:
             loss_config = self.config.get("Loss", None)
@@ -264,12 +297,25 @@ class Trainer(object):
         self.model.train()
         return eval_result
 
+    @paddle.no_grad()
     def eval_cls(self, epoch_id=0):
         output_info = dict()
+        time_info = {
+            "batch_cost": AverageMeter(
+                "batch_cost", '.5f', postfix=" s,"),
+            "reader_cost": AverageMeter(
+                "reader_cost", ".5f", postfix=" s,"),
+        }
         print_batch_step = self.config["Global"]["print_batch_step"]
 
         metric_key = None
+        tic = time.time()
         for iter_id, batch in enumerate(self.eval_dataloader()):
+            if iter_id == 5:
+                for key in time_info:
+                    time_info[key].reset()
+
+            time_info["reader_cost"].update(time.time() - tic)
             batch_size = batch[0].shape[0]
             batch[0] = paddle.to_tensor(batch[0]).astype("float32")
             batch[1] = paddle.to_tensor(batch[1]).reshape([-1, 1])
@@ -305,13 +351,26 @@ class Trainer(object):
                     output_info[key].update(metric_dict[key].numpy()[0],
                                             batch_size)
 
+            time_info["batch_cost"].update(time.time() - tic)
+
             if iter_id % print_batch_step == 0:
+                time_msg = "s, ".join([
+                    "{}: {:.5f}".format(key, time_info[key].avg)
+                    for key in time_info
+                ])
+
+                ips_msg = "ips: {:.5f} images/sec".format(
+                    batch_size / time_info["batch_cost"].avg)
+
                 metric_msg = ", ".join([
                     "{}: {:.5f}".format(key, output_info[key].val)
                     for key in output_info
                 ])
-                logger.info("[Eval][Epoch {}][Iter: {}/{}]{}".format(
-                    epoch_id, iter_id, len(self.eval_dataloader), metric_msg))
+                logger.info("[Eval][Epoch {}][Iter: {}/{}]{}, {}, {}".format(
+                    epoch_id, iter_id,
+                    len(self.eval_dataloader), metric_msg, time_msg, ips_msg))
+
+            tic = time.time()
 
         metric_msg = ", ".join([
             "{}: {:.5f}".format(key, output_info[key].avg)