diff --git a/deploy/auto_compression/configs/ppyoloe_plus_l_qat_dis.yaml b/deploy/auto_compression/configs/ppyoloe_plus_l_qat_dis.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3e1b0ffc9e25439e6e42dad80e1dbcb444ee3138
--- /dev/null
+++ b/deploy/auto_compression/configs/ppyoloe_plus_l_qat_dis.yaml
@@ -0,0 +1,33 @@
+
+Global:
+  reader_config: configs/ppyoloe_plus_reader.yml
+  input_list: ['image', 'scale_factor']
+  arch: YOLO
+  Evaluation: True
+  model_dir: ./ppyoloe_plus_crn_l_80e_coco  
+  model_filename: model.pdmodel
+  params_filename: model.pdiparams
+
+Distillation:
+  alpha: 1.0
+  loss: soft_label
+
+Quantization:
+  use_pact: true
+  activation_quantize_type: 'moving_average_abs_max'
+  quantize_op_types:
+  - conv2d
+  - depthwise_conv2d
+
+TrainConfig:
+  train_iter: 5000
+  eval_iter: 1000
+  learning_rate:  
+    type: CosineAnnealingDecay
+    learning_rate: 0.00003
+    T_max: 6000
+  optimizer_builder:
+    optimizer: 
+      type: SGD
+    weight_decay: 4.0e-05
+
diff --git a/deploy/auto_compression/configs/ppyoloe_plus_m_qat_dis.yaml b/deploy/auto_compression/configs/ppyoloe_plus_m_qat_dis.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..65c1b9240784a24801d2ac818733431b907b25d1
--- /dev/null
+++ b/deploy/auto_compression/configs/ppyoloe_plus_m_qat_dis.yaml
@@ -0,0 +1,33 @@
+
+Global:
+  reader_config: configs/ppyoloe_plus_reader.yml
+  input_list: ['image', 'scale_factor']
+  arch: YOLO
+  Evaluation: True
+  model_dir: ./ppyoloe_plus_crn_m_80e_coco
+  model_filename: model.pdmodel
+  params_filename: model.pdiparams
+
+Distillation:
+  alpha: 1.0
+  loss: soft_label
+
+Quantization:
+  use_pact: true
+  activation_quantize_type: 'moving_average_abs_max'
+  quantize_op_types:
+  - conv2d
+  - depthwise_conv2d
+
+TrainConfig:
+  train_iter: 5000
+  eval_iter: 1000
+  learning_rate:  
+    type: CosineAnnealingDecay
+    learning_rate: 0.00003
+    T_max: 6000
+  optimizer_builder:
+    optimizer: 
+      type: SGD
+    weight_decay: 4.0e-05
+
diff --git a/deploy/auto_compression/configs/ppyoloe_plus_reader.yml b/deploy/auto_compression/configs/ppyoloe_plus_reader.yml
new file mode 100644
index 0000000000000000000000000000000000000000..632dd87c74c2255413a004581706d0f216cc3ebf
--- /dev/null
+++ b/deploy/auto_compression/configs/ppyoloe_plus_reader.yml
@@ -0,0 +1,28 @@
+
+
+metric: COCO
+num_classes: 80
+
+# Datset configuration
+TrainDataset:
+  !COCODataSet
+    image_dir: train2017
+    anno_path: annotations/instances_train2017.json
+    dataset_dir: dataset/coco/
+
+EvalDataset:
+  !COCODataSet
+    image_dir: val2017
+    anno_path: annotations/instances_val2017.json
+    dataset_dir: dataset/coco/
+
+worker_num: 0
+
+# preprocess reader in test
+EvalReader:
+  sample_transforms:
+    - Decode: {}
+    - Resize: {target_size: [640, 640], keep_ratio: False, interp: 2}
+    - NormalizeImage: {mean: [0., 0., 0.], std: [1., 1., 1.], is_scale: True}
+    - Permute: {}
+  batch_size: 4
diff --git a/deploy/auto_compression/configs/ppyoloe_plus_s_qat_dis.yaml b/deploy/auto_compression/configs/ppyoloe_plus_s_qat_dis.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c94350553d5ffc297b627aca78dbbf7244f78b22
--- /dev/null
+++ b/deploy/auto_compression/configs/ppyoloe_plus_s_qat_dis.yaml
@@ -0,0 +1,33 @@
+
+Global:
+  reader_config: configs/ppyoloe_plus_reader.yml
+  input_list: ['image', 'scale_factor']
+  arch: YOLO
+  Evaluation: True
+  model_dir: ./ppyoloe_plus_crn_s_80e_coco
+  model_filename: model.pdmodel
+  params_filename: model.pdiparams
+
+Distillation:
+  alpha: 1.0
+  loss: soft_label
+
+Quantization:
+  use_pact: true
+  activation_quantize_type: 'moving_average_abs_max'
+  quantize_op_types:
+  - conv2d
+  - depthwise_conv2d
+
+TrainConfig:
+  train_iter: 5000
+  eval_iter: 1000
+  learning_rate:  
+    type: CosineAnnealingDecay
+    learning_rate: 0.00003
+    T_max: 6000
+  optimizer_builder:
+    optimizer: 
+      type: SGD
+    weight_decay: 4.0e-05
+
diff --git a/deploy/auto_compression/configs/ppyoloe_plus_x_qat_dis.yaml b/deploy/auto_compression/configs/ppyoloe_plus_x_qat_dis.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5e6ba5850946c9adeadc03a95ade0aa0198ec9aa
--- /dev/null
+++ b/deploy/auto_compression/configs/ppyoloe_plus_x_qat_dis.yaml
@@ -0,0 +1,33 @@
+
+Global:
+  reader_config: configs/ppyoloe_plus_reader.yml
+  input_list: ['image', 'scale_factor']
+  arch: YOLO
+  Evaluation: True
+  model_dir: ./ppyoloe_plus_crn_x_80e_coco  
+  model_filename: model.pdmodel
+  params_filename: model.pdiparams
+
+Distillation:
+  alpha: 1.0
+  loss: soft_label
+
+Quantization:
+  use_pact: true
+  activation_quantize_type: 'moving_average_abs_max'
+  quantize_op_types:
+  - conv2d
+  - depthwise_conv2d
+
+TrainConfig:
+  train_iter: 5000
+  eval_iter: 1000
+  learning_rate:  
+    type: CosineAnnealingDecay
+    learning_rate: 0.00003
+    T_max: 6000
+  optimizer_builder:
+    optimizer: 
+      type: SGD
+    weight_decay: 4.0e-05
+