build axera quant project

config/config_efficientnetb0.prototxt

@@ -0,0 +1,74 @@
+# 基本配置参数：输入输出
+input_type: INPUT_TYPE_ONNX
+output_type: OUTPUT_TYPE_JOINT
+
+# 硬件平台选择
+target_hardware: TARGET_HARDWARE_AX620
+
+# CPU 后端选择，默认采用 AXE
+cpu_backend_settings {
+    onnx_setting {
+        mode: DISABLED
+    }
+    axe_setting {
+        mode: ENABLED
+        axe_param {
+            optimize_slim_model: true
+        }
+    }
+}
+
+# 模型输入数据类型设置
+src_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_RGB
+}
+
+dst_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_RGB
+}
+
+# neuwizard 工具的配置参数
+neuwizard_conf {
+    operator_conf {
+        input_conf_items {
+            attributes {
+                input_modifications {
+                    affine_preprocess {
+                        slope: 1
+                        slope_divisor: 256
+                        bias: -0.5
+                    }
+                }
+                # input_modifications {
+                #     input_normalization {
+                #         mean: [0.485,0.456,0.406]  ## 均值
+                #         std: [0.229,0.224,0.255]   ## 方差
+                #     }
+                # }
+            }
+        }
+    }
+    dataset_conf_calibration {
+        path: "/root/axera/axera-quan-hjj/dataset/handpose.tar" # 设置 PTQ 校准数据集路径
+        type: DATASET_TYPE_TAR         # 数据集类型：tar 包
+        size: 100                      # 量化校准过程中实际使用的图片张数
+        batch_size: 16
+
+        # calibration_strategy:CALIB_STRATEGY_PER_TENSOR
+        # observer_method: OBSVR_METHOD_MSE_CLIPPING
+    }
+}
+
+# 输出 layout 设置, 建议使用 NHWC, 速度更快
+dst_output_tensors {
+    tensor_layout:NHWC
+}
+
+# pulsar compiler 的配置参数
+pulsar_conf {
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111	# 业务场景需要使用 ISP, 则必须使用 vNPU 111 配置, 1.8Tops 算力给用户的算法模型
+    batch_size: 1
+    debug : false
+}
+
+

config/config_efficientnetb0_output.prototxt

@@ -0,0 +1,145 @@
+cpu_backend_settings {
+  onnx_setting {
+    mode: DISABLED
+  }
+  axe_setting {
+    mode: ENABLED
+    axe_param {
+      optimize_slim_model: true
+    }
+  }
+}
+tasks {
+  name: "task_0"
+  neuwizard_conf {
+    global_conf {
+      target_hardware: TARGET_HARDWARE_AX620
+    }
+    task_conf {
+      input_path: "/root/axera/axera-quan-hjj/model/efficientnet_size-160.onnx"
+      output_path: "/root/axera/axera-quan-hjj/joint/model.lava_joint"
+      output_type: OUTPUT_TYPE_JOINT_LAVA_AXE
+    }
+    operator_conf {
+      input_conf_items {
+        selector {
+          op_name: "input"
+        }
+        attributes {
+          input_modifications {
+            dimension_permutation_preprocess {
+              dimensions: 0
+              dimensions: 3
+              dimensions: 1
+              dimensions: 2
+            }
+          }
+        }
+      }
+      input_conf_items {
+        selector {
+        }
+        attributes {
+          color_space {
+            type: CST_RGB
+          }
+        }
+      }
+      input_conf_items {
+        attributes {
+          input_modifications {
+            enforce_integers {
+            }
+          }
+          input_modifications {
+            affine_preprocess {
+              slope: 1.0
+              bias: -0.5
+              slope_divisor: 256.0
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+    }
+    dataset_conf_train {
+      dataset_conf_items {
+        resize_conf {
+        }
+      }
+    }
+    dataset_conf_calibration {
+      type: DATASET_TYPE_TAR
+      size: 100
+      batch_size: 16
+      dataset_conf_items {
+        path: "/root/axera/axera-quan-hjj/dataset/handpose.tar"
+        resize_conf {
+        }
+      }
+    }
+    dataset_conf_error_measurement {
+      dataset_conf_items {
+        resize_conf {
+        }
+      }
+    }
+  }
+  pulsar_conf {
+    batch_size: 1
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111
+    output_dir: "/root/axera/axera-quan-hjj"
+  }
+  input_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/model/efficientnet_size-160.onnx"
+      type: MODEL_TYPE_ONNX
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_RGB
+      }
+    }
+  }
+  output_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/joint/efficientnetb0-handpose.joint"
+      type: MODEL_TYPE_JOINT
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_RGB
+      }
+      output_tensors {
+        tensor_layout: NHWC
+      }
+    }
+  }
+  target_hardware: TARGET_HARDWARE_AX620
+  cpu_backend_settings {
+    onnx_setting {
+      mode: DISABLED
+    }
+    axe_setting {
+      mode: ENABLED
+      axe_param {
+        optimize_slim_model: true
+      }
+    }
+  }
+  cpu_affine_json {
+    mode: PATH_MODE_ABS
+  }
+}
+input_task_names: "task_0"
+output_task_names: "task_0"

config/config_fasternet.prototxt

@@ -0,0 +1,84 @@
+# 基本配置参数：输入输出
+input_type: INPUT_TYPE_ONNX
+output_type: OUTPUT_TYPE_JOINT
+
+# 硬件平台选择
+target_hardware: TARGET_HARDWARE_AX620
+
+# CPU 后端选择，默认采用 AXE
+cpu_backend_settings {
+    onnx_setting {
+        mode: DISABLED
+    }
+    axe_setting {
+        mode: ENABLED
+        axe_param {
+            optimize_slim_model: true
+        }
+    }
+}
+
+# 模型输入数据类型设置
+src_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_RGB
+}
+
+dst_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_RGB
+}
+
+# neuwizard 工具的配置参数
+neuwizard_conf {
+    operator_conf {
+        input_conf_items {
+            attributes {
+                input_modifications {
+                    affine_preprocess {
+                        slope: 1
+                        slope_divisor: 256
+                        bias: -0.5
+                    }
+                }
+                # input_modifications {
+                #     input_normalization {
+                #         mean: [0.485,0.456,0.406]  ## 均值
+                #         std: [0.229,0.224,0.255]   ## 方差
+                #     }
+                # }
+            }
+        }
+    }
+    dataset_conf_calibration {
+        path: "/root/axera/axera-quan-hjj/dataset/handpose.tar" # 设置 PTQ 校准数据集路径
+        type: DATASET_TYPE_TAR         # 数据集类型：tar 包
+        size: 100                      # 量化校准过程中实际使用的图片张数
+        batch_size: 1
+    }
+    dataset_conf_error_measurement {
+        path: "/root/axera/axera-quan-hjj/dataset/handpose.tar" # 用于编译过程中对分
+        type: DATASET_TYPE_TAR
+        size: 100                      # 对分过程所需实际数据个数为 4
+        batch_size: 16
+    }
+    evaluation_conf {
+        path: "neuwizard.evaluator.error_measure_evaluator"
+        type: EVALUATION_TYPE_ERROR_MEASURE
+        source_ir_types: IR_TYPE_ONNX
+        ir_types: IR_TYPE_LAVA
+        score_compare_per_layer: true
+    }
+}
+
+# 输出 layout 设置, 建议使用 NHWC, 速度更快
+dst_output_tensors {
+    tensor_layout:NHWC
+}
+
+# pulsar compiler 的配置参数
+pulsar_conf {
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111	# 业务场景需要使用 ISP, 则必须使用 vNPU 111 配置, 1.8Tops 算力给用户的算法模型
+    batch_size: 1
+    debug : false
+}
+
+

config/config_fasternet_output.prototxt

@@ -0,0 +1,241 @@
+cpu_backend_settings {
+  onnx_setting {
+    mode: DISABLED
+  }
+  axe_setting {
+    mode: ENABLED
+    axe_param {
+      optimize_slim_model: true
+    }
+  }
+}
+tasks {
+  name: "task_0"
+  neuwizard_conf {
+    global_conf {
+      target_hardware: TARGET_HARDWARE_AX620
+    }
+    task_conf {
+      input_path: "/root/axera/axera-quan-hjj/model/yolov8s-pose.onnx"
+      output_path: "/root/axera/axera-quan-hjj/joint/model.lava_joint"
+      output_type: OUTPUT_TYPE_JOINT_LAVA_AXE
+    }
+    operator_conf {
+      input_conf_items {
+        selector {
+          op_name: "images"
+        }
+        attributes {
+          input_modifications {
+            dimension_permutation_preprocess {
+              dimensions: 0
+              dimensions: 3
+              dimensions: 1
+              dimensions: 2
+            }
+          }
+        }
+      }
+      input_conf_items {
+        selector {
+        }
+        attributes {
+          input_modifications {
+            csc {
+              src_cs {
+                type: CST_NV12
+              }
+              dst_cs {
+                type: CST_RGB
+              }
+            }
+          }
+          color_space {
+            type: CST_RGB
+          }
+        }
+      }
+      input_conf_items {
+        attributes {
+          input_modifications {
+            enforce_integers {
+            }
+          }
+          input_modifications {
+            affine_preprocess {
+              slope: 1.0
+              bias: 0.0
+              slope_divisor: 255.0
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output4"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output6"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output5"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output2"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output1"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output3"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+    }
+    dataset_conf_train {
+      dataset_conf_items {
+        resize_conf {
+        }
+      }
+    }
+    dataset_conf_calibration {
+      type: DATASET_TYPE_TAR
+      size: 50
+      batch_size: 1
+      dataset_conf_items {
+        path: "/root/axera/axera-quan-hjj/dataset/cocopose.tar"
+        resize_conf {
+        }
+      }
+    }
+    dataset_conf_error_measurement {
+      type: DATASET_TYPE_TAR
+      size: 50
+      batch_size: 16
+      dataset_conf_items {
+        path: "/root/axera/axera-quan-hjj/dataset/cocopose.tar"
+        resize_conf {
+        }
+      }
+    }
+    evaluation_conf {
+      path: "neuwizard.evaluator.error_measure_evaluator"
+      type: EVALUATION_TYPE_ERROR_MEASURE
+      source_ir_types: IR_TYPE_ONNX
+      ir_types: IR_TYPE_LAVA
+      score_compare_per_layer: true
+    }
+  }
+  pulsar_conf {
+    batch_size: 1
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111
+    output_dir: "/root/axera/axera-quan-hjj"
+  }
+  input_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/model/yolov8s-pose.onnx"
+      type: MODEL_TYPE_ONNX
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_RGB
+      }
+    }
+  }
+  output_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/joint/yolov8s-pose.joint"
+      type: MODEL_TYPE_JOINT
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_NV12
+      }
+      output_tensors {
+        tensor_layout: NHWC
+      }
+    }
+  }
+  target_hardware: TARGET_HARDWARE_AX620
+  cpu_backend_settings {
+    onnx_setting {
+      mode: DISABLED
+    }
+    axe_setting {
+      mode: ENABLED
+      axe_param {
+        optimize_slim_model: true
+      }
+    }
+  }
+  cpu_affine_json {
+    mode: PATH_MODE_ABS
+  }
+}
+input_task_names: "task_0"
+output_task_names: "task_0"

config/config_yolov8njump.prototxt

@@ -0,0 +1,66 @@
+# 基本配置参数：输入输出
+input_type: INPUT_TYPE_ONNX
+output_type: OUTPUT_TYPE_JOINT
+
+# 硬件平台选择
+target_hardware: TARGET_HARDWARE_AX620
+
+# CPU 后端选择，默认采用 AXE
+cpu_backend_settings {
+    onnx_setting {
+        mode: DISABLED
+    }
+    axe_setting {
+        mode: ENABLED
+        axe_param {
+            optimize_slim_model: true
+        }
+    }
+}
+
+# 模型输入数据类型设置
+src_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_RGB
+}
+
+dst_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_NV12
+}
+
+# neuwizard 工具的配置参数
+neuwizard_conf {
+    operator_conf {
+        input_conf_items {
+            attributes {
+                input_modifications {
+                    affine_preprocess {
+                        slope: 1
+                        slope_divisor: 255
+                        bias: 0
+                    }
+                }
+            }
+        }
+    }
+    dataset_conf_calibration {
+        path: "/root/axera/axera-quan-hjj/dataset/Jump_caliburate_dataset.tar" # 设置 PTQ 校准数据集路径
+        type: DATASET_TYPE_TAR         # 数据集类型：tar 包
+        size: 100                      # 量化校准过程中实际使用的图片张数
+        batch_size: 16
+
+        calibration_strategy:CALIB_STRATEGY_PER_TENSOR
+        observer_method: OBSVR_METHOD_MSE_CLIPPING
+    }
+}
+
+# 输出 layout 设置, 建议使用 NHWC, 速度更快
+dst_output_tensors {
+    tensor_layout:NHWC
+}
+
+# pulsar compiler 的配置参数
+pulsar_conf {
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111	# 业务场景需要使用 ISP, 则必须使用 vNPU 111 配置, 1.8Tops 算力给用户的算法模型
+    batch_size: 1
+    debug : false
+}

config/config_yolov8njump_output.prototxt

@@ -0,0 +1,187 @@
+cpu_backend_settings {
+  onnx_setting {
+    mode: DISABLED
+  }
+  axe_setting {
+    mode: ENABLED
+    axe_param {
+      optimize_slim_model: true
+    }
+  }
+}
+tasks {
+  name: "task_0"
+  neuwizard_conf {
+    global_conf {
+      target_hardware: TARGET_HARDWARE_AX620
+    }
+    task_conf {
+      input_path: "/root/axera/axera-quan-hjj/model/yolov8-jump.onnx"
+      output_path: "/root/axera/axera-quan-hjj/joint/model.lava_joint"
+      output_type: OUTPUT_TYPE_JOINT_LAVA_AXE
+    }
+    operator_conf {
+      input_conf_items {
+        selector {
+          op_name: "images"
+        }
+        attributes {
+          input_modifications {
+            dimension_permutation_preprocess {
+              dimensions: 0
+              dimensions: 3
+              dimensions: 1
+              dimensions: 2
+            }
+          }
+        }
+      }
+      input_conf_items {
+        selector {
+        }
+        attributes {
+          input_modifications {
+            csc {
+              src_cs {
+                type: CST_NV12
+              }
+              dst_cs {
+                type: CST_RGB
+              }
+            }
+          }
+          color_space {
+            type: CST_RGB
+          }
+        }
+      }
+      input_conf_items {
+        attributes {
+          input_modifications {
+            enforce_integers {
+            }
+          }
+          input_modifications {
+            affine_preprocess {
+              slope: 1.0
+              bias: 0.0
+              slope_divisor: 255.0
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "346"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output0"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output1"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+    }
+    dataset_conf_train {
+      dataset_conf_items {
+        resize_conf {
+        }
+      }
+    }
+    dataset_conf_calibration {
+      type: DATASET_TYPE_TAR
+      size: 100
+      batch_size: 16
+      dataset_conf_items {
+        path: "/root/axera/axera-quan-hjj/dataset/Jump_caliburate_dataset.tar"
+        resize_conf {
+        }
+      }
+      calibration_strategy: CALIB_STRATEGY_PER_TENSOR
+      observer_method: OBSVR_METHOD_MSE_CLIPPING
+    }
+    dataset_conf_error_measurement {
+      dataset_conf_items {
+        resize_conf {
+        }
+      }
+    }
+  }
+  pulsar_conf {
+    batch_size: 1
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111
+    output_dir: "/root/axera/axera-quan-hjj"
+  }
+  input_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/model/yolov8-jump.onnx"
+      type: MODEL_TYPE_ONNX
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_RGB
+      }
+    }
+  }
+  output_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/joint/yolov8n-jump.joint"
+      type: MODEL_TYPE_JOINT
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_NV12
+      }
+      output_tensors {
+        tensor_layout: NHWC
+      }
+    }
+  }
+  target_hardware: TARGET_HARDWARE_AX620
+  cpu_backend_settings {
+    onnx_setting {
+      mode: DISABLED
+    }
+    axe_setting {
+      mode: ENABLED
+      axe_param {
+        optimize_slim_model: true
+      }
+    }
+  }
+  cpu_affine_json {
+    mode: PATH_MODE_ABS
+  }
+}
+input_task_names: "task_0"
+output_task_names: "task_0"

config/config_yolov8npose.prototxt

@@ -0,0 +1,66 @@
+# 基本配置参数：输入输出
+input_type: INPUT_TYPE_ONNX
+output_type: OUTPUT_TYPE_JOINT
+
+# 硬件平台选择
+target_hardware: TARGET_HARDWARE_AX620
+
+# CPU 后端选择，默认采用 AXE
+cpu_backend_settings {
+    onnx_setting {
+        mode: DISABLED
+    }
+    axe_setting {
+        mode: ENABLED
+        axe_param {
+            optimize_slim_model: true
+        }
+    }
+}
+
+# 模型输入数据类型设置
+src_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_RGB
+}
+
+dst_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_NV12
+}
+
+# neuwizard 工具的配置参数
+neuwizard_conf {
+    operator_conf {
+        input_conf_items {
+            attributes {
+                input_modifications {
+                    affine_preprocess {
+                        slope: 1
+                        slope_divisor: 255
+                        bias: 0
+                    }
+                }
+            }
+        }
+    }
+    dataset_conf_calibration {
+        path: "/root/axera/axera-quan-hjj/dataset/coco17pose.tar" # 设置 PTQ 校准数据集路径
+        type: DATASET_TYPE_TAR         # 数据集类型：tar 包
+        size: 100                      # 量化校准过程中实际使用的图片张数
+        batch_size: 16
+
+        calibration_strategy:CALIB_STRATEGY_PER_TENSOR
+        observer_method: OBSVR_METHOD_MSE_CLIPPING
+    }
+}
+
+# 输出 layout 设置, 建议使用 NHWC, 速度更快
+dst_output_tensors {
+    tensor_layout:NHWC
+}
+
+# pulsar compiler 的配置参数
+pulsar_conf {
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111	# 业务场景需要使用 ISP, 则必须使用 vNPU 111 配置, 1.8Tops 算力给用户的算法模型
+    batch_size: 1
+    debug : false
+}

config/config_yolov8npose_output.prototxt

@@ -0,0 +1,232 @@
+cpu_backend_settings {
+  onnx_setting {
+    mode: DISABLED
+  }
+  axe_setting {
+    mode: ENABLED
+    axe_param {
+      optimize_slim_model: true
+    }
+  }
+}
+tasks {
+  name: "task_0"
+  neuwizard_conf {
+    global_conf {
+      target_hardware: TARGET_HARDWARE_AX620
+    }
+    task_conf {
+      input_path: "/root/axera/axera-quan-hjj/model/yolov8n-pose.onnx"
+      output_path: "/root/axera/axera-quan-hjj/joint/model.lava_joint"
+      output_type: OUTPUT_TYPE_JOINT_LAVA_AXE
+    }
+    operator_conf {
+      input_conf_items {
+        selector {
+          op_name: "images"
+        }
+        attributes {
+          input_modifications {
+            dimension_permutation_preprocess {
+              dimensions: 0
+              dimensions: 3
+              dimensions: 1
+              dimensions: 2
+            }
+          }
+        }
+      }
+      input_conf_items {
+        selector {
+        }
+        attributes {
+          input_modifications {
+            csc {
+              src_cs {
+                type: CST_NV12
+              }
+              dst_cs {
+                type: CST_RGB
+              }
+            }
+          }
+          color_space {
+            type: CST_RGB
+          }
+        }
+      }
+      input_conf_items {
+        attributes {
+          input_modifications {
+            enforce_integers {
+            }
+          }
+          input_modifications {
+            affine_preprocess {
+              slope: 1.0
+              bias: 0.0
+              slope_divisor: 255.0
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output3"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output1"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output6"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output5"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output4"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output2"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+    }
+    dataset_conf_train {
+      dataset_conf_items {
+        resize_conf {
+        }
+      }
+    }
+    dataset_conf_calibration {
+      type: DATASET_TYPE_TAR
+      size: 100
+      batch_size: 16
+      dataset_conf_items {
+        path: "/root/axera/axera-quan-hjj/dataset/coco17pose.tar"
+        resize_conf {
+        }
+      }
+      calibration_strategy: CALIB_STRATEGY_PER_TENSOR
+      observer_method: OBSVR_METHOD_MSE_CLIPPING
+    }
+    dataset_conf_error_measurement {
+      dataset_conf_items {
+        resize_conf {
+        }
+      }
+    }
+  }
+  pulsar_conf {
+    batch_size: 1
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111
+    output_dir: "/root/axera/axera-quan-hjj"
+  }
+  input_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/model/yolov8n-pose.onnx"
+      type: MODEL_TYPE_ONNX
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_RGB
+      }
+    }
+  }
+  output_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/joint/yolov8n-pose.joint"
+      type: MODEL_TYPE_JOINT
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_NV12
+      }
+      output_tensors {
+        tensor_layout: NHWC
+      }
+    }
+  }
+  target_hardware: TARGET_HARDWARE_AX620
+  cpu_backend_settings {
+    onnx_setting {
+      mode: DISABLED
+    }
+    axe_setting {
+      mode: ENABLED
+      axe_param {
+        optimize_slim_model: true
+      }
+    }
+  }
+  cpu_affine_json {
+    mode: PATH_MODE_ABS
+  }
+}
+input_task_names: "task_0"
+output_task_names: "task_0"

config/config_yolov8nseg.prototxt

@@ -0,0 +1,66 @@
+# 基本配置参数：输入输出
+input_type: INPUT_TYPE_ONNX
+output_type: OUTPUT_TYPE_JOINT
+
+# 硬件平台选择
+target_hardware: TARGET_HARDWARE_AX620
+
+# CPU 后端选择，默认采用 AXE
+cpu_backend_settings {
+    onnx_setting {
+        mode: DISABLED
+    }
+    axe_setting {
+        mode: ENABLED
+        axe_param {
+            optimize_slim_model: true
+        }
+    }
+}
+
+# 模型输入数据类型设置
+src_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_RGB
+}
+
+dst_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_NV12
+}
+
+# neuwizard 工具的配置参数
+neuwizard_conf {
+    operator_conf {
+        input_conf_items {
+            attributes {
+                input_modifications {
+                    affine_preprocess {
+                        slope: 1
+                        slope_divisor: 255
+                        bias: 0
+                    }
+                }
+            }
+        }
+    }
+    dataset_conf_calibration {
+        path: "/root/axera/axera-quan-hjj/dataset/coco17pose.tar" # 设置 PTQ 校准数据集路径
+        type: DATASET_TYPE_TAR         # 数据集类型：tar 包
+        size: 100                      # 量化校准过程中实际使用的图片张数
+        batch_size: 16
+
+        calibration_strategy:CALIB_STRATEGY_PER_TENSOR
+        observer_method: OBSVR_METHOD_MSE_CLIPPING
+    }
+}
+
+# 输出 layout 设置, 建议使用 NHWC, 速度更快
+dst_output_tensors {
+    tensor_layout:NHWC
+}
+
+# pulsar compiler 的配置参数
+pulsar_conf {
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111	# 业务场景需要使用 ISP, 则必须使用 vNPU 111 配置, 1.8Tops 算力给用户的算法模型
+    batch_size: 1
+    debug : false
+}

config/config_yolov8nseg_output.prototxt

@@ -0,0 +1,187 @@
+cpu_backend_settings {
+  onnx_setting {
+    mode: DISABLED
+  }
+  axe_setting {
+    mode: ENABLED
+    axe_param {
+      optimize_slim_model: true
+    }
+  }
+}
+tasks {
+  name: "task_0"
+  neuwizard_conf {
+    global_conf {
+      target_hardware: TARGET_HARDWARE_AX620
+    }
+    task_conf {
+      input_path: "/root/axera/axera-quan-hjj/model/yolov8n-seg.onnx"
+      output_path: "/root/axera/axera-quan-hjj/joint/model.lava_joint"
+      output_type: OUTPUT_TYPE_JOINT_LAVA_AXE
+    }
+    operator_conf {
+      input_conf_items {
+        selector {
+          op_name: "images"
+        }
+        attributes {
+          input_modifications {
+            dimension_permutation_preprocess {
+              dimensions: 0
+              dimensions: 3
+              dimensions: 1
+              dimensions: 2
+            }
+          }
+        }
+      }
+      input_conf_items {
+        selector {
+        }
+        attributes {
+          input_modifications {
+            csc {
+              src_cs {
+                type: CST_NV12
+              }
+              dst_cs {
+                type: CST_RGB
+              }
+            }
+          }
+          color_space {
+            type: CST_RGB
+          }
+        }
+      }
+      input_conf_items {
+        attributes {
+          input_modifications {
+            enforce_integers {
+            }
+          }
+          input_modifications {
+            affine_preprocess {
+              slope: 1.0
+              bias: 0.0
+              slope_divisor: 255.0
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "detect"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "protos"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "mask"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+    }
+    dataset_conf_train {
+      dataset_conf_items {
+        resize_conf {
+        }
+      }
+    }
+    dataset_conf_calibration {
+      type: DATASET_TYPE_TAR
+      size: 100
+      batch_size: 16
+      dataset_conf_items {
+        path: "/root/axera/axera-quan-hjj/dataset/coco17pose.tar"
+        resize_conf {
+        }
+      }
+      calibration_strategy: CALIB_STRATEGY_PER_TENSOR
+      observer_method: OBSVR_METHOD_MSE_CLIPPING
+    }
+    dataset_conf_error_measurement {
+      dataset_conf_items {
+        resize_conf {
+        }
+      }
+    }
+  }
+  pulsar_conf {
+    batch_size: 1
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111
+    output_dir: "/root/axera/axera-quan-hjj"
+  }
+  input_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/model/yolov8n-seg.onnx"
+      type: MODEL_TYPE_ONNX
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_RGB
+      }
+    }
+  }
+  output_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/joint/yolov8n-seg.joint"
+      type: MODEL_TYPE_JOINT
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_NV12
+      }
+      output_tensors {
+        tensor_layout: NHWC
+      }
+    }
+  }
+  target_hardware: TARGET_HARDWARE_AX620
+  cpu_backend_settings {
+    onnx_setting {
+      mode: DISABLED
+    }
+    axe_setting {
+      mode: ENABLED
+      axe_param {
+        optimize_slim_model: true
+      }
+    }
+  }
+  cpu_affine_json {
+    mode: PATH_MODE_ABS
+  }
+}
+input_task_names: "task_0"
+output_task_names: "task_0"

config/config_yolov8spose.prototxt

@@ -0,0 +1,78 @@
+# 基本配置参数：输入输出
+input_type: INPUT_TYPE_ONNX
+output_type: OUTPUT_TYPE_JOINT
+
+# 硬件平台选择
+target_hardware: TARGET_HARDWARE_AX620
+
+# CPU 后端选择，默认采用 AXE
+cpu_backend_settings {
+    onnx_setting {
+        mode: DISABLED
+    }
+    axe_setting {
+        mode: ENABLED
+        axe_param {
+            optimize_slim_model: true
+        }
+    }
+}
+
+# 模型输入数据类型设置
+src_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_RGB
+}
+
+dst_input_tensors {
+    color_space: TENSOR_COLOR_SPACE_NV12
+}
+
+# neuwizard 工具的配置参数
+neuwizard_conf {
+    operator_conf {
+        input_conf_items {
+            attributes {
+                input_modifications {
+                    affine_preprocess {
+                        slope: 1
+                        slope_divisor: 255
+                        bias: 0
+                    }
+                }
+            }
+        }
+    }
+    dataset_conf_calibration {
+        path: "/root/axera/axera-quan-hjj/dataset/cocopose.tar" # 设置 PTQ 校准数据集路径
+        type: DATASET_TYPE_TAR         # 数据集类型：tar 包
+        size: 50                      # 量化校准过程中实际使用的图片张数
+        batch_size: 1
+    }
+    dataset_conf_error_measurement {
+        path: "/root/axera/axera-quan-hjj/dataset/cocopose.tar" # 用于编译过程中对分
+        type: DATASET_TYPE_TAR
+        size: 50                      # 对分过程所需实际数据个数为 4
+        batch_size: 16
+    }
+    evaluation_conf {
+        path: "neuwizard.evaluator.error_measure_evaluator"
+        type: EVALUATION_TYPE_ERROR_MEASURE
+        source_ir_types: IR_TYPE_ONNX
+        ir_types: IR_TYPE_LAVA
+        score_compare_per_layer: true
+    }
+}
+
+# 输出 layout 设置, 建议使用 NHWC, 速度更快
+dst_output_tensors {
+    tensor_layout:NHWC
+}
+
+# pulsar compiler 的配置参数
+pulsar_conf {
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111	# 业务场景需要使用 ISP, 则必须使用 vNPU 111 配置, 1.8Tops 算力给用户的算法模型
+    batch_size: 1
+    debug : false
+}
+
+

config/config_yolov8spose_output.prototxt

@@ -0,0 +1,241 @@
+cpu_backend_settings {
+  onnx_setting {
+    mode: DISABLED
+  }
+  axe_setting {
+    mode: ENABLED
+    axe_param {
+      optimize_slim_model: true
+    }
+  }
+}
+tasks {
+  name: "task_0"
+  neuwizard_conf {
+    global_conf {
+      target_hardware: TARGET_HARDWARE_AX620
+    }
+    task_conf {
+      input_path: "/root/axera/axera-quan-hjj/model/yolov8s-pose.onnx"
+      output_path: "/root/axera/axera-quan-hjj/joint/model.lava_joint"
+      output_type: OUTPUT_TYPE_JOINT_LAVA_AXE
+    }
+    operator_conf {
+      input_conf_items {
+        selector {
+          op_name: "images"
+        }
+        attributes {
+          input_modifications {
+            dimension_permutation_preprocess {
+              dimensions: 0
+              dimensions: 3
+              dimensions: 1
+              dimensions: 2
+            }
+          }
+        }
+      }
+      input_conf_items {
+        selector {
+        }
+        attributes {
+          input_modifications {
+            csc {
+              src_cs {
+                type: CST_NV12
+              }
+              dst_cs {
+                type: CST_RGB
+              }
+            }
+          }
+          color_space {
+            type: CST_RGB
+          }
+        }
+      }
+      input_conf_items {
+        attributes {
+          input_modifications {
+            enforce_integers {
+            }
+          }
+          input_modifications {
+            affine_preprocess {
+              slope: 1.0
+              bias: 0.0
+              slope_divisor: 255.0
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output3"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output1"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output4"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output2"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output5"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+      output_conf_items {
+        selector {
+          op_name: "output6"
+        }
+        attributes {
+          output_modifications {
+            dimension_permutation_postprocess {
+              dimensions: 0
+              dimensions: 2
+              dimensions: 3
+              dimensions: 1
+            }
+          }
+        }
+      }
+    }
+    dataset_conf_train {
+      dataset_conf_items {
+        resize_conf {
+        }
+      }
+    }
+    dataset_conf_calibration {
+      type: DATASET_TYPE_TAR
+      size: 50
+      batch_size: 1
+      dataset_conf_items {
+        path: "/root/axera/axera-quan-hjj/dataset/cocopose.tar"
+        resize_conf {
+        }
+      }
+    }
+    dataset_conf_error_measurement {
+      type: DATASET_TYPE_TAR
+      size: 50
+      batch_size: 16
+      dataset_conf_items {
+        path: "/root/axera/axera-quan-hjj/dataset/cocopose.tar"
+        resize_conf {
+        }
+      }
+    }
+    evaluation_conf {
+      path: "neuwizard.evaluator.error_measure_evaluator"
+      type: EVALUATION_TYPE_ERROR_MEASURE
+      source_ir_types: IR_TYPE_ONNX
+      ir_types: IR_TYPE_LAVA
+      score_compare_per_layer: true
+    }
+  }
+  pulsar_conf {
+    batch_size: 1
+    ax620_virtual_npu: AX620_VIRTUAL_NPU_MODE_111
+    output_dir: "/root/axera/axera-quan-hjj"
+  }
+  input_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/model/yolov8s-pose.onnx"
+      type: MODEL_TYPE_ONNX
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_RGB
+      }
+    }
+  }
+  output_model_items {
+    model {
+      path: "/root/axera/axera-quan-hjj/joint/yolov8s-pose.joint"
+      type: MODEL_TYPE_JOINT
+      input_tensors {
+        color_space: TENSOR_COLOR_SPACE_NV12
+      }
+      output_tensors {
+        tensor_layout: NHWC
+      }
+    }
+  }
+  target_hardware: TARGET_HARDWARE_AX620
+  cpu_backend_settings {
+    onnx_setting {
+      mode: DISABLED
+    }
+    axe_setting {
+      mode: ENABLED
+      axe_param {
+        optimize_slim_model: true
+      }
+    }
+  }
+  cpu_affine_json {
+    mode: PATH_MODE_ABS
+  }
+}
+input_task_names: "task_0"
+output_task_names: "task_0"

gt/input/filename.txt

@@ -0,0 +1 @@
+input.bin

gt/joint/output.bin

@@ -0,0 +1 @@
+p-?X_0?И)?Р$?ђЮK?(б?x­о>4Ж?

gt/onnx/output.bin

@@ -0,0 +1,2 @@
+Q�?¦k?•A?•JR?<6\?±¨?
+äg>«Ú>

inference_report/part_0.lava/inference_report.log

@@ -0,0 +1,95 @@
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+|:-------------------------|:-----------------------------|:-------------|:-------------------|
+| size(ratio of whole OCM) | 0(0.0)%                      | 0(0.0)%      | 112128(5.3)%       |
+| range                    | (None, None)                 | (None, None) | (1985024, 2097152) | 
+
+| Pre_alloc DDR   |   ringbuffer |   feature_swap |
+|:----------------|-------------:|---------------:|
+| size(M)         |         0.00 |           0.00 | 
+
+| profile conv   | work_cyc         | linebuf       | warmup_tail   | core_idle   | io_idle       | stride2_idle    | standalone_fetch   | MAC             |
+|:---------------|:-----------------|:--------------|:--------------|:------------|:--------------|:----------------|:-------------------|:----------------|
+| ratio in conv  | 7776900 (100.0%) | 195139 (2.5%) | 273265 (3.5%) | 0 (0.0%)    | 225640 (2.9%) | 1489405 (19.2%) | 285 (0.0%)         | 5303168 (68.2%) | 
+
+| profile ideal DDR_IO   | min_io_sum        | min_params_read   | min_inputs_read   | min_outputs_write   |
+|:-----------------------|:------------------|:------------------|:------------------|:--------------------|
+| DDR IO size (Byte)     | 10853504 (100.0%) | 3907904 (36.0%)   | 409600 (3.8%)     | 6536000 (60.2%)     | 
+
+| profile extra DDR_IO   | extra_ddr_io     | extra_params_read   | extra_inputs_read   | extra_outputs_wrt   | extra_swap_read   | extra_swap_wrt   | ddr_rb_read   | ddr_rb_wrt   |
+|:-----------------------|:-----------------|:--------------------|:--------------------|:--------------------|:------------------|:-----------------|:--------------|:-------------|
+| DDR IO size (Byte)     | 7475200 (100.0%) | 0 (0.0%)            | 3788800 (50.7%)     | 3686400 (49.3%)     | 0 (0.0%)          | 0 (0.0%)         | 0 (0.0%)      | 0 (0.0%)     | 
+
+profile stream EU: ld/st_ratio might include ringbuf/linebuf/feature_swap parts; mv_ratio migth have ringbuf part. 
+
+| profile stream EU   |   work_cyc | ld_ratio       | ld_param_ratio   | mv_ratio       | mv_linebuffer_ratio   | st_ratio       |
+|:--------------------|-----------:|:---------------|:-----------------|:---------------|:----------------------|:---------------|
+| teng                |   15534772 | 2125313(13.7%) | 2090049(13.5%)   | 6013711(38.7%) | 143718(0.9%)          | 5161980(33.2%) | 
+
+| breakdown of mv_ratio in profile stream EU   | teng            | all_eus with mv-cmds   |
+|:---------------------------------------------|:----------------|:-----------------------|
+| total_cyc_num                                | 6013711(100.0%) | 6013711(100.0%)        |
+| mv,affine,unpack_lsb                         | 2325432(38.7%)  | 2325432(38.7%)         |
+| weight0_mode,convNxM,mode23,nopad            | 729952(12.1%)   | 729952(12.1%)          |
+| teng_binary_mul                              | 634426(10.5%)   | 634426(10.5%)          |
+| mv,subtensor                                 | 427299(7.1%)    | 427299(7.1%)           |
+| teng_binary_add                              | 317213(5.3%)    | 317213(5.3%)           |
+| dequant                                      | 317188(5.3%)    | 317188(5.3%)           |
+| mv,concat_c                                  | 296713(4.9%)    | 296713(4.9%)           |
+| mv_patch                                     | 262377(4.4%)    | 262377(4.4%)           |
+| weight0_mode,convNxM,mode20,nopad            | 214922(3.6%)    | 214922(3.6%)           |
+| mv,depth2space                               | 211328(3.5%)    | 211328(3.5%)           |
+| mv,upsample                                  | 121582(2.0%)    | 121582(2.0%)           |
+| mv,padding_ch                                | 105049(1.7%)    | 105049(1.7%)           |
+| const                                        | 28323(0.5%)     | 28323(0.5%)            |
+| mv,padding                                   | 21678(0.4%)     | 21678(0.4%)            |
+| revert_split                                 | 229(0.0%)       | 229(0.0%)              | 
+
+| EU         |   work_cyc |   tot_cyc | ratio   |    fps |   fps_bnd |
+|:-----------|-----------:|----------:|:--------|-------:|----------:|
+| conv-1core |    7776901 |  16969628 | 45.0%   | 47.140 |   102.870 |
+| teng       |   15534772 |  16969628 | 91.0%   | 47.140 |    51.500 |
+
+inference: 21.2 ms, 47.14 fps
+  qps = fps * batch_size = 47.14
+
+simulated fps is based on DDR_BW: 1.59 GB/s
+
+DDR IO stats:
+  ideal_input_data_size: 4317504 Byte,
+  ideal_output_data_size: 6536000 Byte,
+  extra_mid_io_data_size: 7475200 Byte,
+  total_io_data_size: 18328704 Byte
+
+MAC per inference: 6109250560 MAC@int8
+MAC utils: 31.25 %
+
+commit_id:  
+
+| breakdown of cmds_num for each op             |   cmds_num | percentage   |
+|:----------------------------------------------|-----------:|:-------------|
+| mv,affine,unpack_lsb                          |       1676 | 30.53%       |
+| weight0_mode,mode23                           |       1310 | 23.86%       |
+| weight0_mode,mode23,nopad                     |        318 | 5.79%        |
+| weight0_mode,convNxM,mode23,nopad             |        296 | 5.39%        |
+| pool,weight0_mode,mode20,conv_align,subtensor |        288 | 5.25%        |
+| weight0_mode,mode20                           |        204 | 3.72%        |
+| mv,subtensor                                  |        185 | 3.37%        |
+| revert_split                                  |        170 | 3.10%        |
+| weight0_mode,convNxM,mode26,nopad             |        154 | 2.81%        |
+| weight0_mode,convNxM,mode20,nopad             |        144 | 2.62%        |
+| const                                         |        135 | 2.46%        |
+| mv,concat_c                                   |        133 | 2.42%        |
+| weight0_mode,mode20,nopad                     |        120 | 2.19%        |
+| pool,weight0_mode,mode20,subtensor            |         96 | 1.75%        |
+| teng_binary_mul                               |         77 | 1.40%        |
+| dequant                                       |         34 | 0.62%        |
+| teng_binary_add                               |         34 | 0.62%        |
+| mv,depth2space                                |         32 | 0.58%        |
+| mv_patch                                      |         30 | 0.55%        |
+| mv,upsample                                   |         27 | 0.49%        |
+| yuv42xto444,yuv2bgr0                          |         11 | 0.20%        |
+| mv,padding_ch                                 |         10 | 0.18%        |
+| mv,padding                                    |          6 | 0.11%        |
+| total_num                                     |       5490 | 100%         | 
+
+subgraph num: 6

inference_report/part_0.lava/subgraph_0/inference_report.log

@@ -0,0 +1,9 @@
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+|:-------------------------|:-----------------------------|:-------------|:-------------------|
+| size(ratio of whole OCM) | 146432(7.0)%                 | 0(0.0)%      | 605440(28.9)%      |
+| range                    | (1345280, 1491712)           | (None, None) | (1491712, 2097152) | 
+
+| Pre_alloc DDR   |   ringbuffer |   feature_swap |
+|:----------------|-------------:|---------------:|
+| size(M)         |         0.00 |           0.00 | 
+

inference_report/part_0.lava/subgraph_1/inference_report.log

@@ -0,0 +1,9 @@
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+|:-------------------------|:-----------------------------|:-------------|:-------------------|
+| size(ratio of whole OCM) | 0(0.0)%                      | 0(0.0)%      | 112128(5.3)%       |
+| range                    | (None, None)                 | (None, None) | (1985024, 2097152) | 
+
+| Pre_alloc DDR   |   ringbuffer |   feature_swap |
+|:----------------|-------------:|---------------:|
+| size(M)         |         0.00 |           0.00 | 
+

inference_report/part_0.lava/subgraph_2/inference_report.log

@@ -0,0 +1,9 @@
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+|:-------------------------|:-----------------------------|:-------------|:-------------------|
+| size(ratio of whole OCM) | 51200(2.4)%                  | 0(0.0)%      | 433152(20.7)%      |
+| range                    | (1612800, 1664000)           | (None, None) | (1664000, 2097152) | 
+
+| Pre_alloc DDR   |   ringbuffer |   feature_swap |
+|:----------------|-------------:|---------------:|
+| size(M)         |         0.00 |           0.00 | 
+

inference_report/part_0.lava/subgraph_3/inference_report.log

@@ -0,0 +1,9 @@
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+|:-------------------------|:-----------------------------|:-------------|:-------------------|
+| size(ratio of whole OCM) | 15360(0.7)%                  | 0(0.0)%      | 409088(19.5)%      |
+| range                    | (1672704, 1688064)           | (None, None) | (1688064, 2097152) | 
+
+| Pre_alloc DDR   |   ringbuffer |   feature_swap |
+|:----------------|-------------:|---------------:|
+| size(M)         |         0.00 |           0.00 | 
+

inference_report/part_0.lava/subgraph_4/inference_report.log

@@ -0,0 +1,9 @@
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+|:-------------------------|:-----------------------------|:-------------|:-------------------|
+| size(ratio of whole OCM) | 56320(2.7)%                  | 0(0.0)%      | 532224(25.4)%      |
+| range                    | (1508608, 1564928)           | (None, None) | (1564928, 2097152) | 
+
+| Pre_alloc DDR   |   ringbuffer |   feature_swap |
+|:----------------|-------------:|---------------:|
+| size(M)         |         0.00 |           0.00 | 
+

inference_report/part_0.lava/subgraph_5/inference_report.log

@@ -0,0 +1,9 @@
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+|:-------------------------|:-----------------------------|:-------------|:-------------------|
+| size(ratio of whole OCM) | 0(0.0)%                      | 0(0.0)%      | 112128(5.3)%       |
+| range                    | (None, None)                 | (None, None) | (1985024, 2097152) | 
+
+| Pre_alloc DDR   |   ringbuffer |   feature_swap |
+|:----------------|-------------:|---------------:|
+| size(M)         |         0.00 |           0.00 | 
+

logs/efficientnetb0-exp1.log

@@ -0,0 +1,184 @@
+nohup: ignoring input
+[W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[08 06:15:54 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:39] WRN migrate all stand-alone args into a single task
+[08 06:15:54 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:159] set task task_0's 0th input model path as /root/axera/axera-quan-hjj/model/efficientnet_size-160.onnx
+[08 06:15:54 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:178] set task task_0's 0th output model path as /root/axera/axera-quan-hjj/joint/efficientnetb0-handpose.joint
+[08 06:15:54 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:297] set task task_0's pulsar_conf.output_dir as /root/axera/axera-quan-hjj
+/opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+  return torch._C._cuda_getDeviceCount() > 0
+[08 06:15:55 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:17] planning task task_0
+[08 06:15:55 <frozen super_pulsar.func_wrappers.pulsar_build.neuwizard_step>:459] WRN affine_preprocess at QAT model compiling is deprecated, insert enforce_integers at front, please use scale_to_integers instead.
+[08 06:15:55 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:340] ################## Running task task_0 ##################
+[08 06:15:55 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:30] python3 /root/python_modules/super_pulsar/super_pulsar/toolchain_wrappers/wrapper_neuwizard.py --config /tmp/tmpmy092f06.prototxt
+[08 06:15:55 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] [W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] ONNX Model Version 12 for "/root/axera/axera-quan-hjj/model/efficientnet_size-160.onnx"
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning load step finished; elapsed time: 0.01s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.01s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native" finished; elapsed time: 0.16s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native_no_bn" finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "pretransformed" finished; elapsed time: 1.77s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning calibrate step finished; elapsed time: 0.01s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "transformed" finished; elapsed time: 47.78s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "posttransformed" finished; elapsed time: 6.22s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma" finished; elapsed time: 1.51s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma_validified" finished; elapsed time: 0.34s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "lava_with_rtv" finished; elapsed time: 10.77s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning dump_joint_model step finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning evaluate step finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_macs step finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_float_params step finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_quantized_params step finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Loading model finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_1" finished; elapsed time: 0.01s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_2" finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx" finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native" finished; elapsed time: 0.07s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native_no_bn" finished; elapsed time: 0.00s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "pretransformed" finished; elapsed time: 0.66s
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] /opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+[08 06:17:06 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] return torch._C._cuda_getDeviceCount() > 0
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Calibrating finished; elapsed time: 7.91s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "transformed" finished; elapsed time: 8.75s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "posttransformed" finished; elapsed time: 1.83s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "magma" finished; elapsed time: 0.68s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "magma_validified" finished; elapsed time: 0.06s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_with_rtv" finished; elapsed time: 4.61s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava" finished; elapsed time: 0.02s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava" dynamically finished; elapsed time: 0.06s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava_onnx" finished; elapsed time: 0.55s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_onnx" dynamically finished; elapsed time: 0.78s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava_onnx_axe" finished; elapsed time: 0.02s
+[08 06:17:30 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_onnx_axe" dynamically finished; elapsed time: 0.06s
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] /root/python_modules/neuwizard-latest/neuwizard/operators/lava/AX620/Conv2d.py:141: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Joint model dumpped as "/root/axera/axera-quan-hjj/joint/model.lava_joint"
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dumping Joint Model finished; elapsed time: 4.17s
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Evaluation is not performed.
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Evaluating finished; elapsed time: 0.00s
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of Bit MACs
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain   | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------|----------|------------------|---------------|-------------------|---------|--------|
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Bit MACs | 13G      | 52G              | 53G           | 61G               | 59G     | 60G    |
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Bit MACs measurement for each domain finished; elapsed time: 0.37s
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of parameter size
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain               | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------------------|----------|------------------|---------------|-------------------|---------|--------|
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Parameter Size(bits) | 127M     | 326M             | 329M          | 339M              | 339M    | 339M   |
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Float Parameter size measurement for each domain finished; elapsed time: 0.54s
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of parameter size
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain               | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------------------|----------|------------------|---------------|-------------------|---------|--------|
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Parameter Size(bits) | 32M      | 81M              | 82M           | 85M               | 84M     | 84M    |
+[08 06:17:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Quantized Parameter size measurement for each domain finished; elapsed time: 0.63s
+[08 06:17:39 <frozen super_pulsar.toolchain_wrappers.wrapper_joint>:509] set op_8341's shape as [1, 8]
+[08 06:17:39 <frozen super_pulsar.toolchain_wrappers.wrapper_joint>:509] set op_8341's shape as [1, 8]
+[08 06:17:41 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:535] DBG working in "/root/tmpo0o7ztk9"
+[08 06:17:41 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:227] python3 pulsar.py gen /root/tmpo0o7ztk9/part_0.lava/part_0.lava env/ax620a_virtual_111_config.ini -b 1 -pe 16 --times_thres 0 --job_stealing 3 --checkall --param_compress --continuous_input --no_sim --hyper_params  run_cf.wait_mode=True
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] inference_report.log:
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-------------------------|:-----------------------------|:-------------|:-------------------|
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:----------------|-------------:|---------------:|
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:---------------|:-----------------|:-------------|:--------------|:------------|:---------------|:---------------|:-------------------|:---------------|
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------------------|:------------------|:------------------|:------------------|:--------------------|
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------------------|:-----------------|:--------------------|:--------------------|:--------------------|:------------------|:-----------------|:----------------|:----------------|
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] profile stream EU: ld/st_ratio might include ringbuf/linebuf/feature_swap parts; mv_ratio migth have ringbuf part.
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:--------------------|-----------:|:--------------|:-----------------|:---------------|:----------------------|:--------------|
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:---------------------------------------------|:----------------|:-----------------------|
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------|-----------:|----------:|:--------|-------:|----------:|
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] inference: 23.6 ms, 42.35 fps
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] qps = fps * batch_size = 42.35
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] simulated fps is based on DDR_BW: 1.59 GB/s
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] DDR IO stats:
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] ideal_input_data_size: 14116608 Byte,
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] ideal_output_data_size: 32 Byte,
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] extra_mid_io_data_size: 7109136 Byte,
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] total_io_data_size: 21225776 Byte
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] MAC per inference: 628214464 MAC@int8
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] MAC utils: 2.89 %
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] commit_id:
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:------------------------------------|-----------:|:-------------|
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] subgraph num: 4
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[08 06:25:32 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] pulsar.py totally used 470s
+[08 06:25:38 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:582] File saved: /root/axera/axera-quan-hjj/joint/efficientnetb0-handpose.joint
+[08 06:25:38 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:587] DBG cleared /root/tmpo0o7ztk9
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+| size(ratio of whole OCM) | 0(0.0)%                      | 0(0.0)%      | 116736(5.6)%       |
+| range                    | (None, None)                 | (None, None) | (1980416, 2097152) |
+| Pre_alloc DDR   |   ringbuffer |   feature_swap |
+| size(M)         |         0.00 |           0.00 |
+| profile conv   | work_cyc         | linebuf      | warmup_tail   | core_idle   | io_idle        | stride2_idle   | standalone_fetch   | MAC            |
+| ratio in conv  | 2772180 (100.0%) | 32131 (1.2%) | 240800 (8.7%) | 0 (0.0%)    | 710439 (25.6%) | 831608 (30.0%) | 210 (0.0%)         | 545325 (19.7%) |
+| profile ideal DDR_IO   | min_io_sum        | min_params_read   | min_inputs_read   | min_outputs_write   |
+| DDR IO size (Byte)     | 14116640 (100.0%) | 14039808 (99.5%)  | 76800 (0.5%)      | 32 (0.0%)           |
+| profile extra DDR_IO   | extra_ddr_io     | extra_params_read   | extra_inputs_read   | extra_outputs_wrt   | extra_swap_read   | extra_swap_wrt   | ddr_rb_read     | ddr_rb_wrt      |
+| DDR IO size (Byte)     | 7109136 (100.0%) | 0 (0.0%)            | 1157384 (16.3%)     | 1106184 (15.6%)     | 0 (0.0%)          | 0 (0.0%)         | 2422784 (34.1%) | 2422784 (34.1%) |
+| profile stream EU   |   work_cyc | ld_ratio      | ld_param_ratio   | mv_ratio       | mv_linebuffer_ratio   | st_ratio      |
+| teng                |   18636864 | 1844691(9.9%) | 7460162(40.0%)   | 7509589(40.3%) | 40684(0.2%)           | 1781737(9.6%) |
+| breakdown of mv_ratio in profile stream EU   | teng            | all_eus with mv-cmds   |
+| total_cyc_num                                | 7509589(100.0%) | 7509589(100.0%)        |
+| weight0_mode,convNxM,mode23,nopad            | 2404764(32.0%)  | 2404764(32.0%)         |
+| teng_binary_mul                              | 1056050(14.1%)  | 1056050(14.1%)         |
+| mv,affine,unpack_lsb                         | 565295(7.5%)    | 565295(7.5%)           |
+| mv,broadcast                                 | 483148(6.4%)    | 483148(6.4%)           |
+| teng_binary_sub                              | 451312(6.0%)    | 451312(6.0%)           |
+| mv,resize                                    | 439020(5.8%)    | 439020(5.8%)           |
+| mv,padding                                   | 389020(5.2%)    | 389020(5.2%)           |
+| mv,subtensor                                 | 365393(4.9%)    | 365393(4.9%)           |
+| mv,concat_c                                  | 328182(4.4%)    | 328182(4.4%)           |
+| teng_binary_add                              | 308771(4.1%)    | 308771(4.1%)           |
+| mv,pack_lsb                                  | 267240(3.6%)    | 267240(3.6%)           |
+| weight0_mode,convNxM,mode20,nopad            | 251040(3.3%)    | 251040(3.3%)           |
+| conv_transform                               | 85377(1.1%)     | 85377(1.1%)            |
+| mv,padding_ch                                | 63717(0.8%)     | 63717(0.8%)            |
+| const                                        | 44401(0.6%)     | 44401(0.6%)            |
+| sigmoid                                      | 6129(0.1%)      | 6129(0.1%)             |
+| weight0_mode,mode26,fc                       | 501(0.0%)       | 501(0.0%)              |
+| revert_split                                 | 229(0.0%)       | 229(0.0%)              |
+| EU         |   work_cyc |   tot_cyc | ratio   |    fps |   fps_bnd |
+| conv-1core |    2772181 |  18888839 | 14.0%   | 42.350 |   288.580 |
+| teng       |   18636864 |  18888839 | 98.0%   | 42.350 |    42.930 |
+| breakdown of cmds_num for each op   |   cmds_num | percentage   |
+| weight0_mode,convNxM,mode23,nopad   |       4590 | 35.20%       |
+| mv,resize                           |       1306 | 10.01%       |
+| mv,padding                          |        929 | 7.12%        |
+| mv,affine,unpack_lsb                |        913 | 7.00%        |
+| mv,concat_c                         |        863 | 6.62%        |
+| mv,subtensor                        |        748 | 5.74%        |
+| weight0_mode,mode23,nopad           |        699 | 5.36%        |
+| weight0_mode,convNxM,mode26,nopad   |        585 | 4.49%        |
+| weight0_mode,mode23                 |        543 | 4.16%        |
+| weight0_mode,convNxM,mode20,nopad   |        492 | 3.77%        |
+| weight0_mode,mode20,nopad           |        359 | 2.75%        |
+| const                               |        199 | 1.53%        |
+| conv_transform                      |        152 | 1.17%        |
+| revert_split                        |        124 | 0.95%        |
+| teng_binary_mul                     |        118 | 0.90%        |
+| mv,padding_ch                       |         87 | 0.67%        |
+| teng_binary_sub                     |         77 | 0.59%        |
+| mv,broadcast                        |         76 | 0.58%        |
+| teng_binary_add                     |         66 | 0.51%        |
+| mv,pack_lsb                         |         53 | 0.41%        |
+| sigmoid                             |         35 | 0.27%        |
+| weight0_mode,mode20                 |         13 | 0.10%        |
+| weight0_mode,mode26,fc              |          8 | 0.06%        |
+| bgr_pack                            |          6 | 0.05%        |
+| total_num                           |      13041 | 100%         |
+06:25:37 [I]final_check: FINAL_CHECK: output op_8341 check successed!

logs/fasternet-exp1.log

@@ -0,0 +1,89 @@
+nohup: ignoring input
+[W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[04 07:01:36 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:39] WRN migrate all stand-alone args into a single task
+[04 07:01:36 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:159] set task task_0's 0th input model path as /root/axera/axera-quan-hjj/model/fasternet_size-256.onnx
+[04 07:01:36 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:178] set task task_0's 0th output model path as /root/axera/axera-quan-hjj/joint/fasternet-handpose.joint
+[04 07:01:36 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:297] set task task_0's pulsar_conf.output_dir as /root/axera/axera-quan-hjj
+/opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+  return torch._C._cuda_getDeviceCount() > 0
+[04 07:01:37 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:17] planning task task_0
+[04 07:01:37 <frozen super_pulsar.func_wrappers.pulsar_build.neuwizard_step>:459] WRN affine_preprocess at QAT model compiling is deprecated, insert enforce_integers at front, please use scale_to_integers instead.
+[04 07:01:37 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:340] ################## Running task task_0 ##################
+[04 07:01:37 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:30] python3 /root/python_modules/super_pulsar/super_pulsar/toolchain_wrappers/wrapper_neuwizard.py --config /tmp/tmp5q69qwrl.prototxt
+[04 07:01:38 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] [W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] /opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] return torch._C._cuda_getDeviceCount() > 0
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] ONNX Model Version 12 for "/root/axera/axera-quan-hjj/model/fasternet_size-256.onnx"
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning load step finished; elapsed time: 0.01s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native" finished; elapsed time: 0.07s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native_no_bn" finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "pretransformed" finished; elapsed time: 0.60s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning calibrate step finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "transformed" finished; elapsed time: 32.91s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "posttransformed" finished; elapsed time: 4.36s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma" finished; elapsed time: 0.39s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma_validified" finished; elapsed time: 0.10s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "lava_with_rtv" finished; elapsed time: 1.84s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning dump_joint_model step finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning evaluate step finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_macs step finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_float_params step finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_quantized_params step finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Loading model finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_1" finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_2" finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx" finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native" finished; elapsed time: 0.03s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native_no_bn" finished; elapsed time: 0.00s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "pretransformed" finished; elapsed time: 0.15s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Calibrating finished; elapsed time: 0.02s
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Traceback (most recent call last):
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "</root/python_modules/super_pulsar/super_pulsar/toolchain_wrappers/wrapper_neuwizard.py>", line 3, in <module>
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>", line 98, in <module>
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>", line 58, in convert
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen schedule.base>", line 40, in run
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen schedule.steps.calibrate>", line 47, in run
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen calibration.calibrate>", line 127, in calibrate
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen backends.nn>", line 45, in __init__
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "/opt/venv/lib/python3.6/site-packages/torch/nn/modules/module.py", line 1052, in load_state_dict
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] self.__class__.__name__, "\n\t".join(error_msgs)))
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] RuntimeError: Error(s) in loading state_dict for NeuwizardModule:
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_29.weight: copying a param with shape torch.Size([10, 10, 3, 3]) from checkpoint, the shape in current model is torch.Size([10, 20, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_27.weight: copying a param with shape torch.Size([80, 40, 1, 1]) from checkpoint, the shape in current model is torch.Size([80, 30, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_33.weight: copying a param with shape torch.Size([20, 20, 3, 3]) from checkpoint, the shape in current model is torch.Size([20, 40, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_31.weight: copying a param with shape torch.Size([160, 80, 1, 1]) from checkpoint, the shape in current model is torch.Size([160, 60, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_36.weight: copying a param with shape torch.Size([20, 20, 3, 3]) from checkpoint, the shape in current model is torch.Size([20, 40, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_34.weight: copying a param with shape torch.Size([160, 80, 1, 1]) from checkpoint, the shape in current model is torch.Size([160, 60, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_40.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_38.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_43.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_41.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_46.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_44.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_49.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_47.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_52.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_50.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_55.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_53.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_58.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_56.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_61.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_59.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_362:conv1.weight: copying a param with shape torch.Size([80, 0, 3, 3]) from checkpoint, the shape in current model is torch.Size([80, 80, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_63.weight: copying a param with shape torch.Size([640, 320, 1, 1]) from checkpoint, the shape in current model is torch.Size([640, 240, 1, 1]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_363:conv1.weight: copying a param with shape torch.Size([80, 0, 3, 3]) from checkpoint, the shape in current model is torch.Size([80, 80, 3, 3]).
+[04 07:02:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_66.weight: copying a param with shape torch.Size([640, 320, 1, 1]) from checkpoint, the shape in current model is torch.Size([640, 240, 1, 1]).
+Traceback (most recent call last):
+  File "/root/python_modules/super_pulsar/pulsar", line 27, in <module>
+    main()
+  File "/root/python_modules/super_pulsar/pulsar", line 21, in main
+    args.func(args)
+  File "<frozen super_pulsar.func_wrappers.wrapper_pulsar_build>", line 410, in <lambda>
+  File "<frozen super_pulsar.func_wrappers.wrapper_pulsar_build>", line 343, in main_build
+  File "<frozen super_pulsar.func_wrappers.pulsar_build.neuwizard_step>", line 539, in run
+  File "<frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>", line 43, in convert_cli
+RuntimeError: neuwizard failed

logs/output.log

@@ -0,0 +1,88 @@
+[W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[02 01:42:33 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:39] WRN migrate all stand-alone args into a single task
+[02 01:42:33 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:159] set task task_0's 0th input model path as /root/axera/fasternet_handpose/fasternet_size-256.onnx
+[02 01:42:33 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:178] set task task_0's 0th output model path as /root/axera/fasternet_handpose/fasternet_handpose.joint
+[02 01:42:33 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:297] set task task_0's pulsar_conf.output_dir as /root/axera/fasternet_handpose
+/opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+  return torch._C._cuda_getDeviceCount() > 0
+[02 01:42:34 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:17] planning task task_0
+[02 01:42:34 <frozen super_pulsar.func_wrappers.pulsar_build.neuwizard_step>:459] WRN affine_preprocess at QAT model compiling is deprecated, insert enforce_integers at front, please use scale_to_integers instead.
+[02 01:42:34 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:340] ################## Running task task_0 ##################
+[02 01:42:34 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:30] python3 /root/python_modules/super_pulsar/super_pulsar/toolchain_wrappers/wrapper_neuwizard.py --config /tmp/tmp0saq26j4.prototxt
+[02 01:42:34 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] [W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] /opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] return torch._C._cuda_getDeviceCount() > 0
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] ONNX Model Version 12 for "/root/axera/fasternet_handpose/fasternet_size-256.onnx"
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning load step finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native" finished; elapsed time: 0.07s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native_no_bn" finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "pretransformed" finished; elapsed time: 0.56s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning calibrate step finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "transformed" finished; elapsed time: 32.06s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "posttransformed" finished; elapsed time: 4.32s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma" finished; elapsed time: 0.39s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma_validified" finished; elapsed time: 0.09s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "lava_with_rtv" finished; elapsed time: 1.84s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning dump_joint_model step finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning evaluate step finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_macs step finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_float_params step finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_quantized_params step finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Loading model finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_1" finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_2" finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx" finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native" finished; elapsed time: 0.03s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native_no_bn" finished; elapsed time: 0.00s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "pretransformed" finished; elapsed time: 0.14s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Calibrating finished; elapsed time: 0.02s
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Traceback (most recent call last):
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "</root/python_modules/super_pulsar/super_pulsar/toolchain_wrappers/wrapper_neuwizard.py>", line 3, in <module>
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>", line 98, in <module>
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>", line 58, in convert
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen schedule.base>", line 40, in run
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen schedule.steps.calibrate>", line 47, in run
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen calibration.calibrate>", line 127, in calibrate
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "<frozen backends.nn>", line 45, in __init__
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] File "/opt/venv/lib/python3.6/site-packages/torch/nn/modules/module.py", line 1052, in load_state_dict
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] self.__class__.__name__, "\n\t".join(error_msgs)))
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] RuntimeError: Error(s) in loading state_dict for NeuwizardModule:
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_29.weight: copying a param with shape torch.Size([10, 10, 3, 3]) from checkpoint, the shape in current model is torch.Size([10, 20, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_27.weight: copying a param with shape torch.Size([80, 40, 1, 1]) from checkpoint, the shape in current model is torch.Size([80, 30, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_33.weight: copying a param with shape torch.Size([20, 20, 3, 3]) from checkpoint, the shape in current model is torch.Size([20, 40, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_31.weight: copying a param with shape torch.Size([160, 80, 1, 1]) from checkpoint, the shape in current model is torch.Size([160, 60, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_36.weight: copying a param with shape torch.Size([20, 20, 3, 3]) from checkpoint, the shape in current model is torch.Size([20, 40, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_34.weight: copying a param with shape torch.Size([160, 80, 1, 1]) from checkpoint, the shape in current model is torch.Size([160, 60, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_40.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_38.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_43.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_41.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_46.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_44.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_49.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_47.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_52.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_50.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_55.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_53.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_58.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_56.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_61.weight: copying a param with shape torch.Size([40, 40, 3, 3]) from checkpoint, the shape in current model is torch.Size([40, 80, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_59.weight: copying a param with shape torch.Size([320, 160, 1, 1]) from checkpoint, the shape in current model is torch.Size([320, 120, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_362:conv1.weight: copying a param with shape torch.Size([80, 0, 3, 3]) from checkpoint, the shape in current model is torch.Size([80, 80, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_63.weight: copying a param with shape torch.Size([640, 320, 1, 1]) from checkpoint, the shape in current model is torch.Size([640, 240, 1, 1]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_363:conv1.weight: copying a param with shape torch.Size([80, 0, 3, 3]) from checkpoint, the shape in current model is torch.Size([80, 80, 3, 3]).
+[02 01:43:14 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] size mismatch for op_66.weight: copying a param with shape torch.Size([640, 320, 1, 1]) from checkpoint, the shape in current model is torch.Size([640, 240, 1, 1]).
+Traceback (most recent call last):
+  File "/root/python_modules/super_pulsar/pulsar", line 27, in <module>
+    main()
+  File "/root/python_modules/super_pulsar/pulsar", line 21, in main
+    args.func(args)
+  File "<frozen super_pulsar.func_wrappers.wrapper_pulsar_build>", line 410, in <lambda>
+  File "<frozen super_pulsar.func_wrappers.wrapper_pulsar_build>", line 343, in main_build
+  File "<frozen super_pulsar.func_wrappers.pulsar_build.neuwizard_step>", line 539, in run
+  File "<frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>", line 43, in convert_cli
+RuntimeError: neuwizard failed

logs/yolov8njump-exp1.log

@@ -0,0 +1,201 @@
+nohup: ignoring input
+[W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[15 08:18:40 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:39] WRN migrate all stand-alone args into a single task
+[15 08:18:40 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:159] set task task_0's 0th input model path as /root/axera/axera-quan-hjj/model/yolov8-jump.onnx
+[15 08:18:40 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:178] set task task_0's 0th output model path as /root/axera/axera-quan-hjj/joint/yolov8n-jump.joint
+[15 08:18:40 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:297] set task task_0's pulsar_conf.output_dir as /root/axera/axera-quan-hjj
+/opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+  return torch._C._cuda_getDeviceCount() > 0
+[15 08:18:41 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:17] planning task task_0
+[15 08:18:41 <frozen super_pulsar.func_wrappers.pulsar_build.neuwizard_step>:459] WRN affine_preprocess at QAT model compiling is deprecated, insert enforce_integers at front, please use scale_to_integers instead.
+[15 08:18:41 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:340] ################## Running task task_0 ##################
+[15 08:18:41 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:30] python3 /root/python_modules/super_pulsar/super_pulsar/toolchain_wrappers/wrapper_neuwizard.py --config /tmp/tmpnu8ile81.prototxt
+[15 08:18:41 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] [W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] ONNX Model Version 12 for "/root/axera/axera-quan-hjj/model/yolov8-jump.onnx"
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning load step finished; elapsed time: 0.01s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.02s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native" finished; elapsed time: 0.26s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native_no_bn" finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "pretransformed" finished; elapsed time: 0.39s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning calibrate step finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "transformed" finished; elapsed time: 21.33s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "posttransformed" finished; elapsed time: 0.75s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma" finished; elapsed time: 0.53s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma_validified" finished; elapsed time: 0.11s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "lava_with_rtv" finished; elapsed time: 2.65s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning dump_joint_model step finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning evaluate step finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_macs step finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_float_params step finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_quantized_params step finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Loading model finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_1" finished; elapsed time: 0.01s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_2" finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx" finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native" finished; elapsed time: 0.10s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native_no_bn" finished; elapsed time: 0.00s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "pretransformed" finished; elapsed time: 0.13s
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] /opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+[15 08:19:09 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] return torch._C._cuda_getDeviceCount() > 0
+[15 08:21:25 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Calibrating finished; elapsed time: 136.18s
+[15 08:21:25 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_283_FeatureQuantization_Global_Backward, op_282:cat is missing
+[15 08:42:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_327_FeatureQuantization_Global_Backward, op_326:cat is missing
+[15 09:12:23 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_349_FeatureQuantization_Global_Backward, op_348:cat is missing
+[15 09:44:41 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_396_FeatureQuantization_Global_Backward, op_395:cat is missing
+[15 10:19:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_418_FeatureQuantization_Global_Backward, op_417:cat is missing
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "transformed" finished; elapsed time: 9283.48s
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "posttransformed" finished; elapsed time: 0.49s
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "magma" finished; elapsed time: 0.21s
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "magma_validified" finished; elapsed time: 0.03s
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_with_rtv" finished; elapsed time: 1.16s
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava" finished; elapsed time: 0.01s
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava" dynamically finished; elapsed time: 0.02s
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava_onnx" finished; elapsed time: 0.35s
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_onnx" dynamically finished; elapsed time: 0.47s
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava_onnx_axe" finished; elapsed time: 0.06s
+[15 10:56:11 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_onnx_axe" dynamically finished; elapsed time: 0.22s
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] /root/python_modules/neuwizard-latest/neuwizard/operators/lava/AX620/Conv2d.py:141: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 65, 80, 80]) [-1, 65, 6400]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 65, 40, 40]) [-1, 65, 1600]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 65, 20, 20]) [-1, 65, 400]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 65, 80, 80]) [-1, 65, 6400]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 65, 40, 40]) [-1, 65, 1600]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 65, 20, 20]) [-1, 65, 400]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 32, 80, 80]) [-1, 32, 6400]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 32, 40, 40]) [-1, 32, 1600]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 32, 20, 20]) [-1, 32, 400]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 32, 80, 80]) [-1, 32, 6400]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 32, 40, 40]) [-1, 32, 1600]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] axe.Transpose torch.Size([1, 32, 20, 20]) [-1, 32, 400]
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Joint model dumpped as "/root/axera/axera-quan-hjj/joint/model.lava_joint"
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dumping Joint Model finished; elapsed time: 5.84s
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Evaluation is not performed.
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Evaluating finished; elapsed time: 0.00s
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of Bit MACs
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain   | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------|----------|------------------|---------------|-------------------|---------|--------|
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Bit MACs | 383G     | 368G             | 372G          | 401G              | 378G    | 389G   |
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Bit MACs measurement for each domain finished; elapsed time: 0.09s
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of parameter size
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain               | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------------------|----------|------------------|---------------|-------------------|---------|--------|
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Parameter Size(bits) | 104M     | 106M             | 107M          | 112M              | 112M    | 140M   |
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Float Parameter size measurement for each domain finished; elapsed time: 0.25s
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of parameter size
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain               | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------------------|----------|------------------|---------------|-------------------|---------|--------|
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Parameter Size(bits) | 26M      | 26M              | 27M           | 28M               | 27M     | 29M    |
+[15 10:56:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Quantized Parameter size measurement for each domain finished; elapsed time: 0.24s
+[15 10:56:22 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:535] DBG working in "/root/tmpr6wfr1xx"
+[15 10:56:22 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:227] python3 pulsar.py gen /root/tmpr6wfr1xx/part_0.lava/part_0.lava env/ax620a_virtual_111_config.ini -b 1 -pe 16 --times_thres 0 --job_stealing 3 --checkall --param_compress --continuous_input --no_sim --hyper_params  run_cf.wait_mode=True
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] inference_report.log:
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-------------------------|:-----------------------------|:-------------|:-------------------|
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:----------------|-------------:|---------------:|
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:---------------|:-----------------|:--------------|:--------------|:------------|:--------------|:----------------|:-------------------|:----------------|
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------------------|:------------------|:------------------|:------------------|:--------------------|
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------------------|:-----------------|:--------------------|:--------------------|:--------------------|:------------------|:-----------------|:--------------|:-------------|
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] profile stream EU: ld/st_ratio might include ringbuf/linebuf/feature_swap parts; mv_ratio migth have ringbuf part.
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:--------------------|-----------:|:---------------|:-----------------|:---------------|:----------------------|:---------------|
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:---------------------------------------------|:----------------|:-----------------------|
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------|-----------:|----------:|:--------|-------:|----------:|
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] inference: 21.2 ms, 47.14 fps
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] qps = fps * batch_size = 47.14
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] simulated fps is based on DDR_BW: 1.59 GB/s
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] DDR IO stats:
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] ideal_input_data_size: 4317504 Byte,
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] ideal_output_data_size: 6536000 Byte,
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] extra_mid_io_data_size: 7475200 Byte,
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] total_io_data_size: 18328704 Byte
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] MAC per inference: 6109250560 MAC@int8
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] MAC utils: 31.25 %
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] commit_id:
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:----------------------------------------------|-----------:|:-------------|
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] subgraph num: 6
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 11:00:15 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] pulsar.py totally used 232s
+[15 11:00:36 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:582] File saved: /root/axera/axera-quan-hjj/joint/yolov8n-jump.joint
+[15 11:00:36 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:587] DBG cleared /root/tmpr6wfr1xx
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+| size(ratio of whole OCM) | 0(0.0)%                      | 0(0.0)%      | 112128(5.3)%       |
+| range                    | (None, None)                 | (None, None) | (1985024, 2097152) |
+| Pre_alloc DDR   |   ringbuffer |   feature_swap |
+| size(M)         |         0.00 |           0.00 |
+| profile conv   | work_cyc         | linebuf       | warmup_tail   | core_idle   | io_idle       | stride2_idle    | standalone_fetch   | MAC             |
+| ratio in conv  | 7776900 (100.0%) | 195139 (2.5%) | 273265 (3.5%) | 0 (0.0%)    | 225640 (2.9%) | 1489405 (19.2%) | 285 (0.0%)         | 5303168 (68.2%) |
+| profile ideal DDR_IO   | min_io_sum        | min_params_read   | min_inputs_read   | min_outputs_write   |
+| DDR IO size (Byte)     | 10853504 (100.0%) | 3907904 (36.0%)   | 409600 (3.8%)     | 6536000 (60.2%)     |
+| profile extra DDR_IO   | extra_ddr_io     | extra_params_read   | extra_inputs_read   | extra_outputs_wrt   | extra_swap_read   | extra_swap_wrt   | ddr_rb_read   | ddr_rb_wrt   |
+| DDR IO size (Byte)     | 7475200 (100.0%) | 0 (0.0%)            | 3788800 (50.7%)     | 3686400 (49.3%)     | 0 (0.0%)          | 0 (0.0%)         | 0 (0.0%)      | 0 (0.0%)     |
+| profile stream EU   |   work_cyc | ld_ratio       | ld_param_ratio   | mv_ratio       | mv_linebuffer_ratio   | st_ratio       |
+| teng                |   15534772 | 2125313(13.7%) | 2090049(13.5%)   | 6013711(38.7%) | 143718(0.9%)          | 5161980(33.2%) |
+| breakdown of mv_ratio in profile stream EU   | teng            | all_eus with mv-cmds   |
+| total_cyc_num                                | 6013711(100.0%) | 6013711(100.0%)        |
+| mv,affine,unpack_lsb                         | 2325432(38.7%)  | 2325432(38.7%)         |
+| weight0_mode,convNxM,mode23,nopad            | 729952(12.1%)   | 729952(12.1%)          |
+| teng_binary_mul                              | 634426(10.5%)   | 634426(10.5%)          |
+| mv,subtensor                                 | 427299(7.1%)    | 427299(7.1%)           |
+| teng_binary_add                              | 317213(5.3%)    | 317213(5.3%)           |
+| dequant                                      | 317188(5.3%)    | 317188(5.3%)           |
+| mv,concat_c                                  | 296713(4.9%)    | 296713(4.9%)           |
+| mv_patch                                     | 262377(4.4%)    | 262377(4.4%)           |
+| weight0_mode,convNxM,mode20,nopad            | 214922(3.6%)    | 214922(3.6%)           |
+| mv,depth2space                               | 211328(3.5%)    | 211328(3.5%)           |
+| mv,upsample                                  | 121582(2.0%)    | 121582(2.0%)           |
+| mv,padding_ch                                | 105049(1.7%)    | 105049(1.7%)           |
+| const                                        | 28323(0.5%)     | 28323(0.5%)            |
+| mv,padding                                   | 21678(0.4%)     | 21678(0.4%)            |
+| revert_split                                 | 229(0.0%)       | 229(0.0%)              |
+| EU         |   work_cyc |   tot_cyc | ratio   |    fps |   fps_bnd |
+| conv-1core |    7776901 |  16969628 | 45.0%   | 47.140 |   102.870 |
+| teng       |   15534772 |  16969628 | 91.0%   | 47.140 |    51.500 |
+| breakdown of cmds_num for each op             |   cmds_num | percentage   |
+| mv,affine,unpack_lsb                          |       1676 | 30.53%       |
+| weight0_mode,mode23                           |       1310 | 23.86%       |
+| weight0_mode,mode23,nopad                     |        318 | 5.79%        |
+| weight0_mode,convNxM,mode23,nopad             |        296 | 5.39%        |
+| pool,weight0_mode,mode20,conv_align,subtensor |        288 | 5.25%        |
+| weight0_mode,mode20                           |        204 | 3.72%        |
+| mv,subtensor                                  |        185 | 3.37%        |
+| revert_split                                  |        170 | 3.10%        |
+| weight0_mode,convNxM,mode26,nopad             |        154 | 2.81%        |
+| weight0_mode,convNxM,mode20,nopad             |        144 | 2.62%        |
+| const                                         |        135 | 2.46%        |
+| mv,concat_c                                   |        133 | 2.42%        |
+| weight0_mode,mode20,nopad                     |        120 | 2.19%        |
+| pool,weight0_mode,mode20,subtensor            |         96 | 1.75%        |
+| teng_binary_mul                               |         77 | 1.40%        |
+| dequant                                       |         34 | 0.62%        |
+| teng_binary_add                               |         34 | 0.62%        |
+| mv,depth2space                                |         32 | 0.58%        |
+| mv_patch                                      |         30 | 0.55%        |
+| mv,upsample                                   |         27 | 0.49%        |
+| yuv42xto444,yuv2bgr0                          |         11 | 0.20%        |
+| mv,padding_ch                                 |         10 | 0.18%        |
+| mv,padding                                    |          6 | 0.11%        |
+| total_num                                     |       5490 | 100%         |
+11:00:35 [I]final_check: FINAL_CHECK: output op_1728:mul check successed!
+11:00:35 [I]final_check: FINAL_CHECK: output op_1110 check successed!
+11:00:35 [I]final_check: FINAL_CHECK: output op_1111 check successed!
+11:00:35 [I]final_check: FINAL_CHECK: output op_1112 check successed!
+11:00:35 [I]final_check: FINAL_CHECK: output op_1468 check successed!
+11:00:35 [I]final_check: FINAL_CHECK: output op_1470 check successed!
+11:00:35 [I]final_check: FINAL_CHECK: output op_1472 check successed!

logs/yolov8npose-exp1.log

@@ -0,0 +1,174 @@
+nohup: ignoring input
+[W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[15 03:44:50 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:39] WRN migrate all stand-alone args into a single task
+[15 03:44:50 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:159] set task task_0's 0th input model path as /root/axera/axera-quan-hjj/model/yolov8n-pose.onnx
+[15 03:44:50 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:178] set task task_0's 0th output model path as /root/axera/axera-quan-hjj/joint/yolov8n-pose.joint
+[15 03:44:50 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:297] set task task_0's pulsar_conf.output_dir as /root/axera/axera-quan-hjj
+/opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+  return torch._C._cuda_getDeviceCount() > 0
+[15 03:44:51 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:17] planning task task_0
+[15 03:44:51 <frozen super_pulsar.func_wrappers.pulsar_build.neuwizard_step>:459] WRN affine_preprocess at QAT model compiling is deprecated, insert enforce_integers at front, please use scale_to_integers instead.
+[15 03:44:51 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:340] ################## Running task task_0 ##################
+[15 03:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:30] python3 /root/python_modules/super_pulsar/super_pulsar/toolchain_wrappers/wrapper_neuwizard.py --config /tmp/tmppybjgzd8.prototxt
+[15 03:44:52 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] [W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] ONNX Model Version 12 for "/root/axera/axera-quan-hjj/model/yolov8n-pose.onnx"
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning load step finished; elapsed time: 0.01s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.01s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native" finished; elapsed time: 0.18s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native_no_bn" finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "pretransformed" finished; elapsed time: 0.33s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning calibrate step finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "transformed" finished; elapsed time: 21.52s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "posttransformed" finished; elapsed time: 1.51s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma" finished; elapsed time: 0.45s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma_validified" finished; elapsed time: 0.12s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "lava_with_rtv" finished; elapsed time: 2.70s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning dump_joint_model step finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning evaluate step finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_macs step finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_float_params step finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_quantized_params step finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Loading model finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_1" finished; elapsed time: 0.01s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_2" finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx" finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native" finished; elapsed time: 0.08s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native_no_bn" finished; elapsed time: 0.00s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "pretransformed" finished; elapsed time: 0.12s
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] /opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+[15 03:45:20 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] return torch._C._cuda_getDeviceCount() > 0
+[15 03:47:55 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Calibrating finished; elapsed time: 154.35s
+[15 03:47:55 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_267_FeatureQuantization_Global_Backward, op_266:cat is missing
+[15 04:21:16 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_311_FeatureQuantization_Global_Backward, op_310:cat is missing
+[15 05:12:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_333_FeatureQuantization_Global_Backward, op_332:cat is missing
+[15 06:02:36 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_380_FeatureQuantization_Global_Backward, op_379:cat is missing
+[15 06:53:01 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_402_FeatureQuantization_Global_Backward, op_401:cat is missing
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "transformed" finished; elapsed time: 14206.47s
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "posttransformed" finished; elapsed time: 0.63s
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "magma" finished; elapsed time: 0.21s
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "magma_validified" finished; elapsed time: 0.04s
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_with_rtv" finished; elapsed time: 1.31s
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava" finished; elapsed time: 0.01s
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava" dynamically finished; elapsed time: 0.02s
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava_onnx" finished; elapsed time: 0.13s
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_onnx" dynamically finished; elapsed time: 0.18s
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava_onnx_axe" finished; elapsed time: 0.01s
+[15 07:44:43 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_onnx_axe" dynamically finished; elapsed time: 0.02s
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] /root/python_modules/neuwizard-latest/neuwizard/operators/lava/AX620/Conv2d.py:141: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Joint model dumpped as "/root/axera/axera-quan-hjj/joint/model.lava_joint"
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dumping Joint Model finished; elapsed time: 6.19s
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Evaluation is not performed.
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Evaluating finished; elapsed time: 0.00s
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of Bit MACs
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain   | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------|----------|------------------|---------------|-------------------|---------|--------|
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Bit MACs | 294G     | 299G             | 303G          | 340G              | 317G    | 328G   |
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Bit MACs measurement for each domain finished; elapsed time: 0.12s
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of parameter size
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain               | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------------------|----------|------------------|---------------|-------------------|---------|--------|
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Parameter Size(bits) | 105M     | 107M             | 108M          | 115M              | 115M    | 144M   |
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Float Parameter size measurement for each domain finished; elapsed time: 0.20s
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of parameter size
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain               | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------------------|----------|------------------|---------------|-------------------|---------|--------|
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Parameter Size(bits) | 26M      | 27M              | 27M           | 29M               | 28M     | 29M    |
+[15 07:44:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Quantized Parameter size measurement for each domain finished; elapsed time: 0.40s
+[15 07:44:55 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:535] DBG working in "/root/tmp_45ri310"
+[15 07:44:55 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:227] python3 pulsar.py gen /root/tmp_45ri310/part_0.lava/part_0.lava env/ax620a_virtual_111_config.ini -b 1 -pe 16 --times_thres 0 --job_stealing 3 --checkall --param_compress --continuous_input --no_sim --hyper_params  run_cf.wait_mode=True
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] inference_report.log:
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-------------------------|:-----------------------------|:-------------|:-------------------|
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:---------------|:-----------------|:--------------|:--------------|:------------|:--------------|:----------------|:-------------------|:----------------|
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------------------|:-----------------|:------------------|:------------------|:--------------------|
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------------------|:-----------------|:--------------------|:--------------------|:--------------------|:------------------|:-----------------|:--------------|:-------------|
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] profile stream EU: ld/st_ratio might include ringbuf/linebuf/feature_swap parts; mv_ratio migth have ringbuf part.
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:--------------------|-----------:|:-------------|:-----------------|:---------------|:----------------------|:---------------|
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:---------------------------------------------|:----------------|:-----------------------|
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------|-----------:|----------:|:--------|-------:|----------:|
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] inference: 16.8 ms, 59.59 fps
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] qps = fps * batch_size = 59.59
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] simulated fps is based on DDR_BW: 1.59 GB/s
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] DDR IO stats:
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] ideal_input_data_size: 4441088 Byte,
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] ideal_output_data_size: 3897600 Byte,
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] extra_mid_io_data_size: 5366528 Byte,
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] total_io_data_size: 13705216 Byte
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] MAC per inference: 5119759360 MAC@int8
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] MAC utils: 33.10 %
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] commit_id:
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:----------------------------------------------|-----------:|:-------------|
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] subgraph num: 5
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[15 07:49:01 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] pulsar.py totally used 245s
+[15 07:49:20 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:582] File saved: /root/axera/axera-quan-hjj/joint/yolov8n-pose.joint
+[15 07:49:20 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:587] DBG cleared /root/tmp_45ri310
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+| size(ratio of whole OCM) | 72960(3.5)%                  | 0(0.0)%      | 112128(5.3)%       |
+| range                    | (1912064, 1985024)           | (None, None) | (1985024, 2097152) |
+| profile conv   | work_cyc         | linebuf       | warmup_tail   | core_idle   | io_idle       | stride2_idle    | standalone_fetch   | MAC             |
+| ratio in conv  | 6977493 (100.0%) | 167731 (2.4%) | 260365 (3.7%) | 0 (0.0%)    | 180533 (2.6%) | 1499023 (21.5%) | 285 (0.0%)         | 4444235 (63.7%) |
+| profile ideal DDR_IO   | min_io_sum       | min_params_read   | min_inputs_read   | min_outputs_write   |
+| DDR IO size (Byte)     | 8338688 (100.0%) | 4031488 (48.3%)   | 409600 (4.9%)     | 3897600 (46.7%)     |
+| profile extra DDR_IO   | extra_ddr_io     | extra_params_read   | extra_inputs_read   | extra_outputs_wrt   | extra_swap_read   | extra_swap_wrt   | ddr_rb_read   | ddr_rb_wrt   |
+| DDR IO size (Byte)     | 5366528 (100.0%) | 2499328 (46.6%)     | 1484800 (27.7%)     | 1382400 (25.8%)     | 0 (0.0%)          | 0 (0.0%)         | 0 (0.0%)      | 0 (0.0%)     |
+| profile stream EU   |   work_cyc | ld_ratio     | ld_param_ratio   | mv_ratio       | mv_linebuffer_ratio   | st_ratio       |
+| teng                |   11685635 | 958075(8.2%) | 3473475(29.7%)   | 4462406(38.2%) | 126068(1.1%)          | 2665610(22.8%) |
+| breakdown of mv_ratio in profile stream EU   | teng            | all_eus with mv-cmds   |
+| total_cyc_num                                | 4462406(100.0%) | 4462406(100.0%)        |
+| mv,affine,unpack_lsb                         | 2099343(47.0%)  | 2099343(47.0%)         |
+| weight0_mode,convNxM,mode23,nopad            | 729952(16.4%)   | 729952(16.4%)          |
+| mv,subtensor                                 | 541404(12.1%)   | 541404(12.1%)          |
+| mv,concat_c                                  | 291234(6.5%)    | 291234(6.5%)           |
+| mv_patch                                     | 262377(5.9%)    | 262377(5.9%)           |
+| weight0_mode,convNxM,mode20,nopad            | 214922(4.8%)    | 214922(4.8%)           |
+| mv,padding_ch                                | 175951(3.9%)    | 175951(3.9%)           |
+| mv,upsample                                  | 125316(2.8%)    | 125316(2.8%)           |
+| mv,padding                                   | 21678(0.5%)     | 21678(0.5%)            |
+| revert_split                                 | 229(0.0%)       | 229(0.0%)              |
+| EU         |   work_cyc |   tot_cyc | ratio   |    fps |   fps_bnd |
+| conv-1core |    6977494 |  13425465 | 51.0%   | 59.590 |   114.650 |
+| teng       |   11685635 |  13425465 | 87.0%   | 59.590 |    68.460 |
+| breakdown of cmds_num for each op             |   cmds_num | percentage   |
+| mv,affine,unpack_lsb                          |       1478 | 28.63%       |
+| weight0_mode,mode23                           |       1394 | 27.00%       |
+| weight0_mode,mode23,nopad                     |        398 | 7.71%        |
+| weight0_mode,convNxM,mode23,nopad             |        328 | 6.35%        |
+| pool,weight0_mode,mode20,conv_align,subtensor |        288 | 5.58%        |
+| weight0_mode,mode20                           |        220 | 4.26%        |
+| mv,subtensor                                  |        211 | 4.09%        |
+| weight0_mode,convNxM,mode20,nopad             |        144 | 2.79%        |
+| revert_split                                  |        138 | 2.67%        |
+| weight0_mode,convNxM,mode26,nopad             |        132 | 2.56%        |
+| mv,concat_c                                   |         99 | 1.92%        |
+| pool,weight0_mode,mode20,subtensor            |         96 | 1.86%        |
+| weight0_mode,mode20,nopad                     |         94 | 1.82%        |
+| mv,upsample                                   |         49 | 0.95%        |
+| mv,padding_ch                                 |         47 | 0.91%        |
+| mv_patch                                      |         30 | 0.58%        |
+| yuv42xto444,yuv2bgr0                          |         11 | 0.21%        |
+| mv,padding                                    |          6 | 0.12%        |
+| total_num                                     |       5163 | 100%         |
+07:49:19 [I]final_check: FINAL_CHECK: output op_1119 check successed!
+07:49:19 [I]final_check: FINAL_CHECK: output op_1120 check successed!
+07:49:19 [I]final_check: FINAL_CHECK: output op_1121 check successed!
+07:49:19 [I]final_check: FINAL_CHECK: output op_1500 check successed!
+07:49:19 [I]final_check: FINAL_CHECK: output op_1502 check successed!
+07:49:19 [I]final_check: FINAL_CHECK: output op_1504 check successed!

logs/yolov8spose-exp1.log

@@ -0,0 +1,680 @@
+nohup: ignoring input
+[W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[28 02:25:18 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:39] WRN migrate all stand-alone args into a single task
+[28 02:25:18 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:159] set task task_0's 0th input model path as /root/axera/axera-quan-hjj/model/yolov8s-pose.onnx
+[28 02:25:18 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:178] set task task_0's 0th output model path as /root/axera/axera-quan-hjj/joint/yolov8s-pose.joint
+[28 02:25:18 <frozen super_pulsar.proto.configuration_super_pulsar_manip>:297] set task task_0's pulsar_conf.output_dir as /root/axera/axera-quan-hjj
+/opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+  return torch._C._cuda_getDeviceCount() > 0
+[28 02:25:18 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:17] planning task task_0
+[28 02:25:18 <frozen super_pulsar.func_wrappers.pulsar_build.neuwizard_step>:459] WRN affine_preprocess at QAT model compiling is deprecated, insert enforce_integers at front, please use scale_to_integers instead.
+[28 02:25:18 <frozen super_pulsar.func_wrappers.wrapper_pulsar_build>:340] ################## Running task task_0 ##################
+[28 02:25:18 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:30] python3 /root/python_modules/super_pulsar/super_pulsar/toolchain_wrappers/wrapper_neuwizard.py --config /tmp/tmpay8hvot5.prototxt
+[28 02:25:19 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] [W Context.cpp:69] Warning: torch.set_deterministic is in beta, and its design and  functionality may change in the future. (function operator())
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] ONNX Model Version 12 for "/root/axera/axera-quan-hjj/model/yolov8s-pose.onnx"
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning load step finished; elapsed time: 0.01s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.01s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] [WARNING] Dataset size(50) is not a multiple of batch_size(16), dataset size to 48.
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native" finished; elapsed time: 0.17s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "native_no_bn" finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "pretransformed" finished; elapsed time: 0.89s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning calibrate step finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "transformed" finished; elapsed time: 36.47s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "posttransformed" finished; elapsed time: 2.87s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma" finished; elapsed time: 0.49s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "magma_validified" finished; elapsed time: 0.19s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning transform step to "lava_with_rtv" finished; elapsed time: 2.58s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning dump_joint_model step finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning evaluate step finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_macs step finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_float_params step finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Planning ir_bit_quantized_params step finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Loading model finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_1" finished; elapsed time: 0.01s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx_step_2" finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "onnx" finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native" finished; elapsed time: 0.07s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "native_no_bn" finished; elapsed time: 0.00s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "pretransformed" finished; elapsed time: 0.34s
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] /opt/venv/lib/python3.6/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)
+[28 02:26:04 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] return torch._C._cuda_getDeviceCount() > 0
+[28 02:26:29 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Calibrating finished; elapsed time: 24.29s
+[28 02:26:29 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_695_FeatureQuantization_Global_Backward, op_694:cat is missing
+[28 02:33:27 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_739_FeatureQuantization_Global_Backward, op_738:cat is missing
+[28 02:40:44 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Recalibrating for op_761_FeatureQuantization_Global_Backward, op_760:cat is missing
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "transformed" finished; elapsed time: 1528.81s
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "posttransformed" finished; elapsed time: 1.22s
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "magma" finished; elapsed time: 0.37s
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "magma_validified" finished; elapsed time: 0.07s
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_with_rtv" finished; elapsed time: 1.40s
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava" finished; elapsed time: 0.01s
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava" dynamically finished; elapsed time: 0.02s
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava_onnx" finished; elapsed time: 0.17s
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_onnx" dynamically finished; elapsed time: 0.25s
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dynamically planning transform step to "lava_onnx_axe" finished; elapsed time: 0.09s
+[28 02:52:00 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Transforming to "lava_onnx_axe" dynamically finished; elapsed time: 0.11s
+[28 02:52:07 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Joint model dumpped as "/root/axera/axera-quan-hjj/joint/model.lava_joint"
+[28 02:52:07 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Dumping Joint Model finished; elapsed time: 5.56s
+[28 02:52:07 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] /root/python_modules/neuwizard-latest/neuwizard/operators/lava/AX620/Conv2d.py:141: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | IR(onnx)                                     | IR(lava)                                     | 2-Norm Relative Error   | CdfDistance(p=1)   | Correlation   |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +==============================================+==============================================+=========================+====================+===============+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:0/act/Sigmoid_output_0                | /model:0/act/Sigmoid_output_0                | 0.92%                   | 2.36e-03           | 99.99%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:1/act/Sigmoid_output_0                | /model:1/act/Sigmoid_output_0                | 3.76%                   | 6.02e-03           | 99.74%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/cv1/act/Sigmoid_output_0            | /model:2/cv1/act/Sigmoid_output_0            | 3.41%                   | 4.47e-03           | 99.71%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/m:0/cv1/act/Sigmoid_output_0        | /model:2/m:0/cv1/act/Sigmoid_output_0        | 5.20%                   | 9.50e-03           | 99.39%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/m:0/cv2/act/Sigmoid_output_0        | /model:2/m:0/cv2/act/Sigmoid_output_0        | 6.08%                   | 5.89e-03           | 99.18%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/cv2/act/Sigmoid_output_0            | /model:2/cv2/act/Sigmoid_output_0            | 5.25%                   | 4.98e-03           | 99.35%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:3/act/Sigmoid_output_0                | /model:3/act/Sigmoid_output_0                | 5.59%                   | 6.13e-03           | 99.25%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/cv1/act/Sigmoid_output_0            | /model:4/cv1/act/Sigmoid_output_0            | 5.58%                   | 4.16e-03           | 99.05%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:0/cv1/act/Sigmoid_output_0        | /model:4/m:0/cv1/act/Sigmoid_output_0        | 8.26%                   | 9.77e-03           | 98.92%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:0/cv2/act/Sigmoid_output_0        | /model:4/m:0/cv2/act/Sigmoid_output_0        | 5.21%                   | 8.20e-03           | 99.00%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:1/cv1/act/Sigmoid_output_0        | /model:4/m:1/cv1/act/Sigmoid_output_0        | 8.00%                   | 6.25e-03           | 98.99%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:1/cv2/act/Sigmoid_output_0        | /model:4/m:1/cv2/act/Sigmoid_output_0        | 7.22%                   | 1.40e-02           | 98.64%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/cv2/act/Sigmoid_output_0            | /model:4/cv2/act/Sigmoid_output_0            | 8.86%                   | 2.09e-02           | 98.67%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:5/act/Sigmoid_output_0                | /model:5/act/Sigmoid_output_0                | 10.36%                  | 9.16e-03           | 97.77%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/cv1/act/Sigmoid_output_0            | /model:6/cv1/act/Sigmoid_output_0            | 9.45%                   | 7.89e-03           | 97.59%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:0/cv1/act/Sigmoid_output_0        | /model:6/m:0/cv1/act/Sigmoid_output_0        | 13.73%                  | 3.04e-02           | 98.23%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:0/cv2/act/Sigmoid_output_0        | /model:6/m:0/cv2/act/Sigmoid_output_0        | 10.33%                  | 2.15e-02           | 97.62%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:1/cv1/act/Sigmoid_output_0        | /model:6/m:1/cv1/act/Sigmoid_output_0        | 14.52%                  | 1.72e-02           | 97.52%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:1/cv2/act/Sigmoid_output_0        | /model:6/m:1/cv2/act/Sigmoid_output_0        | 13.49%                  | 2.76e-02           | 95.86%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/cv2/act/Sigmoid_output_0            | /model:6/cv2/act/Sigmoid_output_0            | 12.54%                  | 9.39e-03           | 97.03%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:7/act/Sigmoid_output_0                | /model:7/act/Sigmoid_output_0                | 13.88%                  | 2.50e-02           | 96.69%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/cv1/act/Sigmoid_output_0            | /model:8/cv1/act/Sigmoid_output_0            | 12.16%                  | 2.10e-02           | 96.92%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/m:0/cv1/act/Sigmoid_output_0        | /model:8/m:0/cv1/act/Sigmoid_output_0        | 15.97%                  | 1.54e-02           | 95.70%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/m:0/cv2/act/Sigmoid_output_0        | /model:8/m:0/cv2/act/Sigmoid_output_0        | 16.01%                  | 1.99e-02           | 95.49%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/cv2/act/Sigmoid_output_0            | /model:8/cv2/act/Sigmoid_output_0            | 17.18%                  | 5.12e-02           | 95.28%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:9/cv1/act/Sigmoid_output_0            | /model:9/cv1/act/Sigmoid_output_0            | 14.61%                  | 5.29e-02           | 94.43%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:9/cv2/act/Sigmoid_output_0            | /model:9/cv2/act/Sigmoid_output_0            | 16.63%                  | 6.69e-03           | 96.10%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/cv1/act/Sigmoid_output_0           | /model:12/cv1/act/Sigmoid_output_0           | 15.08%                  | 6.89e-03           | 96.39%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/m:0/cv1/act/Sigmoid_output_0       | /model:12/m:0/cv1/act/Sigmoid_output_0       | 14.32%                  | 6.36e-03           | 96.70%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/m:0/cv2/act/Sigmoid_output_0       | /model:12/m:0/cv2/act/Sigmoid_output_0       | 14.45%                  | 1.61e-02           | 95.53%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/cv2/act/Sigmoid_output_0           | /model:12/cv2/act/Sigmoid_output_0           | 14.54%                  | 8.06e-03           | 95.60%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/cv1/act/Sigmoid_output_0           | /model:15/cv1/act/Sigmoid_output_0           | 10.62%                  | 3.78e-03           | 97.21%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/m:0/cv1/act/Sigmoid_output_0       | /model:15/m:0/cv1/act/Sigmoid_output_0       | 13.29%                  | 9.98e-03           | 96.52%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/m:0/cv2/act/Sigmoid_output_0       | /model:15/m:0/cv2/act/Sigmoid_output_0       | 11.91%                  | 4.68e-03           | 95.45%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/cv2/act/Sigmoid_output_0           | /model:15/cv2/act/Sigmoid_output_0           | 13.86%                  | 3.75e-03           | 95.71%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:16/act/Sigmoid_output_0               | /model:16/act/Sigmoid_output_0               | 17.20%                  | 1.33e-02           | 92.85%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/cv1/act/Sigmoid_output_0           | /model:18/cv1/act/Sigmoid_output_0           | 16.94%                  | 1.34e-02           | 93.88%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/m:0/cv1/act/Sigmoid_output_0       | /model:18/m:0/cv1/act/Sigmoid_output_0       | 18.52%                  | 2.35e-02           | 93.41%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/m:0/cv2/act/Sigmoid_output_0       | /model:18/m:0/cv2/act/Sigmoid_output_0       | 19.19%                  | 1.32e-02           | 91.86%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/cv2/act/Sigmoid_output_0           | /model:18/cv2/act/Sigmoid_output_0           | 20.18%                  | 9.65e-03           | 91.86%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:19/act/Sigmoid_output_0               | /model:19/act/Sigmoid_output_0               | 20.62%                  | 7.01e-03           | 90.96%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/cv1/act/Sigmoid_output_0           | /model:21/cv1/act/Sigmoid_output_0           | 16.50%                  | 1.13e-02           | 94.26%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/m:0/cv1/act/Sigmoid_output_0       | /model:21/m:0/cv1/act/Sigmoid_output_0       | 18.18%                  | 7.97e-03           | 94.24%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/m:0/cv2/act/Sigmoid_output_0       | /model:21/m:0/cv2/act/Sigmoid_output_0       | 19.62%                  | 2.21e-02           | 93.69%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/cv2/act/Sigmoid_output_0           | /model:21/cv2/act/Sigmoid_output_0           | 17.84%                  | 5.87e-03           | 93.91%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:0/cv4:0:0/act/Sigmoid_output_0 | /model:22/cv4:0/cv4:0:0/act/Sigmoid_output_0 | 15.24%                  | 1.30e-02           | 92.98%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:0/cv4:0:1/act/Sigmoid_output_0 | /model:22/cv4:0/cv4:0:1/act/Sigmoid_output_0 | 16.02%                  | 3.36e-02           | 92.29%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:1/cv4:1:0/act/Sigmoid_output_0 | /model:22/cv4:1/cv4:1:0/act/Sigmoid_output_0 | 12.92%                  | 1.05e-02           | 93.03%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:1/cv4:1:1/act/Sigmoid_output_0 | /model:22/cv4:1/cv4:1:1/act/Sigmoid_output_0 | 12.91%                  | 7.59e-03           | 91.63%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:2/cv4:2:0/act/Sigmoid_output_0 | /model:22/cv4:2/cv4:2:0/act/Sigmoid_output_0 | 8.70%                   | 1.20e-02           | 96.46%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:2/cv4:2:1/act/Sigmoid_output_0 | /model:22/cv4:2/cv4:2:1/act/Sigmoid_output_0 | 9.39%                   | 4.58e-03           | 94.86%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:0/cv2:0:0/act/Sigmoid_output_0 | /model:22/cv2:0/cv2:0:0/act/Sigmoid_output_0 | 14.41%                  | 1.61e-02           | 94.11%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:0/cv2:0:1/act/Sigmoid_output_0 | /model:22/cv2:0/cv2:0:1/act/Sigmoid_output_0 | 23.97%                  | 6.40e-02           | 90.07%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:0/cv3:0:0/act/Sigmoid_output_0 | /model:22/cv3:0/cv3:0:0/act/Sigmoid_output_0 | 15.20%                  | 1.71e-02           | 92.67%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:0/cv3:0:1/act/Sigmoid_output_0 | /model:22/cv3:0/cv3:0:1/act/Sigmoid_output_0 | 16.63%                  | 2.15e-02           | 90.07%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:1/cv2:1:0/act/Sigmoid_output_0 | /model:22/cv2:1/cv2:1:0/act/Sigmoid_output_0 | 17.48%                  | 1.23e-02           | 91.95%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:1/cv2:1:1/act/Sigmoid_output_0 | /model:22/cv2:1/cv2:1:1/act/Sigmoid_output_0 | 22.79%                  | 3.74e-02           | 88.98%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:1/cv3:1:0/act/Sigmoid_output_0 | /model:22/cv3:1/cv3:1:0/act/Sigmoid_output_0 | 19.79%                  | 1.87e-02           | 90.60%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:1/cv3:1:1/act/Sigmoid_output_0 | /model:22/cv3:1/cv3:1:1/act/Sigmoid_output_0 | 18.69%                  | 1.73e-02           | 88.77%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:2/cv2:2:0/act/Sigmoid_output_0 | /model:22/cv2:2/cv2:2:0/act/Sigmoid_output_0 | 14.87%                  | 1.15e-02           | 94.92%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:2/cv2:2:1/act/Sigmoid_output_0 | /model:22/cv2:2/cv2:2:1/act/Sigmoid_output_0 | 19.93%                  | 4.26e-02           | 92.99%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:2/cv3:2:0/act/Sigmoid_output_0 | /model:22/cv3:2/cv3:2:0/act/Sigmoid_output_0 | 17.65%                  | 2.25e-02           | 93.46%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:2/cv3:2:1/act/Sigmoid_output_0 | /model:22/cv3:2/cv3:2:1/act/Sigmoid_output_0 | 16.77%                  | 1.59e-02           | 92.42%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | images                                       | op_658:slope                                 | 0.00%                   | 0.00e+00           | 100.00%       |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_0:affine                                | op_179:revchn                                | 0.12%                   | 9.75e-05           | 100.00%       |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_2:csc_NV12_to_BGR0                      | op_659:gs                                    | 0.12%                   | 1.87e-02           | 100.00%       |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_2:csc_BGR0_to_BGR                       | op_660:affine                                | 0.12%                   | 2.49e-02           | 100.00%       |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_2:csc_BGR_to_RGB                        | op_177:revchn                                | 0.12%                   | 2.49e-02           | 100.00%       |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_3:permute                               | user_3:permute                               | 0.00%                   | 0.00e+00           | 100.00%       |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_5:permute                               | op_3592:implicit_transpose                   | 11.61%                  | 4.59e-02           | 99.27%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_6:permute                               | op_3595:implicit_transpose                   | 21.63%                  | 4.27e-02           | 97.56%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_7:permute                               | op_3593:implicit_transpose                   | 18.29%                  | 8.90e-02           | 98.11%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_8:permute                               | op_3596:implicit_transpose                   | 25.75%                  | 3.68e-02           | 96.55%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_9:permute                               | op_3594:implicit_transpose                   | 15.93%                  | 6.82e-02           | 98.48%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | user_10:permute                              | op_3597:implicit_transpose                   | 20.87%                  | 5.59e-02           | 97.69%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/Split_output_0                     | op_1260:affine                               | 34.20%                  | 2.02e-02           | 94.15%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/Split_output_1                     | op_1261:affine                               | 25.62%                  | 1.76e-02           | 96.76%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/Split_output_0                     | op_1295:affine                               | 32.27%                  | 2.28e-02           | 95.03%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/Split_output_1                     | op_1296:affine                               | 19.71%                  | 2.30e-02           | 98.02%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/Split_output_0                     | op_1357:affine                               | 43.47%                  | 2.62e-02           | 91.07%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/Split_output_1                     | op_1358:affine                               | 35.24%                  | 2.91e-02           | 94.08%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/Split_output_0                      | op_673:affine                                | 6.64%                   | 3.43e-02           | 99.71%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/Split_output_1                      | op_674:affine                                | 7.58%                   | 3.12e-02           | 99.54%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/Split_output_0                     | op_1552:affine                               | 38.18%                  | 1.60e-02           | 92.68%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/Split_output_1                     | op_1553:affine                               | 35.65%                  | 1.59e-02           | 93.40%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/Split_output_0                      | op_718:affine                                | 16.46%                  | 2.36e-02           | 98.65%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/Split_output_1                      | op_717:affine                                | 11.49%                  | 2.17e-02           | 99.21%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/Split_output_0                      | op_786:affine                                | 25.69%                  | 2.92e-02           | 96.51%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/Split_output_1                      | op_787:affine                                | 17.92%                  | 2.58e-02           | 98.39%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/Split_output_0                      | op_1006:affine                               | 29.05%                  | 4.47e-02           | 96.17%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/Split_output_1                      | op_1007:affine                               | 27.41%                  | 3.60e-02           | 96.04%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:10/Resize_output_0                    | op_1249:affine                               | 35.78%                  | 2.41e-02           | 94.27%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:13/Resize_output_0                    | op_1284:affine                               | 33.57%                  | 1.81e-02           | 94.46%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:0/conv/Conv_output_0                  | op_662:affine                                | 1.29%                   | 2.45e-02           | 99.99%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:1/conv/Conv_output_0                  | op_666:affine                                | 5.18%                   | 5.13e-02           | 99.88%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/cv1/conv/Conv_output_0             | op_1255:affine                               | 23.00%                  | 5.68e-02           | 96.60%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/cv2/conv/Conv_output_0             | op_1278:affine                               | 23.61%                  | 4.48e-02           | 96.07%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/m:0/cv1/conv/Conv_output_0         | op_1269:affine                               | 20.69%                  | 4.29e-02           | 96.81%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/m:0/cv2/conv/Conv_output_0         | op_1273:affine                               | 28.97%                  | 1.03e-01           | 96.14%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/cv1/conv/Conv_output_0             | op_1290:affine                               | 21.82%                  | 1.99e-02           | 97.37%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/cv2/conv/Conv_output_0             | op_1313:affine                               | 26.41%                  | 2.39e-02           | 95.67%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/m:0/cv1/conv/Conv_output_0         | op_1304:affine                               | 21.36%                  | 6.65e-02           | 96.70%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/m:0/cv2/conv/Conv_output_0         | op_1308:affine                               | 29.58%                  | 2.80e-02           | 95.56%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:16/conv/Conv_output_0                 | op_1323:affine                               | 35.24%                  | 6.62e-02           | 93.22%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/cv1/conv/Conv_output_0             | op_1343:affine                               | 31.44%                  | 8.59e-02           | 94.29%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/cv2/conv/Conv_output_0             | op_1378:affine                               | 36.53%                  | 6.12e-02           | 92.00%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/m:0/cv1/conv/Conv_output_0         | op_1369:affine                               | 34.55%                  | 1.50e-01           | 93.59%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/m:0/cv2/conv/Conv_output_0         | op_1373:affine                               | 38.57%                  | 7.61e-02           | 92.11%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:19/conv/Conv_output_0                 | op_374                                       | 36.72%                  | 4.47e-02           | 92.04%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/cv1/conv/Conv_output_0              | op_670:affine                                | 5.93%                   | 3.30e-02           | 99.83%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/cv2/conv/Conv_output_0              | op_703:affine                                | 10.29%                  | 3.63e-02           | 99.52%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/m:0/cv1/conv/Conv_output_0          | op_684:affine                                | 9.59%                   | 7.09e-02           | 99.60%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/m:0/cv2/conv/Conv_output_0          | op_688:affine                                | 10.75%                  | 7.69e-02           | 99.45%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/cv1/conv/Conv_output_0             | op_1536:affine                               | 28.22%                  | 7.28e-02           | 94.91%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/cv2/conv/Conv_output_0             | op_1689:affine                               | 28.32%                  | 3.92e-02           | 94.92%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/m:0/cv1/conv/Conv_output_0         | op_375                                       | 24.54%                  | 5.40e-02           | 95.18%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/m:0/cv2/conv/Conv_output_0         | op_376                                       | 31.13%                  | 1.41e-01           | 94.72%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:0/cv2:0:0/conv/Conv_output_0   | op_1324:affine                               | 31.85%                  | 7.70e-02           | 94.44%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:0/cv2:0:1/conv/Conv_output_0   | op_1340:affine                               | 42.21%                  | 3.76e-01           | 93.24%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:0/cv2:0:2/Conv_output_0        | op_3133                                      | 14.37%                  | 3.59e-02           | 98.27%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:1/cv2:1:0/conv/Conv_output_0   | op_1488:affine                               | 37.18%                  | 6.88e-02           | 92.72%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:1/cv2:1:1/conv/Conv_output_0   | op_1533:affine                               | 37.51%                  | 2.36e-01           | 92.86%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:1/cv2:1:2/Conv_output_0        | op_3134                                      | 21.63%                  | 8.52e-02           | 96.91%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:2/cv2:2:0/conv/Conv_output_0   | op_1871:affine                               | 28.32%                  | 6.89e-02           | 95.68%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:2/cv2:2:1/conv/Conv_output_0   | op_1895:affine                               | 25.42%                  | 2.91e-01           | 96.81%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:2/cv2:2:2/Conv_output_0        | op_3135                                      | 14.95%                  | 6.45e-02           | 98.50%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:0/cv3:0:0/conv/Conv_output_0   | op_1325:affine                               | 37.30%                  | 7.99e-02           | 92.97%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:0/cv3:0:1/conv/Conv_output_0   | op_1341:affine                               | 46.16%                  | 1.15e-01           | 90.19%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:0/cv3:0:2/Conv_output_0        | op_3237                                      | 8.32%                   | 6.89e-01           | 87.58%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:1/cv3:1:0/conv/Conv_output_0   | op_358:cat                                   | 38.92%                  | 1.00e-01           | 91.57%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:1/cv3:1:1/conv/Conv_output_0   | op_1534:affine                               | 46.24%                  | 8.75e-02           | 89.02%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:1/cv3:1:2/Conv_output_0        | op_3239                                      | 12.15%                  | 3.32e-01           | 83.23%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:2/cv3:2:0/conv/Conv_output_0   | op_359:cat                                   | 30.28%                  | 1.25e-01           | 94.55%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:2/cv3:2:1/conv/Conv_output_0   | op_1896:affine                               | 37.01%                  | 9.19e-02           | 92.64%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:2/cv3:2:2/Conv_output_0        | op_3241                                      | 17.96%                  | 3.53e-01           | 89.76%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:0/cv4:0:0/conv/Conv_output_0   | op_1326:affine                               | 36.69%                  | 8.17e-02           | 93.22%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:0/cv4:0:1/conv/Conv_output_0   | op_1342:affine                               | 37.03%                  | 1.84e-01           | 93.29%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:1/cv4:1:0/conv/Conv_output_0   | op_1489:affine                               | 34.14%                  | 6.17e-02           | 92.79%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:1/cv4:1:1/conv/Conv_output_0   | op_1535:affine                               | 30.43%                  | 4.69e-02           | 93.22%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:2/cv4:2:0/conv/Conv_output_0   | op_1872:affine                               | 20.79%                  | 7.28e-02           | 96.43%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:2/cv4:2:1/conv/Conv_output_0   | op_1897:affine                               | 22.76%                  | 3.44e-02           | 95.85%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:3/conv/Conv_output_0                  | op_710:affine                                | 11.46%                  | 3.04e-02           | 99.23%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/cv1/conv/Conv_output_0              | op_714:affine                                | 14.34%                  | 3.00e-02           | 99.08%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/cv2/conv/Conv_output_0              | op_769:affine                                | 17.37%                  | 1.16e-01           | 98.78%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:0/cv1/conv/Conv_output_0          | op_728:affine                                | 10.85%                  | 5.41e-02           | 99.03%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:0/cv2/conv/Conv_output_0          | op_732:affine                                | 14.89%                  | 4.15e-02           | 99.06%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:1/cv1/conv/Conv_output_0          | op_750:affine                                | 9.10%                   | 4.10e-02           | 98.97%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:1/cv2/conv/Conv_output_0          | op_754:affine                                | 16.84%                  | 7.56e-02           | 98.78%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:5/conv/Conv_output_0                  | op_779:affine                                | 17.73%                  | 5.26e-02           | 97.81%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/cv1/conv/Conv_output_0              | op_783:affine                                | 21.39%                  | 3.96e-02           | 97.75%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/cv2/conv/Conv_output_0              | op_880:affine                                | 19.16%                  | 7.22e-02           | 97.28%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:0/cv1/conv/Conv_output_0          | op_803:affine                                | 17.62%                  | 1.98e-01           | 98.45%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:0/cv2/conv/Conv_output_0          | op_807:affine                                | 23.24%                  | 1.28e-01           | 97.85%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:1/cv1/conv/Conv_output_0          | op_843:affine                                | 15.08%                  | 1.17e-01           | 97.43%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:1/cv2/conv/Conv_output_0          | op_849:affine                                | 29.19%                  | 1.98e-01           | 96.71%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:7/conv/Conv_output_0                  | op_379                                       | 23.41%                  | 1.51e-01           | 97.16%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/cv1/conv/Conv_output_0              | op_1003:affine                               | 23.48%                  | 1.15e-01           | 97.06%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/cv2/conv/Conv_output_0              | op_1200:affine                               | 33.99%                  | 2.70e-01           | 96.12%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/m:0/cv1/conv/Conv_output_0          | op_377                                       | 22.96%                  | 1.12e-01           | 96.30%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/m:0/cv2/conv/Conv_output_0          | op_378                                       | 26.37%                  | 1.62e-01           | 96.53%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:9/cv1/conv/Conv_output_0              | op_1210:affine                               | 39.00%                  | 2.50e-01           | 94.97%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:9/cv2/conv/Conv_output_0              | op_1242:affine                               | 19.47%                  | 4.98e-02           | 96.55%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | output2                                      | op_3238                                      | 21.63%                  | 4.27e-02           | 97.56%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | output4                                      | op_3240                                      | 25.75%                  | 3.68e-02           | 96.55%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | output6                                      | op_3242                                      | 20.87%                  | 5.59e-02           | 97.69%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:0/act/Mul_output_0                    | op_663:slope2                                | 3.78%                   | 5.76e-02           | 99.93%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:1/act/Mul_output_0                    | op_667:slope2                                | 7.10%                   | 9.16e-02           | 99.72%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/cv1/act/Mul_output_0               | op_1258:slope2                               | 30.55%                  | 1.74e-02           | 95.36%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/cv2/act/Mul_output_0               | op_1282:slope2                               | 33.57%                  | 1.81e-02           | 94.46%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/m:0/cv1/act/Mul_output_0           | op_1270:slope2                               | 29.45%                  | 2.10e-02           | 95.89%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/m:0/cv2/act/Mul_output_0           | op_1274:slope2                               | 30.59%                  | 3.51e-02           | 95.10%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/cv1/act/Mul_output_0               | op_1293:slope2                               | 25.37%                  | 2.26e-02           | 96.80%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/cv2/act/Mul_output_0               | op_1317:slope2                               | 29.86%                  | 2.02e-02           | 95.59%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/m:0/cv1/act/Mul_output_0           | op_1305:slope2                               | 31.35%                  | 1.46e-02           | 94.84%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/m:0/cv2/act/Mul_output_0           | op_1309:slope2                               | 28.36%                  | 1.89e-02           | 95.06%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:16/act/Mul_output_0                   | op_1330:slope2                               | 44.88%                  | 4.21e-02           | 90.89%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/cv1/act/Mul_output_0               | op_1346:slope2                               | 39.04%                  | 2.75e-02           | 92.79%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/cv2/act/Mul_output_0               | op_1382:slope2                               | 44.05%                  | 1.89e-02           | 90.35%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/m:0/cv1/act/Mul_output_0           | op_1370:slope2                               | 40.81%                  | 2.52e-02           | 91.64%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/m:0/cv2/act/Mul_output_0           | op_1374:slope2                               | 42.14%                  | 2.53e-02           | 90.18%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:19/act/Mul_output_0                   | op_1512:slope2                               | 42.54%                  | 2.11e-02           | 90.65%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/cv1/act/Mul_output_0                | op_671:slope2                                | 6.99%                   | 3.17e-02           | 99.66%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/cv2/act/Mul_output_0                | op_707:slope2                                | 13.26%                  | 1.50e-02           | 99.04%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/m:0/cv1/act/Mul_output_0            | op_685:slope2                                | 10.27%                  | 5.55e-02           | 99.44%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/m:0/cv2/act/Mul_output_0            | op_689:slope2                                | 10.94%                  | 6.54e-02           | 99.22%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/cv1/act/Mul_output_0               | op_1539:slope2                               | 36.92%                  | 1.53e-02           | 93.05%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/cv2/act/Mul_output_0               | op_1693:slope2                               | 37.59%                  | 4.12e-02           | 92.49%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/m:0/cv1/act/Mul_output_0           | op_1617:slope2                               | 38.65%                  | 2.45e-02           | 92.38%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/m:0/cv2/act/Mul_output_0           | op_1680:slope2                               | 34.71%                  | 3.33e-02           | 93.20%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:0/cv2:0:0/act/Mul_output_0     | op_1327:slope2                               | 39.36%                  | 3.60e-02           | 93.48%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:0/cv2:0:1/act/Mul_output_0     | op_1347:slope2                               | 34.59%                  | 1.08e-01           | 93.26%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:1/cv2:1:0/act/Mul_output_0     | op_1513:slope2                               | 38.91%                  | 1.93e-02           | 91.89%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:1/cv2:1:1/act/Mul_output_0     | op_1540:slope2                               | 35.62%                  | 1.76e-01           | 92.82%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:2/cv2:2:0/act/Mul_output_0     | op_1883:slope2                               | 29.86%                  | 2.98e-02           | 95.10%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv2:2/cv2:2:1/act/Mul_output_0     | op_1898:slope2                               | 21.54%                  | 1.35e-01           | 97.13%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:0/cv3:0:0/act/Mul_output_0     | op_1328:slope2                               | 43.95%                  | 4.21e-02           | 91.89%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:0/cv3:0:1/act/Mul_output_0     | op_1348:slope2                               | 45.42%                  | 6.32e-02           | 88.62%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:1/cv3:1:0/act/Mul_output_0     | op_1514:slope2                               | 43.52%                  | 3.41e-02           | 90.06%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:1/cv3:1:1/act/Mul_output_0     | op_1541:slope2                               | 43.77%                  | 6.46e-02           | 88.55%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:2/cv3:2:0/act/Mul_output_0     | op_1884:slope2                               | 40.74%                  | 3.74e-02           | 91.67%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv3:2/cv3:2:1/act/Mul_output_0     | op_1899:slope2                               | 35.40%                  | 7.54e-02           | 92.54%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:0/cv4:0:0/act/Mul_output_0     | op_1329:slope2                               | 35.56%                  | 5.45e-02           | 92.35%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:0/cv4:0:1/act/Mul_output_0     | op_1349:slope2                               | 31.64%                  | 5.78e-02           | 92.99%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:1/cv4:1:0/act/Mul_output_0     | op_1515:slope2                               | 29.66%                  | 3.89e-02           | 92.68%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:1/cv4:1:1/act/Mul_output_0     | op_1542:slope2                               | 28.35%                  | 3.27e-02           | 93.40%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:2/cv4:2:0/act/Mul_output_0     | op_1885:slope2                               | 18.41%                  | 3.16e-02           | 96.07%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:22/cv4:2/cv4:2:1/act/Mul_output_0     | op_1900:slope2                               | 22.07%                  | 3.39e-02           | 95.82%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:3/act/Mul_output_0                    | op_711:slope2                                | 14.16%                  | 2.07e-02           | 99.21%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/cv1/act/Mul_output_0                | op_715:slope2                                | 14.64%                  | 2.19e-02           | 98.84%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/cv2/act/Mul_output_0                | op_774:slope2                                | 24.15%                  | 5.12e-02           | 98.07%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:0/cv1/act/Mul_output_0            | op_729:slope2                                | 16.64%                  | 1.56e-02           | 98.68%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:0/cv2/act/Mul_output_0            | op_733:slope2                                | 15.62%                  | 1.21e-02           | 98.61%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:1/cv1/act/Mul_output_0            | op_751:slope2                                | 14.39%                  | 1.42e-02           | 98.35%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:1/cv2/act/Mul_output_0            | op_755:slope2                                | 24.70%                  | 1.35e-01           | 98.29%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:5/act/Mul_output_0                    | op_780:slope2                                | 23.52%                  | 1.81e-02           | 97.22%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/cv1/act/Mul_output_0                | op_784:slope2                                | 23.51%                  | 2.71e-02           | 97.13%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/cv2/act/Mul_output_0                | op_887:slope2                                | 28.14%                  | 3.42e-02           | 96.16%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:0/cv1/act/Mul_output_0            | op_804:slope2                                | 25.89%                  | 3.17e-02           | 96.99%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:0/cv2/act/Mul_output_0            | op_808:slope2                                | 27.63%                  | 3.81e-02           | 96.36%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:1/cv1/act/Mul_output_0            | op_846:slope2                                | 25.77%                  | 2.50e-02           | 95.75%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:1/cv2/act/Mul_output_0            | op_850:slope2                                | 29.11%                  | 9.86e-02           | 95.93%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:7/act/Mul_output_0                    | op_991:slope2                                | 29.72%                  | 3.91e-02           | 95.79%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/cv1/act/Mul_output_0                | op_1004:slope2                               | 28.44%                  | 4.02e-02           | 96.34%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/cv2/act/Mul_output_0                | op_1207:slope2                               | 38.09%                  | 9.94e-02           | 94.06%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/m:0/cv1/act/Mul_output_0            | op_1086:slope2                               | 30.14%                  | 2.35e-02           | 95.30%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/m:0/cv2/act/Mul_output_0            | op_1149:slope2                               | 29.82%                  | 6.18e-02           | 95.31%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:9/cv1/act/Mul_output_0                | op_1211:slope2                               | 31.09%                  | 1.01e-01           | 94.55%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:9/cv2/act/Mul_output_0                | op_1247:slope2                               | 35.78%                  | 2.41e-02           | 94.27%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:9/m/MaxPool_output_0                  | op_1217:affine                               | 19.31%                  | 1.39e-01           | 95.70%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:9/m_1/MaxPool_output_0                | op_1223:affine                               | 15.36%                  | 1.23e-01           | 96.08%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:9/m_2/MaxPool_output_0                | op_1229:affine                               | 13.41%                  | 1.10e-01           | 96.18%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/m:0/Add_output_0                    | op_699:slope2                                | 8.70%                   | 7.68e-02           | 99.31%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:0/Add_output_0                    | op_743:slope2                                | 11.78%                  | 1.66e-02           | 98.95%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/m:1/Add_output_0                    | op_765:slope2                                | 17.97%                  | 1.38e-01           | 98.39%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:0/Add_output_0                    | op_828:affine                                | 23.53%                  | 4.06e-02           | 97.14%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/m:1/Add_output_0                    | op_199:cat                                   | 25.89%                  | 7.23e-02           | 96.12%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/m:0/Add_output_0                    | op_188:cat                                   | 31.39%                  | 8.70e-02           | 95.37%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:11/Concat_output_0                    | op_895:affine                                | 33.19%                  | 1.41e-02           | 94.43%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:12/Concat_output_0                    | op_1265:affine                               | 30.58%                  | 1.96e-02           | 95.30%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:14/Concat_output_0                    | op_777:affine                                | 30.85%                  | 1.92e-02           | 95.34%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:15/Concat_output_0                    | op_1300:affine                               | 26.90%                  | 1.54e-02           | 96.08%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:17/Concat_output_0                    | op_1286:affine                               | 39.55%                  | 2.36e-02           | 92.75%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:18/Concat_output_0                    | op_1362:affine                               | 40.88%                  | 2.21e-02           | 91.59%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:2/Concat_output_0                     | op_678:affine                                | 8.17%                   | 4.15e-02           | 99.52%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:20/Concat_output_0                    | op_1251:affine                               | 39.88%                  | 2.09e-02           | 92.31%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:21/Concat_output_0                    | op_1560:affine                               | 35.57%                  | 1.53e-02           | 93.28%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:4/Concat_output_0                     | op_722:affine                                | 16.05%                  | 3.39e-02           | 98.56%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:6/Concat_output_0                     | op_795:affine                                | 24.86%                  | 3.47e-02           | 96.58%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:8/Concat_output_0                     | op_1024:affine                               | 30.58%                  | 5.56e-02           | 95.65%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | /model:9/Concat_output_0                     | op_1231:affine                               | 16.37%                  | 1.18e-01           | 97.18%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | output1                                      | op_2476                                      | 11.61%                  | 4.59e-02           | 99.27%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | output3                                      | op_2477                                      | 18.29%                  | 8.90e-02           | 98.11%        |
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:50 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | output5                                      | op_2478                                      | 15.93%                  | 6.82e-02           | 98.48%        |
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] +----------------------------------------------+----------------------------------------------+-------------------------+--------------------+---------------+
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Score of lava: 0
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Evaluating finished; elapsed time: 2204.47s
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of Bit MACs
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain   | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------|----------|------------------|---------------|-------------------|---------|--------|
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Bit MACs | 966G     | 991G             | 1003G         | 1112G             | 1033G   | 1070G  |
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Bit MACs measurement for each domain finished; elapsed time: 0.12s
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of parameter size
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain               | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------------------|----------|------------------|---------------|-------------------|---------|--------|
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Parameter Size(bits) | 371M     | 385M             | 386M          | 400M              | 400M    | 513M   |
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Float Parameter size measurement for each domain finished; elapsed time: 0.29s
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Overview Table of parameter size
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Domain               | native   | pretransformed   | transformed   | posttransformed   | magma   | lava   |
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] |----------------------|----------|------------------|---------------|-------------------|---------|--------|
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] | Parameter Size(bits) | 93M      | 96M              | 97M           | 100M              | 98M     | 105M   |
+[28 03:28:51 <frozen super_pulsar.toolchain_wrappers.wrapper_neuwizard>:36] DBG [neuwizard] Quantized Parameter size measurement for each domain finished; elapsed time: 0.28s
+[28 03:28:58 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:535] DBG working in "/root/tmp6sgbxtts"
+[28 03:28:59 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:227] python3 pulsar.py gen /root/tmp6sgbxtts/part_0.lava/part_0.lava env/ax620a_virtual_111_config.ini -b 1 -pe 16 --times_thres 0 --job_stealing 3 --checkall --param_compress --continuous_input --no_sim --hyper_params  run_cf.wait_mode=True
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] inference_report.log:
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-------------------------|:-----------------------------|:-------------|:-------------------|
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:---------------|:------------------|:--------------|:--------------|:------------|:--------------|:----------------|:-------------------|:-----------------|
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------------------|:------------------|:------------------|:------------------|:--------------------|
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------------------|:------------------|:--------------------|:--------------------|:--------------------|:------------------|:-----------------|:--------------|:-------------|
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] profile stream EU: ld/st_ratio might include ringbuf/linebuf/feature_swap parts; mv_ratio migth have ringbuf part.
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:--------------------|-----------:|:---------------|:-----------------|:----------------|:----------------------|:---------------|
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:---------------------------------------------|:-----------------|:-----------------------|
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:-----------|-----------:|----------:|:--------|-------:|----------:|
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] inference: 52.3 ms, 19.10 fps
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] qps = fps * batch_size = 19.10
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] simulated fps is based on DDR_BW: 1.59 GB/s
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] DDR IO stats:
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] ideal_input_data_size: 13819584 Byte,
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] ideal_output_data_size: 3897600 Byte,
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] extra_mid_io_data_size: 28320832 Byte,
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] total_io_data_size: 46038016 Byte
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] MAC per inference: 15090488320 MAC@int8
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] MAC utils: 31.28 %
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] commit_id:
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] |:----------------------------------------------|-----------:|:-------------|
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] subgraph num: 15
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] 
+[28 03:38:53 <frozen super_pulsar.toolchain_wrappers.wrapper_pulsar_compiler>:250] DBG [pulsar] pulsar.py totally used 593s
+[28 03:39:42 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:582] File saved: /root/axera/axera-quan-hjj/joint/yolov8s-pose.joint
+[28 03:39:42 <frozen super_pulsar.toolchain_wrappers.wrapper_toolchain>:587] DBG cleared /root/tmp6sgbxtts
+| Pre_alloc OCM            | linebuffer(may SWAP later)   | ringbuffer   | parameter          |
+| size(ratio of whole OCM) | 525056(25.0)%                | 0(0.0)%      | 112128(5.3)%       |
+| range                    | (1459968, 1985024)           | (None, None) | (1985024, 2097152) |
+| profile conv   | work_cyc          | linebuf       | warmup_tail   | core_idle   | io_idle       | stride2_idle    | standalone_fetch   | MAC              |
+| ratio in conv  | 20618482 (100.0%) | 595877 (2.9%) | 607590 (2.9%) | 0 (0.0%)    | 224337 (1.1%) | 4045188 (19.6%) | 435 (0.0%)         | 13099382 (63.5%) |
+| profile ideal DDR_IO   | min_io_sum        | min_params_read   | min_inputs_read   | min_outputs_write   |
+| DDR IO size (Byte)     | 17717184 (100.0%) | 13409984 (75.7%)  | 409600 (2.3%)     | 3897600 (22.0%)     |
+| profile extra DDR_IO   | extra_ddr_io      | extra_params_read   | extra_inputs_read   | extra_outputs_wrt   | extra_swap_read   | extra_swap_wrt   | ddr_rb_read   | ddr_rb_wrt   |
+| DDR IO size (Byte)     | 28320832 (100.0%) | 5575232 (19.7%)     | 11731200 (41.4%)    | 10707200 (37.8%)    | 153600 (0.5%)     | 153600 (0.5%)    | 0 (0.0%)      | 0 (0.0%)     |
+| profile stream EU   |   work_cyc | ld_ratio       | ld_param_ratio   | mv_ratio        | mv_linebuffer_ratio   | st_ratio       |
+| teng                |   39434661 | 6212902(15.8%) | 10054161(25.5%)  | 15478463(39.3%) | 227472(0.6%)          | 7461662(18.9%) |
+| breakdown of mv_ratio in profile stream EU   | teng             | all_eus with mv-cmds   |
+| total_cyc_num                                | 15478463(100.0%) | 15478463(100.0%)       |
+| weight0_mode,convNxM,mode23,nopad            | 7891440(51.0%)   | 7891440(51.0%)         |
+| mv,affine,unpack_lsb                         | 4205343(27.2%)   | 4205343(27.2%)         |
+| mv,subtensor                                 | 1624809(10.5%)   | 1624809(10.5%)         |
+| mv,concat_c                                  | 868049(5.6%)     | 868049(5.6%)           |
+| mv_patch                                     | 519837(3.4%)     | 519837(3.4%)           |
+| mv,upsample                                  | 246636(1.6%)     | 246636(1.6%)           |
+| mv,padding_ch                                | 64630(0.4%)      | 64630(0.4%)            |
+| mv,padding                                   | 57490(0.4%)      | 57490(0.4%)            |
+| revert_split                                 | 229(0.0%)        | 229(0.0%)              |
+| EU         |   work_cyc |   tot_cyc | ratio   |    fps |   fps_bnd |
+| conv-1core |   20618483 |  41878280 | 49.0%   | 19.100 |    38.800 |
+| teng       |   39434661 |  41878280 | 94.0%   | 19.100 |    20.290 |
+| breakdown of cmds_num for each op             |   cmds_num | percentage   |
+| weight0_mode,convNxM,mode23,nopad             |       2984 | 23.26%       |
+| mv,affine,unpack_lsb                          |       2922 | 22.77%       |
+| weight0_mode,mode23                           |       2595 | 20.23%       |
+| weight0_mode,mode20                           |       1538 | 11.99%       |
+| pool,weight0_mode,mode20,conv_align,subtensor |        624 | 4.86%        |
+| weight0_mode,mode23,nopad                     |        480 | 3.74%        |
+| mv,subtensor                                  |        444 | 3.46%        |
+| revert_split                                  |        272 | 2.12%        |
+| mv,concat_c                                   |        260 | 2.03%        |
+| weight0_mode,mode20,nopad                     |        192 | 1.50%        |
+| pool,weight0_mode,mode20,subtensor            |        192 | 1.50%        |
+| weight0_mode,convNxM,mode26,nopad             |        154 | 1.20%        |
+| mv,upsample                                   |         72 | 0.56%        |
+| mv,padding_ch                                 |         38 | 0.30%        |
+| mv_patch                                      |         30 | 0.23%        |
+| yuv42xto444,yuv2bgr0                          |         23 | 0.18%        |
+| mv,padding                                    |         10 | 0.08%        |
+| total_num                                     |      12830 | 100%         |
+03:39:40 [I]final_check: FINAL_CHECK: output op_2476 check successed!
+03:39:40 [I]final_check: FINAL_CHECK: output op_2477 check successed!
+03:39:40 [I]final_check: FINAL_CHECK: output op_2478 check successed!
+03:39:40 [I]final_check: FINAL_CHECK: output op_3238 check successed!
+03:39:40 [I]final_check: FINAL_CHECK: output op_3240 check successed!
+03:39:40 [I]final_check: FINAL_CHECK: output op_3242 check successed!

readme.md

@@ -0,0 +1,51 @@
+# AXERA 量化指令
+# 官方文档：https://pulsar-docs.readthedocs.io/zh-cn/latest/
+
+### HandPose
+##### Model:FasterNet-T0
+nohup pulsar build  --input /root/axera/axera-quan-hjj/model/fasternet_size-256.onnx \
+                    --output /root/axera/axera-quan-hjj/joint/fasternet-handpose.joint \
+                    --config /root/axera/axera-quan-hjj/config/config_fasternet.prototxt \
+                    --output_config /root/axera/axera-quan-hjj/config/config_fasternet_output.prototxt \
+                    > logs/fasternet-exp1.log 2>&1 & tail -f logs/fasternet-exp1.log
+
+##### Model:Efficientnet-b0
+nohup pulsar build  --input /root/axera/axera-quan-hjj/model/efficientnet_size-160.onnx \
+                    --output /root/axera/axera-quan-hjj/joint/efficientnetb0-handpose.joint \
+                    --config /root/axera/axera-quan-hjj/config/config_efficientnetb0.prototxt \
+                    --output_config /root/axera/axera-quan-hjj/config/config_efficientnetb0_output.prototxt \
+                    > logs/efficientnetb0-exp1.log 2>&1 & tail -f logs/efficientnetb0-exp1.log
+
+### YOLOV8s-Pose
+nohup pulsar build  --input /root/axera/axera-quan-hjj/model/yolov8s-pose.onnx \
+                    --output /root/axera/axera-quan-hjj/joint/yolov8s-pose.joint \
+                    --config /root/axera/axera-quan-hjj/config/config_yolov8spose.prototxt \
+                    --output_config /root/axera/axera-quan-hjj/config/config_yolov8spose_output.prototxt \
+                    > logs/yolov8spose-exp1.log 2>&1 & tail -f logs/yolov8spose-exp1.log
+
+### YOLOV8n-Pose
+nohup pulsar build  --input /root/axera/axera-quan-hjj/model/yolov8n-pose.onnx \
+                    --output /root/axera/axera-quan-hjj/joint/yolov8n-pose.joint \
+                    --config /root/axera/axera-quan-hjj/config/config_yolov8npose.prototxt \
+                    --output_config /root/axera/axera-quan-hjj/config/config_yolov8npose_output.prototxt \
+                    > logs/yolov8npose-exp1.log 2>&1 & tail -f logs/yolov8npose-exp1.log
+
+### YOLOV8n-Pose
+nohup pulsar build  --input /root/axera/axera-quan-hjj/model/yolov8-jump.onnx \
+                    --output /root/axera/axera-quan-hjj/joint/yolov8n-jump.joint \
+                    --config /root/axera/axera-quan-hjj/config/config_yolov8njump.prototxt \
+                    --output_config /root/axera/axera-quan-hjj/config/config_yolov8njump_output.prototxt \
+                    > logs/yolov8njump-exp1.log 2>&1 & tail -f logs/yolov8njump-exp1.log
+
+### YOLOV8n-seg
+nohup pulsar build  --input /root/axera/axera-quan-hjj/model/yolov8n-seg.onnx \
+                    --output /root/axera/axera-quan-hjj/joint/yolov8n-seg.joint \
+                    --config /root/axera/axera-quan-hjj/config/config_yolov8nseg.prototxt \
+                    --output_config /root/axera/axera-quan-hjj/config/config_yolov8nseg_output.prototxt \
+                    > logs/yolov8nseg-exp1.log 2>&1 & tail -f logs/yolov8nseg-exp1.log
+                
+## 对分
+pulsar run model/efficientnet_size-160.onnx joint/efficientnetb0-handpose.joint \
+    --input /root/axera/ax-samples/images/20240102085354.png \
+    --config config/config_fasternet_output.prototxt \
+    --output_gt gt/