Configuration File Template
Quantization is supported in single-input and multi-input network scenarios. You can use this configuration file template directly or make modifications as required for adaptation. Note that some of the parameters in the configuration file are mandatory. Description of the Configuration Parameters describes the parameters in the configuration file and whether a parameter is mandatory.
The configuration file cannot contain Chinese characters.
Single-Input Network Scenario
With the image input, the omg command specifies the quantization configuration. The following is an example of the configuration file:
device:USE_CPU quantize_algo:HALF_OFFSET weight_type:VECTOR_TYPE bin:150 type:KL inference_with_data_quantized:false inference_with_weight_quantized:true super_parameter: { min_percentile:PERCENTILE_HIGH max_percentile:PERCENTILE_MID start_ratio:0.7 end_ratio:1.3 step_ratio:0.01 } exclude_op:'fc1000' batch_count:50 preprocess_parameter: { input_type:IMAGE image_format:BGR input_file_path:'calibration/image_set' mean_value:104.0 mean_value:117.0 mean_value:123.0 standard_deviation:1.0 }
Multi-Input Network Scenario
With image+binary inputs, the omg command specifies the quantization configuration. The following is an example of the configuration file:
device:USE_CPU quantize_algo:HALF_OFFSET weight_type:VECTOR_TYPE bin:150 type:KL inference_with_data_quantized:false inference_with_weight_quantized:true super_parameter: { min_percentile:PERCENTILE_HIGH max_percentile:PERCENTILE_MID start_ratio:0.7 end_ratio:1.3 step_ratio:0.01 } exclude_op:'fc1000' batch_count:50 preprocess_parameter: { input_type:IMAGE image_format:BGR input_file_path:'calibration/image_set' mean_value:104.0 mean_value:117.0 mean_value:123.0 standard_deviation:1.0 } preprocess_parameter: { input_type:BINARY input_file_path:'calibration/img_info.bin' }
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