Hi, friends.
there are 5 questions when i work with onnx model import tools.
| Q1 | import 16bit QAT onnx to .bin file | |||||||||
| use tidl_import_tool try this below: seems no ok | ||||||||||
| QAT 16bit onnx->16bit bin (warning BCNLayer not support ,and board detect result worse than no QAT transfer bin model) | ||||||||||
| QAT 16bitonnx->8bit bad result.(no warning while transfer but bin model detect result abnormal) | ||||||||||
| 16bit onnx can import as 16 bin? | ||||||||||
| Q2 | if the model import tools suport no PTQ when transport QAT model? and how to do ? | |||||||||
| config 8bit | 16bit | |||||||||
| modelType = 2 | ||||||||||
| numParamBits = 8 | 16 | |||||||||
| numFeatureBits = 8 | 16 | |||||||||
| quantizationStyle = 3 | ||||||||||
| inputNetFile = "/home/alex/TDA4/xcb_obs/model/QAT_slot_best.onnx" | ||||||||||
| outputNetFile = "/home/alex/TDA4/xcb_obs/slot_bin_16/slots_70w0429net.bin" | ||||||||||
| outputParamsFile = "/home/alex/TDA4/xcb_obs/slot_bin_16/slots_70w0429io_" | ||||||||||
| inDataNorm = 1 | ||||||||||
| inMean = 0 0 0 | ||||||||||
| inScale = 0.003921568627 0.003921568627 0.003921568627 | ||||||||||
| inDataFormat = 1 | ||||||||||
| inWidth = 640 | ||||||||||
| inHeight = 640 | ||||||||||
| inNumChannels = 3 | ||||||||||
| calibrationOption = 7 | ||||||||||
| #biasCalibrationIterations = 1 | ||||||||||
| #numFrames = 1 | ||||||||||
| inData = "/home/alex/TDA4/xcb_obs/slot_data/640bmplist.txt" | ||||||||||
| perfSimConfig = ../../test/testvecs/config/import/device_config.cfg | ||||||||||
| inElementType = 0 | ||||||||||
| params16bitNamesList = "output2,output3, output1" | ||||||||||
| outputFeature16bitNamesList="output2,output3, output1" | ||||||||||
| outDataNamesList = "output2,output3, output1" | ||||||||||
| debugTraceLevel = 0 | ||||||||||
| writeTraceLevel = 0 | ||||||||||
| postProcType = 0 | ||||||||||
| Q3 | import no QAT 32bit onnx->8bit bin, inYuvFormat = 0 ，but yuv detect abnormal. | |||||||||
| Q4 | when use inYuvFormat = 0 set infileformat=2 and set inData="640*640 jpg imglist.txt"? the result seems not ok. | |||||||||
| so how set config do calibration use yuv data list. | ||||||||||
| Q5 | ||||||||||
| there are four cameral data need to be detected each time;how to set the network suport 4 frame 640*640 NV12 as input. | ||||||||||
| configfile RGB | ||||||||||
| configfile YUV | modelType = 2 | |||||||||
| modelType = 2 | numParamBits = 8 | |||||||||
| numParamBits = 8 | numFeatureBits = 8 | |||||||||
| numFeatureBits = 8 | quantizationStyle = 2 | |||||||||
| quantizationStyle = 2 | inputNetFile = "/home/alex/TDA4/xcb_obs/model/yolov5s.onnx" | |||||||||
| inputNetFile = "/home/alex/TDA4/xcb_obs/model/yolov5s.onnx" | outputNetFile = "/home/alex/TDA4/xcb_obs/obs_bin0505_yuv/obs_0505net.bin" | |||||||||
| outputNetFile = "/home/alex/TDA4/xcb_obs/obs_bin0505_yuv/obs_0505net.bin" | outputParamsFile = "/home/alex/TDA4/xcb_obs/obs_bin0505_yuv/obs_0505io_" | |||||||||
| outputParamsFile = "/home/alex/TDA4/xcb_obs/obs_bin0505_yuv/obs_0505io_" | inDataNorm = 1 | |||||||||
| inDataNorm = 1 | inMean = 0 0 0 | |||||||||
| inMean = 0 0 0 | inScale = 0.003921568627 0.003921568627 0.003921568627 | |||||||||
| inScale = 0.003921568627 0.003921568627 0.003921568627 | #inDataFormat = 1 | |||||||||
| #inDataFormat = 1 | inWidth = 640 | |||||||||
| inWidth = 640 | inHeight = 640 | |||||||||
| inHeight = 640 | inNumChannels = 3 | |||||||||
| inNumChannels = 1 | calibrationOption = 7 | |||||||||
| calibrationOption = 7 | #biasCalibrationIterations = 50 | |||||||||
| #biasCalibrationIterations = 50 | #numFrames = 48 | |||||||||
| #numFrames = 48 | inFileFormat = 2 | |||||||||
| inFileFormat = 1 | inData ="/home/alex/TDA4/xcb_obs/obs_data/640*640 jpg imglist.txt" | |||||||||
| inData ="/home/alex/TDA4/xcb_obs/obs_data/NV12_0000417_LR" | perfSimConfig = ../../test/testvecs/config/import/device_config.cfg | |||||||||
| perfSimConfig = ../../test/testvecs/config/import/device_config.cfg | inElementType = 0 | |||||||||
| inElementType = 0 | inYuvFormat = -1 | |||||||||
| inYuvFormat = 0 | metaArchType = 4 | |||||||||
| metaArchType = 4 | metaLayersNamesList = "/home/alex/TDA4/xcb_obs/model/yolov5s_640_obs.prototxt" | |||||||||
| metaLayersNamesList = "/home/alex/TDA4/xcb_obs/model/yolov5s_640_obs.prototxt" | postProcType = 2 | |||||||||
| postProcType = 2 | debugTraceLevel = 2 | |||||||||
| debugTraceLevel = 2 | writeTraceLevel = 2 | |||||||||
| writeTraceLevel = 2 |
