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quant_operator_coverage.md

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Model Coverage (29/09/2023) Missing Operators
model/bidaf-11-int8.onnx 51.5152 Hardmax, DynamicQuantizeLinear, Log, Squeeze, Unsqueeze, ConvInteger, Clip, Shape, DynamicQuantizeLSTM, Scan, CategoryMapper, ReduceMax, ConstantOfShape, Cast, Sum, Compress
model/bertsquad-12-int8.onnx 51.8519 DynamicQuantizeLinear, Split, Reciprocal, Squeeze, Unsqueeze, OneHot, FusedMatMul, Pow, Identity, Shape, ReduceMean, ConstantOfShape, Cast
model/mnist-12-int8.onnx 57.1429 QLinearMatMul, MaxPool, QLinearConv
model/mobilenetv2-12-int8.onnx 54.5455 QLinearMatMul, QLinearConv, Unsqueeze, QLinearGlobalAveragePool, Shape
model/googlenet-12-int8.onnx 54.5455 QLinearMatMul, MaxPool, AveragePool, QLinearConv, LRN
model/inception-v1-12-int8.onnx 50 MaxPool, QLinearConv, Gemm, QLinearAveragePool, LRN
model/resnet50-v1-12-int8.onnx 50 QLinearMatMul, MaxPool, QLinearGlobalAveragePool, QLinearConv
model/caffenet-12-int8.onnx 55.5556 QLinearMatMul, MaxPool, LRN, QLinearConv
model/squeezenet1.0-12-int8.onnx 57.1429 QLinearConv, MaxPool, QLinearGlobalAveragePool
model/efficientnet-lite4-11-int8.onnx 55.5556 QLinearMatMul, QLinearAveragePool, Squeeze, QLinearConv
model/zfnet512-12-int8.onnx 55.5556 QLinearMatMul, MaxPool, LRN, QLinearConv
model/shufflenet-v2-12-int8.onnx 54.5455 QLinearMatMul, MaxPool, Split, QLinearConv, ReduceMean
model/densenet-12-int8.onnx 46.1538 MaxPool, BatchNormalization, QLinearConv, QLinearGlobalAveragePool, QLinearMul, QLinearAveragePool, Conv
model/bvlcalexnet-12-int8.onnx 55.5556 QLinearMatMul, MaxPool, LRN, QLinearConv
model/vgg16-12-int8.onnx 57.1429 QLinearMatMul, MaxPool, QLinearConv
model/arcfaceresnet100-11-int8.onnx 60 QLinearMatMul, QLinearConv, BatchNormalization, PRelu
model/ssd-12-int8.onnx 59.0909 MaxPool, QLinearConv, Squeeze, Unsqueeze, TopK, ReduceMin, Shape, Cast, NonMaxSuppression
model/fcn-resnet50-12-int8.onnx 54.5455 MaxPool, QLinearConv, Unsqueeze, Shape, Resize
model/ResNet101-DUC-12-int8.onnx 62.5 QLinearConv, Sum, MaxPool
model/yolov3-12-int8.onnx 57.1429 QLinearConv, Squeeze, Unsqueeze, Conv, Tile, QLinearLeakyRelu, ReduceMin, Resize, Shape, Cast, Loop, NonMaxSuppression
model/FasterRCNN-12-int8.onnx 47.3684 MaxPool, Resize, ConstantOfShape, QLinearMatMul, Log, Floor, QLinearConv, ScatterElements, ReduceMin, QLinearSigmoid, Clip, Shape, NonMaxSuppression, NonZero, Unsqueeze, TopK, Expand, Cast, RoiAlign, Squeeze
model/ssd_mobilenet_v1_12-int8.onnx 59.0909 Split, QLinearConv, Squeeze, Unsqueeze, Tile, Shape, Expand, Cast, Loop
model/MaskRCNN-12-int8.onnx 47.8261 MaxPool, Split, Resize, ConstantOfShape, QLinearMatMul, ConvTranspose, Log, Floor, QLinearConv, ScatterElements, Not, ReduceMin, QLinearSigmoid, Clip, Shape, NonMaxSuppression, NonZero, Unsqueeze, TopK, Expand, Cast, RoiAlign, Squeeze, And

Average coverage: 54.53794107336042