# Android package for ORT Mobile operator and type reduction configuration
#
# The list of operators was generated from:
#  - the ONNX operators use by the tf2onnx tflite converter
#  - the operators used in a set of tflite models from tfhub, the tflite examples, and the mlperf mobile models
#     - models were optimized with optimizations set to 'basic', 'extended' and 'all' 
#     - see the readme file for full details

# allow float, int8, uint8. operators that manipulate shapes or indices have int32 and int64 enabled internally.
!globally_allowed_types;float,int8_t,uint8_t

# ops used by the tf2onnx tflite converter. same list for opsets 12 and 13.
ai.onnx;12;Abs,Add,And,ArgMax,ArgMin,AveragePool,Cast,Ceil,Clip,Concat,ConstantOfShape,Conv,ConvTranspose,Cos,CumSum,DepthToSpace,DequantizeLinear,Div,DynamicQuantizeLinear,Elu,Equal,Exp,Expand,Flatten,Floor,Gather,GatherND,Gemm,Greater,GreaterOrEqual,Identity,If,LRN,LeakyRelu,Less,LessOrEqual,Log,LogSoftmax,Loop,MatMul,Max,MaxPool,Mean,Min,Mul,Neg,NonMaxSuppression,NonZero,Not,Or,PRelu,Pad,Pow,QuantizeLinear,Range,Reciprocal,ReduceMax,ReduceMean,ReduceMin,ReduceProd,ReduceSum,Relu,Reshape,Resize,ReverseSequence,Round,ScatterND,Shape,Sigmoid,Sin,Size,Slice,Softmax,SpaceToDepth,Split,Sqrt,Squeeze,Sub,Sum,Tanh,ThresholdedRelu,Tile,TopK,Transpose,Unique,Unsqueeze,Where
ai.onnx;13;Abs,Add,And,ArgMax,ArgMin,AveragePool,Cast,Ceil,Clip,Concat,ConstantOfShape,Conv,ConvTranspose,Cos,CumSum,DepthToSpace,DequantizeLinear,Div,DynamicQuantizeLinear,Elu,Equal,Exp,Expand,Flatten,Floor,Gather,GatherND,Gemm,Greater,GreaterOrEqual,Identity,If,LRN,LeakyRelu,Less,LessOrEqual,Log,LogSoftmax,Loop,MatMul,Max,MaxPool,Mean,Min,Mul,Neg,NonMaxSuppression,NonZero,Not,Or,PRelu,Pad,Pow,QuantizeLinear,Range,Reciprocal,ReduceMax,ReduceMean,ReduceMin,ReduceProd,ReduceSum,Relu,Reshape,Resize,ReverseSequence,Round,ScatterND,Shape,Sigmoid,Sin,Size,Slice,Softmax,SpaceToDepth,Split,Sqrt,Squeeze,Sub,Sum,Tanh,ThresholdedRelu,Tile,TopK,Transpose,Unique,Unsqueeze,Where

# other ops found in test models 
ai.onnx;12;GlobalAveragePool,MatMulInteger,QLinearConv,QLinearMatMul
ai.onnx;13;GlobalAveragePool,MatMulInteger,QLinearConv,QLinearMatMul

# Control flow ops
#  - If and Loop are covered by the tflite converter list
#  - Scan tends to be used in speech models (it's more efficient than Loop) so include it for support of those
ai.onnx;12;Scan
ai.onnx;13;Scan

# internal ops added by optimizers
com.microsoft;1;DynamicQuantizeMatMul,FusedConv,FusedGemm,FusedMatMul,MatMulIntegerToFloat,NhwcMaxPool,QLinearAdd,QLinearAveragePool,QLinearConv,QLinearGlobalAveragePool,QLinearMul,QLinearSigmoid
# NHWC transformer also uses this, so assuming it's valuable enough to include 
com.microsoft;1;QLinearLeakyRelu

# Quantized contrib ops that are registered but no usage was found. Excluding for now.
# com.microsoft;1;DynamicQuantizeLSTM,QAttention