## Supported Operators and Data Types
*This file is automatically generated from the registered kernels by [this script](https://github.com/microsoft/onnxruntime/blob/main/tools/python/gen_opkernel_doc.py).
Do not modify directly.*
## Execution Providers
- [CPUExecutionProvider](#cpuexecutionprovider)
- [CUDAExecutionProvider](#cudaexecutionprovider)
- [DmlExecutionProvider](#dmlexecutionprovider)
---------------
## Operators implemented by CPUExecutionProvider
| Op Name | Parameters | OpSet Version | Types Supported |
|---------|------------|---------------|-----------------|
|**Operator Domain:** *ai.onnx*||||
|Abs|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Acos|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float)|
|Acosh|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float)|
|Add|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||13|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||[7, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|Affine|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|And|*in* A:**T**
*in* B:**T**
*out* C:**T1**|7+|**T** = tensor(bool)
**T1** = tensor(bool)|
|ArgMax|*in* data:**T**
*out* reduced:**tensor(int64)**|13+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int8), tensor(uint8)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int8), tensor(uint8)|
|||[1, 10]|**T** = tensor(float), tensor(int32), tensor(int8), tensor(uint8)|
|ArgMin|*in* data:**T**
*out* reduced:**tensor(int64)**|13+|**T** = tensor(double), tensor(float), tensor(int32)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(int32)|
|||[1, 10]|**T** = tensor(float), tensor(int32)|
|Asin|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float)|
|Asinh|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float)|
|Atan|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float)|
|Atanh|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float)|
|AveragePool|*in* X:**T**
*out* Y:**T**|11+|**T** = tensor(float)|
|||10|**T** = tensor(float)|
|||[7, 9]|**T** = tensor(float)|
|BatchNormalization|*in* X:**T**
*in* scale:**T**
*in* B:**T**
*in* input_mean:**U**
*in* input_var:**U**
*out* Y:**T**
*out* running_mean:**U**
*out* running_var:**U**
or
*in* X:**T**
*in* scale:**T**
*in* B:**T**
*in* mean:**T**
*in* var:**T**
*out* Y:**T**
*out* mean:**T**
*out* var:**T**
*out* saved_mean:**T**
*out* saved_var:**T**
or
*in* X:**T**
*in* scale:**T1**
*in* B:**T1**
*in* input_mean:**T2**
*in* input_var:**T2**
*out* Y:**T**
*out* running_mean:**T2**
*out* running_var:**T2**|15+|**T** = tensor(double), tensor(float)
**T1** = tensor(double), tensor(float)
**T2** = tensor(double), tensor(float)|
|||14|**T** = tensor(double), tensor(float)
**U** = tensor(double), tensor(float)|
|||[9, 13]|**T** = tensor(double), tensor(float)|
|||[7, 8]|**T** = tensor(double), tensor(float)|
|BitShift|*in* X:**T**
*in* Y:**T**
*out* Z:**T**|11+|**T** = tensor(uint32), tensor(uint64), tensor(uint8)|
|BlackmanWindow|*in* size:**T1**
*out* output:**T2**|17+|**T1** = tensor(int32), tensor(int64)
**T2** = tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Cast|*in* input:**T1**
*out* output:**T2**|13+|**T1** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[6, 12]|**T1** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Ceil|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float)|
|||[6, 12]|**T** = tensor(float)|
|Celu|*in* X:**T**
*out* Y:**T**|12+|**T** = tensor(float)|
|Clip|*in* input:**T**
*in* min:**T**
*in* max:**T**
*out* output:**T**
or
*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float), tensor(int64), tensor(int8), tensor(uint64), tensor(uint8)|
|||12|**T** = tensor(double), tensor(float), tensor(int64), tensor(int8), tensor(uint64), tensor(uint8)|
|||11|**T** = tensor(float)|
|||[6, 10]|**T** = tensor(float)|
|Compress|*in* input:**T**
*in* condition:**T1**
*out* output:**T**|11+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|||[9, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|Concat|*in* inputs:**T**
*out* concat_result:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[4, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|ConcatFromSequence|*in* input_sequence:**S**
*out* concat_result:**T**|11+|**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))|
|ConstantOfShape|*in* input:**T1**
*out* output:**T2**|9+|**T1** = tensor(int64)
**T2** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Conv|*in* X:**T**
*in* W:**T**
*in* B:**T**
*out* Y:**T**|11+|**T** = tensor(float)|
|||[1, 10]|**T** = tensor(float)|
|ConvInteger|*in* x:**T1**
*in* w:**T2**
*in* x_zero_point:**T1**
*in* w_zero_point:**T2**
*out* y:**T3**|10+|**T1** = tensor(uint8)
**T2** = tensor(uint8)
**T3** = tensor(int32)|
|ConvTranspose|*in* X:**T**
*in* W:**T**
*in* B:**T**
*out* Y:**T**|11+|**T** = tensor(float)|
|||[1, 10]|**T** = tensor(float)|
|Cos|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float)|
|Cosh|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float)|
|Crop|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float)|
|CumSum|*in* x:**T**
*in* axis:**T2**
*out* y:**T**|14+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T2** = tensor(int32), tensor(int64)|
|||[11, 13]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T2** = tensor(int32), tensor(int64)|
|DFT|*in* input:**T1**
*in* dft_length:**T2**
*out* output:**T1**|17+|**T1** = tensor(double), tensor(float)
**T2** = tensor(int32), tensor(int64)|
|DepthToSpace|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float)|
|||[11, 12]|**T** = tensor(double), tensor(float)|
|||[1, 10]|**T** = tensor(double), tensor(float)|
|DequantizeLinear|*in* x:**T**
*in* x_scale:**tensor(float)**
*in* x_zero_point:**T**
*out* y:**tensor(float)**|13+|**T** = tensor(int32), tensor(int8), tensor(uint8)|
|||[10, 12]|**T** = tensor(int32), tensor(int8), tensor(uint8)|
|Det|*in* X:**T**
*out* Y:**T**|11+|**T** = tensor(float)|
|Div|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||13|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||[7, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|Dropout|*in* data:**T**
*in* ratio:**T1**
*in* training_mode:**T2**
*out* output:**T**
*out* mask:**T2**
or
*in* data:**T**
*out* output:**T**
*out* mask:**T**
or
*in* data:**T**
*out* output:**T**
*out* mask:**T1**|13+|**T** = tensor(double), tensor(float)
**T1** = tensor(double), tensor(float)
**T2** = tensor(bool)|
|||12|**T** = tensor(double), tensor(float)
**T1** = tensor(double), tensor(float)
**T2** = tensor(bool)|
|||[10, 11]|**T** = tensor(double), tensor(float), tensor(float16)
**T1** = tensor(bool)|
|||[7, 9]|**T** = tensor(double), tensor(float), tensor(float16)|
|DynamicQuantizeLinear|*in* x:**T1**
*out* y:**T2**
*out* y_scale:**tensor(float)**
*out* y_zero_point:**T2**|11+|**T2** = tensor(uint8)|
|DynamicSlice|*in* data:**T**
*in* starts:**Tind**
*in* ends:**Tind**
*in* axes:**Tind**
*out* output:**T**|1+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|Einsum|*in* Inputs:**T**
*out* Output:**T**|12+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|Elu|*in* X:**T**
*out* Y:**T**|6+|**T** = tensor(float)|
|Equal|*in* A:**T**
*in* B:**T**
*out* C:**T1**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|||[11, 12]|**T** = tensor(bool), tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|||[7, 10]|**T** = tensor(bool), tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|Erf|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float)|
|||[9, 12]|**T** = tensor(float)|
|Exp|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float)|
|||[6, 12]|**T** = tensor(double), tensor(float)|
|Expand|*in* input:**T**
*in* shape:**tensor(int64)**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[8, 12]|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|EyeLike|*in* input:**T1**
*out* output:**T2**|9+|**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(uint64)
**T2** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(uint64)|
|Flatten|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[9, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 8]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Floor|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float)|
|||[6, 12]|**T** = tensor(float)|
|GRU|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*out* Y:**T**
*out* Y_h:**T**|14+|**T** = tensor(double), tensor(float)
**T1** = tensor(int32)|
|||[7, 13]|**T** = tensor(double), tensor(float)
**T1** = tensor(int32)|
|Gather|*in* data:**T**
*in* indices:**Tind**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[1, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|GatherElements|*in* data:**T**
*in* indices:**Tind**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|GatherND|*in* data:**T**
*in* indices:**tensor(int64)**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**indices** = tensor(int64)|
|||12|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**indices** = tensor(int64)|
|||11|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**indices** = tensor(int64)|
|Gemm|*in* A:**T**
*in* B:**T**
*in* C:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float)|
|||[11, 12]|**T** = tensor(double), tensor(float)|
|||[9, 10]|**T** = tensor(double), tensor(float)|
|||[7, 8]|**T** = tensor(double), tensor(float)|
|GlobalAveragePool|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|GlobalLpPool|*in* X:**T**
*out* Y:**T**|2+|**T** = tensor(float)|
|GlobalMaxPool|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|Greater|*in* A:**T**
*in* B:**T**
*out* C:**T1**|13+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|||[9, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|||[7, 8]|**T** = tensor(double), tensor(float)
**T1** = tensor(bool)|
|GreaterOrEqual|*in* A:**T**
*in* B:**T**
*out* C:**T1**|16+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|||[12, 15]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|GridSample|*in* X:**T1**
*in* grid:**T1**
*out* Y:**T2**|16+|**T1** = tensor(float)
**T2** = tensor(float)|
|HammingWindow|*in* size:**T1**
*out* output:**T2**|17+|**T1** = tensor(int32), tensor(int64)
**T2** = tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|HannWindow|*in* size:**T1**
*out* output:**T2**|17+|**T1** = tensor(int32), tensor(int64)
**T2** = tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|HardSigmoid|*in* X:**T**
*out* Y:**T**|6+|**T** = tensor(float)|
|Hardmax|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float)|
|||[11, 12]|**T** = tensor(float)|
|||[1, 10]|**T** = tensor(float)|
|Identity|*in* input:**T**
*out* output:**T**
or
*in* input:**V**
*out* output:**V**|16+|**V** = optional(seq(tensor(bfloat16))), optional(seq(tensor(bool))), optional(seq(tensor(double))), optional(seq(tensor(float))), optional(seq(tensor(float16))), optional(seq(tensor(int16))), optional(seq(tensor(int32))), optional(seq(tensor(int64))), optional(seq(tensor(int8))), optional(seq(tensor(string))), optional(seq(tensor(uint16))), optional(seq(tensor(uint32))), optional(seq(tensor(uint64))), optional(seq(tensor(uint8))), optional(tensor(bfloat16)), optional(tensor(bool)), optional(tensor(double)), optional(tensor(float)), optional(tensor(float16)), optional(tensor(int16)), optional(tensor(int32)), optional(tensor(int64)), optional(tensor(int8)), optional(tensor(string)), optional(tensor(uint16)), optional(tensor(uint32)), optional(tensor(uint64)), optional(tensor(uint8)), seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[14, 15]|**V** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||13|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|If|*in* cond:**B**
*out* outputs:**V**|16+|**B** = tensor(bool)
**V** = optional(seq(tensor(bfloat16))), optional(seq(tensor(bool))), optional(seq(tensor(double))), optional(seq(tensor(float))), optional(seq(tensor(float16))), optional(seq(tensor(int16))), optional(seq(tensor(int32))), optional(seq(tensor(int64))), optional(seq(tensor(int8))), optional(seq(tensor(string))), optional(seq(tensor(uint16))), optional(seq(tensor(uint32))), optional(seq(tensor(uint64))), optional(seq(tensor(uint8))), optional(tensor(bfloat16)), optional(tensor(bool)), optional(tensor(double)), optional(tensor(float)), optional(tensor(float16)), optional(tensor(int16)), optional(tensor(int32)), optional(tensor(int64)), optional(tensor(int8)), optional(tensor(string)), optional(tensor(uint16)), optional(tensor(uint32)), optional(tensor(uint64)), optional(tensor(uint8)), seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[13, 15]|**B** = tensor(bool)
**V** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**B** = tensor(bool)
**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 10]|**B** = tensor(bool)
**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|ImageScaler|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float)|
|InstanceNormalization|*in* input:**T**
*in* scale:**T**
*in* B:**T**
*out* output:**T**|6+|**T** = tensor(float)|
|IsInf|*in* X:**T1**
*out* Y:**T2**|10+|**T1** = tensor(double), tensor(float)
**T2** = tensor(bool)|
|IsNaN|*in* X:**T1**
*out* Y:**T2**|13+|**T1** = tensor(float), tensor(float16)
**T2** = tensor(bool)|
|||[9, 12]|**T1** = tensor(float), tensor(float16)
**T2** = tensor(bool)|
|LRN|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float)|
|||[1, 12]|**T** = tensor(float)|
|LSTM|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*in* initial_c:**T**
*in* P:**T**
*out* Y:**T**
*out* Y_h:**T**
*out* Y_c:**T**|14+|**T** = tensor(double), tensor(float)
**T1** = tensor(int32)|
|||[7, 13]|**T** = tensor(double), tensor(float)
**T1** = tensor(int32)|
|LayerNormalization|*in* X:**T**
*in* Scale:**T**
*in* B:**T**
*out* Y:**T**
*out* Mean:**U**
*out* InvStdDev:**U**
or
*in* X:**T**
*in* Scale:**V**
*in* B:**V**
*out* Y:**V**
*out* Mean:**U**
*out* InvStdDev:**U**|17+|**T** = tensor(double), tensor(float)
**U** = tensor(float)|
|||[1, 16]|**T** = tensor(double), tensor(float)
**U** = tensor(double), tensor(float)
**V** = tensor(double), tensor(float)|
|LeakyRelu|*in* X:**T**
*out* Y:**T**|16+|**T** = tensor(float)|
|||[6, 15]|**T** = tensor(float)|
|Less|*in* A:**T**
*in* B:**T**
*out* C:**T1**|13+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|||[9, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|||[7, 8]|**T** = tensor(double), tensor(float)
**T1** = tensor(bool)|
|LessOrEqual|*in* A:**T**
*in* B:**T**
*out* C:**T1**|16+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|||[12, 15]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(bool)|
|Log|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float)|
|||[6, 12]|**T** = tensor(double), tensor(float)|
|LogSoftmax|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float)|
|||[11, 12]|**T** = tensor(double), tensor(float)|
|||[1, 10]|**T** = tensor(double), tensor(float)|
|Loop|*in* M:**I**
*in* cond:**B**
*in* v_initial:**V**
*out* v_final_and_scan_outputs:**V**|16+|**B** = tensor(bool)
**I** = tensor(int64)
**V** = optional(seq(tensor(bfloat16))), optional(seq(tensor(bool))), optional(seq(tensor(double))), optional(seq(tensor(float))), optional(seq(tensor(float16))), optional(seq(tensor(int16))), optional(seq(tensor(int32))), optional(seq(tensor(int64))), optional(seq(tensor(int8))), optional(seq(tensor(string))), optional(seq(tensor(uint16))), optional(seq(tensor(uint32))), optional(seq(tensor(uint64))), optional(seq(tensor(uint8))), optional(tensor(bfloat16)), optional(tensor(bool)), optional(tensor(double)), optional(tensor(float)), optional(tensor(float16)), optional(tensor(int16)), optional(tensor(int32)), optional(tensor(int64)), optional(tensor(int8)), optional(tensor(string)), optional(tensor(uint16)), optional(tensor(uint32)), optional(tensor(uint64)), optional(tensor(uint8)), seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[13, 15]|**B** = tensor(bool)
**I** = tensor(int64)
**V** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**B** = tensor(bool)
**I** = tensor(int64)
**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 10]|**B** = tensor(bool)
**I** = tensor(int64)
**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|LpNormalization|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(double), tensor(float)|
|LpPool|*in* X:**T**
*out* Y:**T**|11+|**T** = tensor(float)|
|||[2, 10]|**T** = tensor(float)|
|MatMul|*in* A:**T**
*in* B:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[9, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[1, 8]|**T** = tensor(double), tensor(float)|
|MatMulInteger|*in* A:**T1**
*in* B:**T2**
*in* a_zero_point:**T1**
*in* b_zero_point:**T2**
*out* Y:**T3**|10+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(int32)|
|Max|*in* data_0:**T**
*out* max:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||12|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[8, 11]|**T** = tensor(double), tensor(float)|
|||[6, 7]|**T** = tensor(float)|
|MaxPool|*in* X:**T**
*out* Y:**T**
or
*in* X:**T**
*out* Y:**T**
*out* Indices:**I**|12+|**I** = tensor(int64)
**T** = tensor(double), tensor(float), tensor(int8), tensor(uint8)|
|||[8, 11]|**I** = tensor(int64)
**T** = tensor(double), tensor(float)|
|||[1, 7]|**T** = tensor(float)|
|MaxRoiPool|*in* X:**T**
*in* rois:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|MaxUnpool|*in* X:**T1**
*in* I:**T2**
*in* output_shape:**T2**
*out* output:**T1**|11+|**T1** = tensor(float)
**T2** = tensor(int64)|
|||[9, 10]|**T1** = tensor(float)
**T2** = tensor(int64)|
|Mean|*in* data_0:**T**
*out* mean:**T**|13+|**T** = tensor(float)|
|||[8, 12]|**T** = tensor(float)|
|||[6, 7]|**T** = tensor(float)|
|MeanVarianceNormalization|*in* X:**T**
*out* Y:**T**
or
*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float)|
|||[9, 12]|**T** = tensor(float)|
|||[1, 8]|**T** = tensor(float)|
|MelWeightMatrix|*in* num_mel_bins:**T1**
*in* dft_length:**T1**
*in* sample_rate:**T1**
*in* lower_edge_hertz:**T2**
*in* upper_edge_hertz:**T2**
*out* output:**T3**|17+|**T1** = tensor(int32), tensor(int64)
**T2** = tensor(float)
**T3** = tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Min|*in* data_0:**T**
*out* min:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||12|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[8, 11]|**T** = tensor(double), tensor(float)|
|||[6, 7]|**T** = tensor(float)|
|Mod|*in* A:**T**
*in* B:**T**
*out* C:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[10, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Mul|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||13|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||[7, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|Multinomial|*in* input:**T1**
*out* output:**T2**|7+|**T1** = tensor(float)
**T2** = tensor(int32), tensor(int64)|
|Neg|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(int8)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(int8)|
|NonZero|*in* X:**T**
*out* Y:**tensor(int64)**|13+|**T** = tensor(bool), tensor(float), tensor(int32), tensor(int64), tensor(uint8)|
|||[9, 12]|**T** = tensor(bool), tensor(float), tensor(int32), tensor(int64), tensor(uint8)|
|Not|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(bool)|
|OneHot|*in* indices:**T1**
*in* depth:**T2**
*in* values:**T3**
*out* output:**T3**|11+|**T1** = tensor(float), tensor(int32), tensor(int64)
**T2** = tensor(float), tensor(int32), tensor(int64)
**T3** = tensor(float), tensor(int32), tensor(int64), tensor(string)|
|||[9, 10]|**T1** = tensor(float), tensor(int32), tensor(int64)
**T2** = tensor(float), tensor(int32), tensor(int64)
**T3** = tensor(float), tensor(int32), tensor(int64), tensor(string)|
|Optional|*in* input:**V**
*out* output:**O**|15+|**O** = optional(seq(tensor(bfloat16))), optional(seq(tensor(bool))), optional(seq(tensor(double))), optional(seq(tensor(float))), optional(seq(tensor(float16))), optional(seq(tensor(int16))), optional(seq(tensor(int32))), optional(seq(tensor(int64))), optional(seq(tensor(int8))), optional(seq(tensor(string))), optional(seq(tensor(uint16))), optional(seq(tensor(uint32))), optional(seq(tensor(uint64))), optional(seq(tensor(uint8))), optional(tensor(bfloat16)), optional(tensor(bool)), optional(tensor(double)), optional(tensor(float)), optional(tensor(float16)), optional(tensor(int16)), optional(tensor(int32)), optional(tensor(int64)), optional(tensor(int8)), optional(tensor(string)), optional(tensor(uint16)), optional(tensor(uint32)), optional(tensor(uint64)), optional(tensor(uint8))
**V** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|OptionalGetElement|*in* input:**O**
*out* output:**V**|15+|**O** = optional(seq(tensor(bfloat16))), optional(seq(tensor(bool))), optional(seq(tensor(double))), optional(seq(tensor(float))), optional(seq(tensor(float16))), optional(seq(tensor(int16))), optional(seq(tensor(int32))), optional(seq(tensor(int64))), optional(seq(tensor(int8))), optional(seq(tensor(string))), optional(seq(tensor(uint16))), optional(seq(tensor(uint32))), optional(seq(tensor(uint64))), optional(seq(tensor(uint8))), optional(tensor(bfloat16)), optional(tensor(bool)), optional(tensor(double)), optional(tensor(float)), optional(tensor(float16)), optional(tensor(int16)), optional(tensor(int32)), optional(tensor(int64)), optional(tensor(int8)), optional(tensor(string)), optional(tensor(uint16)), optional(tensor(uint32)), optional(tensor(uint64)), optional(tensor(uint8))
**V** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|OptionalHasElement|*in* input:**O**
*out* output:**B**|15+|**B** = tensor(bool)
**O** = optional(seq(tensor(bfloat16))), optional(seq(tensor(bool))), optional(seq(tensor(double))), optional(seq(tensor(float))), optional(seq(tensor(float16))), optional(seq(tensor(int16))), optional(seq(tensor(int32))), optional(seq(tensor(int64))), optional(seq(tensor(int8))), optional(seq(tensor(string))), optional(seq(tensor(uint16))), optional(seq(tensor(uint32))), optional(seq(tensor(uint64))), optional(seq(tensor(uint8))), optional(tensor(bfloat16)), optional(tensor(bool)), optional(tensor(double)), optional(tensor(float)), optional(tensor(float16)), optional(tensor(int16)), optional(tensor(int32)), optional(tensor(int64)), optional(tensor(int8)), optional(tensor(string)), optional(tensor(uint16)), optional(tensor(uint32)), optional(tensor(uint64)), optional(tensor(uint8))|
|Or|*in* A:**T**
*in* B:**T**
*out* C:**T1**|7+|**T** = tensor(bool)
**T1** = tensor(bool)|
|PRelu|*in* X:**T**
*in* slope:**T**
*out* Y:**T**|16+|**T** = tensor(float)|
|||[9, 15]|**T** = tensor(float)|
|||[7, 8]|**T** = tensor(float)|
|Pad|*in* data:**T**
*in* pads:**tensor(int64)**
*in* constant_value:**T**
*out* output:**T**
or
*in* data:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(int8), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(int8), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[2, 10]|**T** = tensor(double), tensor(float)|
|ParametricSoftplus|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|Pow|*in* X:**T**
*in* Y:**T**
*out* Z:**T**
or
*in* X:**T**
*in* Y:**T1**
*out* Z:**T**|15+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||[13, 14]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||12|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||[7, 11]|**T** = tensor(double), tensor(float)|
|QLinearConv|*in* x:**T1**
*in* x_scale:**tensor(float)**
*in* x_zero_point:**T1**
*in* w:**T2**
*in* w_scale:**tensor(float)**
*in* w_zero_point:**T2**
*in* y_scale:**tensor(float)**
*in* y_zero_point:**T3**
*in* B:**T4**
*out* y:**T3**|10+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(int8), tensor(uint8)
**T4** = tensor(int32)|
|QLinearMatMul|*in* a:**T1**
*in* a_scale:**tensor(float)**
*in* a_zero_point:**T1**
*in* b:**T2**
*in* b_scale:**tensor(float)**
*in* b_zero_point:**T2**
*in* y_scale:**tensor(float)**
*in* y_zero_point:**T3**
*out* y:**T3**|10+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(int8), tensor(uint8)|
|QuantizeLinear|*in* x:**T1**
*in* y_scale:**tensor(float)**
*in* y_zero_point:**T2**
*out* y:**T2**|13+|**T1** = tensor(float)
**T2** = tensor(int8), tensor(uint8)|
|||[10, 12]|**T1** = tensor(float)
**T2** = tensor(int8), tensor(uint8)|
|RNN|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*out* Y:**T**
*out* Y_h:**T**|14+|**T** = tensor(float)
**T1** = tensor(int32)|
|||[7, 13]|**T** = tensor(float)
**T1** = tensor(int32)|
|RandomNormal|*out* output:**T**|1+|**T** = tensor(double), tensor(float)|
|RandomNormalLike|*in* input:**T1**
*out* output:**T2**|1+|**T1** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(double), tensor(float)|
|RandomUniform|*out* output:**T**|1+|**T** = tensor(double), tensor(float)|
|RandomUniformLike|*in* input:**T1**
*out* output:**T2**|1+|**T1** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(double), tensor(float)|
|Range|*in* start:**T**
*in* limit:**T**
*in* delta:**T**
*out* output:**T**|11+|**T** = tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64)|
|Reciprocal|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float)|
|||[6, 12]|**T** = tensor(double), tensor(float)|
|ReduceL1|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(int32)|
|||[11, 12]|**T** = tensor(float), tensor(int32)|
|||[1, 10]|**T** = tensor(float), tensor(int32)|
|ReduceL2|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(int32)|
|||[11, 12]|**T** = tensor(float), tensor(int32)|
|||[1, 10]|**T** = tensor(float), tensor(int32)|
|ReduceLogSum|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(int32)|
|||[11, 12]|**T** = tensor(float), tensor(int32)|
|||[1, 10]|**T** = tensor(float), tensor(int32)|
|ReduceLogSumExp|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(int32)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(int32)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(int32)|
|ReduceMax|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(int8), tensor(uint8)|
|||12|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(int8), tensor(uint8)|
|||11|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|ReduceMean|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(int32)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(int32)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(int32)|
|ReduceMin|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(int8), tensor(uint8)|
|||12|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(int8), tensor(uint8)|
|||11|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|ReduceProd|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(float), tensor(int32), tensor(int64)|
|||[1, 10]|**T** = tensor(float), tensor(int32), tensor(int64)|
|ReduceSum|*in* data:**T**
*in* axes:**tensor(int64)**
*out* reduced:**T**
or
*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|ReduceSumSquare|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(int32)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(int32)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(int32)|
|Relu|*in* X:**T**
*out* Y:**T**|14+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int8)|
|||13|**T** = tensor(double), tensor(float)|
|||[6, 12]|**T** = tensor(double), tensor(float)|
|Reshape|*in* data:**T**
*in* shape:**tensor(int64)**
*out* reshaped:**T**
or
*in* data:**T**
*out* reshaped:**T**|14+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**shape** = tensor(int64)|
|||13|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**shape** = tensor(int64)|
|||[5, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**shape** = tensor(int64)|
|||[1, 4]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Resize|*in* X:**T**
*in* scales:**tensor(float)**
*out* Y:**T**
or
*in* X:**T1**
*in* roi:**T2**
*in* scales:**tensor(float)**
*in* sizes:**tensor(int64)**
*out* Y:**T1**|13+|**T1** = tensor(float), tensor(int32), tensor(int8), tensor(uint8)|
|||[11, 12]|**T1** = tensor(float), tensor(int32), tensor(int8), tensor(uint8)|
|||10|**T** = tensor(float), tensor(int32), tensor(int8), tensor(uint8)|
|ReverseSequence|*in* input:**T**
*in* sequence_lens:**tensor(int64)**
*out* Y:**T**|10+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|RoiAlign|*in* X:**T1**
*in* rois:**T1**
*in* batch_indices:**T2**
*out* Y:**T1**|16+|**T1** = tensor(double), tensor(float)
**T2** = tensor(int64)|
|||[10, 15]|**T1** = tensor(double), tensor(float)
**T2** = tensor(int64)|
|Round|*in* X:**T**
*out* Y:**T**|11+|**T** = tensor(double), tensor(float), tensor(float16)|
|STFT|*in* signal:**T1**
*in* frame_step:**T2**
*in* window:**T1**
*in* frame_length:**T2**
*out* output:**T1**|17+|**T1** = tensor(double), tensor(float)
**T2** = tensor(int32), tensor(int64)|
|Scale|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float)|
|ScaledTanh|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float)|
|Scan|*in* initial_state_and_scan_inputs:**V**
*out* final_state_and_scan_outputs:**V**
or
*in* sequence_lens:**I**
*in* initial_state_and_scan_inputs:**V**
*out* final_state_and_scan_outputs:**V**|16+|**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 15]|**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[9, 10]|**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||8|**I** = tensor(int64)
**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Scatter|*in* data:**T**
*in* indices:**Tind**
*in* updates:**T**
*out* output:**T**|[9, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|ScatterElements|*in* data:**T**
*in* indices:**Tind**
*in* updates:**T**
*out* output:**T**|16+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[13, 15]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|ScatterND|*in* data:**T**
*in* indices:**tensor(int64)**
*in* updates:**T**
*out* output:**T**|16+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[13, 15]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Selu|*in* X:**T**
*out* Y:**T**|6+|**T** = tensor(float)|
|SequenceAt|*in* input_sequence:**S**
*in* position:**I**
*out* tensor:**T**|11+|**I** = tensor(int32), tensor(int64)
**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))
**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|SequenceConstruct|*in* inputs:**T**
*out* output_sequence:**S**|11+|**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))
**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|SequenceEmpty|*out* output:**S**|11+|**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))|
|SequenceErase|*in* input_sequence:**S**
*in* position:**I**
*out* output_sequence:**S**|11+|**I** = tensor(int32), tensor(int64)
**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))|
|SequenceInsert|*in* input_sequence:**S**
*in* tensor:**T**
*in* position:**I**
*out* output_sequence:**S**|11+|**I** = tensor(int32), tensor(int64)
**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))|
|SequenceLength|*in* input_sequence:**S**
*out* length:**I**|11+|**I** = tensor(int64)
**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))|
|Shape|*in* data:**T**
*out* shape:**T1**|15+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|||[13, 14]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|||[1, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|Shrink|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Sigmoid|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float)|
|||[6, 12]|**T** = tensor(double), tensor(float)|
|Sign|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[9, 12]|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|SimplifiedLayerNormalization|*in* X:**T**
*in* scale:**V**
*out* Y:**V**
*out* inv_std_var:**U**|1+|**T** = tensor(double), tensor(float)
**U** = tensor(double), tensor(float)
**V** = tensor(double), tensor(float)|
|Sin|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(double), tensor(float)|
|Sinh|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float)|
|Size|*in* data:**T**
*out* size:**T1**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|||[1, 12]|**T** = tensor(bool), tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|Slice|*in* data:**T**
*in* starts:**Tind**
*in* ends:**Tind**
*in* axes:**Tind**
*in* steps:**Tind**
*out* output:**T**
or
*in* data:**T**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||10|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[1, 9]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Softmax|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float)|
|||[11, 12]|**T** = tensor(double), tensor(float)|
|||[1, 10]|**T** = tensor(double), tensor(float)|
|Softplus|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|Softsign|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float)|
|SpaceToDepth|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float)|
|||[1, 12]|**T** = tensor(double), tensor(float)|
|Split|*in* input:**T**
*in* split:**T**
*out* outputs...:**T**
or
*in* input:**T**
*in* split:**tensor(int64)**
*out* outputs:**T**
or
*in* input:**T**
*out* outputs:**T**|13+|**T** = tensor(float), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint8)|
|||[11, 12]|**T** = tensor(float), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint8)|
|||[2, 10]|**T** = tensor(float), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint8)|
|SplitToSequence|*in* input:**T**
*in* split:**I**
*out* output_sequence:**S**|11+|**I** = tensor(int32), tensor(int64)
**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))
**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(string)|
|Sqrt|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float)|
|||[6, 12]|**T** = tensor(double), tensor(float)|
|Squeeze|*in* data:**T**
*in* axes:**tensor(int64)**
*out* squeezed:**T**
or
*in* data:**T**
*out* squeezed:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|StringNormalizer|*in* X:**tensor(string)**
*out* Y:**tensor(string)**|10+|**X** = tensor(string)|
|Sub|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||13|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||[7, 12]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|Sum|*in* data_0:**T**
*out* sum:**T**|13+|**T** = tensor(double), tensor(float)|
|||[8, 12]|**T** = tensor(double), tensor(float)|
|||[6, 7]|**T** = tensor(double), tensor(float)|
|Tan|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float)|
|Tanh|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float)|
|||[6, 12]|**T** = tensor(double), tensor(float)|
|TfIdfVectorizer|*in* X:**T**
*out* Y:**T1**|9+|**T** = tensor(int32), tensor(int64), tensor(string)
**T1** = tensor(float)|
|ThresholdedRelu|*in* X:**T**
*out* Y:**T**|10+|**T** = tensor(float)|
|||[1, 9]|**T** = tensor(float)|
|Tile|*in* input:**T**
*in* repeats:**T1**
*out* output:**T**
or
*in* input:**T**
*in* tiles:**T**
*in* axis:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|||[6, 12]|**T** = tensor(bool), tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|TopK|*in* X:**T**
*in* K:**tensor(int64)**
*out* Values:**T**
*out* Indices:**I**
or
*in* X:**T**
*out* Values:**T**
*out* Indices:**I**|11+|**I** = tensor(int64)
**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|||10|**I** = tensor(int64)
**T** = tensor(double), tensor(float)|
|||[1, 9]|**I** = tensor(int64)
**T** = tensor(double), tensor(float)|
|Transpose|*in* data:**T**
*out* transposed:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Trilu|*in* input:**T**
*in* k:**tensor(int64)**
*out* output:**T**|14+|**T** = tensor(double), tensor(float), tensor(int64)|
|Unique|*in* X:**T**
*out* Y:**T**
*out* indices:**tensor(int64)**
*out* inverse_indices:**tensor(int64)**
*out* counts:**tensor(int64)**|11+|**T** = tensor(float), tensor(int64), tensor(int8), tensor(string)|
|Unsqueeze|*in* data:**T**
*in* axes:**tensor(int64)**
*out* expanded:**T**
or
*in* data:**T**
*out* expanded:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Upsample|*in* X:**T**
*in* scales:**tensor(float)**
*out* Y:**T**
or
*in* X:**T**
*out* Y:**T**|9|**T** = tensor(float), tensor(int32), tensor(int8), tensor(uint8)|
|||[7, 8]|**T** = tensor(float), tensor(int32), tensor(int8), tensor(uint8)|
|Where|*in* condition:**B**
*in* X:**T**
*in* Y:**T**
*out* output:**T**|16+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(string), tensor(uint8)|
|||[9, 15]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(string), tensor(uint8)|
|Xor|*in* A:**T**
*in* B:**T**
*out* C:**T1**|7+|**T** = tensor(bool)
**T1** = tensor(bool)|
| |
| |
|**Operator Domain:** *ai.onnx.ml*||||
|ArrayFeatureExtractor|*in* X:**T**
*in* Y:**tensor(int64)**
*out* Z:**T**|1+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(string)|
|Binarizer|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|CastMap|*in* X:**T1**
*out* Y:**T2**|1+|**T1** = map(int64,tensor(float)), map(int64,tensor(string))
**T2** = tensor(float), tensor(int64), tensor(string)|
|CategoryMapper|*in* X:**T1**
*out* Y:**T2**|1+|**T1** = tensor(int64), tensor(string)
**T2** = tensor(int64), tensor(string)|
|DictVectorizer|*in* X:**T1**
*out* Y:**T2**|1+|**T1** = map(int64,tensor(double)), map(int64,tensor(float)), map(int64,tensor(string)), map(string,tensor(double)), map(string,tensor(float)), map(string,tensor(int64))
**T2** = tensor(double), tensor(float), tensor(int64), tensor(string)|
|FeatureVectorizer|*in* X:**T1**
*out* Y:**tensor(float)**|1+|**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|Imputer|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(int64)|
|LabelEncoder|*in* X:**T1**
*out* Y:**T2**|2+|**T1** = tensor(float), tensor(int64), tensor(string)
**T2** = tensor(float), tensor(int64), tensor(string)|
|||1|**T1** = tensor(int64), tensor(string)
**T2** = tensor(int64), tensor(string)|
|LinearClassifier|*in* X:**T1**
*out* Y:**T2**
*out* Z:**tensor(float)**|1+|**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T2** = tensor(int64), tensor(string)|
|LinearRegressor|*in* X:**T**
*out* Y:**tensor(float)**|1+|**T** = tensor(float)|
|Normalizer|*in* X:**T**
*out* Y:**tensor(float)**|1+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|OneHotEncoder|*in* X:**T**
*out* Y:**tensor(float)**|1+|**T** = tensor(double), tensor(float), tensor(int64), tensor(string)|
|SVMClassifier|*in* X:**T1**
*out* Y:**T2**
*out* Z:**tensor(float)**|1+|**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T2** = tensor(int64), tensor(string)|
|SVMRegressor|*in* X:**T**
*out* Y:**tensor(float)**|1+|**T** = tensor(float)|
|Scaler|*in* X:**T**
*out* Y:**tensor(float)**|1+|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64)|
|TreeEnsembleClassifier|*in* X:**T1**
*out* Y:**T2**
*out* Z:**tensor(float)**|3+|**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T2** = tensor(int64), tensor(string)|
|||[1, 2]|**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64)
**T2** = tensor(int64), tensor(string)|
|TreeEnsembleRegressor|*in* X:**T**
*out* Y:**tensor(float)**|3+|**T** = tensor(double), tensor(float)|
|||[1, 2]|**T** = tensor(double), tensor(float)|
|ZipMap|*in* X:**tensor(float)**
*out* Z:**T**|1+|**T** = seq(map(int64,tensor(float))), seq(map(string,tensor(float)))|
| |
| |
|**Operator Domain:** *com.microsoft*||||
|Attention|*in* input:**T**
*in* weights:**T**
*in* bias:**T**
*in* mask_index:**M**
*in* past:**T**
*in* extra_add:**T**
*in* key:**T**
*in* value:**T**
*out* output:**T**
*out* present:**T**|1+|**T** = tensor(float)|
|AttnLSTM|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*in* initial_c:**T**
*in* P:**T**
*in* QW:**T**
*in* MW:**T**
*in* V:**T**
*in* M:**T**
*in* memory_seq_lens:**T1**
*in* AW:**T**
*out* Y:**T**
*out* Y_h:**T**
*out* Y_c:**T**|1+|**T** = tensor(double), tensor(float)
**T1** = tensor(int32)|
|BeamSearch|*in* input_ids:**I**
*in* max_length:**I**
*in* min_length:**I**
*in* num_beams:**I**
*in* num_return_sequences:**I**
*in* length_penalty:**T**
*in* repetition_penalty:**T**
*in* vocab_mask:**M**
*in* prefix_vocab_mask:**M**
*in* attention_mask:**I**
*out* sequences:**I**
*out* sequences_scores:**T**
*out* scores:**T**|1+|**T** = tensor(float)|
|BiasGelu|*in* A:**T**
*in* B:**T**
*out* C:**T**|1+|**T** = tensor(float)|
|BifurcationDetector|*in* src_tokens:**T**
*in* cur_tokens:**T**
*in* prev_suffix_match_idx:**T**
*in* pred_tokens:**T**
*out* tokens:**T**
*out* suffix_match_idx:**T**|1+|**T** = tensor(int64)|
|CDist|*in* A:**T**
*in* B:**T**
*out* C:**T**|1+|**T** = tensor(double), tensor(float)|
|ConvTransposeWithDynamicPads|*in* X:**T**
*in* W:**T**
*in* Pads:**tensor(int64)**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|CropAndResize|*in* X:**T1**
*in* rois:**T1**
*in* batch_indices:**T2**
*in* crop_size:**T2**
*out* Y:**T1**|1+|**T1** = tensor(float)
**T2** = tensor(int32)|
|DequantizeLinear|*in* x:**T1**
*in* x_scale:**T2**
*in* x_zero_point:**T1**
*out* y:**T2**|1+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(float)|
|DynamicQuantizeLSTM|*in* X:**T**
*in* W:**T2**
*in* R:**T2**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*in* initial_c:**T**
*in* P:**T**
*in* W_scale:**T**
*in* W_zero_point:**T2**
*in* R_scale:**T**
*in* R_zero_point:**T2**
*out* Y:**T**
*out* Y_h:**T**
*out* Y_c:**T**|1+|**T** = tensor(float)
**T1** = tensor(int32)
**T2** = tensor(int8), tensor(uint8)|
|DynamicQuantizeMatMul|*in* A:**T1**
*in* B:**T2**
*in* b_scale:**T1**
*in* b_zero_point:**T2**
*in* bias:**T1**
*out* Y:**T1**|1+|**T1** = tensor(float)
**T2** = tensor(int8), tensor(uint8)|
|EmbedLayerNormalization|*in* input_ids:**T1**
*in* segment_ids:**T1**
*in* word_embedding:**T**
*in* position_embedding:**T**
*in* segment_embedding:**T**
*in* gamma:**T**
*in* beta:**T**
*in* mask:**T1**
*in* position_ids:**T1**
*out* output:**T**
*out* mask_index:**T1**
*out* embedding_sum:**T**|1+|**T** = tensor(float)|
|ExpandDims|*in* X:**T**
*in* axis:**tensor(int32)**
*out* Y:**T**|1+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**axis** = tensor(int32)|
|FastGelu|*in* X:**T**
*in* bias:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|FusedConv|*in* X:**T**
*in* W:**T**
*in* B:**T**
*in* Z:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|FusedGemm|*in* A:**T**
*in* B:**T**
*in* C:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|FusedMatMul|*in* A:**T**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|GatherND|*in* data:**T**
*in* indices:**Tind**
*out* output:**T**|1+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|Gelu|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|GreedySearch|*in* input_ids:**I**
*in* max_length:**I**
*in* min_length:**I**
*in* repetition_penalty:**T**
*in* vocab_mask:**I**
*in* prefix_vocab_mask:**I**
*in* attention_mask:**I**
*out* sequences:**I**|1+|**T** = tensor(float)|
|GridSample|*in* X:**T1**
*in* Grid:**T1**
*out* Y:**T2**|1+|**T1** = tensor(float)
**T2** = tensor(float)|
|Inverse|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|MatMulInteger16|*in* A:**T1**
*in* B:**T2**
*out* Y:**T3**|1+|**T1** = tensor(int16)
**T2** = tensor(int16)
**T3** = tensor(int32)|
|MatMulIntegerToFloat|*in* A:**T1**
*in* B:**T2**
*in* a_scale:**T3**
*in* b_scale:**T3**
*in* a_zero_point:**T1**
*in* b_zero_point:**T2**
*in* bias:**T3**
*out* Y:**T3**|1+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(float)|
|MaxpoolWithMask|*in* X:**T**
*in* M:**tensor(int32)**
*out* Y:**T**|1+|**T** = tensor(float)|
|MurmurHash3|*in* X:**T1**
*out* Y:**T2**|1+|**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(string), tensor(uint32), tensor(uint64)
**T2** = tensor(int32), tensor(uint32)|
|NGramRepeatBlock|*in* input_ids:**Tid**
*in* scores:**T**
*out* scores_out:**T**|1+|**T** = tensor(float)
**Tid** = tensor(int64)|
|NhwcMaxPool|*in* x:**T**
*out* y:**T**|1+|**T** = tensor(int8), tensor(uint8)|
|Pad|*in* data:**T**
*in* pads:**tensor(int64)**
*in* value:**T**
*out* output:**T**|1+|**T** = tensor(float)|
|QAttention|*in* input:**T1**
*in* weight:**T2**
*in* bias:**T3**
*in* input_scale:**T3**
*in* weight_scale:**T3**
*in* mask_index:**T4**
*in* input_zero_point:**T1**
*in* weight_zero_point:**T2**
*in* past:**T3**
*out* output:**T3**
*out* present:**T3**|1+|**T1** = tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(float)
**T4** = tensor(int32)|
|QEmbedLayerNormalization|*in* input_ids:**T1**
*in* segment_ids:**T1**
*in* word_embedding_quant:**T2**
*in* position_embedding_quant:**T2**
*in* segment_embedding:**T2**
*in* gamma_quant:**T2**
*in* beta_quant:**T2**
*in* mask:**T1**
*in* word_embedding_scale:**T**
*in* position_embedding_scale:**T**
*in* segment_embedding_scale:**T**
*in* gamma_scale:**T**
*in* beta_scale:**T**
*in* word_embedding_zero_point:**T2**
*in* position_embedding_zero_point:**T2**
*in* segment_embedding_zero_point:**T2**
*in* gamma_zero_point:**T2**
*in* beta_zero_point:**T2**
*out* layernorm_out:**T**
*out* mask_index_out:**T1**|1+|**T** = tensor(float)|
|QGemm|*in* A:**TA**
*in* a_scale:**T**
*in* a_zero_point:**TA**
*in* B:**TB**
*in* b_scale:**T**
*in* b_zero_point:**TB**
*in* C:**TC**
*in* y_scale:**T**
*in* y_zero_point:**TYZ**
*out* Y:**TY**|1+|**T** = tensor(float)
**TA** = tensor(int8), tensor(uint8)
**TB** = tensor(int8), tensor(uint8)
**TC** = tensor(int32)
**TY** = tensor(float), tensor(int8), tensor(uint8)
**TYZ** = tensor(int8), tensor(uint8)|
|QLinearAdd|*in* A:**T**
*in* A_scale:**tensor(float)**
*in* A_zero_point:**T**
*in* B:**T**
*in* B_scale:**tensor(float)**
*in* B_zero_point:**T**
*in* C_scale:**tensor(float)**
*in* C_zero_point:**T**
*out* C:**T**|1+|**T** = tensor(int8), tensor(uint8)|
|QLinearConv|*in* x:**T1**
*in* x_scale:**tensor(float)**
*in* x_zero_point:**T1**
*in* w:**T2**
*in* w_scale:**tensor(float)**
*in* w_zero_point:**T2**
*in* y_scale:**tensor(float)**
*in* y_zero_point:**T3**
*in* B:**T4**
*out* y:**T3**|1+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(int8), tensor(uint8)
**T4** = tensor(int32)|
|QLinearLeakyRelu|*in* X:**T**
*in* X_scale:**tensor(float)**
*in* X_zero_point:**T**
*in* Y_scale:**tensor(float)**
*in* Y_zero_point:**T**
*out* Y:**T**|1+|**T** = tensor(int8), tensor(uint8)|
|QLinearMul|*in* A:**T**
*in* A_scale:**tensor(float)**
*in* A_zero_point:**T**
*in* B:**T**
*in* B_scale:**tensor(float)**
*in* B_zero_point:**T**
*in* C_scale:**tensor(float)**
*in* C_zero_point:**T**
*out* C:**T**|1+|**T** = tensor(int8), tensor(uint8)|
|QLinearSigmoid|*in* X:**T**
*in* X_scale:**tensor(float)**
*in* X_zero_point:**T**
*in* Y_scale:**tensor(float)**
*in* Y_zero_point:**T**
*out* Y:**T**|1+|**T** = tensor(int8), tensor(uint8)|
|QLinearSoftmax|*in* X:**T**
*in* X_scale:**tensor(float)**
*in* x_zero_point:**T**
*in* y_scale:**tensor(float)**
*in* y_zero_point:**T**
*out* Y:**T**|1+|**T** = tensor(int8), tensor(uint8)|
|QuantizeLinear|*in* x:**T1**
*in* y_scale:**T1**
*in* y_zero_point:**T2**
*out* y:**T2**|1+|**T1** = tensor(float)
**T2** = tensor(int8), tensor(uint8)|
|QuickGelu|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|Range|*in* start:**T**
*in* limit:**T**
*in* delta:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64)|
|SampleOp|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|SkipLayerNormalization|*in* input:**T**
*in* skip:**T**
*in* gamma:**T**
*in* beta:**T**
*in* bias:**T**
*out* output:**T**
*out* mean:**U**
*out* inv_std_var:**U**|1+|**T** = tensor(double), tensor(float)|
|SparseToDenseMatMul|*in* A:**T**
*in* B:**T1**
*out* Y:**T1**|1+|**T** = sparse_tensor(double), sparse_tensor(float), sparse_tensor(int32), sparse_tensor(int64), sparse_tensor(uint32), sparse_tensor(uint64)
**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|Tokenizer|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(string)|
|TransposeMatMul|*in* A:**T**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|Trilu|*in* X:**T**
*in* k:**tensor(int64)**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(int64)|
|Unique|*in* x:**T**
*out* y:**T**
*out* idx:**tensor(int64)**
*out* counts:**tensor(int64)**|1+|**T** = tensor(float)|
|WordConvEmbedding|*in* Sequence:**T**
*in* W:**T1**
*in* B:**T1**
*in* C:**T1**
*out* Y:**T1**|1+|**T** = tensor(int32)
**T1** = tensor(float)|
| |
| |
|**Operator Domain:** *com.microsoft.nchwc*||||
|AveragePool|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|Conv|*in* X:**T**
*in* W:**T**
*in* B:**T**
*in* Sum:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|GlobalAveragePool|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|GlobalMaxPool|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|MaxPool|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|ReorderInput|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|ReorderOutput|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|Upsample|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
| |
| |
## Operators implemented by CUDAExecutionProvider
| Op Name | Parameters | OpSet Version | Types Supported |
|---------|------------|---------------|-----------------|
|**Operator Domain:** *ai.onnx*||||
|Abs|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Add|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||13|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[7, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|Affine|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|And|*in* A:**T**
*in* B:**T**
*out* C:**T1**|7+|**T** = tensor(bool)
**T1** = tensor(bool)|
|ArgMax|*in* data:**T**
*out* reduced:**tensor(int64)**|11+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|ArgMin|*in* data:**T**
*out* reduced:**tensor(int64)**|11+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|AveragePool|*in* X:**T**
*out* Y:**T**|11+|**T** = tensor(double), tensor(float), tensor(float16)|
|||10|**T** = tensor(double), tensor(float), tensor(float16)|
|||[7, 9]|**T** = tensor(double), tensor(float), tensor(float16)|
|BatchNormalization|*in* X:**T**
*in* scale:**T**
*in* B:**T**
*in* input_mean:**U**
*in* input_var:**U**
*out* Y:**T**
*out* running_mean:**U**
*out* running_var:**U**
or
*in* X:**T**
*in* scale:**T**
*in* B:**T**
*in* mean:**T**
*in* var:**T**
*out* Y:**T**
*out* mean:**T**
*out* var:**T**
*out* saved_mean:**T**
*out* saved_var:**T**
or
*in* X:**T**
*in* scale:**T1**
*in* B:**T1**
*in* input_mean:**T2**
*in* input_var:**T2**
*out* Y:**T**
*out* running_mean:**T2**
*out* running_var:**T2**|15+|**T** = tensor(double), tensor(float), tensor(float16)
**T1** = tensor(double), tensor(float), tensor(float16)
**T2** = tensor(double), tensor(float), tensor(float16)|
|||14|**T** = tensor(double), tensor(float), tensor(float16)
**U** = tensor(double), tensor(float), tensor(float16)|
|||[9, 13]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[7, 8]|**T** = tensor(double), tensor(float), tensor(float16)|
|Cast|*in* input:**T1**
*out* output:**T2**|13+|**T1** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[9, 12]|**T1** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[6, 8]|**T1** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Ceil|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|Clip|*in* input:**T**
*in* min:**T**
*in* max:**T**
*out* output:**T**
or
*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int64), tensor(int8), tensor(uint64), tensor(uint8)|
|||12|**T** = tensor(double), tensor(float), tensor(float16), tensor(int64), tensor(int8), tensor(uint64), tensor(uint8)|
|||11|**T** = tensor(float)|
|||[6, 10]|**T** = tensor(float)|
|Compress|*in* input:**T**
*in* condition:**T1**
*out* output:**T**|11+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|||[9, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|Concat|*in* inputs:**T**
*out* concat_result:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[4, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|ConcatFromSequence|*in* input_sequence:**S**
*out* concat_result:**T**|11+|**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))|
|ConstantOfShape|*in* input:**T1**
*out* output:**T2**|9+|**T1** = tensor(int64)
**T2** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Conv|*in* X:**T**
*in* W:**T**
*in* B:**T**
*out* Y:**T**|11+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|ConvTranspose|*in* X:**T**
*in* W:**T**
*in* B:**T**
*out* Y:**T**|11+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|Cos|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(double), tensor(float), tensor(float16)|
|Crop|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|CumSum|*in* x:**T**
*in* axis:**T2**
*out* y:**T**|14+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T2** = tensor(int32), tensor(int64)|
|||[11, 13]|**T** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T2** = tensor(int32), tensor(int64)|
|DepthToSpace|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|DequantizeLinear|*in* x:**T**
*in* x_scale:**tensor(float)**
*in* x_zero_point:**T**
*out* y:**tensor(float)**|10+|**T** = tensor(int8), tensor(uint8)|
|Div|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||13|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[7, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|Dropout|*in* data:**T**
*in* ratio:**T1**
*in* training_mode:**T2**
*out* output:**T**
*out* mask:**T2**
or
*in* data:**T**
*out* output:**T**
*out* mask:**T**
or
*in* data:**T**
*out* output:**T**
*out* mask:**T1**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)
**T1** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)
**T2** = tensor(bool)|
|||12|**T** = tensor(double), tensor(float), tensor(float16)
**T1** = tensor(double), tensor(float), tensor(float16)
**T2** = tensor(bool)|
|||[10, 11]|**T** = tensor(double), tensor(float), tensor(float16)
**T1** = tensor(bool)|
|||[7, 9]|**T** = tensor(double), tensor(float), tensor(float16)|
|DynamicSlice|*in* data:**T**
*in* starts:**Tind**
*in* ends:**Tind**
*in* axes:**Tind**
*out* output:**T**|1+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|Einsum|*in* Inputs:**T**
*out* Output:**T**|12+|**T** = tensor(double), tensor(float), tensor(float16)|
|Elu|*in* X:**T**
*out* Y:**T**|6+|**T** = tensor(double), tensor(float), tensor(float16)|
|Equal|*in* A:**T**
*in* B:**T**
*out* C:**T1**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T1** = tensor(bool)|
|||[11, 12]|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[7, 10]|**T** = tensor(bool), tensor(int32), tensor(int64)|
|Erf|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[9, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|Exp|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|Expand|*in* input:**T**
*in* shape:**tensor(int64)**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[8, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|EyeLike|*in* input:**T1**
*out* output:**T2**|9+|**T1** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(uint64)
**T2** = tensor(double), tensor(float), tensor(int32), tensor(int64), tensor(uint64)|
|Flatten|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[9, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 8]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Floor|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|GRU|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*out* Y:**T**
*out* Y_h:**T**|14+|**T** = tensor(double), tensor(float), tensor(float16)
**T1** = tensor(int32)|
|||[7, 13]|**T** = tensor(double), tensor(float), tensor(float16)
**T1** = tensor(int32)|
|Gather|*in* data:**T**
*in* indices:**Tind**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[1, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|GatherElements|*in* data:**T**
*in* indices:**Tind**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|GatherND|*in* data:**T**
*in* indices:**tensor(int64)**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int64)
**indices** = tensor(int64)|
|||12|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int64)
**indices** = tensor(int64)|
|||11|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int64)
**indices** = tensor(int64)|
|Gemm|*in* A:**T**
*in* B:**T**
*in* C:**T**
*out* Y:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[9, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[7, 8]|**T** = tensor(double), tensor(float), tensor(float16)|
|GlobalAveragePool|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|GlobalMaxPool|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|Greater|*in* A:**T**
*in* B:**T**
*out* C:**T1**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T1** = tensor(bool)|
|||[9, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[7, 8]|**T** = tensor(double), tensor(float), tensor(float16)|
|GreaterOrEqual|*in* A:**T**
*in* B:**T**
*out* C:**T1**|16+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T1** = tensor(bool)|
|||[12, 15]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T1** = tensor(bool)|
|HardSigmoid|*in* X:**T**
*out* Y:**T**|6+|**T** = tensor(double), tensor(float), tensor(float16)|
|Identity|*in* input:**T**
*out* output:**T**
or
*in* input:**V**
*out* output:**V**|14+|**V** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||13|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|If|*in* cond:**B**
*out* outputs:**V**|13+|**B** = tensor(bool)
**V** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**B** = tensor(bool)
**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 10]|**B** = tensor(bool)
**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|ImageScaler|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|InstanceNormalization|*in* input:**T**
*in* scale:**T**
*in* B:**T**
*out* output:**T**|6+|**T** = tensor(double), tensor(float), tensor(float16)|
|LRN|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|LSTM|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*in* initial_c:**T**
*in* P:**T**
*out* Y:**T**
*out* Y_h:**T**
*out* Y_c:**T**|14+|**T** = tensor(double), tensor(float), tensor(float16)
**T1** = tensor(int32)|
|||[7, 13]|**T** = tensor(double), tensor(float), tensor(float16)
**T1** = tensor(int32)|
|LayerNormalization|*in* X:**T**
*in* Scale:**T**
*in* B:**T**
*out* Y:**T**
*out* Mean:**U**
*out* InvStdDev:**U**
or
*in* X:**T**
*in* Scale:**V**
*in* B:**V**
*out* Y:**V**
*out* Mean:**U**
*out* InvStdDev:**U**|17+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)
**U** = tensor(float)|
|||[1, 16]|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)
**U** = tensor(double), tensor(float)
**V** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|LeakyRelu|*in* X:**T**
*out* Y:**T**|16+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[6, 15]|**T** = tensor(double), tensor(float), tensor(float16)|
|Less|*in* A:**T**
*in* B:**T**
*out* C:**T1**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T1** = tensor(bool)|
|||[9, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[7, 8]|**T** = tensor(double), tensor(float), tensor(float16)|
|LessOrEqual|*in* A:**T**
*in* B:**T**
*out* C:**T1**|16+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T1** = tensor(bool)|
|||[12, 15]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T1** = tensor(bool)|
|Log|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|LogSoftmax|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|Loop|*in* M:**I**
*in* cond:**B**
*in* v_initial:**V**
*out* v_final_and_scan_outputs:**V**|13+|**B** = tensor(bool)
**I** = tensor(int64)
**V** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(string)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**B** = tensor(bool)
**I** = tensor(int64)
**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 10]|**B** = tensor(bool)
**I** = tensor(int64)
**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|MatMul|*in* A:**T**
*in* B:**T**
*out* Y:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|||[9, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 8]|**T** = tensor(double), tensor(float), tensor(float16)|
|MatMulInteger|*in* A:**T1**
*in* B:**T2**
*in* a_zero_point:**T1**
*in* b_zero_point:**T2**
*out* Y:**T3**|10+|**T1** = tensor(int8)
**T2** = tensor(int8)
**T3** = tensor(int32)|
|Max|*in* data_0:**T**
*out* max:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||12|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[6, 11]|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|MaxPool|*in* X:**T**
*out* Y:**T**
or
*in* X:**T**
*out* Y:**T**
*out* Indices:**I**|12+|**I** = tensor(int64)
**T** = tensor(double), tensor(float), tensor(float16), tensor(int8), tensor(uint8)|
|||11|**I** = tensor(int64)
**T** = tensor(double), tensor(float), tensor(float16)|
|||10|**I** = tensor(int64)
**T** = tensor(double), tensor(float), tensor(float16)|
|||[8, 9]|**I** = tensor(int64)
**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 7]|**T** = tensor(double), tensor(float), tensor(float16)|
|MemcpyFromHost|*in* X:**T**
*out* Y:**T**|1+|**T** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|MemcpyToHost|*in* X:**T**
*out* Y:**T**|1+|**T** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8)), tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Min|*in* data_0:**T**
*out* min:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||12|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[6, 11]|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|Mod|*in* A:**T**
*in* B:**T**
*out* C:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[10, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|Mul|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||13|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[7, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|Neg|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8)|
|NonZero|*in* X:**T**
*out* Y:**tensor(int64)**|13+|**T** = tensor(bool), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint8)|
|||[9, 12]|**T** = tensor(bool), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint8)|
|Not|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(bool)|
|OneHot|*in* indices:**T1**
*in* depth:**T2**
*in* values:**T3**
*out* output:**T3**|11+|**T1** = tensor(int32), tensor(int64)
**T2** = tensor(int32), tensor(int64)
**T3** = tensor(float), tensor(float16), tensor(int64)|
|Or|*in* A:**T**
*in* B:**T**
*out* C:**T1**|7+|**T** = tensor(bool)
**T1** = tensor(bool)|
|PRelu|*in* X:**T**
*in* slope:**T**
*out* Y:**T**|16+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[9, 15]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[7, 8]|**T** = tensor(double), tensor(float), tensor(float16)|
|Pad|*in* data:**T**
*in* pads:**tensor(int64)**
*in* constant_value:**T**
*out* output:**T**
or
*in* data:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[2, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|ParametricSoftplus|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|Pow|*in* X:**T**
*in* Y:**T**
*out* Z:**T**
or
*in* X:**T**
*in* Y:**T1**
*out* Z:**T**|15+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)
**T1** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)|
|||[13, 14]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)
**T1** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)|
|||12|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)
**T1** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)|
|||[7, 11]|**T** = tensor(double), tensor(float), tensor(float16)|
|QuantizeLinear|*in* x:**T1**
*in* y_scale:**tensor(float)**
*in* y_zero_point:**T2**
*out* y:**T2**|10+|**T1** = tensor(float)
**T2** = tensor(int8), tensor(uint8)|
|RNN|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*out* Y:**T**
*out* Y_h:**T**|14+|**T** = tensor(double), tensor(float), tensor(float16)
**T1** = tensor(int32)|
|||[7, 13]|**T** = tensor(double), tensor(float), tensor(float16)
**T1** = tensor(int32)|
|RandomNormal|*out* output:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|RandomNormalLike|*in* input:**T1**
*out* output:**T2**|1+|**T1** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(double), tensor(float), tensor(float16)|
|RandomUniform|*out* output:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|RandomUniformLike|*in* input:**T1**
*out* output:**T2**|1+|**T1** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(double), tensor(float), tensor(float16)|
|Range|*in* start:**T**
*in* limit:**T**
*in* delta:**T**
*out* output:**T**|11+|**T** = tensor(double), tensor(float), tensor(int16), tensor(int32), tensor(int64)|
|Reciprocal|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|ReduceL1|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|ReduceL2|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|ReduceLogSum|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|ReduceLogSumExp|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|ReduceMax|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(int8), tensor(uint8)|
|||12|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(int8), tensor(uint8)|
|||11|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)|
|ReduceMean|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|ReduceMin|*in* data:**T**
*out* reduced:**T**|14+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(int8), tensor(uint8)|
|||13|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(int8), tensor(uint8)|
|||12|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(int8), tensor(uint8)|
|||11|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|ReduceProd|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32)|
|ReduceSum|*in* data:**T**
*in* axes:**tensor(int64)**
*out* reduced:**T**
or
*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)|
|ReduceSumSquare|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|Relu|*in* X:**T**
*out* Y:**T**|14+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|||13|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|Reshape|*in* data:**T**
*in* shape:**tensor(int64)**
*out* reshaped:**T**
or
*in* data:**T**
*out* reshaped:**T**|14+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**shape** = tensor(int64)|
|||13|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**shape** = tensor(int64)|
|||[5, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**shape** = tensor(int64)|
|||[1, 4]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Resize|*in* X:**T**
*in* scales:**tensor(float)**
*out* Y:**T**
or
*in* X:**T1**
*in* roi:**T2**
*in* scales:**tensor(float)**
*in* sizes:**tensor(int64)**
*out* Y:**T1**|13+|**T1** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(uint8)|
|||[11, 12]|**T1** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(uint8)|
|||10|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(uint8)|
|ReverseSequence|*in* input:**T**
*in* sequence_lens:**tensor(int64)**
*out* Y:**T**|10+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|RoiAlign|*in* X:**T1**
*in* rois:**T1**
*in* batch_indices:**T2**
*out* Y:**T1**|10+|**T1** = tensor(double), tensor(float)
**T2** = tensor(int64)|
|Round|*in* X:**T**
*out* Y:**T**|11+|**T** = tensor(double), tensor(float), tensor(float16)|
|ScaledTanh|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|Scan|*in* initial_state_and_scan_inputs:**V**
*out* final_state_and_scan_outputs:**V**
or
*in* sequence_lens:**I**
*in* initial_state_and_scan_inputs:**V**
*out* final_state_and_scan_outputs:**V**|16+|**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 15]|**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[9, 10]|**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||8|**I** = tensor(int64)
**V** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Scatter|*in* data:**T**
*in* indices:**Tind**
*in* updates:**T**
*out* output:**T**|[9, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|ScatterElements|*in* data:**T**
*in* indices:**Tind**
*in* updates:**T**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|ScatterND|*in* data:**T**
*in* indices:**tensor(int64)**
*in* updates:**T**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Selu|*in* X:**T**
*out* Y:**T**|6+|**T** = tensor(double), tensor(float), tensor(float16)|
|SequenceAt|*in* input_sequence:**S**
*in* position:**I**
*out* tensor:**T**|11+|**I** = tensor(int32), tensor(int64)
**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))
**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|SequenceConstruct|*in* inputs:**T**
*out* output_sequence:**S**|11+|**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))
**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|SequenceEmpty|*out* output:**S**|11+|**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))|
|SequenceErase|*in* input_sequence:**S**
*in* position:**I**
*out* output_sequence:**S**|11+|**I** = tensor(int32), tensor(int64)
**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))|
|SequenceInsert|*in* input_sequence:**S**
*in* tensor:**T**
*in* position:**I**
*out* output_sequence:**S**|11+|**I** = tensor(int32), tensor(int64)
**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))|
|SequenceLength|*in* input_sequence:**S**
*out* length:**I**|11+|**I** = tensor(int64)
**S** = seq(tensor(bfloat16)), seq(tensor(bool)), seq(tensor(double)), seq(tensor(float)), seq(tensor(float16)), seq(tensor(int16)), seq(tensor(int32)), seq(tensor(int64)), seq(tensor(int8)), seq(tensor(uint16)), seq(tensor(uint32)), seq(tensor(uint64)), seq(tensor(uint8))|
|Shape|*in* data:**T**
*out* shape:**T1**|15+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|||[13, 14]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|||[1, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|Shrink|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Sigmoid|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|SimplifiedLayerNormalization|*in* X:**T**
*in* scale:**V**
*out* Y:**V**
*out* inv_std_var:**U**|1+|**T** = tensor(double), tensor(float), tensor(float16)
**U** = tensor(double), tensor(float)
**V** = tensor(double), tensor(float), tensor(float16)|
|Sin|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(double), tensor(float), tensor(float16)|
|Size|*in* data:**T**
*out* size:**T1**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|||[1, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(string), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|Slice|*in* data:**T**
*in* starts:**Tind**
*in* ends:**Tind**
*in* axes:**Tind**
*in* steps:**Tind**
*out* output:**T**
or
*in* data:**T**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||10|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||[1, 9]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Softmax|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|||[11, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 10]|**T** = tensor(double), tensor(float), tensor(float16)|
|Softplus|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|Softsign|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|SpaceToDepth|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[1, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|Split|*in* input:**T**
*in* split:**T**
*out* outputs...:**T**
or
*in* input:**T**
*in* split:**tensor(int64)**
*out* outputs:**T**
or
*in* input:**T**
*out* outputs:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[2, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Sqrt|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|Squeeze|*in* data:**T**
*in* axes:**tensor(int64)**
*out* squeezed:**T**
or
*in* data:**T**
*out* squeezed:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Sub|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||13|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||[7, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|Sum|*in* data_0:**T**
*out* sum:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|||[8, 12]|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|||[6, 7]|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|Tanh|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16)|
|ThresholdedRelu|*in* X:**T**
*out* Y:**T**|10+|**T** = tensor(double), tensor(float), tensor(float16)|
|||1+|**T** = tensor(double), tensor(float), tensor(float16)|
|Tile|*in* input:**T**
*in* repeats:**T1**
*out* output:**T**
or
*in* input:**T**
*in* tiles:**T**
*in* axis:**T**
*out* output:**T**|13+|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)
**T1** = tensor(int64)|
|||[6, 12]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64)
**T1** = tensor(int64)|
|TopK|*in* X:**T**
*in* K:**tensor(int64)**
*out* Values:**T**
*out* Indices:**I**
or
*in* X:**T**
*out* Values:**T**
*out* Indices:**I**|11+|**I** = tensor(int64)
**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||10|**I** = tensor(int64)
**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 9]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Transpose|*in* data:**T**
*out* transposed:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Trilu|*in* input:**T**
*in* k:**tensor(int64)**
*out* output:**T**|14+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Unsqueeze|*in* data:**T**
*in* axes:**tensor(int64)**
*out* expanded:**T**
or
*in* data:**T**
*out* expanded:**T**|13+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[11, 12]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||[1, 10]|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Upsample|*in* X:**T**
*in* scales:**tensor(float)**
*out* Y:**T**
or
*in* X:**T**
*out* Y:**T**|9|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(uint8)|
|||[7, 8]|**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(uint8)|
|Where|*in* condition:**B**
*in* X:**T**
*in* Y:**T**
*out* output:**T**|16+|**B** = tensor(bool)
**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint8)|
|||[9, 15]|**B** = tensor(bool)
**T** = tensor(double), tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint8)|
|Xor|*in* A:**T**
*in* B:**T**
*out* C:**T1**|7+|**T** = tensor(bool)
**T1** = tensor(bool)|
| |
| |
|**Operator Domain:** *com.microsoft*||||
|Attention|*in* input:**T**
*in* weights:**T**
*in* bias:**T**
*in* mask_index:**M**
*in* past:**T**
*in* extra_add:**T**
*in* key:**T**
*in* value:**T**
*out* output:**T**
*out* present:**T**|1+|**T** = tensor(float), tensor(float16)|
|BeamSearch|*in* input_ids:**I**
*in* max_length:**I**
*in* min_length:**I**
*in* num_beams:**I**
*in* num_return_sequences:**I**
*in* length_penalty:**T**
*in* repetition_penalty:**T**
*in* vocab_mask:**M**
*in* prefix_vocab_mask:**M**
*in* attention_mask:**I**
*out* sequences:**I**
*out* sequences_scores:**T**
*out* scores:**T**|1+|**T** = tensor(float), tensor(float16)|
|BiasDropout|*in* data:**T**
*in* bias:**T**
*in* residual:**T**
*in* ratio:**T1**
*in* training_mode:**T2**
*out* output:**T**
*out* mask:**T2**|1+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)
**T1** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)
**T2** = tensor(bool)|
|BiasGelu|*in* A:**T**
*in* B:**T**
*out* C:**T**|1+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|BiasSoftmax|*in* data:**T**
*in* bias:**T**
*out* output:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|BitmaskBiasDropout|*in* data:**T**
*in* bias:**T**
*in* residual:**T**
*in* ratio:**T1**
*in* training_mode:**T2**
*out* output:**T**
*out* mask:**T3**|1+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)
**T1** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)
**T2** = tensor(bool)
**T3** = tensor(uint32)|
|BitmaskDropout|*in* data:**T**
*in* ratio:**T1**
*in* training_mode:**T2**
*out* output:**T**
*out* mask:**T3**|1+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)
**T1** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)
**T2** = tensor(bool)
**T3** = tensor(uint32)|
|ComplexMul|*in* A:**T**
*in* B:**T**
*out* C:**T**|1+|**T** = tensor(float), tensor(float16)|
|ComplexMulConj|*in* A:**T**
*in* B:**T**
*out* C:**T**|1+|**T** = tensor(float), tensor(float16)|
|ConvTransposeWithDynamicPads|*in* X:**T**
*in* W:**T**
*in* Pads:**tensor(int64)**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|DecoderAttention|*in* query:**T**
*in* key:**T**
*in* q_weight:**T**
*in* kv_weight:**T**
*in* bias:**T**
*in* key_padding_mask:**B**
*in* key_cache:**T**
*in* value_cache:**T**
*in* static_kv:**B**
*in* use_past:**B**
*in* has_layer_state:**B**
*in* has_key_padding_mask:**B**
*out* output:**T**
*out* new_key_cache:**T**
*out* new_value_cache:**T**|1+|**T** = tensor(float), tensor(float16)|
|DequantizeLinear|*in* x:**T1**
*in* x_scale:**T2**
*in* x_zero_point:**T1**
*out* y:**T2**|1+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(float16)|
|DequantizeWithOrder|*in* input:**Q**
*in* scale_input:**S**
*out* output:**F**|1+|**F** = tensor(float), tensor(float16)
**Q** = tensor(int8)
**S** = tensor(float)|
|EmbedLayerNormalization|*in* input_ids:**T1**
*in* segment_ids:**T1**
*in* word_embedding:**T**
*in* position_embedding:**T**
*in* segment_embedding:**T**
*in* gamma:**T**
*in* beta:**T**
*in* mask:**T1**
*in* position_ids:**T1**
*out* output:**T**
*out* mask_index:**T1**
*out* embedding_sum:**T**|1+|**T** = tensor(float), tensor(float16)|
|FastGelu|*in* X:**T**
*in* bias:**T**
*out* Y:**T**|1+|**T** = tensor(bfloat16), tensor(float), tensor(float16)|
|FusedConv|*in* X:**T**
*in* W:**T**
*in* B:**T**
*in* Z:**T**
*out* Y:**T**|1+|**T** = tensor(float)|
|FusedMatMul|*in* A:**T**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|Gelu|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|GreedySearch|*in* input_ids:**I**
*in* max_length:**I**
*in* min_length:**I**
*in* repetition_penalty:**T**
*in* vocab_mask:**I**
*in* prefix_vocab_mask:**I**
*in* attention_mask:**I**
*out* sequences:**I**|1+|**T** = tensor(float), tensor(float16)|
|GridSample|*in* X:**T1**
*in* Grid:**T1**
*out* Y:**T2**|1+|**T1** = tensor(float)
**T2** = tensor(float)|
|Inverse|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|Irfft|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|LongformerAttention|*in* input:**T**
*in* weight:**T**
*in* bias:**T**
*in* mask:**T**
*in* global_weight:**T**
*in* global_bias:**T**
*in* global:**G**
*out* output:**T**|1+|**T** = tensor(float), tensor(float16)|
|NGramRepeatBlock|*in* input_ids:**Tid**
*in* scores:**T**
*out* scores_out:**T**|1+|**T** = tensor(float)
**Tid** = tensor(int64)|
|QAttention|*in* input:**T1**
*in* weight:**T2**
*in* bias:**T3**
*in* input_scale:**T3**
*in* weight_scale:**T3**
*in* mask_index:**T4**
*in* input_zero_point:**T1**
*in* weight_zero_point:**T2**
*in* past:**T3**
*out* output:**T3**
*out* present:**T3**|1+|**T1** = tensor(int8)
**T2** = tensor(int8)
**T3** = tensor(float), tensor(float16)
**T4** = tensor(int32)|
|QOrderedAttention|*in* input:**Q**
*in* scale_input:**S**
*in* scale_Q_gemm:**S**
*in* scale_K_gemm:**S**
*in* scale_V_gemm:**S**
*in* Q_weight:**Q**
*in* K_weight:**Q**
*in* V_weight:**Q**
*in* scale_Q_weight:**S**
*in* scale_K_weight:**S**
*in* scale_V_weight:**S**
*in* Q_bias:**S**
*in* K_bias:**S**
*in* V_bias:**S**
*in* scale_QKT_gemm:**S**
*in* scale_QKT_softmax:**S**
*in* scale_values_gemm:**S**
*in* mask_index:**G**
*in* past:**Q**
*in* extra_add:**S**
*out* output:**Q**|1+|**G** = tensor(int32)
**Q** = tensor(int8)
**S** = tensor(float)|
|QOrderedGelu|*in* X:**Q**
*in* scale_X:**S**
*in* scale_Y:**S**
*out* Y:**Q**|1+|**Q** = tensor(int8)
**S** = tensor(float)|
|QOrderedLayerNormalization|*in* X:**Q**
*in* scale_X:**S**
*in* scale:**F**
*in* B:**F**
*in* scale_Y:**S**
*out* Y:**Q**|1+|**F** = tensor(float), tensor(float16)
**Q** = tensor(int8)
**S** = tensor(float)|
|QOrderedLongformerAttention|*in* input:**Q**
*in* scale_input:**S**
*in* weight:**Q**
*in* scale_weight:**S**
*in* bias:**S**
*in* scale_bias:**S**
*in* scale_qkv_gemm:**S**
*in* mask:**F**
*in* global_weight:**Q**
*in* scale_global_weight:**S**
*in* global_bias:**S**
*in* scale_global_gemm:**S**
*in* global:**G**
*in* scale_output:**S**
*out* output:**Q**|1+|**F** = tensor(float16)
**G** = tensor(int32)
**Q** = tensor(int8)
**S** = tensor(float)|
|QOrderedMatMul|*in* A:**Q**
*in* scale_A:**S**
*in* B:**Q**
*in* scale_B:**S**
*in* scale_Y:**S**
*in* bias:**S**
*in* C:**Q**
*in* scale_C:**S**
*out* Y:**Q**|1+|**Q** = tensor(int8)
**S** = tensor(float)|
|QuantizeLinear|*in* x:**T1**
*in* y_scale:**T1**
*in* y_zero_point:**T2**
*out* y:**T2**|1+|**T1** = tensor(float16)
**T2** = tensor(int8), tensor(uint8)|
|QuantizeWithOrder|*in* input:**F**
*in* scale_input:**S**
*out* output:**Q**|1+|**F** = tensor(float), tensor(float16)
**Q** = tensor(int8)
**S** = tensor(float)|
|QuickGelu|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|Rfft|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(double), tensor(float), tensor(float16)|
|SkipLayerNormalization|*in* input:**T**
*in* skip:**T**
*in* gamma:**T**
*in* beta:**T**
*in* bias:**T**
*out* output:**T**
*out* mean:**U**
*out* inv_std_var:**U**|1+|**T** = tensor(float), tensor(float16)|
|TransposeMatMul|*in* A:**T**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(bfloat16), tensor(double), tensor(float), tensor(float16)|
|Trilu|*in* X:**T**
*in* k:**tensor(int64)**
*out* Y:**T**|1+|**T** = tensor(bfloat16), tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
| |
| |
## Operators implemented by DmlExecutionProvider
| Op Name | Parameters | OpSet Version | Types Supported |
|---------|------------|---------------|-----------------|
|**Operator Domain:** *ai.onnx*||||
|Abs|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8)|
|||6+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8)|
|Acos|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float), tensor(float16)|
|Acosh|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float), tensor(float16)|
|Add|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||7+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Affine|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|And|*in* A:**T**
*in* B:**T**
*out* C:**T1**|7+|**T** = tensor(bool)|
|ArgMax|*in* data:**T**
*out* reduced:**tensor(int64)**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||12+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||1+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|ArgMin|*in* data:**T**
*out* reduced:**tensor(int64)**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||12+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||1+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Asin|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float), tensor(float16)|
|Asinh|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float), tensor(float16)|
|Atan|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float), tensor(float16)|
|Atanh|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float), tensor(float16)|
|AveragePool|*in* X:**T**
*out* Y:**T**|11+|**T** = tensor(float), tensor(float16)|
|||10+|**T** = tensor(float), tensor(float16)|
|||7+|**T** = tensor(float), tensor(float16)|
|BatchNormalization|*in* X:**T**
*in* scale:**T**
*in* B:**T**
*in* input_mean:**U**
*in* input_var:**U**
*out* Y:**T**
*out* running_mean:**U**
*out* running_var:**U**
or
*in* X:**T**
*in* scale:**T**
*in* B:**T**
*in* mean:**T**
*in* var:**T**
*out* Y:**T**
*out* mean:**T**
*out* var:**T**
*out* saved_mean:**T**
*out* saved_var:**T**
or
*in* X:**T**
*in* scale:**T1**
*in* B:**T1**
*in* input_mean:**T2**
*in* input_var:**T2**
*out* Y:**T**
*out* running_mean:**T2**
*out* running_var:**T2**|15+|**T** = tensor(float), tensor(float16)|
|||14+|**T** = tensor(float), tensor(float16)|
|||9+|**T** = tensor(float), tensor(float16)|
|||7+|**T** = tensor(float), tensor(float16)|
|BitShift|*in* X:**T**
*in* Y:**T**
*out* Z:**T**|11+|**T** = tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Cast|*in* input:**T1**
*out* output:**T2**|13+|**T1** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||9+|**T1** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||6+|**T1** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|CastLike|*in* input:**T1**
*in* target_type:**T2**
*out* output:**T2**|15+|**T1** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Ceil|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|Celu|*in* X:**T**
*out* Y:**T**|12+|**T** = tensor(float), tensor(float16)|
|Clip|*in* input:**T**
*in* min:**T**
*in* max:**T**
*out* output:**T**
or
*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||12+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|Concat|*in* inputs:**T**
*out* concat_result:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||4+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|ConstantOfShape|*in* input:**T1**
*out* output:**T2**|9+|**T1** = tensor(int64)
**T2** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Conv|*in* X:**T**
*in* W:**T**
*in* B:**T**
*out* Y:**T**|11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|ConvInteger|*in* x:**T1**
*in* w:**T2**
*in* x_zero_point:**T1**
*in* w_zero_point:**T2**
*out* y:**T3**|10+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(int32)|
|ConvTranspose|*in* X:**T**
*in* W:**T**
*in* B:**T**
*out* Y:**T**|11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|Cos|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float), tensor(float16)|
|Cosh|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float), tensor(float16)|
|Crop|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float), tensor(float16)|
|CumSum|*in* x:**T**
*in* axis:**T2**
*out* y:**T**|14+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||11+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|DFT|*in* input:**T1**
*in* dft_length:**T2**
*out* output:**T1**|17+|**T1** = tensor(float)
**T2** = tensor(int64)|
|DepthToSpace|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|DequantizeLinear|*in* x:**T**
*in* x_scale:**tensor(float)**
*in* x_zero_point:**T**
*out* y:**tensor(float)**|13+|**T** = tensor(int32), tensor(int8), tensor(uint8)|
|||10+|**T** = tensor(int32), tensor(int8), tensor(uint8)|
|Div|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint8)|
|||13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint8)|
|||7+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint8)|
|Dropout|*in* data:**T**
*in* ratio:**T1**
*in* training_mode:**T2**
*out* output:**T**
*out* mask:**T2**
or
*in* data:**T**
*out* output:**T**
*out* mask:**T**
or
*in* data:**T**
*out* output:**T**
*out* mask:**T1**|7+|**T** = tensor(float), tensor(float16)|
|DynamicQuantizeLinear|*in* x:**T1**
*out* y:**T2**
*out* y_scale:**tensor(float)**
*out* y_zero_point:**T2**|11+|**T1** = tensor(float)
**T2** = tensor(uint8)|
|Einsum|*in* Inputs:**T**
*out* Output:**T**|12+|**T** = tensor(float), tensor(float16)|
|Elu|*in* X:**T**
*out* Y:**T**|6+|**T** = tensor(float), tensor(float16)|
|Equal|*in* A:**T**
*in* B:**T**
*out* C:**T1**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|||11+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|||7+|**T** = tensor(float), tensor(float16)
**T1** = tensor(bool)|
|Erf|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float), tensor(float16)|
|||9+|**T** = tensor(float), tensor(float16)|
|Exp|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|Expand|*in* input:**T**
*in* shape:**tensor(int64)**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||8+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|EyeLike|*in* input:**T1**
*out* output:**T2**|9+|**T1** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T2** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Flatten|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||9+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Floor|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|GRU|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*out* Y:**T**
*out* Y_h:**T**|14+|**T** = tensor(float), tensor(float16)|
|||7+|**T** = tensor(float), tensor(float16)|
|Gather|*in* data:**T**
*in* indices:**Tind**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|GatherElements|*in* data:**T**
*in* indices:**Tind**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|GatherND|*in* data:**T**
*in* indices:**tensor(int64)**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||12+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Gemm|*in* A:**T**
*in* B:**T**
*in* C:**T**
*out* Y:**T**|13+|**T** = tensor(float), tensor(float16)|
|||11+|**T** = tensor(float), tensor(float16)|
|||9+|**T** = tensor(float), tensor(float16)|
|||7+|**T** = tensor(float), tensor(float16)|
|GlobalAveragePool|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|GlobalLpPool|*in* X:**T**
*out* Y:**T**|2+|**T** = tensor(float), tensor(float16)|
|GlobalMaxPool|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|Greater|*in* A:**T**
*in* B:**T**
*out* C:**T1**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|||9+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|||7+|**T** = tensor(float), tensor(float16)
**T1** = tensor(bool)|
|GreaterOrEqual|*in* A:**T**
*in* B:**T**
*out* C:**T1**|12+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|HardSigmoid|*in* X:**T**
*out* Y:**T**|6+|**T** = tensor(float), tensor(float16)|
|Hardmax|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float), tensor(float16)|
|||11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|Identity|*in* input:**T**
*out* output:**T**
or
*in* input:**V**
*out* output:**V**|14+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|ImageScaler|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float), tensor(float16)|
|InstanceNormalization|*in* input:**T**
*in* scale:**T**
*in* B:**T**
*out* output:**T**|6+|**T** = tensor(float), tensor(float16)|
|IsInf|*in* X:**T1**
*out* Y:**T2**|10+|**T1** = tensor(float)
**T2** = tensor(bool)|
|IsNaN|*in* X:**T1**
*out* Y:**T2**|13+|**T1** = tensor(float), tensor(float16)
**T2** = tensor(bool)|
|||9+|**T1** = tensor(float), tensor(float16)
**T2** = tensor(bool)|
|LRN|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|LSTM|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*in* initial_c:**T**
*in* P:**T**
*out* Y:**T**
*out* Y_h:**T**
*out* Y_c:**T**|14+|**T** = tensor(float), tensor(float16)|
|||7+|**T** = tensor(float), tensor(float16)|
|LayerNormalization|*in* X:**T**
*in* Scale:**T**
*in* B:**T**
*out* Y:**T**
*out* Mean:**U**
*out* InvStdDev:**U**
or
*in* X:**T**
*in* Scale:**V**
*in* B:**V**
*out* Y:**V**
*out* Mean:**U**
*out* InvStdDev:**U**|17+|**T** = tensor(float), tensor(float16)
**U** = tensor(float)|
|||1+|**T** = tensor(float), tensor(float16)
**U** = tensor(float)|
|LeakyRelu|*in* X:**T**
*out* Y:**T**|6+|**T** = tensor(float), tensor(float16)|
|Less|*in* A:**T**
*in* B:**T**
*out* C:**T1**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|||9+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|||7+|**T** = tensor(float), tensor(float16)
**T1** = tensor(bool)|
|LessOrEqual|*in* A:**T**
*in* B:**T**
*out* C:**T1**|12+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(bool)|
|Log|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|LogSoftmax|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float), tensor(float16)|
|||11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|LpNormalization|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float), tensor(float16)|
|LpPool|*in* X:**T**
*out* Y:**T**|11+|**T** = tensor(float), tensor(float16)|
|||2+|**T** = tensor(float), tensor(float16)|
|MatMul|*in* A:**T**
*in* B:**T**
*out* Y:**T**|13+|**T** = tensor(float), tensor(float16)|
|||9+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|MatMulInteger|*in* A:**T1**
*in* B:**T2**
*in* a_zero_point:**T1**
*in* b_zero_point:**T2**
*out* Y:**T3**|10+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(int32)|
|Max|*in* data_0:**T**
*out* max:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||12+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||8+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|MaxPool|*in* X:**T**
*out* Y:**T**
or
*in* X:**T**
*out* Y:**T**
*out* Indices:**I**|12+|**I** = tensor(int64)
**T** = tensor(float), tensor(float16), tensor(int8), tensor(uint8)|
|||11+|**I** = tensor(int64)
**T** = tensor(float), tensor(float16), tensor(int8), tensor(uint8)|
|||10+|**I** = tensor(int64)
**T** = tensor(float), tensor(float16), tensor(int8), tensor(uint8)|
|||8+|**I** = tensor(int64)
**T** = tensor(float), tensor(float16), tensor(int8), tensor(uint8)|
|||1+|**T** = tensor(float), tensor(float16)|
|MaxRoiPool|*in* X:**T**
*in* rois:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|MaxUnpool|*in* X:**T1**
*in* I:**T2**
*in* output_shape:**T2**
*out* output:**T1**|11+|**T1** = tensor(float), tensor(float16)
**T2** = tensor(int64)|
|||9+|**T1** = tensor(float), tensor(float16)
**T2** = tensor(int64)|
|Mean|*in* data_0:**T**
*out* mean:**T**|13+|**T** = tensor(float), tensor(float16)|
|||8+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|MeanVarianceNormalization|*in* X:**T**
*out* Y:**T**
or
*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float), tensor(float16)|
|||9+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|MemcpyFromHost|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|MemcpyToHost|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Min|*in* data_0:**T**
*out* min:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||12+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||8+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|Mod|*in* A:**T**
*in* B:**T**
*out* C:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint8)|
|||10+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint8)|
|Mul|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||7+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Neg|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8)|
|||6+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8)|
|Not|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(bool)|
|OneHot|*in* indices:**T1**
*in* depth:**T2**
*in* values:**T3**
*out* output:**T3**|11+|**T1** = tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T2** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T3** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||9+|**T1** = tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)
**T2** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T3** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Or|*in* A:**T**
*in* B:**T**
*out* C:**T1**|7+|**T** = tensor(bool)|
|PRelu|*in* X:**T**
*in* slope:**T**
*out* Y:**T**|9+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8)|
|||7+|**T** = tensor(float), tensor(float16)|
|Pad|*in* data:**T**
*in* pads:**tensor(int64)**
*in* constant_value:**T**
*out* output:**T**
or
*in* data:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||2+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|ParametricSoftplus|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|Pow|*in* X:**T**
*in* Y:**T**
*out* Z:**T**
or
*in* X:**T**
*in* Y:**T1**
*out* Z:**T**|15+|**T** = tensor(float), tensor(float16), tensor(int32)
**T1** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint8)|
|||13+|**T** = tensor(float), tensor(float16), tensor(int32)
**T1** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint8)|
|||12+|**T** = tensor(float), tensor(float16), tensor(int32)
**T1** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint8)|
|||7+|**T** = tensor(float), tensor(float16)|
|QLinearConv|*in* x:**T1**
*in* x_scale:**tensor(float)**
*in* x_zero_point:**T1**
*in* w:**T2**
*in* w_scale:**tensor(float)**
*in* w_zero_point:**T2**
*in* y_scale:**tensor(float)**
*in* y_zero_point:**T3**
*in* B:**T4**
*out* y:**T3**|10+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(int8), tensor(uint8)
**T4** = tensor(int32)|
|QLinearMatMul|*in* a:**T1**
*in* a_scale:**tensor(float)**
*in* a_zero_point:**T1**
*in* b:**T2**
*in* b_scale:**tensor(float)**
*in* b_zero_point:**T2**
*in* y_scale:**tensor(float)**
*in* y_zero_point:**T3**
*out* y:**T3**|10+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(int8), tensor(uint8)|
|QuantizeLinear|*in* x:**T1**
*in* y_scale:**tensor(float)**
*in* y_zero_point:**T2**
*out* y:**T2**|13+|**T1** = tensor(float), tensor(int32)
**T2** = tensor(int8), tensor(uint8)|
|||10+|**T1** = tensor(float), tensor(int32)
**T2** = tensor(int8), tensor(uint8)|
|RNN|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*out* Y:**T**
*out* Y_h:**T**|14+|**T** = tensor(float), tensor(float16)|
|||7+|**T** = tensor(float), tensor(float16)|
|Range|*in* start:**T**
*in* limit:**T**
*in* delta:**T**
*out* output:**T**|11+|**T** = tensor(float), tensor(int16), tensor(int32), tensor(int64)|
|Reciprocal|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|ReduceL1|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||11+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||1+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|ReduceL2|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(float16)|
|||11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|ReduceLogSum|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(float16)|
|||11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|ReduceLogSumExp|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(float16)|
|||11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|ReduceMax|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||12+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|ReduceMean|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(float16)|
|||11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|ReduceMin|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||12+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|ReduceProd|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||11+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||1+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|ReduceSum|*in* data:**T**
*in* axes:**tensor(int64)**
*out* reduced:**T**
or
*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||11+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||1+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|ReduceSumSquare|*in* data:**T**
*out* reduced:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||11+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|||1+|**T** = tensor(float), tensor(float16), tensor(int32), tensor(int64), tensor(uint32), tensor(uint64)|
|Relu|*in* X:**T**
*out* Y:**T**|14+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8)|
|||13+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|Reshape|*in* data:**T**
*in* shape:**tensor(int64)**
*out* reshaped:**T**
or
*in* data:**T**
*out* reshaped:**T**|14+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||5+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Resize|*in* X:**T**
*in* scales:**tensor(float)**
*out* Y:**T**
or
*in* X:**T1**
*in* roi:**T2**
*in* scales:**tensor(float)**
*in* sizes:**tensor(int64)**
*out* Y:**T1**|13+|**T1** = tensor(float), tensor(float16)
**T2** = tensor(float), tensor(float16)|
|||11+|**T1** = tensor(float), tensor(float16)
**T2** = tensor(float), tensor(float16)|
|||10+|**T** = tensor(float), tensor(float16)|
|ReverseSequence|*in* input:**T**
*in* sequence_lens:**tensor(int64)**
*out* Y:**T**|10+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|RoiAlign|*in* X:**T1**
*in* rois:**T1**
*in* batch_indices:**T2**
*out* Y:**T1**|10+|**T1** = tensor(float), tensor(float16)
**T2** = tensor(int32), tensor(int64)|
|Round|*in* X:**T**
*out* Y:**T**|11+|**T** = tensor(float), tensor(float16)|
|ScaledTanh|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float), tensor(float16)|
|Scatter|*in* data:**T**
*in* indices:**Tind**
*in* updates:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||9+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|ScatterElements|*in* data:**T**
*in* indices:**Tind**
*in* updates:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|ScatterND|*in* data:**T**
*in* indices:**tensor(int64)**
*in* updates:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Selu|*in* X:**T**
*out* Y:**T**|6+|**T** = tensor(float), tensor(float16)|
|Shape|*in* data:**T**
*out* shape:**T1**|15+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|||13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|Shrink|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint8)|
|Sigmoid|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|Sign|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||9+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Sin|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float), tensor(float16)|
|Sinh|*in* input:**T**
*out* output:**T**|9+|**T** = tensor(float), tensor(float16)|
|Size|*in* data:**T**
*out* size:**T1**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**T1** = tensor(int64)|
|Slice|*in* data:**T**
*in* starts:**Tind**
*in* ends:**Tind**
*in* axes:**Tind**
*in* steps:**Tind**
*out* output:**T**
or
*in* data:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||10+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)
**Tind** = tensor(int32), tensor(int64)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Softmax|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float), tensor(float16)|
|||11+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|Softplus|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|Softsign|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float), tensor(float16)|
|SpaceToDepth|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Split|*in* input:**T**
*in* split:**T**
*out* outputs...:**T**
or
*in* input:**T**
*in* split:**tensor(int64)**
*out* outputs:**T**
or
*in* input:**T**
*out* outputs:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||2+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Sqrt|*in* X:**T**
*out* Y:**T**|13+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|Squeeze|*in* data:**T**
*in* axes:**tensor(int64)**
*out* squeezed:**T**
or
*in* data:**T**
*out* squeezed:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Sub|*in* A:**T**
*in* B:**T**
*out* C:**T**|14+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||13+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||7+|**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Sum|*in* data_0:**T**
*out* sum:**T**|13+|**T** = tensor(float), tensor(float16)|
|||8+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|Tan|*in* input:**T**
*out* output:**T**|7+|**T** = tensor(float), tensor(float16)|
|Tanh|*in* input:**T**
*out* output:**T**|13+|**T** = tensor(float), tensor(float16)|
|||6+|**T** = tensor(float), tensor(float16)|
|ThresholdedRelu|*in* X:**T**
*out* Y:**T**|10+|**T** = tensor(float), tensor(float16)|
|||1+|**T** = tensor(float), tensor(float16)|
|Tile|*in* input:**T**
*in* repeats:**T1**
*out* output:**T**
or
*in* input:**T**
*in* tiles:**T**
*in* axis:**T**
*out* output:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||6+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|TopK|*in* X:**T**
*in* K:**tensor(int64)**
*out* Values:**T**
*out* Indices:**I**
or
*in* X:**T**
*out* Values:**T**
*out* Indices:**I**|11+|**I** = tensor(int64)
**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||10+|**I** = tensor(int64)
**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||1+|**I** = tensor(int64)
**T** = tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Transpose|*in* data:**T**
*out* transposed:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Trilu|*in* input:**T**
*in* k:**tensor(int64)**
*out* output:**T**|14+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Unsqueeze|*in* data:**T**
*in* axes:**tensor(int64)**
*out* expanded:**T**
or
*in* data:**T**
*out* expanded:**T**|13+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||11+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|||1+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Upsample|*in* X:**T**
*in* scales:**tensor(float)**
*out* Y:**T**
or
*in* X:**T**
*out* Y:**T**|10+|**T** = tensor(float), tensor(float16)|
|||9+|**T** = tensor(float), tensor(float16)|
|||7+|**T** = tensor(float), tensor(float16)|
|Where|*in* condition:**B**
*in* X:**T**
*in* Y:**T**
*out* output:**T**|9+|**B** = tensor(bool)
**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|Xor|*in* A:**T**
*in* B:**T**
*out* C:**T1**|7+|**T** = tensor(bool)|
| |
| |
|**Operator Domain:** *com.microsoft*||||
|Attention|*in* input:**T**
*in* weights:**T**
*in* bias:**T**
*in* mask_index:**M**
*in* past:**T**
*in* extra_add:**T**
*in* key:**T**
*in* value:**T**
*out* output:**T**
*out* present:**T**|1+|**M** = tensor(int32)
**T** = tensor(float), tensor(float16)|
|ConvTransposeWithDynamicPads|*in* X:**T**
*in* W:**T**
*in* Pads:**tensor(int64)**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|DequantizeLinear|*in* x:**T1**
*in* x_scale:**T2**
*in* x_zero_point:**T1**
*out* y:**T2**|1+|**T1** = tensor(float)
**T2** = tensor(uint8)|
|FusedMatMul|*in* A:**T**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|Gelu|*in* X:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|QLinearAdd|*in* A:**T**
*in* A_scale:**tensor(float)**
*in* A_zero_point:**T**
*in* B:**T**
*in* B_scale:**tensor(float)**
*in* B_zero_point:**T**
*in* C_scale:**tensor(float)**
*in* C_zero_point:**T**
*out* C:**T**|1+|**T** = tensor(int8), tensor(uint8)|
|QLinearSigmoid|*in* X:**T**
*in* X_scale:**tensor(float)**
*in* X_zero_point:**T**
*in* Y_scale:**tensor(float)**
*in* Y_zero_point:**T**
*out* Y:**T**|1+|**T** = tensor(int8), tensor(uint8)|
|QuantizeLinear|*in* x:**T1**
*in* y_scale:**T1**
*in* y_zero_point:**T2**
*out* y:**T2**|1+|**T1** = tensor(float)
**T2** = tensor(uint8)|
| |
| |
|**Operator Domain:** *com.microsoft.dml*||||
|DmlFusedAdd|*in* A:**T**
*in* B:**T**
*out* C:**T**|1+|**T** = tensor(float), tensor(float16)|
|DmlFusedBatchNormalization|*in* X:**T**
*in* scale:**T**
*in* B:**T**
*in* mean:**T**
*in* var:**T**
*out* Y:**T**
*out* mean:**T**
*out* var:**T**
*out* saved_mean:**T**
*out* saved_var:**T**|1+|**T** = tensor(float), tensor(float16)|
|DmlFusedConv|*in* X:**T**
*in* W:**T**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|DmlFusedConvTranspose|*in* X:**T**
*in* W:**T**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|DmlFusedGemm|*in* A:**T**
*in* B:**T**
*in* C:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|DmlFusedInstanceNormalization|*in* input:**T**
*in* scale:**T**
*in* B:**T**
*out* output:**T**|1+|**T** = tensor(float), tensor(float16)|
|DmlFusedMatMul|*in* A:**T**
*in* B:**T**
*out* Y:**T**|1+|**T** = tensor(float), tensor(float16)|
|DmlFusedMeanVarianceNormalization|*in* input:**T**
*out* output:**T**|1+|**T** = tensor(float), tensor(float16)|
|DmlFusedSum|*in* data_0:**T**
*out* sum:**T**|1+|**T** = tensor(float), tensor(float16)|
| |
| |