`X` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`Y` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`A` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`C` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or tensor of stirng type values or memref of any type values
`Z` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or tensor of stirng type values or memref of any type values
"Carries out batch normalization as described in the paper"
"https://arxiv.org/abs/1502.03167. Depending on the mode it is being run,"
"there are multiple cases for the number of outputs, which we list below:"
""
"Output case #1: Y, mean, var, saved_mean, saved_var (training mode)"
"Output case #2: Y (test mode)"
""
"For previous (depreciated) non-spatial cases, implementors are suggested"
"to flatten the input shape to (N x C*D1*D2 ..*Dn) before a BatchNormalization Op."
"This operator has **optional** inputs/outputs. See [the doc](IR.md) for more details about the representation of optional arguments. An empty string may be used in the place of an actual argument's name to indicate a missing argument. Trailing optional arguments (those not followed by an argument that is present) may also be simply omitted."
`Y` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`out_mean` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type
`out_var` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type
`saved_mean` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type
`saved_var` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type or none type
"Carries out batch normalization as described in the paper"
"https://arxiv.org/abs/1502.03167. Depending on the mode it is being run,"
"there are multiple cases for the number of outputs, which we list below:"
""
"Output case #1: Y, mean, var, saved_mean, saved_var (training mode)"
"Output case #2: Y (test mode)"
""
"For previous (depreciated) non-spatial cases, implementors are suggested"
"to flatten the input shape to (N x C*D1*D2 ..*Dn) before a BatchNormalization Op."
"This operator has **optional** inputs/outputs. See [the doc](IR.md) for more details about the representation of optional arguments. An empty string may be used in the place of an actual argument's name to indicate a missing argument. Trailing optional arguments (those not followed by an argument that is present) may also be simply omitted."
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`Y` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`X` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or memref of any type values
`Y` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or memref of any type values
`Z` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or memref of any type values
`X` | tuple with any combination of 64-bit signless integer or stirng type values or tuple with any combination of 64-bit signless integer or 32-bit float values or memref of any type values
`input` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 1-bit signless integer values or tensor of stirng type values or memref of any type values
`output` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 1-bit signless integer values or tensor of stirng type values or memref of any type values
`input` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`min` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type
`max` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type
`output` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`condition` | tensor of 1-bit signless integer values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`input_sequence` | tensor of tensor of 8-bit unsigned integer values values or tensor of tensor of 16-bit unsigned integer values values or tensor of tensor of 32-bit unsigned integer values values or tensor of tensor of 64-bit unsigned integer values values or tensor of tensor of 8-bit signless integer values values or tensor of tensor of 16-bit signless integer values values or tensor of tensor of 32-bit signless integer values values or tensor of tensor of 64-bit signless integer values values or tensor of tensor of 16-bit float values values or tensor of tensor of 32-bit float values values or tensor of tensor of 64-bit float values values or tensor of tensor of stirng type values values or tensor of tensor of 1-bit signless integer values values or tensor of tensor of complex type with 32-bit float elements values values or tensor of tensor of complex type with 64-bit float elements values values or memref of any type values
`concat_result` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
"Concatenate a list of tensors into a single tensor. All input tensors must have the same shape, except for the dimension size of the axis to concatenate on."
`inputs` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`concat_result` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 1-bit signless integer values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`x` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`axis` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`y` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`x` | tensor of 8-bit signless integer values or tensor of 8-bit unsigned integer values or tensor of 32-bit signless integer values or memref of any type values
`x_zero_point` | tensor of 8-bit signless integer values or tensor of 8-bit unsigned integer values or tensor of 32-bit signless integer values or memref of any type values or none type
`X` | tuple with any combination of stirng type or 64-bit signless integer values or tuple with any combination of 64-bit signless integer or stirng type values or tuple with any combination of 64-bit signless integer or 32-bit float values or tuple with any combination of 64-bit signless integer or 64-bit float values or tuple with any combination of stirng type or 32-bit float values or tuple with any combination of stirng type or 64-bit float values or memref of any type values
`Y` | tensor of 64-bit signless integer values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or memref of any type values
`A` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`C` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
"Dropout takes one input floating tensor and produces two tensor outputs,"
"output (floating tensor) and mask (`Tensor<bool>`). Depending on whether it is"
"in test mode or not, the output Y will either be a random dropout, or a simple"
"copy of the input. Note that our implementation of Dropout does scaling in"
"the training phase, so during testing nothing needs to be done."
"This operator has **optional** inputs/outputs. See [the doc](IR.md) for more details about the representation of optional arguments. An empty string may be used in the place of an actual argument's name to indicate a missing argument. Trailing optional arguments (those not followed by an argument that is present) may also be simply omitted."
`A` | tensor of 1-bit signless integer values or tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 1-bit signless integer values or tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`input` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 1-bit signless integer values or memref of any type values
`output` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 1-bit signless integer values or memref of any type values
`X` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
" - ht = g(Xt*(Wh^T) + (rt (.) Ht-1)*(Rh^T) + Rbh + Wbh) # default, when linear_before_reset = 0"
""
" - ht = g(Xt*(Wh^T) + (rt (.) (Ht-1*(Rh^T) + Rbh)) + Wbh) # when linear_before_reset != 0"
""
" - Ht = (1 - zt) (.) ht + zt (.) Ht-1"
"This operator has **optional** inputs/outputs. See [the doc](IR.md) for more details about the representation of optional arguments. An empty string may be used in the place of an actual argument's name to indicate a missing argument. Trailing optional arguments (those not followed by an argument that is present) may also be simply omitted."
`X` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`W` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`R` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type
`sequence_lens` | tensor of 32-bit signless integer values or memref of any type values or none type
`initial_h` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type
`Y` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type
`Y_h` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type or none type
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`indices` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
"Given `data` tensor of rank `r` >= 1, and `indices` tensor of rank `q` >= 1, this operator gathers "
"slices of `data` into an output tensor of rank `q + r - indices_shape[-1] - 1`."
""
"`indices` is an q-dimensional integer tensor, best thought of as a `(q-1)`-dimensional tensor of index-tuples into `data`, "
"where each element defines a slice of `data`"
""
"Some salient points about the inputs' rank and shape:"
" "
"1) r >= 1 and q >= 1 are to be honored. There is no dependency condition to be met between ranks `r` and `q`"
""
"2) The `indices_shape[-1]` should have a value between 1 (inclusive) and rank `r` (inclusive) "
""
"3) All values in `indices` are expected to be within bounds [-s, s-1] along axis of size `s` (i.e.) `-data_shape[i] <= indices[...,i] <= data_shape[i] - 1`."
" It is an error if any of the index values are out of bounds."
""
"The output is computed as follows:"
""
"The output tensor is obtained by mapping each index-tuple in the `indices` tensor to the corresponding slice of the input `data`."
" "
"1) If `indices_shape[-1] > r` => error condition"
""
"2) If `indices_shape[-1] == r`, since the rank of `indices` is `q`, `indices` can be thought of as a `(q-1)`-dimensional tensor"
" containing 1-D tensors of dimension `r`. Let us think of each such `r` ranked tensor as `indices_slice`. "
" Each *scalar value* corresponding to `data[indices_slice]` is filled into the corresponding location of the `(q-1)`-dimensional tensor "
" to form the `output` tensor (Example 1 below)"
""
"3) If `indices_shape[-1] < r`, since the rank of `indices` is `q`, `indices` can be thought of as a `(q-1)`-dimensional tensor"
" containing 1-D tensors of dimension `< r`. Let us think of each such tensors as `indices_slice`. "
" Each *tensor slice* corresponding to `data[indices_slice , :]` is filled into the corresponding location of the `(q-1)`-dimensional tensor "
" to form the `output` tensor (Examples 2, 3, and 4 below)"
""
"This operator is the inverse of `ScatterND`."
""
"`Example 1`"
""
" data = [[0,1],[2,3]] # data_shape = [2, 2]"
""
" indices = [[0,0],[1,1]] # indices_shape = [2, 2]"
""
" output = [0,3] # output_shape = [2]"
""
"`Example 2`"
""
" data = [[0,1],[2,3]] # data_shape = [2, 2]"
""
" indices = [[1],[0]] # indices_shape = [2, 1]"
""
" output = [[2,3],[0,1]] # output_shape = [2, 2]"
""
"`Example 3`"
""
" data = [[[0,1],[2,3]],[[4,5],[6,7]]] # data_shape = [2, 2, 2]"
""
" indices = [[0,1],[1,0]] # indices_shape = [2, 2]"
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`indices` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
"Compute Y = alpha * A' * B' + beta * C, where input tensor A has shape (M, K) or (K, M),"
"input tensor B has shape (K, N) or (N, K), input tensor C is broadcastable to shape (M, N),"
"and output tensor Y has shape (M, N). A will be transposed before doing the"
"computation if attribute transA is non-zero, same for B and transB."
"This operator supports **unidirectional broadcasting** (tensor C should be unidirectional broadcastable to tensor A * B); for more details please check [the doc](Broadcasting.md)."
"This operator has **optional** inputs/outputs. See [the doc](IR.md) for more details about the representation of optional arguments. An empty string may be used in the place of an actual argument's name to indicate a missing argument. Trailing optional arguments (those not followed by an argument that is present) may also be simply omitted."
`A` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`B` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`C` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values or none type
`Y` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values or none type
`A` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`outputs` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
"Replaces inputs that equal one value with another, leaving all other elements alone.<br>"
" This operator is typically used to replace missing values in situations where they have a canonical"
" representation, such as -1, 0, NaN, or some extreme value.<br>"
" One and only one of imputed_value_floats or imputed_value_int64s should be defined -- floats if the input tensor"
" holds floats, integers if the input tensor holds integers. The imputed values must all fit within the"
" width of the tensor element type. One and only one of the replaced_value_float or replaced_value_int64 should be defined,"
" which one depends on whether floats or integers are being processed.<br>"
" The imputed_value attribute length can be 1 element, or it can have one element per input feature.<br>In other words, if the input tensor has the shape [*,F], then the length of the attribute array may be 1 or F. If it is 1, then it is broadcast along the last dimension and applied to each feature."
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`Y` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
"Local Response Normalization proposed in the [AlexNet paper](https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf)."
"It normalizes over local input regions."
"The local region is defined across the channels. For an element X[n, c, d1, ..., dk] in a tensor"
"of shape (N x C x D1 x D2, ..., Dk), its region is"
"{X[n, i, d1, ..., dk] | max(0, c - floor((size - 1) / 2)) <= i <= min(C - 1, c + ceil((size - 1) / 2))}."
" - ot = f(Xt*(Wo^T) + Ht-1*(Ro^T) + Po (.) Ct + Wbo + Rbo)"
""
" - Ht = ot (.) h(Ct)"
"This operator has **optional** inputs/outputs. See [the doc](IR.md) for more details about the representation of optional arguments. An empty string may be used in the place of an actual argument's name to indicate a missing argument. Trailing optional arguments (those not followed by an argument that is present) may also be simply omitted."
`X` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`W` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`R` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type
`sequence_lens` | tensor of 32-bit signless integer values or memref of any type values or none type
`initial_h` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type
`initial_c` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type
`P` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type or none type
`Y` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type or none type or none type
`Y_h` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type or none type or none type or none type
`Y_c` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type or none type or none type or none type or none type
`A` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`M` | tensor of 64-bit signless integer values or memref of any type values or none type
`cond` | tensor of 1-bit signless integer values or memref of any type values or none type
`v_initial` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`v_final_and_scan_outputs` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`A` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`B` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`Y` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`A` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`C` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`A` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`C` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`X` | tensor of 32-bit float values or tensor of 32-bit signless integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 64-bit float values or memref of any type values
`Y` | tensor of 32-bit float values or tensor of 32-bit signless integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 64-bit float values or memref of any type values
`X` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`X` | tensor of stirng type values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`indices` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`depth` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`values` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
"PRelu takes input data (Tensor<T>) and slope tensor as input, and produces one"
"output data (Tensor<T>) where the function `f(x) = slope * x for x < 0`,"
"`f(x) = x for x >= 0`., is applied to the data tensor elementwise."
"This operator supports **unidirectional broadcasting** (tensor slope should be unidirectional broadcastable to input tensor X); for more details please check [the doc](Broadcasting.md)."
`X` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`slope` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`Y` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
"Given a tensor containing the data to be padded (`data`), a tensor containing the number of start and end pad values for axis (`pads`), (optionally) a `mode`, and (optionally) `constant_value`, "
"a padded tensor (`output`) is generated."
""
"The three supported `modes` are (similar to corresponding modes supported by `numpy.pad`):"
""
"1) `constant`(default) - pads with a given constant value as specified by `constant_value` (which defaults to 0)"
""
"2) `reflect` - pads with the reflection of the vector mirrored on the first and last values of the vector along each axis"
""
"3) `edge` - pads with the edge values of array"
""
""
"Example 1 (`constant` mode):"
" Insert 0 pads to the beginning of the second dimension."
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`constant_value` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type
"The linear per-tensor/layer quantization operator. It consumes a high precision tensor, a scale, a zero point to compute the low precision / quantized tensor."
"The quantization formula is y = saturate ((x / y_scale) + y_zero_point). For saturation, it saturates to [0, 255] if it's uint8, or [-128, 127] if it's int8."
"For (x / y_scale), it's rounding to nearest ties to even. Refer to https://en.wikipedia.org/wiki/Rounding for details. 'y_zero_point' and 'y' must have same type."
"This operator has **optional** inputs/outputs. See [the doc](IR.md) for more details about the representation of optional arguments. An empty string may be used in the place of an actual argument's name to indicate a missing argument. Trailing optional arguments (those not followed by an argument that is present) may also be simply omitted."
`X` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`W` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`R` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type
`sequence_lens` | tensor of 32-bit signless integer values or memref of any type values or none type
`initial_h` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type
`Y` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type
`Y_h` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values or none type or none type or none type or none type
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`start` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`limit` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`delta` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`output` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`data` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`reduced` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`reduced` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`reduced` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`reduced` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`reduced` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`reduced` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`reduced` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`reduced` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`reduced` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`reduced` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`reshaped` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
"Resize the input tensor. In general, it calculates every value in the output tensor as a weighted average of neighborhood (a.k.a. sampling locations) in the input tensor."
`X` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`roi` | tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`Y` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`Y` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`initial_state_and_scan_inputs` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`final_state_and_scan_outputs` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`indices` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`updates` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`updates` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`indices` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`updates` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`input_sequence` | tensor of tensor of 8-bit unsigned integer values values or tensor of tensor of 16-bit unsigned integer values values or tensor of tensor of 32-bit unsigned integer values values or tensor of tensor of 64-bit unsigned integer values values or tensor of tensor of 8-bit signless integer values values or tensor of tensor of 16-bit signless integer values values or tensor of tensor of 32-bit signless integer values values or tensor of tensor of 64-bit signless integer values values or tensor of tensor of 16-bit float values values or tensor of tensor of 32-bit float values values or tensor of tensor of 64-bit float values values or tensor of tensor of stirng type values values or tensor of tensor of 1-bit signless integer values values or tensor of tensor of complex type with 32-bit float elements values values or tensor of tensor of complex type with 64-bit float elements values values or memref of any type values
`position` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`tensor` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`inputs` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output_sequence` | tensor of tensor of 8-bit unsigned integer values values or tensor of tensor of 16-bit unsigned integer values values or tensor of tensor of 32-bit unsigned integer values values or tensor of tensor of 64-bit unsigned integer values values or tensor of tensor of 8-bit signless integer values values or tensor of tensor of 16-bit signless integer values values or tensor of tensor of 32-bit signless integer values values or tensor of tensor of 64-bit signless integer values values or tensor of tensor of 16-bit float values values or tensor of tensor of 32-bit float values values or tensor of tensor of 64-bit float values values or tensor of tensor of stirng type values values or tensor of tensor of 1-bit signless integer values values or tensor of tensor of complex type with 32-bit float elements values values or tensor of tensor of complex type with 64-bit float elements values values or memref of any type values
`output` | tensor of tensor of 8-bit unsigned integer values values or tensor of tensor of 16-bit unsigned integer values values or tensor of tensor of 32-bit unsigned integer values values or tensor of tensor of 64-bit unsigned integer values values or tensor of tensor of 8-bit signless integer values values or tensor of tensor of 16-bit signless integer values values or tensor of tensor of 32-bit signless integer values values or tensor of tensor of 64-bit signless integer values values or tensor of tensor of 16-bit float values values or tensor of tensor of 32-bit float values values or tensor of tensor of 64-bit float values values or tensor of tensor of stirng type values values or tensor of tensor of 1-bit signless integer values values or tensor of tensor of complex type with 32-bit float elements values values or tensor of tensor of complex type with 64-bit float elements values values or memref of any type values
`input_sequence` | tensor of tensor of 8-bit unsigned integer values values or tensor of tensor of 16-bit unsigned integer values values or tensor of tensor of 32-bit unsigned integer values values or tensor of tensor of 64-bit unsigned integer values values or tensor of tensor of 8-bit signless integer values values or tensor of tensor of 16-bit signless integer values values or tensor of tensor of 32-bit signless integer values values or tensor of tensor of 64-bit signless integer values values or tensor of tensor of 16-bit float values values or tensor of tensor of 32-bit float values values or tensor of tensor of 64-bit float values values or tensor of tensor of stirng type values values or tensor of tensor of 1-bit signless integer values values or tensor of tensor of complex type with 32-bit float elements values values or tensor of tensor of complex type with 64-bit float elements values values or memref of any type values
`position` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values or none type
`output_sequence` | tensor of tensor of 8-bit unsigned integer values values or tensor of tensor of 16-bit unsigned integer values values or tensor of tensor of 32-bit unsigned integer values values or tensor of tensor of 64-bit unsigned integer values values or tensor of tensor of 8-bit signless integer values values or tensor of tensor of 16-bit signless integer values values or tensor of tensor of 32-bit signless integer values values or tensor of tensor of 64-bit signless integer values values or tensor of tensor of 16-bit float values values or tensor of tensor of 32-bit float values values or tensor of tensor of 64-bit float values values or tensor of tensor of stirng type values values or tensor of tensor of 1-bit signless integer values values or tensor of tensor of complex type with 32-bit float elements values values or tensor of tensor of complex type with 64-bit float elements values values or memref of any type values
`input_sequence` | tensor of tensor of 8-bit unsigned integer values values or tensor of tensor of 16-bit unsigned integer values values or tensor of tensor of 32-bit unsigned integer values values or tensor of tensor of 64-bit unsigned integer values values or tensor of tensor of 8-bit signless integer values values or tensor of tensor of 16-bit signless integer values values or tensor of tensor of 32-bit signless integer values values or tensor of tensor of 64-bit signless integer values values or tensor of tensor of 16-bit float values values or tensor of tensor of 32-bit float values values or tensor of tensor of 64-bit float values values or tensor of tensor of stirng type values values or tensor of tensor of 1-bit signless integer values values or tensor of tensor of complex type with 32-bit float elements values values or tensor of tensor of complex type with 64-bit float elements values values or memref of any type values
`tensor` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`position` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values or none type
`output_sequence` | tensor of tensor of 8-bit unsigned integer values values or tensor of tensor of 16-bit unsigned integer values values or tensor of tensor of 32-bit unsigned integer values values or tensor of tensor of 64-bit unsigned integer values values or tensor of tensor of 8-bit signless integer values values or tensor of tensor of 16-bit signless integer values values or tensor of tensor of 32-bit signless integer values values or tensor of tensor of 64-bit signless integer values values or tensor of tensor of 16-bit float values values or tensor of tensor of 32-bit float values values or tensor of tensor of 64-bit float values values or tensor of tensor of stirng type values values or tensor of tensor of 1-bit signless integer values values or tensor of tensor of complex type with 32-bit float elements values values or tensor of tensor of complex type with 64-bit float elements values values or memref of any type values
`input_sequence` | tensor of tensor of 8-bit unsigned integer values values or tensor of tensor of 16-bit unsigned integer values values or tensor of tensor of 32-bit unsigned integer values values or tensor of tensor of 64-bit unsigned integer values values or tensor of tensor of 8-bit signless integer values values or tensor of tensor of 16-bit signless integer values values or tensor of tensor of 32-bit signless integer values values or tensor of tensor of 64-bit signless integer values values or tensor of tensor of 16-bit float values values or tensor of tensor of 32-bit float values values or tensor of tensor of 64-bit float values values or tensor of tensor of stirng type values values or tensor of tensor of 1-bit signless integer values values or tensor of tensor of complex type with 32-bit float elements values values or tensor of tensor of complex type with 64-bit float elements values values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`starts` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`ends` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`axes` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values or none type
`steps` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values or none type or none type
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`outputs` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`split` | tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values or none type
`output_sequence` | tensor of tensor of 8-bit unsigned integer values values or tensor of tensor of 16-bit unsigned integer values values or tensor of tensor of 32-bit unsigned integer values values or tensor of tensor of 64-bit unsigned integer values values or tensor of tensor of 8-bit signless integer values values or tensor of tensor of 16-bit signless integer values values or tensor of tensor of 32-bit signless integer values values or tensor of tensor of 64-bit signless integer values values or tensor of tensor of 16-bit float values values or tensor of tensor of 32-bit float values values or tensor of tensor of 64-bit float values values or tensor of tensor of stirng type values values or tensor of tensor of 1-bit signless integer values values or tensor of tensor of complex type with 32-bit float elements values values or tensor of tensor of complex type with 64-bit float elements values values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`squeezed` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`A` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`B` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`C` | tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`X` | tensor of stirng type values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or memref of any type values
`input` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`X` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`Values` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or memref of any type values
`Indices` | tensor of 64-bit signless integer values or memref of any type values
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`transposed` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`X` | tensor of 32-bit float values or tensor of 64-bit float values or tensor of 64-bit signless integer values or tensor of 32-bit signless integer values or memref of any type values
`X` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`Y` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
"Insert single-dimensional entries to the shape of an input tensor (`data`)."
"Takes one required argument `axes` - which contains a list of dimension indices and this operator will insert a dimension of value `1` into the corresponding index of the output tensor (`expanded`)."
""
"For example:"
" Given an input tensor (`data`) of shape [3, 4, 5], then"
" Unsqueeze(data, axes=[0, 4]) outputs a tensor (`expanded`) containing same data as `data` but with shape [1, 3, 4, 5, 1]."
""
"The attribute `axes` should not contain any duplicate entries. It is an error if it contains duplicates."
"The rank of the output tensor (`output_rank`) is the rank of the input tensor (`data`) plus the number of values in `axes`."
"Each value in `axes` should be within the (inclusive) range [-output_rank , output_rank - 1]. "
"The order of values in `axes` does not matter and can come in any order. "
`data` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`expanded` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`X` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`Y` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`condition` | tensor of 1-bit signless integer values or memref of any type values
`X` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`Y` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`output` | tensor of 8-bit unsigned integer values or tensor of 16-bit unsigned integer values or tensor of 32-bit unsigned integer values or tensor of 64-bit unsigned integer values or tensor of 8-bit signless integer values or tensor of 16-bit signless integer values or tensor of 32-bit signless integer values or tensor of 64-bit signless integer values or tensor of 16-bit float values or tensor of 32-bit float values or tensor of 64-bit float values or tensor of stirng type values or tensor of 1-bit signless integer values or tensor of complex type with 32-bit float elements values or tensor of complex type with 64-bit float elements values or memref of any type values
`Z` | tensor of tuple with any combination of stirng type or 32-bit float values values or tensor of tuple with any combination of 64-bit signless integer or 32-bit float values values or memref of any type values
