# Copyright 2020-2021 Huawei Technologies Co., Ltd
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ===========================================================================
"""generate json desc for gelu"""
from ._utils import Expander


class GeLU(Expander):
    """GeLU expander"""
    CSVALUE = 0.044715
    CSVALUE_SQRT_TWO_DIV_PI = 0.7978845608028564  # np.sqrt(2/np.pi)

    def _expand(self, graph_builder):
        # cal formula are:
        # gelu(x) is 0.5 * x * (1.0 + tanh(y))
        # y is sqrt(2.0 / pi) * (x + 0.044715 * x * x * x)

        input_x = self.inputs[0]

        # cal y
        mul_0 = graph_builder.emit('Mul', [input_x, input_x])
        pow_0 = graph_builder.emit('Mul', [mul_0, input_x])
        const_csvalue = graph_builder.value(pow_0.dtype, self.CSVALUE)
        mul_1 = graph_builder.emit('Mul', [pow_0, const_csvalue])
        tanh_res = graph_builder.emit('Add', [input_x, mul_1])
        const_csvalue_sqrt_two_div_pi = graph_builder.value(tanh_res.dtype, self.CSVALUE_SQRT_TWO_DIV_PI)
        y = graph_builder.emit('Mul', [tanh_res, const_csvalue_sqrt_two_div_pi])

        # cal gelu(x)
        tanh_y = graph_builder.emit('Tanh', [y])
        const_one = graph_builder.value(tanh_y.dtype, 1)
        const_half = graph_builder.value(tanh_y.dtype, 0.5)
        tanh_y_add_one = graph_builder.emit('Add', [tanh_y, const_one])
        mul_x = graph_builder.emit('Mul', [input_x, tanh_y_add_one])
        result = graph_builder.emit('Mul', [const_half, mul_x])

        return result

# Copyright 2020-2021 Huawei Technologies Co., Ltd
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ===========================================================================
"""generate json desc for gelu"""
from ._utils import Expander


class GeLU(Expander):
    """GeLU expander"""
    CSVALUE = 0.044715
    CSVALUE_SQRT_TWO_DIV_PI = 0.7978845608028564  # np.sqrt(2/np.pi)

    def _expand(self, graph_builder):
        # cal formula are:
        # gelu(x) is 0.5 * x * (1.0 + tanh(y))
        # y is sqrt(2.0 / pi) * (x + 0.044715 * x * x * x)

        input_x = self.inputs[0]

        # cal y
        mul_0 = graph_builder.emit('Mul', [input_x, input_x])
        pow_0 = graph_builder.emit('Mul', [mul_0, input_x])
        const_csvalue = graph_builder.value(pow_0.dtype, self.CSVALUE)
        mul_1 = graph_builder.emit('Mul', [pow_0, const_csvalue])
        tanh_res = graph_builder.emit('Add', [input_x, mul_1])
        const_csvalue_sqrt_two_div_pi = graph_builder.value(tanh_res.dtype, self.CSVALUE_SQRT_TWO_DIV_PI)
        y = graph_builder.emit('Mul', [tanh_res, const_csvalue_sqrt_two_div_pi])

        # cal gelu(x)
        tanh_y = graph_builder.emit('Tanh', [y])
        const_one = graph_builder.value(tanh_y.dtype, 1)
        const_half = graph_builder.value(tanh_y.dtype, 0.5)
        tanh_y_add_one = graph_builder.emit('Add', [tanh_y, const_one])
        mul_x = graph_builder.emit('Mul', [input_x, tanh_y_add_one])
        result = graph_builder.emit('Mul', [const_half, mul_x])

        return result

# Copyright 2020-2021 Huawei Technologies Co., Ltd # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # =========================================================================== generate json desc for gelu GeLU expander # np.sqrt(2/np.pi) # cal formula are: # gelu(x) is 0.5 * x * (1.0 + tanh(y)) # y is sqrt(2.0 / pi) * (x + 0.044715 * x * x * x) # cal y # cal gelu(x)