* Copyright (c) 2025-2026 Huawei Technologies Co., Ltd.
* This program is free software, you can redistribute it and/or modify it under the terms and conditions of
* CANN Open Software License Agreement Version 2.0 (the "License").
* Please refer to the License for details. You may not use this file except in compliance with the License.
* THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
* INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
* See LICENSE in the root of the software repository for the full text of the License.
*/
* \file grouped_matmul.cpp
* \brief
*/
#include "register/op_def_registry.h"
namespace ops {
class GroupedMatmul : public OpDef {
public:
explicit GroupedMatmul(const char *name) : OpDef(name)
{
this->Input("x")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16, ge::DT_BF16, ge::DT_INT8, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT4, ge::DT_INT4, ge::DT_INT4, ge::DT_INT4,
ge::DT_INT8, ge::DT_INT8})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND});
this->Input("weight")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16, ge::DT_BF16, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_FLOAT,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT4, ge::DT_INT4,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_INT8, ge::DT_INT8, ge::DT_INT4, ge::DT_INT4,
ge::DT_INT4, ge::DT_INT4, ge::DT_INT4, ge::DT_INT4, ge::DT_INT4, ge::DT_INT4,
ge::DT_INT8, ge::DT_INT8})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_ND, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_ND, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ});
this->Input("bias")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_INT32, ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_INT32, ge::DT_INT32, ge::DT_INT32, ge::DT_INT32, ge::DT_FLOAT16, ge::DT_FLOAT,
ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_INT32, ge::DT_INT32, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_BF16, ge::DT_BF16})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND});
this->Input("scale")
.ParamType(DYNAMIC)
.DataType({ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_BF16, ge::DT_FLOAT})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND});
this->Input("offset")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND});
this->Input("antiquant_scale")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND});
this->Input("antiquant_offset")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND});
this->Input("group_list")
.ParamType(OPTIONAL)
.DataType({ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND});
this->Input("per_token_scale")
.ParamType(OPTIONAL)
.DataType({ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND});
this->Output("y")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16, ge::DT_BF16, ge::DT_INT8, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT,
ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_INT32, ge::DT_INT32, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_BF16, ge::DT_BF16})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND});
this->Attr("split_item").AttrType(OPTIONAL).Int(0);
this->Attr("dtype").AttrType(OPTIONAL).Int(0);
this->Attr("transpose_weight")
.AttrType(OPTIONAL)
.Bool(false);
this->Attr("transpose_x")
.AttrType(OPTIONAL)
.Bool(false);
this->Attr("group_type").AttrType(OPTIONAL).Int(-1);
this->Attr("group_list_type")
.AttrType(OPTIONAL)
.Int(0);
this->Attr("act_type").AttrType(OPTIONAL).Int(0);
this->Attr("tuning_config").AttrType(OPTIONAL).ListInt({0});
OpAICoreConfig aicore_config;
aicore_config.DynamicCompileStaticFlag(true)
.DynamicFormatFlag(true)
.DynamicRankSupportFlag(true)
.DynamicShapeSupportFlag(true)
.NeedCheckSupportFlag(false)
.PrecisionReduceFlag(true)
.ExtendCfgInfo("prebuildPattern.value", "Opaque")
.ExtendCfgInfo("coreType.value", "AiCore")
.ExtendCfgInfo("aclnnSupport.value", "support_aclnn");
this->AICore().AddConfig("ascend910b", aicore_config);
this->AICore().AddConfig("ascend910_93", aicore_config);
OpAICoreConfig config310P;
config310P.Input("x")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config310P.Input("weight")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_FRACTAL_NZ});
config310P.Input("bias")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config310P.Input("scale")
.ParamType(DYNAMIC)
.DataType({ge::DT_UINT64})
.Format({ge::FORMAT_ND});
config310P.Input("offset")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT})
.Format({ge::FORMAT_ND});
config310P.Input("antiquant_scale")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config310P.Input("antiquant_offset")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config310P.Input("group_list")
.ParamType(OPTIONAL)
.DataType({ge::DT_INT64})
.Format({ge::FORMAT_ND});
config310P.Input("per_token_scale")
.ParamType(OPTIONAL)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config310P.Output("y")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config310P.DynamicCompileStaticFlag(true)
.DynamicFormatFlag(true)
.DynamicRankSupportFlag(true)
.DynamicShapeSupportFlag(true)
.NeedCheckSupportFlag(false)
.PrecisionReduceFlag(true)
.ExtendCfgInfo("prebuildPattern.value", "Opaque")
.ExtendCfgInfo("coreType.value", "AiCore")
.ExtendCfgInfo("aclnnSupport.value", "support_aclnn")
.ExtendCfgInfo("jitCompile.flag", "static_false,dynamic_false");
this->AICore().AddConfig("ascend310p", config310P);
OpAICoreConfig config950;
config950.Input("x")
.ParamType(DYNAMIC)
.DataType({
ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT4_E2M1,
ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1, ge::DT_INT8, ge::DT_INT8,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_HIFLOAT8, ge::DT_HIFLOAT8, ge::DT_HIFLOAT8,
ge::DT_HIFLOAT8, ge::DT_HIFLOAT8, ge::DT_HIFLOAT8, ge::DT_HIFLOAT8,
ge::DT_HIFLOAT8, ge::DT_HIFLOAT8, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E4M3FN, ge::DT_INT8, ge::DT_INT8, ge::DT_FLOAT16,
ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_BF16, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_FLOAT, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1,
ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1,
ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E1M2,
ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E1M2})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND});
config950.Input("weight")
.ParamType(DYNAMIC)
.DataType({ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT4_E2M1,
ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1, ge::DT_INT4, ge::DT_INT4,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_HIFLOAT8, ge::DT_HIFLOAT8, ge::DT_HIFLOAT8,
ge::DT_HIFLOAT8, ge::DT_HIFLOAT8, ge::DT_HIFLOAT8, ge::DT_HIFLOAT8,
ge::DT_HIFLOAT8, ge::DT_HIFLOAT8, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN,
ge::DT_HIFLOAT8, ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_HIFLOAT8,
ge::DT_FLOAT8_E5M2, ge::DT_FLOAT8_E4M3FN, ge::DT_HIFLOAT8, ge::DT_FLOAT4_E2M1,
ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E2M1,
ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT4_E2M1,
ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_INT32, ge::DT_INT32, ge::DT_INT4,
ge::DT_INT4, ge::DT_INT4, ge::DT_INT32, ge::DT_INT32,
ge::DT_INT32, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_INT8, ge::DT_INT8,
ge::DT_INT8, ge::DT_INT8, ge::DT_FLOAT, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT8_E4M3FN, ge::DT_FLOAT8_E4M3FN,
ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1,
ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E1M2,
ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1, ge::DT_FLOAT4_E2M1,
ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E1M2, ge::DT_FLOAT4_E1M2})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND,
ge::FORMAT_ND,
ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ_C0_16, ge::FORMAT_FRACTAL_NZ_C0_16,
ge::FORMAT_FRACTAL_NZ_C0_16, ge::FORMAT_FRACTAL_NZ_C0_2, ge::FORMAT_FRACTAL_NZ_C0_2, ge::FORMAT_FRACTAL_NZ_C0_2,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ_C0_32, ge::FORMAT_FRACTAL_NZ_C0_32,
ge::FORMAT_FRACTAL_NZ_C0_4, ge::FORMAT_FRACTAL_NZ_C0_4, ge::FORMAT_FRACTAL_NZ_C0_4, ge::FORMAT_FRACTAL_NZ_C0_4,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_ND,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ,
ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ, ge::FORMAT_FRACTAL_NZ});
config950.Input("bias")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT,
ge::DT_FLOAT,
ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_BF16, ge::DT_INT32, ge::DT_INT32, ge::DT_INT32,
ge::DT_INT32, ge::DT_INT32, ge::DT_INT32, ge::DT_BF16,
ge::DT_BF16, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_INT32,
ge::DT_FLOAT, ge::DT_FLOAT16, ge::DT_INT32, ge::DT_INT32,
ge::DT_INT32, ge::DT_INT32, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_FLOAT, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT, ge::DT_FLOAT16,
ge::DT_BF16, ge::DT_FLOAT, ge::DT_INT32, ge::DT_INT32,
ge::DT_INT32, ge::DT_INT32, ge::DT_INT32, ge::DT_INT32,
ge::DT_INT32, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT16, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND});
config950.Input("scale")
.ParamType(DYNAMIC)
.DataType(
{ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_INT64, ge::DT_UINT64,
ge::DT_INT64, ge::DT_BF16, ge::DT_FLOAT, ge::DT_BF16, ge::DT_FLOAT,
ge::DT_BF16, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_UINT64, ge::DT_INT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_INT64, ge::DT_UINT64, ge::DT_INT64, ge::DT_UINT64, ge::DT_INT64,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64, ge::DT_UINT64,
ge::DT_INT64, ge::DT_UINT64, ge::DT_INT64, ge::DT_BF16, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_BF16, ge::DT_FLOAT, ge::DT_BF16, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_UINT64, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND});
config950.Input("offset")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND});
config950.Input("antiquant_scale")
.ParamType(DYNAMIC)
.DataType(
{ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND});
config950.Input("antiquant_offset")
.ParamType(DYNAMIC)
.DataType({ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND});
config950.Input("group_list")
.ParamType(OPTIONAL)
.DataType({ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64, ge::DT_INT64,
ge::DT_INT64, ge::DT_INT64})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND});
config950.Input("per_token_scale")
.ParamType(OPTIONAL)
.DataType(
{ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0,
ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0, ge::DT_FLOAT8_E8M0})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND});
config950.Output("y")
.ParamType(DYNAMIC)
.DataType({ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_FLOAT,
ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_INT8, ge::DT_INT8, ge::DT_INT32, ge::DT_INT32,
ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT,
ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT16,
ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16,
ge::DT_FLOAT16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_BF16, ge::DT_BF16,
ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_FLOAT, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_FLOAT, ge::DT_BF16, ge::DT_FLOAT16, ge::DT_FLOAT, ge::DT_BF16, ge::DT_FLOAT16,
ge::DT_FLOAT})
.Format({ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND,
ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND, ge::FORMAT_ND});
config950.DynamicCompileStaticFlag(true)
.DynamicFormatFlag(true)
.DynamicRankSupportFlag(true)
.DynamicShapeSupportFlag(true)
.NeedCheckSupportFlag(false)
.PrecisionReduceFlag(true)
.ExtendCfgInfo("prebuildPattern.value", "Opaque")
.ExtendCfgInfo("coreType.value", "AiCore")
.ExtendCfgInfo("aclnnSupport.value", "support_aclnn")
.ExtendCfgInfo("opFile.value","grouped_matmul_apt");
this->AICore().AddConfig("ascend950", config950);
OpAICoreConfig config_kirin = GetKirinCoreConfig();
this->AICore().AddConfig("kirinx90", config_kirin);
this->AICore().AddConfig("kirin9030", config_kirin);
}
private:
OpAICoreConfig GetKirinCoreConfig() const
{
OpAICoreConfig config_kirin;
config_kirin.DynamicCompileStaticFlag(true)
.DynamicFormatFlag(true)
.DynamicRankSupportFlag(true)
.DynamicShapeSupportFlag(true)
.NeedCheckSupportFlag(false)
.PrecisionReduceFlag(true);
config_kirin.Input("x")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config_kirin.Input("weight")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_FRACTAL_NZ});
config_kirin.Input("bias")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config_kirin.Input("scale")
.ParamType(DYNAMIC)
.DataType({ge::DT_UINT64})
.Format({ge::FORMAT_ND});
config_kirin.Input("offset")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT})
.Format({ge::FORMAT_ND});
config_kirin.Input("antiquant_scale")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config_kirin.Input("antiquant_offset")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config_kirin.Input("group_list")
.ParamType(OPTIONAL)
.DataType({ge::DT_INT64})
.Format({ge::FORMAT_ND});
config_kirin.Input("per_token_scale")
.ParamType(OPTIONAL)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
config_kirin.Output("y")
.ParamType(DYNAMIC)
.DataType({ge::DT_FLOAT16})
.Format({ge::FORMAT_ND});
return config_kirin;
}
};
OP_ADD(GroupedMatmul);
}
