gemma.cpp/ops/ops.h

52 lines
1.6 KiB
C++

// Copyright 2024 Google LLC
// SPDX-License-Identifier: Apache-2.0
//
// 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
//
// https://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.
#ifndef THIRD_PARTY_GEMMA_CPP_OPS_OPS_H_
#define THIRD_PARTY_GEMMA_CPP_OPS_OPS_H_
#include <stddef.h>
#include <cmath>
#include "util/mat.h"
#include "hwy/base.h"
namespace gcpp {
static inline HWY_MAYBE_UNUSED MatStorageT<float> CreateInvTimescale(
const Allocator& allocator, size_t qkv_dim, bool half_rope,
double base_frequency = 10000.0) {
const size_t rope_dim = half_rope ? qkv_dim / 2 : qkv_dim;
MatStorageT<float> inv_timescale("inv_timescale", rope_dim / 2, allocator);
for (size_t dim = 0; dim < rope_dim / 2; ++dim) {
const double freq_exponents =
static_cast<double>(2 * dim) / static_cast<double>(rope_dim);
// Replacing with expf(ln(1E4) * freq_exponents) changes results
// noticeably.
inv_timescale.Row(0)[dim] =
static_cast<float>(1.0 / std::pow(base_frequency, freq_exponents));
}
return inv_timescale;
}
struct SMOptions {
float* HWY_RESTRICT max_out = nullptr;
float* HWY_RESTRICT d_out = nullptr;
};
} // namespace gcpp
#endif // THIRD_PARTY_GEMMA_CPP_OPS_OPS_H_