// Copyright 2023 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 // // 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. #ifndef THIRD_PARTY_GEMMA_CPP_COMPRESSION_TEST_UTIL_H_ #define THIRD_PARTY_GEMMA_CPP_COMPRESSION_TEST_UTIL_H_ #include #include #include #include "hwy/base.h" // IWYU pragma: begin_exports #include "compression/distortion.h" #include "compression/stats.h" #include "hwy/tests/test_util.h" // RandomState // IWYU pragma: end_exports namespace gcpp { // Returns random Gaussian (mean=0, stddev=1/3 similar to expected weights) // using the central limit theorem. Avoid std::normal_distribution for // consistent cross-platform output. HWY_INLINE double RandomGaussian(hwy::RandomState& rng) { uint64_t sum = 0; constexpr int kReps = 40; for (int rep = 0; rep < kReps; ++rep) { sum += hwy::Random32(&rng) & 0xFFFFF; } const double sum_f = static_cast(sum) / static_cast(0xFFFFF * kReps); HWY_ASSERT(0.0 <= sum_f && sum_f <= 1.0); const double plus_minus_1 = 2.0 * sum_f - 1.0; HWY_ASSERT(-1.0 <= plus_minus_1 && plus_minus_1 <= 1.0); // Normalize by stddev of sum of uniform random scaled to [-1, 1]. return plus_minus_1 * std::sqrt(kReps / 3.0); }; HWY_INLINE void VerifyGaussian(Stats& stats) { const double stddev = stats.StandardDeviation(); HWY_ASSERT(-0.01 <= stats.Mean() && stats.Mean() <= 0.01); HWY_ASSERT(0.30 <= stddev && stddev <= 0.35); HWY_ASSERT(-1.1 <= stats.Min() && stats.Min() <= -0.9); HWY_ASSERT(0.9 <= stats.Max() && stats.Max() <= 1.1); } } // namespace gcpp #endif // THIRD_PARTY_GEMMA_CPP_COMPRESSION_TEST_UTIL_H_