// 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. #include "gemma/gemma.h" #include #include #include #include "gemma/benchmark_helper.h" #include "gemma/common.h" #include "hwy/tests/hwy_gtest.h" namespace gcpp { namespace { // Shared state. Requires argc/argv, so construct in main and use the same raw // pointer approach as in benchmarks.cc. Note that the style guide forbids // non-local static variables with dtors. GemmaEnv* s_env = nullptr; class GemmaTest : public ::testing::Test { protected: std::string GemmaReply(const std::string& prompt) { s_env->SetMaxGeneratedTokens(2048); s_env->MutableConfig().temperature = 0.0f; // deterministic s_env->MutableConfig().verbosity = 0; // Using the turn structure worsens results. const std::vector tokens = s_env->TokenizeAndPrependBOS(prompt); auto [response, n] = s_env->QueryModel(tokens); return response; } void TestQuestions(const char* kQA[][2], size_t num_questions) { if (!s_env->GetModel()) return; for (size_t i = 0; i < num_questions; ++i) { fprintf(stderr, "Question %zu\n\n", i + 1); std::string response = GemmaReply(kQA[i][0]); fprintf(stderr, "'%s'\n\n", response.c_str()); EXPECT_TRUE(response.find(kQA[i][1]) != std::string::npos); // NOLINT } } }; TEST_F(GemmaTest, Geography) { static const char* kQA[][2] = { {"What is the capital of Hungary?", "Budapest"}, {"How many states does the US have?", "50"}, }; static const size_t kNum = sizeof(kQA) / sizeof(kQA[0]); TestQuestions(kQA, kNum); } TEST_F(GemmaTest, History) { static const char* kQA[][2] = { {"When was the battle of Hastings?", "1066"}, }; static const size_t kNum = sizeof(kQA) / sizeof(kQA[0]); TestQuestions(kQA, kNum); } TEST_F(GemmaTest, Arithmetic) { static const char* kQA[][2] = { {"what is 13 + 14?", "27"}, {"what is 7 * 8?", "56"}, }; static const size_t kNum = sizeof(kQA) / sizeof(kQA[0]); TestQuestions(kQA, kNum); } static const char kJingleBells[] = R"( Dashing through the snow In a one-horse open sleigh O'er the fields we go Laughing all the way Bells on bobtails ring Making spirits bright What fun it is to ride and sing A sleighing song tonight )"; // The "Hay Draft" of the Gettysburg Address. static const char kGettysburg[] = { "Four score and seven years ago our fathers brought forth, upon this " "continent, a new nation, conceived in Liberty, and dedicated to the " "proposition that all men are created equal.\n\nNow we are engaged in a " "great civil war, testing whether that nation, or any nation, so " "conceived, and so dedicated, can long endure. We are met here on a great " "battlefield of that war. We have come to dedicate a portion of it as a " "final resting place for those who here gave their lives that that nation " "might live. It is altogether fitting and proper that we should do " "this.\n\nBut in a larger sense we can not dedicate -- we can not " "consecrate -- we can not hallow this ground. The brave men, living and " "dead, who struggled, here, have consecrated it far above our poor power " "to add or detract. The world will little note, nor long remember, what we " "say here, but can never forget what they did here. It is for us, the " "living, rather to be dedicated here to the unfinished work which they " "have, thus far, so nobly carried on. It is rather for us to be here " "dedicated to the great task remaining before us -- that from these " "honored dead we take increased devotion to that cause for which they here " "gave the last full measure of devotion -- that we here highly resolve " "that these dead shall not have died in vain; that this nation shall have " "a new birth of freedom; and that this government of the people, by the " "people, for the people, shall not perish from the earth.\n"}; TEST_F(GemmaTest, CrossEntropySmall) { if (!s_env->GetModel()) return; static const char kSmall[] = "The capital of Hungary is Budapest which is located in Europe."; float entropy = s_env->CrossEntropy(kSmall); fprintf(stderr, "per-byte entropy: %f\n", entropy); EXPECT_LT(entropy, (s_env->ModelType() == gcpp::Model::GEMMA_7B) ? 2.1f : 2.0f); } TEST_F(GemmaTest, CrossEntropyJingleBells) { if (!s_env->GetModel()) return; float entropy = s_env->CrossEntropy(kJingleBells); fprintf(stderr, "per-byte entropy: %f\n", entropy); EXPECT_LT(entropy, (s_env->ModelType() == gcpp::Model::GEMMA_7B) ? 0.9f : 1.8f); } TEST_F(GemmaTest, CrossEntropyGettysburg) { if (!s_env->GetModel()) return; float entropy = s_env->CrossEntropy(kGettysburg); fprintf(stderr, "per-byte entropy: %f\n", entropy); EXPECT_LT(entropy, (s_env->ModelType() == gcpp::Model::GEMMA_7B) ? 0.8f : 1.2f); } } // namespace } // namespace gcpp int main(int argc, char** argv) { gcpp::GemmaEnv env(argc, argv); gcpp::s_env = &env; testing::InitGoogleTest(&argc, argv); return RUN_ALL_TESTS(); }