// 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 #include #include #include #include #include #include #include #include "gemma/gemma.h" #include "gemma/gemma_args.h" // LoaderArgs #include "gemma/tokenizer.h" #include "util/args.h" #include "util/threading_context.h" #include "hwy/base.h" int main(int argc, char** argv) { gcpp::LoaderArgs loader(argc, argv); gcpp::ThreadingArgs threading(argc, argv); gcpp::InferenceArgs inference(argc, argv); if (gcpp::HasHelp(argc, argv)) { loader.Help(); return 0; } // Demonstrate constrained decoding by never outputting certain tokens. std::set reject_tokens; for (int arg = 0; arg < argc; ++arg) { // Find a --reject flag and consume everything after it. if (strcmp(argv[arg], "--reject") == 0) { while (++arg < argc) reject_tokens.insert(atoi(argv[arg])); // NOLINT } } // Instantiate model and KV Cache gcpp::ThreadingContext ctx(threading); gcpp::MatMulEnv env(ctx); gcpp::Gemma gemma(loader, inference, ctx); gcpp::KVCache kv_cache(gemma.Config(), inference, ctx.allocator); size_t generated = 0; // Tokenize instructions. std::string prompt = "Write a greeting to the world."; const std::vector tokens = gcpp::WrapAndTokenize(gemma.Tokenizer(), gemma.ChatTemplate(), gemma.Config().wrapping, generated, prompt); const size_t prompt_size = tokens.size(); // This callback function gets invoked every time a token is generated auto stream_token = [&generated, &prompt_size, &gemma](int token, float) { ++generated; if (generated < prompt_size) { // print feedback } else if (!gemma.Config().IsEOS(token)) { std::string token_text; HWY_ASSERT(gemma.Tokenizer().Decode({token}, &token_text)); std::cout << token_text << std::flush; } return true; }; gcpp::TimingInfo timing_info; gcpp::RuntimeConfig runtime_config = { .max_generated_tokens = 1024, .temperature = 1.0, .verbosity = 0, .stream_token = stream_token, .accept_token = std::function([&](int token, float /* prob */) { return reject_tokens.find(token) == reject_tokens.end(); }), }; gemma.Generate(runtime_config, tokens, 0, kv_cache, env, timing_info); }