mirror of https://github.com/google/gemma.cpp.git
92 lines
3.1 KiB
C++
92 lines
3.1 KiB
C++
// Copyright 2024 Google LLC
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// SPDX-License-Identifier: Apache-2.0
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// https://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by app_licable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include <stddef.h>
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#include <cstdlib>
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#include <cstring>
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#include <iostream>
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#include <set>
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#include <string>
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#include <vector>
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#include "third_party/gemma_cpp/gemma/gemma.h"
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#include "third_party/gemma_cpp/gemma/gemma_args.h" // LoaderArgs
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#include "third_party/gemma_cpp/gemma/tokenizer.h"
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#include "third_party/gemma_cpp/ops/matmul.h"
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#include "third_party/gemma_cpp/util/threading_context.h"
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#include "third_party/highway/hwy/base.h"
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class SimplifiedGemma {
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public:
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SimplifiedGemma(const gcpp::LoaderArgs& loader,
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const gcpp::ThreadingArgs& threading = gcpp::ThreadingArgs(),
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const gcpp::InferenceArgs& inference = gcpp::InferenceArgs())
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: ctx_(threading),
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env_(ctx_),
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gemma_(loader, inference, ctx_),
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kv_cache_(gemma_.Config(), inference, ctx_.allocator) {}
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SimplifiedGemma(int argc, char** argv)
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: SimplifiedGemma(gcpp::LoaderArgs(argc, argv),
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gcpp::ThreadingArgs(argc, argv),
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gcpp::InferenceArgs(argc, argv)) {}
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void Generate(std::string& prompt, size_t max_generated_tokens = 1024,
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float temperature = 0.7,
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const std::set<int>& reject_tokens = {}) {
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size_t generated = 0;
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const std::vector<int> tokens = gcpp::WrapAndTokenize(
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gemma_.Tokenizer(), gemma_.ChatTemplate(),
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gemma_.Config().wrapping, generated, prompt);
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const size_t prompt_size = tokens.size();
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// This callback function gets invoked every time a token is generated
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auto stream_token = [&generated, &prompt_size, this](int token, float) {
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++generated;
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if (generated < prompt_size) {
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// print feedback
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} else if (!gemma_.Config().IsEOS(token)) {
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std::string token_text;
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HWY_ASSERT(gemma_.Tokenizer().Decode({token}, &token_text));
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std::cout << token_text << std::flush;
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}
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return true;
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};
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gcpp::TimingInfo timing_info;
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gcpp::RuntimeConfig runtime_config = {
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.max_generated_tokens = max_generated_tokens,
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.temperature = temperature,
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.verbosity = 0,
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.stream_token = stream_token,
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.accept_token =
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[&](int token, float /* prob */) {
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return !reject_tokens.contains(token);
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},
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};
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gemma_.Generate(runtime_config, tokens, 0, kv_cache_, env_, timing_info);
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}
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~SimplifiedGemma() = default;
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private:
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gcpp::ThreadingContext ctx_;
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gcpp::MatMulEnv env_;
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gcpp::Gemma gemma_;
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gcpp::KVCache kv_cache_;
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std::string validation_error_;
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};
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