gemma.cpp/examples/simplified_gemma/gemma.hpp

85 lines
2.8 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 app_licable 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 <stddef.h>
#include <cstdlib>
#include <cstring>
#include <iostream>
#include <set>
#include <string>
#include <vector>
#include "third_party/gemma_cpp/gemma/gemma.h"
#include "third_party/gemma_cpp/gemma/gemma_args.h" // GemmaArgs
#include "third_party/gemma_cpp/gemma/tokenizer.h"
#include "third_party/gemma_cpp/ops/matmul.h"
#include "third_party/gemma_cpp/util/threading_context.h"
#include "third_party/highway/hwy/base.h"
class SimplifiedGemma {
public:
SimplifiedGemma(const gcpp::GemmaArgs& args)
: ctx_(args.threading),
env_(ctx_),
gemma_(args, ctx_),
kv_cache_(gemma_.Config(), args.inference, ctx_.allocator) {}
void Generate(std::string& prompt, size_t max_generated_tokens = 1024,
float temperature = 0.7,
const std::set<int>& reject_tokens = {}) {
size_t generated = 0;
const std::vector<int> 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, this](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 = max_generated_tokens,
.temperature = temperature,
.verbosity = 0,
.stream_token = stream_token,
.accept_token =
[&](int token, float /* prob */) {
return !reject_tokens.contains(token);
},
};
gemma_.Generate(runtime_config, tokens, 0, kv_cache_, env_, timing_info);
}
~SimplifiedGemma() = default;
private:
gcpp::ThreadingContext ctx_;
gcpp::MatMulEnv env_;
gcpp::Gemma gemma_;
gcpp::KVCache kv_cache_;
std::string validation_error_;
};