gemma.cpp/util/app.h

246 lines
8.0 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 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.
// Shared between various frontends.
#ifndef THIRD_PARTY_GEMMA_CPP_UTIL_APP_H_
#define THIRD_PARTY_GEMMA_CPP_UTIL_APP_H_
#include <iterator>
#if HWY_OS_LINUX
#include <sched.h>
#include <cctype>
#include <cerrno> // IDE does not recognize errno.h as providing errno.
#include <string>
#endif
#include <stddef.h>
#include <stdio.h>
#include <algorithm> // std::clamp
#include <thread> // NOLINT>
// copybara:import_next_line:gemma_cpp
#include "configs.h"
// copybara:import_next_line:gemma_cpp
#include "gemma.h"
// copybara:import_next_line:gemma_cpp
#include "util/args.h"
#include "hwy/base.h" // HWY_ASSERT
namespace gcpp {
static inline const char* CompiledConfig() {
if (HWY_IS_ASAN) {
return "asan";
} else if (HWY_IS_MSAN) {
return "msan";
} else if (HWY_IS_TSAN) {
return "tsan";
#if defined(HWY_IS_UBSAN)
} else if (HWY_IS_UBSAN) {
return "ubsan";
#endif
} else if (HWY_IS_DEBUG_BUILD) {
return "dbg";
} else {
return "opt";
}
}
static inline void PinThreadToCore(size_t cpu_index) {
#if HWY_OS_LINUX
// Forces the thread to run on the logical processor with the same number.
cpu_set_t cset; // bit array
CPU_ZERO(&cset); // clear all
CPU_SET(cpu_index, &cset); // set bit indicating which processor to run on.
const int err = sched_setaffinity(0, sizeof(cset), &cset);
if (err != 0) {
fprintf(stderr,
"sched_setaffinity returned %d, errno %d. Can happen if running in "
"a container; this warning is safe to ignore.\n",
err, errno);
}
#else
(void)cpu_index;
#endif
}
class AppArgs : public ArgsBase<AppArgs> {
static constexpr size_t kDefaultNumThreads = ~size_t{0};
void ChooseNumThreads() {
if (num_threads == kDefaultNumThreads) {
// This is a rough heuristic, replace with something better in the future.
num_threads = static_cast<size_t>(std::clamp(
static_cast<int>(std::thread::hardware_concurrency()) - 2, 1, 18));
}
}
public:
AppArgs(int argc, char* argv[]) {
InitAndParse(argc, argv);
ChooseNumThreads();
}
Path log; // output
int verbosity;
size_t num_threads;
std::string eot_line;
template <class Visitor>
void ForEach(const Visitor& visitor) {
visitor(verbosity, "verbosity", 1,
"Show verbose developer information\n 0 = only print generation "
"output\n 1 = standard user-facing terminal ui\n 2 = show "
"developer/debug info).\n Default = 1.",
2);
visitor(num_threads, "num_threads",
kDefaultNumThreads, // see ChooseNumThreads
"Number of threads to use.\n Default = Estimate of the "
"number of suupported concurrent threads.",
2);
visitor(
eot_line, "eot_line", std::string(""),
"End of turn line. "
"When you specify this, the prompt will be all lines "
"before the line where only the given string appears.\n Default = "
"When a newline is encountered, that signals the end of the turn.",
2);
}
};
struct LoaderArgs : public ArgsBase<LoaderArgs> {
LoaderArgs(int argc, char* argv[]) { InitAndParse(argc, argv); }
static std::string ToLower(const std::string& text) {
std::string result = text;
std::transform(begin(result), end(result), begin(result),
[](unsigned char c) { return std::tolower(c); });
return result;
}
gcpp::Model ModelType() const {
const std::string model_type_lc = ToLower(model_type);
if (model_type_lc == "2b-pt" || model_type_lc == "2b-it") {
return gcpp::Model::GEMMA_2B;
} else {
return gcpp::Model::GEMMA_7B;
}
}
gcpp::ModelTraining ModelTraining() const {
const std::string model_type_lc = ToLower(model_type);
if (model_type_lc == "7b-pt" || model_type_lc == "2b-pt") {
return gcpp::ModelTraining::GEMMA_PT;
} else {
return gcpp::ModelTraining::GEMMA_IT;
}
}
// Returns error string or nullptr if OK.
const char* Validate() const {
const std::string model_type_lc = ToLower(model_type);
if (model_type.empty()) {
return "Missing --model flag, need to specify either 2b-pt, 7b-pt, "
"2b-it, or 7b-it.";
}
if (model_type_lc != "2b-pt" && model_type_lc != "7b-pt" &&
model_type_lc != "2b-it" && model_type_lc != "7b-it") {
return "Model type must be 2b-pt, 7b-pt, 2b-it, or "
"7b-it.";
}
if (tokenizer.path.empty()) {
return "Missing --tokenizer flag, a file for the tokenizer is required.";
}
if (compressed_weights.path.empty()) {
return "Missing --compressed_weights flag, a file for the compressed "
"model.";
}
return nullptr;
}
Path tokenizer;
Path weights; // uncompressed weights file location
Path compressed_weights; // compressed weights file location
std::string model_type;
template <class Visitor>
void ForEach(const Visitor& visitor) {
visitor(tokenizer, "tokenizer", Path(),
"Path name of tokenizer model file.\n Required argument.");
visitor(
compressed_weights, "compressed_weights", Path(),
"Path name of compressed weights file, regenerated from `--weights` "
"file if "
"the compressed weights file does not exist.\n Required argument.");
visitor(model_type, "model", std::string(),
"Model type\n 2b-it = 2B parameters, instruction-tuned\n "
"2b-pt = 2B parameters, pretrained\n 7b-it = 7B parameters "
"instruction-tuned\n 7b-pt = 7B parameters, pretrained\n"
" Required argument.");
visitor(weights, "weights", Path(),
"Path name of model weights (.sbs) file. Only required if "
"compressed_weights file is not present and needs to be "
"regenerated. This parameter is only required for compressing"
"new model weight exports, otherwise it is not needed.");
}
};
struct InferenceArgs : public ArgsBase<InferenceArgs> {
InferenceArgs(int argc, char* argv[]) { InitAndParse(argc, argv); }
size_t max_tokens;
size_t max_generated_tokens;
float temperature;
bool deterministic;
bool multiturn;
// Returns error string or nullptr if OK.
const char* Validate() const {
if (max_tokens > gcpp::kSeqLen) {
return "max_tokens is larger than the maximum sequence length (see "
"configs.h).";
}
if (max_generated_tokens > max_tokens) {
return "Maximum number of generated tokens is larger than the maximum "
"total tokens.";
}
return nullptr;
}
template <class Visitor>
void ForEach(const Visitor& visitor) {
visitor(max_tokens, "max_tokens", size_t{3072},
"Maximum number of tokens in prompt + generation.");
visitor(max_generated_tokens, "max_generated_tokens", size_t{2048},
"Maximum number of tokens to generate.");
visitor(temperature, "temperature", 1.0f, "Temperature for top-K", 2);
visitor(deterministic, "deterministic", false,
"Make top-k sampling deterministic", 2);
visitor(multiturn, "multiturn", false,
"Multiturn mode\n 0 = clear KV cache after every "
"interaction\n 1 = continue KV cache after every interaction\n "
" Default : 0 (conversation "
"resets every turn)");
}
};
} // namespace gcpp
#endif // THIRD_PARTY_GEMMA_CPP_UTIL_APP_H_