gemma.cpp/util/app.h

268 lines
9.4 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 <stddef.h>
#include <stdio.h>
#include <memory>
#include <string>
#include "compression/io.h" // Path
#include "gemma/common.h"
#include "gemma/gemma.h" // For CreateGemma
#include "util/args.h"
#include "util/basics.h" // Tristate
#include "util/threading.h"
#include "hwy/base.h" // HWY_IS_ASAN
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";
} else if (HWY_IS_HWASAN) {
return "hwasan";
} else if (HWY_IS_UBSAN) {
return "ubsan";
} else if (HWY_IS_DEBUG_BUILD) {
return "dbg";
} else {
return "opt";
}
}
class AppArgs : public ArgsBase<AppArgs> {
public:
AppArgs(int argc, char* argv[]) { InitAndParse(argc, argv); }
AppArgs() { Init(); };
int verbosity;
size_t max_threads; // divided among the detected clusters
Tristate pin; // pin threads?
Tristate spin; // use spin waits?
// For BoundedSlice:
size_t skip_packages;
size_t max_packages;
size_t skip_clusters;
size_t max_clusters;
size_t skip_lps;
size_t max_lps;
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);
// The exact meaning is more subtle: see the comment at NestedPools ctor.
visitor(max_threads, "num_threads", size_t{0},
"Maximum number of threads to use; default 0 = unlimited.", 2);
visitor(pin, "pin", Tristate::kDefault,
"Pin threads? -1 = auto, 0 = no, 1 = yes.", 2);
visitor(spin, "spin", Tristate::kDefault,
"Use spin waits? -1 = auto, 0 = no, 1 = yes.", 2);
// These can be used to partition CPU sockets/packages and their
// clusters/CCXs across several program instances. The default is to use
// all available resources.
visitor(skip_packages, "skip_packages", size_t{0},
"Index of the first socket to use; default 0 = unlimited.", 2);
visitor(max_packages, "max_packages", size_t{0},
"Maximum number of sockets to use; default 0 = unlimited.", 2);
visitor(skip_clusters, "skip_clusters", size_t{0},
"Index of the first CCX to use; default 0 = unlimited.", 2);
visitor(max_clusters, "max_clusters", size_t{0},
"Maximum number of CCXs to use; default 0 = unlimited.", 2);
// These are only used when CPU topology is unknown.
visitor(skip_lps, "skip_lps", size_t{0},
"Index of the first LP to use; default 0 = unlimited.", 2);
visitor(max_lps, "max_lps", size_t{0},
"Maximum number of LPs to use; default 0 = unlimited.", 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);
}
};
static inline NestedPools CreatePools(const AppArgs& app) {
return NestedPools(app.max_threads, app.pin,
BoundedSlice(app.skip_packages, app.max_packages),
BoundedSlice(app.skip_clusters, app.max_clusters),
BoundedSlice(app.skip_lps, app.max_lps));
}
struct LoaderArgs : public ArgsBase<LoaderArgs> {
LoaderArgs(int argc, char* argv[]) { InitAndParse(argc, argv); }
LoaderArgs(const std::string& tokenizer_path, const std::string& weights_path,
const std::string& model) {
Init(); // Init sets to defaults, so assignments must come after Init().
tokenizer.path = tokenizer_path;
weights.path = weights_path;
model_type_str = model;
};
// Returns error string or nullptr if OK.
const char* Validate() {
if (const char* err = ParseModelTypeAndTraining(model_type_str, info_.model,
info_.training)) {
return err;
}
if (const char* err = ParseType(weight_type_str, info_.weight)) {
return err;
}
if (tokenizer.path.empty()) {
return "Missing --tokenizer flag, a file for the tokenizer is required.";
}
if (!tokenizer.Exists()) {
return "Can't open file specified with --tokenizer flag.";
}
if (!compressed_weights.path.empty()) {
if (weights.path.empty()) {
weights = compressed_weights;
} else {
return "Only one of --weights and --compressed_weights can be "
"specified. To create compressed weights use the "
"compress_weights tool.";
}
}
if (weights.path.empty()) {
return "Missing --weights flag, a file for the model weights.";
}
if (!weights.Exists()) {
return "Can't open file specified with --weights flag.";
}
return nullptr;
}
Path tokenizer;
Path weights; // weights file location
Path compressed_weights;
std::string model_type_str;
std::string weight_type_str;
template <class Visitor>
void ForEach(const Visitor& visitor) {
visitor(tokenizer, "tokenizer", Path(),
"Path name of tokenizer model file.\n Required argument.");
visitor(weights, "weights", Path(),
"Path name of model weights (.sbs) file.\n Required argument.");
visitor(compressed_weights, "compressed_weights", Path(),
"Alias for --weights.");
visitor(model_type_str, "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 "
"gr2b-it = griffin 2B parameters, instruction-tuned\n "
"gr2b-pt = griffin 2B parameters, pretrained\n "
" Required argument.");
visitor(weight_type_str, "weight_type", std::string("sfp"),
"Weight type\n f32 = float, bf16 = bfloat16, sfp = 8-bit FP\n"
" Required argument.");
}
// Uninitialized before Validate, must call after that.
const ModelInfo& Info() const { return info_; }
private:
// TODO(rays): remove this. Eventually ModelConfig will be loaded from the
// weights file, so we can remove the need for this struct entirely.
ModelInfo info_;
};
static inline Gemma CreateGemma(const LoaderArgs& loader, NestedPools& pools) {
return Gemma(loader.tokenizer, loader.weights, loader.Info(), pools);
}
static inline std::unique_ptr<Gemma> AllocateGemma(const LoaderArgs& loader,
NestedPools& pools) {
return std::make_unique<Gemma>(loader.tokenizer, loader.weights,
loader.Info(), pools);
}
struct InferenceArgs : public ArgsBase<InferenceArgs> {
InferenceArgs(int argc, char* argv[]) { InitAndParse(argc, argv); }
InferenceArgs() { Init(); };
size_t max_generated_tokens;
size_t prefill_tbatch_size;
size_t decode_qbatch_size;
float temperature;
bool deterministic;
bool multiturn;
Path image_file;
// Returns error string or nullptr if OK.
const char* Validate() const {
if (max_generated_tokens > gcpp::kSeqLen) {
return "max_generated_tokens is larger than the maximum sequence length "
"(see configs.h).";
}
return nullptr;
}
template <class Visitor>
void ForEach(const Visitor& visitor) {
visitor(max_generated_tokens, "max_generated_tokens", size_t{2048},
"Maximum number of tokens to generate.");
visitor(prefill_tbatch_size, "prefill_tbatch", size_t{64},
"Prefill: max tokens per batch.");
visitor(decode_qbatch_size, "decode_qbatch", size_t{16},
"Decode: max queries per batch.");
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)");
visitor(image_file, "image_file", Path(), "Image file to load.");
}
void CopyTo(RuntimeConfig& runtime_config) const {
runtime_config.max_generated_tokens = max_generated_tokens;
runtime_config.prefill_tbatch_size = prefill_tbatch_size;
runtime_config.decode_qbatch_size = decode_qbatch_size;
runtime_config.temperature = temperature;
}
};
} // namespace gcpp
#endif // THIRD_PARTY_GEMMA_CPP_UTIL_APP_H_