minigo/cc/main.cc at master · qipa/minigo

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// 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

// http://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 <unistd.h>

#include <cstring>

#include <iostream>

#include <memory>

#include <string>

#include <utility>

#include <vector>

#include "absl/memory/memory.h"

#include "absl/strings/match.h"

#include "absl/strings/numbers.h"

#include "absl/strings/str_cat.h"

#include "absl/strings/str_join.h"

#include "absl/strings/str_split.h"

#include "absl/strings/string_view.h"

#include "absl/time/clock.h"

#include "absl/time/time.h"

#include "cc/check.h"

#include "cc/constants.h"

#include "cc/dual_net.h"

#include "cc/file/filesystem.h"

#include "cc/file/helpers.h"

#include "cc/file/path.h"

#include "cc/gtp_player.h"

#include "cc/init.h"

#include "cc/mcts_player.h"

#include "cc/random.h"

#include "cc/sgf.h"

#include "cc/tf_utils.h"

#include "gflags/gflags.h"

DEFINE_uint64(seed, 0,

"Random seed. Use default value of 0 to use a time-based seed. "

"This seed is used to control the moves played, not whether a "

"game has resignation disabled or is a holdout.");

DEFINE_double(resign_threshold, -0.95, "Resign threshold.");

DEFINE_double(komi, minigo::kDefaultKomi, "Komi.");

DEFINE_bool(inject_noise, true,

"If true, inject noise into the root position at the start of "

"each tree search.");

DEFINE_bool(soft_pick, true,

"If true, choose moves early in the game with a probability "

"proportional to the number of times visited during tree search. "

"If false, always play the best move.");

DEFINE_bool(random_symmetry, true,

"If true, randomly flip & rotate the board features before running "

"the model and apply the inverse transform to the results.");

DEFINE_string(model, "",

"Path to a minigo model serialized as a GraphDef proto.");

DEFINE_string(output_dir, "",

"Output directory. If empty, no examples are written.");

DEFINE_string(holdout_dir, "",

"Holdout directory. If empty, no examples are written.");

DEFINE_string(sgf_dir, "", "SGF directory. If empty, no SGF is written.");

DEFINE_double(holdout_pct, 0.05,

"Fraction of games to hold out for validation.");

DEFINE_double(disable_resign_pct, 0.05,

"Fraction of games to disable resignation for.");

DEFINE_int32(num_readouts, 100,

"Number of readouts to make during tree search for each move.");

DEFINE_int32(batch_size, 8,

"Number of readouts to run inference on in parallel.");

DEFINE_string(mode, "", "Mode to run in: \"selfplay\" or \"gtp\"");

// Self play flags:

// --inject_noise=true

// --soft_pick=true

// --random_symmetery=true

// Two player flags:

// --inject_noise=false

// --soft_pick=false

// --random_symmetry=true

namespace minigo {

namespace {

std::string GetOutputName() {

auto timestamp = absl::ToUnixSeconds(absl::Now());

std::string output_name;

char hostname[64];

if (gethostname(hostname, sizeof(hostname)) != 0) {

std::strncpy(hostname, "unknown", sizeof(hostname));

}

return absl::StrCat(timestamp, "-", hostname);

}

void WriteExample(const std::string& output_dir, const std::string& output_name,

const MctsPlayer& player) {

MG_CHECK(file::RecursivelyCreateDir(output_dir));

// Write the TensorFlow examples.

std::vector<tensorflow::Example> examples;

examples.reserve(player.history().size());

for (const auto& h : player.history()) {

examples.push_back(

MakeTfExample(h.node->features, h.search_pi, player.result()));

}

auto output_path = file::JoinPath(output_dir, output_name + ".tfrecord.zz");

WriteTfExamples(output_path, examples);

}

void WriteSgf(const std::string& output_dir, const std::string& output_name,

const MctsPlayer& player, bool write_comments) {

MG_CHECK(file::RecursivelyCreateDir(output_dir));

std::vector<sgf::MoveWithComment> moves;

moves.reserve(player.history().size());

for (size_t i = 0; i < player.history().size(); ++i) {

const auto& h = player.history()[i];

const auto& color = h.node->position.to_play();

std::string comment;

if (write_comments) {

if (i == 0) {

comment = absl::StrCat(

"Resign Threshold: ", player.options().resign_threshold, "\n",

h.comment);

} else {

comment = h.comment;

}

moves.emplace_back(color, h.c, std::move(comment));

} else {

moves.emplace_back(color, h.c, "");

}

std::string player_name(file::Basename(FLAGS_model));

sgf::CreateSgfOptions options;

options.komi = player.options().komi;

options.result = player.result_string();

options.black_name = player_name;

options.white_name = player_name;

auto sgf_str = sgf::CreateSgfString(moves, options);

auto output_path = file::JoinPath(output_dir, output_name + ".sgf");

MG_CHECK(file::SetContents(output_path, sgf_str));

}

void ParseMctsPlayerOptionsFromFlags(MctsPlayer::Options* options) {

options->inject_noise = FLAGS_inject_noise;

options->soft_pick = FLAGS_soft_pick;

options->random_symmetry = FLAGS_random_symmetry;

options->resign_threshold = FLAGS_resign_threshold;

options->batch_size = FLAGS_batch_size;

options->komi = FLAGS_komi;

options->random_seed = FLAGS_seed;

}

void SelfPlay() {

auto dual_net = absl::make_unique<DualNet>();

dual_net->Initialize(FLAGS_model);

MctsPlayer::Options options;

ParseMctsPlayerOptionsFromFlags(&options);

Random rnd;

if (rnd() < FLAGS_disable_resign_pct) {

options.resign_threshold = -1;

}

auto player = absl::make_unique<MctsPlayer>(std::move(dual_net), options);

while (!player->game_over()) {

auto move = player->SuggestMove(FLAGS_num_readouts);

std::cerr << player->root()->position.ToPrettyString();

std::cerr << player->root()->Describe() << "\n";

player->PlayMove(move);

}

std::cerr << player->result_string() << "\n";

std::string output_name = GetOutputName();

std::string output_dir =

rnd() < FLAGS_holdout_pct ? FLAGS_holdout_dir : FLAGS_output_dir;

// Write example outputs.

if (!output_dir.empty()) {

WriteExample(output_dir, output_name, *player);

}

// Write SGF.

if (!FLAGS_sgf_dir.empty()) {

WriteSgf(file::JoinPath(FLAGS_sgf_dir, "clean"), output_name, *player,

false);

WriteSgf(file::JoinPath(FLAGS_sgf_dir, "full"), output_name, *player, true);

}

void Gtp() {

auto dual_net = absl::make_unique<DualNet>();

dual_net->Initialize(FLAGS_model);

GtpPlayer::Options options;

ParseMctsPlayerOptionsFromFlags(&options);

options.num_readouts = FLAGS_num_readouts;

options.name = absl::StrCat("minigo-", file::Basename(FLAGS_model));

auto player = absl::make_unique<GtpPlayer>(std::move(dual_net), options);

std::cout << "GTP engine ready" << std::endl;

std::string line;

do {

std::getline(std::cin, line);

} while (!std::cin.eof() && player->HandleCmd(line));

}

} // namespace

} // namespace minigo

int main(int argc, char* argv[]) {

minigo::Init(&argc, &argv);

if (FLAGS_mode == "selfplay") {

minigo::SelfPlay();

} else if (FLAGS_mode == "gtp") {

minigo::Gtp();

} else {

std::cerr << "Unrecognized mode \"" << FLAGS_mode << "\"\n";

return 1;

}

return 0;

}

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