Coverage Report

Created: 2024-11-22 16:10

/root/doris/be/src/util/s3_util.cpp
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Source (jump to first uncovered line)
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// Licensed to the Apache Software Foundation (ASF) under one
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// or more contributor license agreements.  See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership.  The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "License"); you may not use this file except in compliance
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// with the License.  You may obtain a copy of the License at
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//
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//   http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing,
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// software distributed under the License is distributed on an
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// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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// KIND, either express or implied.  See the License for the
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// specific language governing permissions and limitations
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// under the License.
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18
#include "util/s3_util.h"
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20
#include <aws/core/auth/AWSAuthSigner.h>
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#include <aws/core/auth/AWSCredentials.h>
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#include <aws/core/auth/AWSCredentialsProviderChain.h>
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#include <aws/core/client/DefaultRetryStrategy.h>
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#include <aws/core/utils/logging/LogLevel.h>
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#include <aws/core/utils/logging/LogSystemInterface.h>
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#include <aws/core/utils/memory/stl/AWSStringStream.h>
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#include <aws/s3/S3Client.h>
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#include <bvar/reducer.h>
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#include <util/string_util.h>
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31
#include <atomic>
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#ifdef USE_AZURE
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#include <azure/storage/blobs/blob_container_client.hpp>
34
#endif
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#include <cstdlib>
36
#include <filesystem>
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#include <functional>
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#include <memory>
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#include <ostream>
40
#include <utility>
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42
#include "common/config.h"
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#include "common/logging.h"
44
#include "common/status.h"
45
#include "cpp/obj_retry_strategy.h"
46
#include "cpp/sync_point.h"
47
#ifdef USE_AZURE
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#include "io/fs/azure_obj_storage_client.h"
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#endif
50
#include "io/fs/obj_storage_client.h"
51
#include "io/fs/s3_obj_storage_client.h"
52
#include "runtime/exec_env.h"
53
#include "s3_uri.h"
54
#include "vec/exec/scan/scanner_scheduler.h"
55
56
namespace doris {
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namespace s3_bvar {
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bvar::LatencyRecorder s3_get_latency("s3_get");
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bvar::LatencyRecorder s3_put_latency("s3_put");
60
bvar::LatencyRecorder s3_delete_object_latency("s3_delete_object");
61
bvar::LatencyRecorder s3_delete_objects_latency("s3_delete_objects");
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bvar::LatencyRecorder s3_head_latency("s3_head");
63
bvar::LatencyRecorder s3_multi_part_upload_latency("s3_multi_part_upload");
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bvar::LatencyRecorder s3_list_latency("s3_list");
65
bvar::LatencyRecorder s3_list_object_versions_latency("s3_list_object_versions");
66
bvar::LatencyRecorder s3_get_bucket_version_latency("s3_get_bucket_version");
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bvar::LatencyRecorder s3_copy_object_latency("s3_copy_object");
68
}; // namespace s3_bvar
69
70
namespace {
71
72
2
doris::Status is_s3_conf_valid(const S3ClientConf& conf) {
73
2
    if (conf.endpoint.empty()) {
74
0
        return Status::InvalidArgument<false>("Invalid s3 conf, empty endpoint");
75
0
    }
76
2
    if (conf.region.empty()) {
77
0
        return Status::InvalidArgument<false>("Invalid s3 conf, empty region");
78
0
    }
79
2
    if (conf.ak.empty()) {
80
0
        return Status::InvalidArgument<false>("Invalid s3 conf, empty ak");
81
0
    }
82
2
    if (conf.sk.empty()) {
83
0
        return Status::InvalidArgument<false>("Invalid s3 conf, empty sk");
84
0
    }
85
2
    return Status::OK();
86
2
}
87
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// Return true is convert `str` to int successfully
89
0
bool to_int(std::string_view str, int& res) {
90
0
    auto [_, ec] = std::from_chars(str.data(), str.data() + str.size(), res);
91
0
    return ec == std::errc {};
92
0
}
93
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constexpr char USE_PATH_STYLE[] = "use_path_style";
95
96
constexpr char AZURE_PROVIDER_STRING[] = "AZURE";
97
constexpr char S3_PROVIDER[] = "provider";
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constexpr char S3_AK[] = "AWS_ACCESS_KEY";
99
constexpr char S3_SK[] = "AWS_SECRET_KEY";
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constexpr char S3_ENDPOINT[] = "AWS_ENDPOINT";
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constexpr char S3_REGION[] = "AWS_REGION";
102
constexpr char S3_TOKEN[] = "AWS_TOKEN";
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constexpr char S3_MAX_CONN_SIZE[] = "AWS_MAX_CONN_SIZE";
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constexpr char S3_REQUEST_TIMEOUT_MS[] = "AWS_REQUEST_TIMEOUT_MS";
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constexpr char S3_CONN_TIMEOUT_MS[] = "AWS_CONNECTION_TIMEOUT_MS";
106
107
2
auto metric_func_factory(bvar::Adder<int64_t>& ns_bvar, bvar::Adder<int64_t>& req_num_bvar) {
108
2
    return [&](int64_t ns) {
109
0
        if (ns > 0) {
110
0
            ns_bvar << ns;
111
0
        } else {
112
0
            req_num_bvar << 1;
113
0
        }
114
0
    };
115
2
}
116
117
} // namespace
118
119
bvar::Adder<int64_t> get_rate_limit_ns("get_rate_limit_ns");
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bvar::Adder<int64_t> get_rate_limit_exceed_req_num("get_rate_limit_exceed_req_num");
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bvar::Adder<int64_t> put_rate_limit_ns("put_rate_limit_ns");
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bvar::Adder<int64_t> put_rate_limit_exceed_req_num("put_rate_limit_exceed_req_num");
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0
S3RateLimiterHolder* S3ClientFactory::rate_limiter(S3RateLimitType type) {
125
0
    CHECK(type == S3RateLimitType::GET || type == S3RateLimitType::PUT) << to_string(type);
126
0
    return _rate_limiters[static_cast<size_t>(type)].get();
127
0
}
128
129
0
int reset_s3_rate_limiter(S3RateLimitType type, size_t max_speed, size_t max_burst, size_t limit) {
130
0
    if (type == S3RateLimitType::UNKNOWN) {
131
0
        return -1;
132
0
    }
133
0
    return S3ClientFactory::instance().rate_limiter(type)->reset(max_speed, max_burst, limit);
134
0
}
135
136
class DorisAWSLogger final : public Aws::Utils::Logging::LogSystemInterface {
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public:
138
0
    DorisAWSLogger() : _log_level(Aws::Utils::Logging::LogLevel::Info) {}
139
0
    DorisAWSLogger(Aws::Utils::Logging::LogLevel log_level) : _log_level(log_level) {}
140
0
    ~DorisAWSLogger() final = default;
141
0
    Aws::Utils::Logging::LogLevel GetLogLevel() const final { return _log_level; }
142
    void Log(Aws::Utils::Logging::LogLevel log_level, const char* tag, const char* format_str,
143
0
             ...) final {
144
0
        _log_impl(log_level, tag, format_str);
145
0
    }
146
    void LogStream(Aws::Utils::Logging::LogLevel log_level, const char* tag,
147
0
                   const Aws::OStringStream& message_stream) final {
148
0
        _log_impl(log_level, tag, message_stream.str().c_str());
149
0
    }
150
151
0
    void Flush() final {}
152
153
private:
154
0
    void _log_impl(Aws::Utils::Logging::LogLevel log_level, const char* tag, const char* message) {
155
0
        switch (log_level) {
156
0
        case Aws::Utils::Logging::LogLevel::Off:
157
0
            break;
158
0
        case Aws::Utils::Logging::LogLevel::Fatal:
159
0
            LOG(FATAL) << "[" << tag << "] " << message;
160
0
            break;
161
0
        case Aws::Utils::Logging::LogLevel::Error:
162
0
            LOG(ERROR) << "[" << tag << "] " << message;
163
0
            break;
164
0
        case Aws::Utils::Logging::LogLevel::Warn:
165
0
            LOG(WARNING) << "[" << tag << "] " << message;
166
0
            break;
167
0
        case Aws::Utils::Logging::LogLevel::Info:
168
0
            LOG(INFO) << "[" << tag << "] " << message;
169
0
            break;
170
0
        case Aws::Utils::Logging::LogLevel::Debug:
171
0
            LOG(INFO) << "[" << tag << "] " << message;
172
0
            break;
173
0
        case Aws::Utils::Logging::LogLevel::Trace:
174
0
            LOG(INFO) << "[" << tag << "] " << message;
175
0
            break;
176
0
        default:
177
0
            break;
178
0
        }
179
0
    }
180
181
    std::atomic<Aws::Utils::Logging::LogLevel> _log_level;
182
};
183
184
1
S3ClientFactory::S3ClientFactory() {
185
1
    _aws_options = Aws::SDKOptions {};
186
1
    auto logLevel = static_cast<Aws::Utils::Logging::LogLevel>(config::aws_log_level);
187
1
    _aws_options.loggingOptions.logLevel = logLevel;
188
1
    _aws_options.loggingOptions.logger_create_fn = [logLevel] {
189
0
        return std::make_shared<DorisAWSLogger>(logLevel);
190
0
    };
191
1
    Aws::InitAPI(_aws_options);
192
1
    _ca_cert_file_path = get_valid_ca_cert_path();
193
1
    _rate_limiters = {
194
1
            std::make_unique<S3RateLimiterHolder>(
195
1
                    S3RateLimitType::GET, config::s3_get_token_per_second,
196
1
                    config::s3_get_bucket_tokens, config::s3_get_token_limit,
197
1
                    metric_func_factory(get_rate_limit_ns, get_rate_limit_exceed_req_num)),
198
1
            std::make_unique<S3RateLimiterHolder>(
199
1
                    S3RateLimitType::PUT, config::s3_put_token_per_second,
200
1
                    config::s3_put_bucket_tokens, config::s3_put_token_limit,
201
1
                    metric_func_factory(put_rate_limit_ns, put_rate_limit_exceed_req_num))};
202
1
}
203
204
2
std::string S3ClientFactory::get_valid_ca_cert_path() {
205
2
    auto vec_ca_file_path = doris::split(config::ca_cert_file_paths, ";");
206
2
    auto it = vec_ca_file_path.begin();
207
2
    for (; it != vec_ca_file_path.end(); ++it) {
208
2
        if (std::filesystem::exists(*it)) {
209
2
            return *it;
210
2
        }
211
2
    }
212
0
    return "";
213
2
}
214
215
1
S3ClientFactory::~S3ClientFactory() {
216
1
    Aws::ShutdownAPI(_aws_options);
217
1
}
218
219
2
S3ClientFactory& S3ClientFactory::instance() {
220
2
    static S3ClientFactory ret;
221
2
    return ret;
222
2
}
223
224
2
std::shared_ptr<io::ObjStorageClient> S3ClientFactory::create(const S3ClientConf& s3_conf) {
225
2
    if (!is_s3_conf_valid(s3_conf).ok()) {
226
0
        return nullptr;
227
0
    }
228
229
2
    uint64_t hash = s3_conf.get_hash();
230
2
    {
231
2
        std::lock_guard l(_lock);
232
2
        auto it = _cache.find(hash);
233
2
        if (it != _cache.end()) {
234
0
            return it->second;
235
0
        }
236
2
    }
237
238
2
    auto obj_client = (s3_conf.provider == io::ObjStorageType::AZURE)
239
2
                              ? _create_azure_client(s3_conf)
240
2
                              : _create_s3_client(s3_conf);
241
242
2
    {
243
2
        uint64_t hash = s3_conf.get_hash();
244
2
        std::lock_guard l(_lock);
245
2
        _cache[hash] = obj_client;
246
2
    }
247
2
    return obj_client;
248
2
}
249
250
std::shared_ptr<io::ObjStorageClient> S3ClientFactory::_create_azure_client(
251
0
        const S3ClientConf& s3_conf) {
252
0
#ifdef USE_AZURE
253
0
    auto cred =
254
0
            std::make_shared<Azure::Storage::StorageSharedKeyCredential>(s3_conf.ak, s3_conf.sk);
255
256
0
    const std::string container_name = s3_conf.bucket;
257
0
    const std::string uri = fmt::format("{}://{}.blob.core.windows.net/{}",
258
0
                                        config::s3_client_http_scheme, s3_conf.ak, container_name);
259
260
0
    auto containerClient = std::make_shared<Azure::Storage::Blobs::BlobContainerClient>(uri, cred);
261
0
    LOG_INFO("create one azure client with {}", s3_conf.to_string());
262
0
    return std::make_shared<io::AzureObjStorageClient>(std::move(containerClient));
263
#else
264
    LOG_FATAL("BE is not compiled with azure support, export BUILD_AZURE=ON before building");
265
    return nullptr;
266
#endif
267
0
}
268
269
std::shared_ptr<io::ObjStorageClient> S3ClientFactory::_create_s3_client(
270
2
        const S3ClientConf& s3_conf) {
271
2
    TEST_SYNC_POINT_RETURN_WITH_VALUE(
272
1
            "s3_client_factory::create",
273
1
            std::make_shared<io::S3ObjStorageClient>(std::make_shared<Aws::S3::S3Client>()));
274
1
    Aws::Client::ClientConfiguration aws_config = S3ClientFactory::getClientConfiguration();
275
1
    aws_config.endpointOverride = s3_conf.endpoint;
276
1
    aws_config.region = s3_conf.region;
277
1
    std::string ca_cert = get_valid_ca_cert_path();
278
1
    if ("" != _ca_cert_file_path) {
279
1
        aws_config.caFile = _ca_cert_file_path;
280
1
    } else {
281
        // config::ca_cert_file_paths is valmutable,get newest value if file path invaild
282
0
        _ca_cert_file_path = get_valid_ca_cert_path();
283
0
        if ("" != _ca_cert_file_path) {
284
0
            aws_config.caFile = _ca_cert_file_path;
285
0
        }
286
0
    }
287
1
    if (s3_conf.max_connections > 0) {
288
0
        aws_config.maxConnections = s3_conf.max_connections;
289
1
    } else {
290
1
#ifdef BE_TEST
291
        // the S3Client may shared by many threads.
292
        // So need to set the number of connections large enough.
293
1
        aws_config.maxConnections = config::doris_scanner_thread_pool_thread_num;
294
#else
295
        aws_config.maxConnections =
296
                ExecEnv::GetInstance()->scanner_scheduler()->remote_thread_pool_max_thread_num();
297
#endif
298
1
    }
299
300
1
    if (s3_conf.request_timeout_ms > 0) {
301
0
        aws_config.requestTimeoutMs = s3_conf.request_timeout_ms;
302
0
    }
303
1
    if (s3_conf.connect_timeout_ms > 0) {
304
0
        aws_config.connectTimeoutMs = s3_conf.connect_timeout_ms;
305
0
    }
306
307
1
    if (config::s3_client_http_scheme == "http") {
308
1
        aws_config.scheme = Aws::Http::Scheme::HTTP;
309
1
    }
310
311
1
    aws_config.retryStrategy = std::make_shared<S3CustomRetryStrategy>(
312
1
            config::max_s3_client_retry /*scaleFactor = 25*/);
313
1
    std::shared_ptr<Aws::S3::S3Client> new_client;
314
1
    if (!s3_conf.ak.empty() && !s3_conf.sk.empty()) {
315
1
        Aws::Auth::AWSCredentials aws_cred(s3_conf.ak, s3_conf.sk);
316
1
        DCHECK(!aws_cred.IsExpiredOrEmpty());
317
1
        if (!s3_conf.token.empty()) {
318
0
            aws_cred.SetSessionToken(s3_conf.token);
319
0
        }
320
1
        new_client = std::make_shared<Aws::S3::S3Client>(
321
1
                std::move(aws_cred), std::move(aws_config),
322
1
                Aws::Client::AWSAuthV4Signer::PayloadSigningPolicy::Never,
323
1
                s3_conf.use_virtual_addressing);
324
1
    } else {
325
0
        std::shared_ptr<Aws::Auth::AWSCredentialsProvider> aws_provider_chain =
326
0
                std::make_shared<Aws::Auth::DefaultAWSCredentialsProviderChain>();
327
0
        new_client = std::make_shared<Aws::S3::S3Client>(
328
0
                std::move(aws_provider_chain), std::move(aws_config),
329
0
                Aws::Client::AWSAuthV4Signer::PayloadSigningPolicy::Never,
330
0
                s3_conf.use_virtual_addressing);
331
0
    }
332
333
1
    auto obj_client = std::make_shared<io::S3ObjStorageClient>(std::move(new_client));
334
1
    LOG_INFO("create one s3 client with {}", s3_conf.to_string());
335
1
    return obj_client;
336
2
}
337
338
Status S3ClientFactory::convert_properties_to_s3_conf(
339
0
        const std::map<std::string, std::string>& prop, const S3URI& s3_uri, S3Conf* s3_conf) {
340
0
    StringCaseMap<std::string> properties(prop.begin(), prop.end());
341
0
    if (auto it = properties.find(S3_AK); it != properties.end()) {
342
0
        s3_conf->client_conf.ak = it->second;
343
0
    }
344
0
    if (auto it = properties.find(S3_SK); it != properties.end()) {
345
0
        s3_conf->client_conf.sk = it->second;
346
0
    }
347
0
    if (auto it = properties.find(S3_TOKEN); it != properties.end()) {
348
0
        s3_conf->client_conf.token = it->second;
349
0
    }
350
0
    if (auto it = properties.find(S3_ENDPOINT); it != properties.end()) {
351
0
        s3_conf->client_conf.endpoint = it->second;
352
0
    }
353
0
    if (auto it = properties.find(S3_REGION); it != properties.end()) {
354
0
        s3_conf->client_conf.region = it->second;
355
0
    }
356
0
    if (auto it = properties.find(S3_MAX_CONN_SIZE); it != properties.end()) {
357
0
        if (!to_int(it->second, s3_conf->client_conf.max_connections)) {
358
0
            return Status::InvalidArgument("invalid {} value \"{}\"", S3_MAX_CONN_SIZE, it->second);
359
0
        }
360
0
    }
361
0
    if (auto it = properties.find(S3_REQUEST_TIMEOUT_MS); it != properties.end()) {
362
0
        if (!to_int(it->second, s3_conf->client_conf.request_timeout_ms)) {
363
0
            return Status::InvalidArgument("invalid {} value \"{}\"", S3_REQUEST_TIMEOUT_MS,
364
0
                                           it->second);
365
0
        }
366
0
    }
367
0
    if (auto it = properties.find(S3_CONN_TIMEOUT_MS); it != properties.end()) {
368
0
        if (!to_int(it->second, s3_conf->client_conf.connect_timeout_ms)) {
369
0
            return Status::InvalidArgument("invalid {} value \"{}\"", S3_CONN_TIMEOUT_MS,
370
0
                                           it->second);
371
0
        }
372
0
    }
373
0
    if (auto it = properties.find(S3_PROVIDER); it != properties.end()) {
374
        // S3 Provider properties should be case insensitive.
375
0
        if (0 == strcasecmp(it->second.c_str(), AZURE_PROVIDER_STRING)) {
376
0
            s3_conf->client_conf.provider = io::ObjStorageType::AZURE;
377
0
        }
378
0
    }
379
380
0
    if (s3_uri.get_bucket().empty()) {
381
0
        return Status::InvalidArgument("Invalid S3 URI {}, bucket is not specified",
382
0
                                       s3_uri.to_string());
383
0
    }
384
0
    s3_conf->bucket = s3_uri.get_bucket();
385
    // For azure's compatibility
386
0
    s3_conf->client_conf.bucket = s3_uri.get_bucket();
387
0
    s3_conf->prefix = "";
388
389
    // See https://sdk.amazonaws.com/cpp/api/LATEST/class_aws_1_1_s3_1_1_s3_client.html
390
0
    s3_conf->client_conf.use_virtual_addressing = true;
391
0
    if (auto it = properties.find(USE_PATH_STYLE); it != properties.end()) {
392
0
        s3_conf->client_conf.use_virtual_addressing = it->second != "true";
393
0
    }
394
395
0
    if (auto st = is_s3_conf_valid(s3_conf->client_conf); !st.ok()) {
396
0
        return st;
397
0
    }
398
0
    return Status::OK();
399
0
}
400
401
0
S3Conf S3Conf::get_s3_conf(const cloud::ObjectStoreInfoPB& info) {
402
0
    S3Conf ret {
403
0
            .bucket = info.bucket(),
404
0
            .prefix = info.prefix(),
405
0
            .client_conf {.endpoint = info.endpoint(),
406
0
                          .region = info.region(),
407
0
                          .ak = info.ak(),
408
0
                          .sk = info.sk(),
409
0
                          .token {},
410
0
                          .bucket = info.bucket(),
411
0
                          .provider = io::ObjStorageType::AWS,
412
0
                          .use_virtual_addressing =
413
0
                                  info.has_use_path_style() ? !info.use_path_style() : true},
414
0
            .sse_enabled = info.sse_enabled(),
415
0
    };
416
417
0
    io::ObjStorageType type = io::ObjStorageType::AWS;
418
0
    switch (info.provider()) {
419
0
    case cloud::ObjectStoreInfoPB_Provider_OSS:
420
0
        type = io::ObjStorageType::OSS;
421
0
        break;
422
0
    case cloud::ObjectStoreInfoPB_Provider_S3:
423
0
        type = io::ObjStorageType::AWS;
424
0
        break;
425
0
    case cloud::ObjectStoreInfoPB_Provider_COS:
426
0
        type = io::ObjStorageType::COS;
427
0
        break;
428
0
    case cloud::ObjectStoreInfoPB_Provider_OBS:
429
0
        type = io::ObjStorageType::OBS;
430
0
        break;
431
0
    case cloud::ObjectStoreInfoPB_Provider_BOS:
432
0
        type = io::ObjStorageType::BOS;
433
0
        break;
434
0
    case cloud::ObjectStoreInfoPB_Provider_GCP:
435
0
        type = io::ObjStorageType::GCP;
436
0
        break;
437
0
    case cloud::ObjectStoreInfoPB_Provider_AZURE:
438
0
        type = io::ObjStorageType::AZURE;
439
0
        break;
440
0
    default:
441
0
        LOG_FATAL("unknown provider type {}, info {}", info.provider(), ret.to_string());
442
0
        __builtin_unreachable();
443
0
    }
444
0
    ret.client_conf.provider = type;
445
0
    return ret;
446
0
}
447
448
0
S3Conf S3Conf::get_s3_conf(const TS3StorageParam& param) {
449
0
    S3Conf ret {
450
0
            .bucket = param.bucket,
451
0
            .prefix = param.root_path,
452
0
            .client_conf = {
453
0
                    .endpoint = param.endpoint,
454
0
                    .region = param.region,
455
0
                    .ak = param.ak,
456
0
                    .sk = param.sk,
457
0
                    .token = param.token,
458
0
                    .bucket = param.bucket,
459
0
                    .provider = io::ObjStorageType::AWS,
460
0
                    .max_connections = param.max_conn,
461
0
                    .request_timeout_ms = param.request_timeout_ms,
462
0
                    .connect_timeout_ms = param.conn_timeout_ms,
463
                    // When using cold heat separation in minio, user might use ip address directly,
464
                    // which needs enable use_virtual_addressing to true
465
0
                    .use_virtual_addressing = !param.use_path_style,
466
0
            }};
467
0
    io::ObjStorageType type = io::ObjStorageType::AWS;
468
0
    switch (param.provider) {
469
0
    case TObjStorageType::UNKNOWN:
470
0
        LOG_INFO("Receive one legal storage resource, set provider type to aws, param detail {}",
471
0
                 ret.to_string());
472
0
        type = io::ObjStorageType::AWS;
473
0
        break;
474
0
    case TObjStorageType::AWS:
475
0
        type = io::ObjStorageType::AWS;
476
0
        break;
477
0
    case TObjStorageType::AZURE:
478
0
        type = io::ObjStorageType::AZURE;
479
0
        break;
480
0
    case TObjStorageType::BOS:
481
0
        type = io::ObjStorageType::BOS;
482
0
        break;
483
0
    case TObjStorageType::COS:
484
0
        type = io::ObjStorageType::COS;
485
0
        break;
486
0
    case TObjStorageType::OBS:
487
0
        type = io::ObjStorageType::OBS;
488
0
        break;
489
0
    case TObjStorageType::OSS:
490
0
        type = io::ObjStorageType::OSS;
491
0
        break;
492
0
    case TObjStorageType::GCP:
493
0
        type = io::ObjStorageType::GCP;
494
0
        break;
495
0
    default:
496
0
        LOG_FATAL("unknown provider type {}, info {}", param.provider, ret.to_string());
497
0
        __builtin_unreachable();
498
0
    }
499
0
    ret.client_conf.provider = type;
500
0
    return ret;
501
0
}
502
503
} // end namespace doris