1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
|
#include <library/cpp/svnversion/svnversion.h>
#include <library/cpp/getopt/last_getopt.h>
#include <contrib/ydb/library/yql/public/purecalc/purecalc.h>
#include <contrib/ydb/library/yql/public/purecalc/io_specs/mkql/spec.h>
#include <contrib/ydb/library/yql/public/purecalc/io_specs/arrow/spec.h>
#include <contrib/ydb/library/yql/public/purecalc/helpers/stream/stream_from_vector.h>
#include <yql/essentials/utils/log/log.h>
#include <yql/essentials/utils/backtrace/backtrace.h>
#include <yql/essentials/public/udf/arrow/util.h>
#include <yql/essentials/public/udf/udf_registrator.h>
#include <yql/essentials/public/udf/udf_version.h>
#include <library/cpp/skiff/skiff.h>
#include <library/cpp/yson/writer.h>
#include <util/datetime/cputimer.h>
#include <util/stream/file.h>
#include <util/stream/format.h>
#include <util/stream/null.h>
#include <algorithm>
#include <cmath>
using namespace NYql;
using namespace NYql::NPureCalc;
TStringStream MakeGenInput(ui64 count) {
TStringStream stream;
NSkiff::TUncheckedSkiffWriter writer{&stream};
for (ui64 i = 0; i < count; ++i) {
writer.WriteVariant16Tag(0);
writer.WriteInt64(i);
}
writer.Finish();
return stream;
}
template <typename TInputSpec, typename TOutputSpec>
using TRunCallable = std::function<void (const THolder<TPullListProgram<TInputSpec, TOutputSpec>>&)>;
template <typename TOutputSpec>
NYT::TNode RunGenSql(
const IProgramFactoryPtr factory,
const TVector<NYT::TNode>& inputSchema,
const TString& sql,
ETranslationMode isPg,
TRunCallable<TSkiffInputSpec, TOutputSpec> runCallable
) {
auto inputSpec = TSkiffInputSpec(inputSchema);
auto outputSpec = TOutputSpec({NYT::TNode::CreateEntity()});
auto program = factory->MakePullListProgram(inputSpec, outputSpec, sql, isPg);
runCallable(program);
return program->MakeOutputSchema();
}
template <typename TInputSpec, typename TStream>
void ShowResults(
const IProgramFactoryPtr factory,
const TVector<NYT::TNode>& inputSchema,
const TString& sql,
ETranslationMode isPg,
TStream* input
) {
auto inputSpec = TInputSpec(inputSchema);
auto outputSpec = TYsonOutputSpec({NYT::TNode::CreateEntity()});
auto program = factory->MakePullListProgram(inputSpec, outputSpec, sql, isPg);
auto handle = program->Apply(input);
TStringStream output;
handle->Run(&output);
TStringInput in(output.Str());
NYson::ReformatYsonStream(&in, &Cerr, NYson::EYsonFormat::Pretty, NYson::EYsonType::ListFragment);
}
template <typename TInputSpec, typename TOutputSpec>
double RunBenchmarks(
const IProgramFactoryPtr factory,
const TVector<NYT::TNode>& inputSchema,
const TString& sql,
ETranslationMode isPg,
ui32 repeats,
TRunCallable<TInputSpec, TOutputSpec> runCallable
) {
auto inputSpec = TInputSpec(inputSchema);
auto outputSpec = TOutputSpec({NYT::TNode::CreateEntity()});
auto program = factory->MakePullListProgram(inputSpec, outputSpec, sql, isPg);
Cerr << "Dry run of test sql...\n";
runCallable(program);
Cerr << "Run benchmark...\n";
TVector<TDuration> times;
TSimpleTimer allTimer;
for (ui32 i = 0; i < repeats; ++i) {
TSimpleTimer timer;
runCallable(program);
times.push_back(timer.Get());
}
Cout << "Elapsed: " << allTimer.Get() << "\n";
Sort(times);
times.erase(times.end() - times.size() / 3, times.end());
double sum = std::transform_reduce(times.cbegin(), times.cend(),
.0, std::plus{}, [](auto t) { return std::log(t.MicroSeconds()); });
return std::exp(sum / times.size());
}
int Main(int argc, const char *argv[])
{
Y_UNUSED(NUdf::GetStaticSymbols());
using namespace NLastGetopt;
TOpts opts = TOpts::Default();
ui64 count;
ui32 repeats;
TString genSql, testSql;
bool showResults;
TString udfsDir;
TString LLVMSettings;
TString blockEngineSettings;
TString exprFile;
opts.AddHelpOption();
opts.AddLongOption("ndebug", "should be at first argument, do not show debug info in error output").NoArgument();
opts.AddLongOption('b', "blocks-engine", "Block engine settings").StoreResult(&blockEngineSettings).DefaultValue("disable");
opts.AddLongOption('c', "count", "count of input rows").StoreResult(&count).DefaultValue(1000000);
opts.AddLongOption('g', "gen-sql", "SQL query to generate data").StoreResult(&genSql).DefaultValue("select index from Input");
opts.AddLongOption('t', "test-sql", "SQL query to test").StoreResult(&testSql).DefaultValue("select count(*) as count from Input");
opts.AddLongOption('r', "repeats", "number of iterations").StoreResult(&repeats).DefaultValue(10);
opts.AddLongOption('w', "show-results", "show results of test SQL").StoreResult(&showResults).DefaultValue(true);
opts.AddLongOption("pg", "use PG syntax for generate query").NoArgument();
opts.AddLongOption("pt", "use PG syntax for test query").NoArgument();
opts.AddLongOption("udfs-dir", "directory with UDFs").StoreResult(&udfsDir).DefaultValue("");
opts.AddLongOption("llvm-settings", "LLVM settings").StoreResult(&LLVMSettings).DefaultValue("");
opts.AddLongOption("print-expr", "print rebuild AST before execution").NoArgument();
opts.AddLongOption("expr-file", "print AST to that file instead of stdout").StoreResult(&exprFile);
opts.SetFreeArgsMax(0);
TOptsParseResult res(&opts, argc, argv);
auto factoryOptions = TProgramFactoryOptions();
factoryOptions.SetUDFsDir(udfsDir);
factoryOptions.SetLLVMSettings(LLVMSettings);
factoryOptions.SetBlockEngineSettings(blockEngineSettings);
IOutputStream* exprOut = nullptr;
THolder<TFixedBufferFileOutput> exprFileHolder;
if (res.Has("print-expr")) {
exprOut = &Cout;
} else if (!exprFile.empty()) {
exprFileHolder.Reset(new TFixedBufferFileOutput(exprFile));
exprOut = exprFileHolder.Get();
}
factoryOptions.SetExprOutputStream(exprOut);
auto factory = MakeProgramFactory(factoryOptions);
NYT::TNode members{NYT::TNode::CreateList()};
auto typeNode = NYT::TNode::CreateList()
.Add("DataType")
.Add("Int64");
members.Add(NYT::TNode::CreateList()
.Add("index")
.Add(typeNode));
NYT::TNode schema = NYT::TNode::CreateList()
.Add("StructType")
.Add(members);
auto inputGenSchema = TVector<NYT::TNode>{schema};
auto inputGenStream = MakeGenInput(count);
Cerr << "Input data size: " << inputGenStream.Size() << "\n";
ETranslationMode isPgGen = res.Has("pg") ? ETranslationMode::PG : ETranslationMode::SQL;
ETranslationMode isPgTest = res.Has("pt") ? ETranslationMode::PG : ETranslationMode::SQL;
double normalizedTime;
size_t inputBenchSize;
if (blockEngineSettings == "disable") {
TStringStream outputGenStream;
auto outputGenSchema = RunGenSql<TSkiffOutputSpec>(
factory, inputGenSchema, genSql, isPgGen,
[&](const auto& program) {
auto handle = program->Apply(&inputGenStream);
handle->Run(&outputGenStream);
Cerr << "Generated data size: " << outputGenStream.Size() << "\n";
});
if (showResults) {
auto inputResStream = TStringStream(outputGenStream);
ShowResults<TSkiffInputSpec>(
factory, {outputGenSchema}, testSql, isPgTest, &inputResStream);
}
inputBenchSize = outputGenStream.Size();
normalizedTime = RunBenchmarks<TSkiffInputSpec, TSkiffOutputSpec>(
factory, {outputGenSchema}, testSql, isPgTest, repeats,
[&](const auto& program) {
auto inputBorrowed = TStringStream(outputGenStream);
auto handle = program->Apply(&inputBorrowed);
TNullOutput output;
handle->Run(&output);
});
} else {
auto inputGenSpec = TSkiffInputSpec(inputGenSchema);
auto outputGenSpec = TArrowOutputSpec({NYT::TNode::CreateEntity()});
// XXX: <RunGenSql> cannot be used for this case, since all buffers
// from the Datums in the obtained batches are owned by the worker's
// allocator. Hence, the program (i.e. worker) object should be created
// at the very beginning of the block, or at least prior to all the
// temporary batch storages (mind outputGenStream below).
auto program = factory->MakePullListProgram(
inputGenSpec, outputGenSpec, genSql, isPgGen);
auto handle = program->Apply(&inputGenStream);
auto outputGenSchema = program->MakeOutputSchema();
TVector<arrow::compute::ExecBatch> outputGenStream;
while (arrow::compute::ExecBatch* batch = handle->Fetch()) {
outputGenStream.push_back(*batch);
}
ui64 outputGenSize = std::transform_reduce(
outputGenStream.cbegin(), outputGenStream.cend(),
0l, std::plus{}, [](const auto& b) {
return NYql::NUdf::GetSizeOfArrowExecBatchInBytes(b);
});
Cerr << "Generated data size: " << outputGenSize << "\n";
if (showResults) {
auto inputResStreamHolder = StreamFromVector(outputGenStream);
auto inputResStream = inputResStreamHolder.Get();
ShowResults<TArrowInputSpec>(
factory, {outputGenSchema}, testSql, isPgTest, inputResStream);
}
inputBenchSize = outputGenSize;
normalizedTime = RunBenchmarks<TArrowInputSpec, TArrowOutputSpec>(
factory, {outputGenSchema}, testSql, isPgTest, repeats,
[&](const auto& program) {
auto handle = program->Apply(StreamFromVector(outputGenStream));
while (arrow::compute::ExecBatch* batch = handle->Fetch()) {}
});
}
Cout << "Bench score: " << Prec(inputBenchSize / normalizedTime, 4) << "\n";
NLog::CleanupLogger();
return 0;
}
int main(int argc, const char *argv[]) {
if (argc > 1 && TString(argv[1]) != TStringBuf("--ndebug")) {
Cerr << "purebench ABI version: " << NKikimr::NUdf::CurrentAbiVersionStr() << Endl;
}
NYql::NBacktrace::RegisterKikimrFatalActions();
NYql::NBacktrace::EnableKikimrSymbolize();
try {
return Main(argc, argv);
} catch (const TCompileError& e) {
Cerr << e.what() << "\n" << e.GetIssues();
} catch (...) {
Cerr << CurrentExceptionMessage() << Endl;
return 1;
}
}
|