program.cpp 30.9 KB
Newer Older
Paul's avatar
Paul committed
1
2
3
#include <migraphx/program.hpp>
#include <migraphx/stringutils.hpp>
#include <migraphx/instruction.hpp>
4
#include <migraphx/op/identity.hpp>
Paul's avatar
Paul committed
5
#include <migraphx/target.hpp>
Paul's avatar
Paul committed
6
7
8
#include <migraphx/env.hpp>
#include <migraphx/ranges.hpp>
#include <migraphx/time.hpp>
9
#include <migraphx/pass_manager.hpp>
10
#include <migraphx/register_target.hpp>
Shucai Xiao's avatar
Shucai Xiao committed
11
#include <migraphx/iterator_for.hpp>
12
#include <migraphx/iterator.hpp>
13
#include <migraphx/algorithm.hpp>
14
#include <migraphx/output_iterator.hpp>
Shucai Xiao's avatar
Shucai Xiao committed
15
#include <migraphx/make_op.hpp>
16
#include <migraphx/marker.hpp>
Paul's avatar
Paul committed
17
#include <iostream>
Paul's avatar
Paul committed
18
#include <sstream>
Paul's avatar
Paul committed
19
#include <algorithm>
20
#include <set>
Paul's avatar
Paul committed
21
#include <utility>
22

23
#include <unordered_set>
Shucai Xiao's avatar
Shucai Xiao committed
24
25
#include <map>
#include <cassert>
Paul's avatar
Paul committed
26

Paul's avatar
Paul committed
27
namespace migraphx {
Paul's avatar
Paul committed
28
inline namespace MIGRAPHX_INLINE_NS {
Paul's avatar
Paul committed
29

30
31
using milliseconds = std::chrono::duration<double, std::milli>;

Paul's avatar
Paul committed
32
33
struct program_impl
{
Shucai Xiao's avatar
Shucai Xiao committed
34
    // A map is used to keep references to modules of the program
35
    std::unordered_map<std::string, module> modules;
Paul's avatar
Paul committed
36
    context ctx;
37
    std::string target_name;
Paul's avatar
Paul committed
38
39
};

40
program::program() : impl(std::make_unique<program_impl>()) { this->create_module("main"); }
Paul's avatar
Paul committed
41

Paul's avatar
Paul committed
42
program::program(program&&) noexcept = default;
Shucai Xiao's avatar
Shucai Xiao committed
43
program::~program() noexcept         = default;
Paul's avatar
Paul committed
44

45
// copy constructor
Shucai Xiao's avatar
Shucai Xiao committed
46
program::program(const program& p) { assign(p); }
47
48

// copy assignment operator
Shucai Xiao's avatar
Shucai Xiao committed
49
program& program::operator=(program p)
50
{
Shucai Xiao's avatar
Shucai Xiao committed
51
    std::swap(p.impl, this->impl);
52
53
54
    return *this;
}

Shucai Xiao's avatar
Shucai Xiao committed
55
void program::assign(const program& p)
56
{
Shucai Xiao's avatar
Shucai Xiao committed
57
    if(!impl)
58
59
60
    {
        impl = std::make_unique<program_impl>();
    }
Shucai Xiao's avatar
Shucai Xiao committed
61
    else if(!impl->modules.empty())
62
    {
Shucai Xiao's avatar
Shucai Xiao committed
63
        impl->modules.clear();
64
    }
Shucai Xiao's avatar
Shucai Xiao committed
65

66
    impl->ctx         = p.impl->ctx;
Shucai Xiao's avatar
Shucai Xiao committed
67
68
    impl->target_name = p.impl->target_name;
    impl->modules     = p.impl->modules;
Shucai Xiao's avatar
Shucai Xiao committed
69
70
71
72

    // build a map from old ins to new ins
    // Build a map from old module to new module
    std::unordered_map<module_ref, module_ref> mod_map;
Paul's avatar
Paul committed
73
74
75
76
77
    std::transform(
        impl->modules.begin(),
        impl->modules.end(),
        std::inserter(mod_map, mod_map.begin()),
        [&](auto&& xp) { return std::make_pair(&p.impl->modules.at(xp.first), &xp.second); });
Shucai Xiao's avatar
Shucai Xiao committed
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93

    std::unordered_map<instruction_ref, instruction_ref> ins_map;
    for(auto&& pp : mod_map)
    {
        auto old_ins = iterator_for(*pp.first);
        auto new_ins = iterator_for(*pp.second);
        std::transform(old_ins.begin(),
                       old_ins.end(),
                       new_ins.begin(),
                       std::inserter(ins_map, ins_map.begin()),
                       [](auto x, auto y) { return std::make_pair(x, y); });
    }

    // Update all references from all modules
    for(auto&& mp : impl->modules)
    {
94
        for(auto ins : iterator_for(mp.second))
Shucai Xiao's avatar
Shucai Xiao committed
95
96
            instruction::replace_refs(ins, ins_map, mod_map);
    }
97
98
}

Paul's avatar
Paul committed
99
shape program::get_parameter_shape(std::string name) const
Paul's avatar
Paul committed
100
{
Shucai Xiao's avatar
Shucai Xiao committed
101
102
    const auto* mm = this->get_main_module();
    return mm->get_parameter_shape(std::move(name));
Paul's avatar
Paul committed
103
104
}

105
106
std::vector<std::string> program::get_parameter_names() const
{
Shucai Xiao's avatar
Shucai Xiao committed
107
108
    const auto* mm = this->get_main_module();
    return mm->get_parameter_names();
109
110
}

mei-ye's avatar
mei-ye committed
111
112
instruction_ref program::get_parameter(std::string name) const
{
Shucai Xiao's avatar
Shucai Xiao committed
113
114
    const auto* mm = this->get_main_module();
    return mm->get_parameter(std::move(name));
mei-ye's avatar
mei-ye committed
115
116
}

Paul's avatar
Paul committed
117
118
std::unordered_map<std::string, shape> program::get_parameter_shapes() const
{
Shucai Xiao's avatar
Shucai Xiao committed
119
120
    const auto* mm = this->get_main_module();
    return mm->get_parameter_shapes();
Paul's avatar
Paul committed
121
122
}

Shucai Xiao's avatar
Shucai Xiao committed
123
std::size_t program::size() const { return impl->modules.size(); }
124

125
126
std::vector<shape> program::get_output_shapes() const
{
Shucai Xiao's avatar
Shucai Xiao committed
127
128
    const auto* mm = this->get_main_module();
    return mm->get_output_shapes();
129
}
Paul's avatar
Paul committed
130

Paul's avatar
Paul committed
131
132
context& program::get_context() const { return impl->ctx; }

Paul's avatar
Paul committed
133
134
instruction_ref program::validate() const
{
Shucai Xiao's avatar
Shucai Xiao committed
135
136
    const auto* mm = this->get_main_module();
    return mm->validate();
Paul's avatar
Paul committed
137
138
}

139
140
bool program::is_compiled() const { return not this->impl->target_name.empty(); }

141
void program::compile(const target& t, compile_options options)
Paul's avatar
Paul committed
142
{
143
144
145
    assert(not this->is_compiled());
    this->impl->target_name = t.name();
    this->impl->ctx         = t.get_context();
Paul's avatar
Paul committed
146
    if(enabled(MIGRAPHX_TRACE_COMPILE{}))
147
        options.trace = tracer{std::cout};
Shucai Xiao's avatar
Shucai Xiao committed
148

149
150
    options.trace(*this);
    options.trace();
Shucai Xiao's avatar
Shucai Xiao committed
151

Shucai Xiao's avatar
Shucai Xiao committed
152
    auto&& passes = t.get_passes(this->impl->ctx, options);
153
154
155
    run_passes(*this, passes, options.trace);

    auto mods = this->get_modules();
Shucai Xiao's avatar
Shucai Xiao committed
156

157
158
    // Validate and finalize
    for(const auto& mod : reverse(mods))
Paul's avatar
Paul committed
159
    {
Shucai Xiao's avatar
Shucai Xiao committed
160
161
162
163
164
165
        auto invalid = mod->validate();
        if(invalid != mod->end())
        {
            MIGRAPHX_THROW("Invalid module " + mod->name() + " from compilation at instruction " +
                           std::to_string(std::distance(mod->begin(), invalid)));
        }
166
167
168
169
170
171
172
        auto dangling = mod->find_dangling_reference();
        if(dangling != mod->end())
        {
            auto index = std::distance(mod->begin(), dangling);
            MIGRAPHX_THROW("Dangling reference in module " + mod->name() + " from instruction " +
                           std::to_string(index));
        }
Shucai Xiao's avatar
Shucai Xiao committed
173
        mod->finalize(this->impl->ctx);
Paul's avatar
Paul committed
174
    }
Paul's avatar
Paul committed
175
176
177
178
}

void program::finalize()
{
Shucai Xiao's avatar
Shucai Xiao committed
179
180
    auto* mm = this->get_main_module();
    mm->finalize(this->impl->ctx);
Paul's avatar
Paul committed
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
template <class T>
std::string classify(T x)
{
    switch(std::fpclassify(x))
    {
    case FP_INFINITE: return "inf";
    case FP_NAN: return "nan";
    case FP_NORMAL: return "normal";
    case FP_SUBNORMAL: return "subnormal";
    case FP_ZERO: return "zero";
    default: return "unknown";
    }
}

std::unordered_set<std::string> classify_argument(const argument& a)
{
    std::unordered_set<std::string> result;
    a.visit(
        [&](auto t) {
            for(const auto& x : t)
                result.insert(classify(x));
        },
        [&](const auto& xs) {
            for(const auto& x : xs)
            {
                auto r = classify_argument(x);
                result.insert(r.begin(), r.end());
            }
        });
    return result;
}

void preview_argument(std::ostream& os, const argument& a)
{
    a.visit(
        [&](auto t) {
            if(t.size() <= 10)
            {
                os << t;
            }
            else
            {
                os << to_string_range(t.begin(), t.begin() + 5);
                os << ", ..., ";
                os << to_string_range(t.end() - 5, t.end());
            }
        },
        [&](const auto& xs) {
            for(const auto& x : xs)
            {
                os << '{';
                preview_argument(os, x);
                os << '}';
            }
        });
}

Paul's avatar
Paul committed
240
template <class F>
Shucai Xiao's avatar
Shucai Xiao committed
241
std::vector<argument> generic_eval(const module* mod,
242
243
                                   context& ctx,
                                   std::unordered_map<std::string, argument> params,
Shucai Xiao's avatar
Shucai Xiao committed
244
                                   std::unordered_map<instruction_ref, argument> results,
245
                                   F make_trace)
Paul's avatar
Paul committed
246
{
Shucai Xiao's avatar
Shucai Xiao committed
247
248
    assert(mod->validate() == mod->end());
    results.reserve(mod->size() * 2);
Paul's avatar
Paul committed
249
250
    std::vector<argument> values;
    values.reserve(16);
251
    auto trace = make_trace(mod);
Shucai Xiao's avatar
Shucai Xiao committed
252
    for(auto ins : iterator_for(*mod))
Paul's avatar
Paul committed
253
    {
254
        assert(results.find(ins) == results.end());
255
256
        const auto& name = ins->name();
        if(name == "@literal")
Paul's avatar
Paul committed
257
        {
Paul's avatar
Paul committed
258
            results.emplace(ins, trace(ins, [&] { return ins->get_literal().get_argument(); }));
Paul's avatar
Paul committed
259
        }
260
        else if(name == "@param")
Paul's avatar
Paul committed
261
        {
Paul's avatar
Paul committed
262
263
264
265
266
            results.emplace(
                ins, trace(ins, [&] {
                    auto param_name = any_cast<builtin::param>(ins->get_operator()).parameter;
                    if(not contains(params, param_name))
                        MIGRAPHX_THROW("Parameter not found: " + param_name);
267
                    auto param = params[param_name];
Paul's avatar
Paul committed
268
269
270
271
272
                    if(param.get_shape() != ins->get_shape())
                        MIGRAPHX_THROW("Incorrect shape {" + to_string(param.get_shape()) +
                                       "} for parameter: " + param_name);
                    return param;
                }));
Paul's avatar
Paul committed
273
        }
274
        else if(name == "@outline")
Paul's avatar
Paul committed
275
        {
Paul's avatar
Paul committed
276
            results.emplace(ins, trace(ins, [&] { return argument{ins->get_shape(), nullptr}; }));
Paul's avatar
Paul committed
277
        }
278
279
280
281
282
283
284
285
286
287
288
289
290
        else if(name == "@return")
        {
            std::vector<argument> prog_outputs;
            std::transform(ins->inputs().begin(),
                           ins->inputs().end(),
                           std::back_inserter(prog_outputs),
                           [&](instruction_ref i) {
                               assert(results.find(i) != results.end());
                               return results[i];
                           });

            return prog_outputs;
        }
Paul's avatar
Paul committed
291
292
        else
        {
Paul's avatar
Paul committed
293
            values.resize(ins->inputs().size());
Paul's avatar
Paul committed
294
295
296
297
298
            std::transform(
                ins->inputs().begin(), ins->inputs().end(), values.begin(), [&](instruction_ref i) {
                    assert(results.find(i) != results.end());
                    return results[i];
                });
Shucai Xiao's avatar
Shucai Xiao committed
299
300
301
302

            const auto& mod_args = ins->module_inputs();
            auto module_eval     = [&](module_ref smod,
                                   const std::unordered_map<std::string, argument>& inputs) {
Shucai Xiao's avatar
Shucai Xiao committed
303
304
                auto ssctx = ctx;
                return generic_eval(smod, ssctx, inputs, results, make_trace);
Shucai Xiao's avatar
Shucai Xiao committed
305
306
            };

Shucai Xiao's avatar
Shucai Xiao committed
307
308
309
310
            results.emplace(ins, trace(ins, [&] {
                                return ins->normalized_operator().compute(
                                    ctx, ins->get_shape(), values, mod_args, module_eval);
                            }));
Paul's avatar
Paul committed
311
        }
312
        assert(results.find(ins) != results.end());
313
        assert(results.at(ins).get_shape() == ins->get_shape());
Paul's avatar
Paul committed
314
    }
Shucai Xiao's avatar
Shucai Xiao committed
315
    return {results.at(std::prev(mod->end()))};
Paul's avatar
Paul committed
316
317
}

Shucai Xiao's avatar
Shucai Xiao committed
318
319
320
321
template <class F>
std::vector<argument> generic_eval(const program& p,
                                   context& ctx,
                                   std::unordered_map<std::string, argument> params,
322
                                   F make_trace)
Shucai Xiao's avatar
Shucai Xiao committed
323
{
Shucai Xiao's avatar
Shucai Xiao committed
324
    const module* mm = p.get_main_module();
325
    return generic_eval(mm, ctx, params, {}, make_trace);
Shucai Xiao's avatar
Shucai Xiao committed
326
327
}

328
std::vector<argument> program::eval(parameter_map params) const
Paul's avatar
Paul committed
329
{
Paul's avatar
Paul committed
330
331
    auto& ctx = this->impl->ctx;
#ifndef NDEBUG
332
333
334
335
336
337
338
339
340
341
342
    auto with_check_context = [&](auto f) {
        return [=, &ctx](auto&&) {
            auto sctx          = std::make_shared<context>(ctx);
            auto check_context = [=, &ctx](auto g) {
                assert(is_shared(ctx, *sctx));
                auto x = g();
                *sctx  = ctx;
                return x;
            };
            return [=](auto&&... xs) { return f(xs..., check_context); };
        };
Paul's avatar
Paul committed
343
344
    };
#else
345
346
347
348
349
    auto with_check_context = [](auto f) {
        return [=](auto&&) {
            return [=](auto&&... xs) { return f(xs..., [](auto g) { return g(); }); };
        };
    };
Paul's avatar
Paul committed
350
#endif
Paul's avatar
Paul committed
351
352
353
354

    auto trace_level = value_of(MIGRAPHX_TRACE_EVAL{});

    if(trace_level > 0)
Paul's avatar
Paul committed
355
    {
Shucai Xiao's avatar
Shucai Xiao committed
356
357
358
359
360
361
362
363
        std::unordered_map<instruction_ref, std::string> ins_out;
        // get instruction names
        this->print([&](auto x, auto ins_names) {
            std::stringstream ss;
            instruction::print(ss, x, ins_names);
            ins_out[x] = ss.str();
        });

364
365
366
367
368
        return generic_eval(*this,
                            ctx,
                            std::move(params),
                            with_check_context([&](auto& ins, auto f, auto&& check_context) {
                                ctx.finish();
Shucai Xiao's avatar
Shucai Xiao committed
369
                                std::cout << "Run instruction: " << ins_out.at(ins) << std::endl;
370
371
372
373
374
375
376
                                timer t{};
                                auto result = check_context(f);
                                double t1   = t.record<milliseconds>();
                                ctx.finish();
                                double t2 = t.record<milliseconds>();
                                std::cout << "Time: " << t1 << "ms, " << t2 << "ms" << std::endl;
                                if(trace_level > 1 and ins->name().front() != '@' and
Shucai Xiao's avatar
Shucai Xiao committed
377
378
                                   ins->name() != "load" and not result.empty())
                                {
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
                                    target tgt  = make_target(this->impl->target_name);
                                    auto buffer = tgt.copy_from(result);
                                    if(trace_level == 2)
                                    {
                                        std::cout << "Output has "
                                                  << to_string_range(classify_argument(buffer))
                                                  << std::endl;
                                        std::cout << "Output: ";
                                        preview_argument(std::cout, buffer);
                                        std::cout << std::endl;
                                    }
                                    else
                                    {
                                        std::cout << "Output: " << buffer << std::endl;
                                    }
Shucai Xiao's avatar
Shucai Xiao committed
394
                                }
395
396
                                return result;
                            }));
Paul's avatar
Paul committed
397
398
399
    }
    else
    {
400
401
402
403
404
405
        return generic_eval(*this,
                            ctx,
                            std::move(params),
                            with_check_context([&](auto&, auto f, auto&& check_context) {
                                return check_context(f);
                            }));
Paul's avatar
Paul committed
406
    }
Paul's avatar
Paul committed
407
408
}

409
const int program_file_version = 5;
410
411
412
413
414
415
416
417

value program::to_value() const
{
    value result;
    result["version"] = program_file_version;
    result["target"]  = this->impl->target_name;
    if(not this->impl->target_name.empty())
        result["context"] = this->impl->ctx.to_value();
Shucai Xiao's avatar
Shucai Xiao committed
418

419
    value module_vals = value::object{};
Shucai Xiao's avatar
Shucai Xiao committed
420
    std::unordered_map<instruction_ref, std::string> names;
421
    for(auto& mod : this->get_modules())
Shucai Xiao's avatar
Shucai Xiao committed
422
    {
Shucai Xiao's avatar
Shucai Xiao committed
423
424
        value mod_val;
        value nodes;
425
426
        mod_val["name"] = mod->name();
        names           = mod->print(
Shucai Xiao's avatar
Shucai Xiao committed
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
            [&](auto ins, auto ins_names) {
                value node;
                node["output"]     = ins_names.at(ins);
                node["name"]       = ins->name();
                node["shape"]      = migraphx::to_value(ins->get_shape());
                node["normalized"] = ins->is_normalized();
                if(ins->name() == "@literal")
                    node["literal"] = migraphx::to_value(ins->get_literal());
                node["operator"] = ins->get_operator().to_value();
                std::vector<std::string> inputs;
                std::transform(ins->inputs().begin(),
                               ins->inputs().end(),
                               std::back_inserter(inputs),
                               [&](auto i) {
                                   assert(contains(ins_names, i));
                                   return ins_names.at(i);
                               });
                node["inputs"]   = inputs;
                auto module_args = ins->module_inputs();
                if(not module_args.empty())
                {
                    std::vector<std::string> module_inputs;
                    std::transform(module_args.begin(),
                                   module_args.end(),
                                   std::back_inserter(module_inputs),
                                   [&](auto mod_ref) { return mod_ref->name(); });
                    node["module_inputs"] = module_inputs;
                }

                nodes.push_back(node);
            },
            names);
        mod_val["nodes"] = nodes;

461
        module_vals[mod->name()] = mod_val;
Shucai Xiao's avatar
Shucai Xiao committed
462
    }
Shucai Xiao's avatar
Shucai Xiao committed
463
464
465

    result["modules"] = module_vals;

466
467
    return result;
}
Shucai Xiao's avatar
Shucai Xiao committed
468

Shucai Xiao's avatar
Shucai Xiao committed
469
470
471
472
473
static void mod_from_val(module_ref mod,
                         const value& v,
                         std::unordered_map<std::string, instruction_ref>& instructions,
                         const std::unordered_map<std::string, module_ref>& map_mods)
{
474
    const auto& module_val = v.at(mod->name());
Shucai Xiao's avatar
Shucai Xiao committed
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
    for(const value& node : module_val.at("nodes"))
    {
        instruction_ref output;
        auto name       = node.at("name").to<std::string>();
        auto fields     = node.at("operator");
        auto normalized = node.at("normalized").to<bool>();

        if(name == "@param")
        {
            output = mod->add_parameter(fields["parameter"].to<std::string>(),
                                        migraphx::from_value<shape>(node.at("shape")));
        }
        else if(name == "@literal")
        {
            output = mod->add_literal(migraphx::from_value<literal>(node.at("literal")));
        }
        else
        {
            auto op = make_op(name, fields);
            std::vector<instruction_ref> inputs;
            std::transform(node.at("inputs").begin(),
                           node.at("inputs").end(),
                           std::back_inserter(inputs),
                           [&](const value& i) {
                               auto i_name = i.to<std::string>();
                               assert(contains(instructions, i_name));
                               return instructions.at(i_name);
                           });

            std::vector<module_ref> module_inputs;
            if(node.contains("module_inputs"))
            {
                std::transform(node.at("module_inputs").begin(),
                               node.at("module_inputs").end(),
                               std::back_inserter(module_inputs),
                               [&](const value& i) { return map_mods.at(i.to<std::string>()); });

                for(auto& smod : module_inputs)
                {
                    mod_from_val(smod, v, instructions, map_mods);
                }
            }

            if(name == "@return")
            {
                output = mod->add_return(inputs);
            }
            else if(module_inputs.empty())
            {
                output = mod->add_instruction(op, inputs);
            }
            else
            {
                output = mod->add_instruction(op, inputs, module_inputs);
            }
        }
        output->set_normalized(normalized);
        instructions[node.at("output").to<std::string>()] = output;
    }
}

536
537
538
539
void program::from_value(const value& v)
{
    auto version = v.at("version").to<int>();
    if(version != program_file_version)
Shucai Xiao's avatar
Shucai Xiao committed
540
541
542
543
    {
        MIGRAPHX_THROW("Warning: Program version mismatch");
    }

544
545
546
547
548
549
550
551
    this->impl->target_name = v.at("target").to<std::string>();
    if(not this->impl->target_name.empty())
    {
        target t        = make_target(this->impl->target_name);
        this->impl->ctx = t.get_context();
        this->impl->ctx.from_value(v.at("context"));
    }

Shucai Xiao's avatar
Shucai Xiao committed
552
553
    auto module_vals = v.at("modules");
    for(const auto& vv : module_vals)
554
    {
555
        const auto& name = vv.get_key();
Shucai Xiao's avatar
Shucai Xiao committed
556
557
        if(name == "main")
            continue;
558
        impl->modules.emplace(name, name);
559
    }
560
    std::unordered_map<std::string, module_ref> map_mods;
Paul's avatar
Paul committed
561
562
563
564
    std::transform(impl->modules.begin(),
                   impl->modules.end(),
                   std::inserter(map_mods, map_mods.end()),
                   [&](auto&& pp) { return std::make_pair(pp.first, &pp.second); });
Shucai Xiao's avatar
Shucai Xiao committed
565
566
567
568
569

    std::unordered_map<std::string, instruction_ref> map_insts;
    auto* mm = get_main_module();
    mod_from_val(mm, module_vals, map_insts, map_mods);

570
571
572
    this->finalize();
}

Paul's avatar
Paul committed
573
574
575
double common_average(const std::vector<double>& v)
{
    std::size_t n = v.size() / 4;
Paul's avatar
Paul committed
576
577
    double total  = std::accumulate(v.begin() + n, v.end() - n, 0.0);
    return total / std::distance(v.begin() + n, v.end() - n);
Paul's avatar
Paul committed
578
579
}

Paul Fultz II's avatar
Paul Fultz II committed
580
581
582
583
584
585
586
587
std::string perf_group(const operation& op)
{
    auto attr = op.attributes();
    if(attr.contains("group"))
        return attr.at("group").to<std::string>();
    return op.name();
}

588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
void program::mark(const parameter_map& params, marker&& m)
{
    auto& ctx = this->impl->ctx;
    // Run once by itself
    eval(params);
    ctx.finish();
    // Start marking
    m.mark_start(*this);
    generic_eval(*this, ctx, params, always([&](auto ins, auto f) {
        argument result;
        m.mark_start(ins);
        result = f();
        m.mark_stop(ins);
        return result;
    }));
    m.mark_stop(*this);
}

606
607
608
609
void program::perf_report(std::ostream& os,
                          std::size_t n,
                          parameter_map params,
                          std::size_t batch) const
Paul's avatar
Paul committed
610
{
611
    auto& ctx = this->impl->ctx;
Paul's avatar
Paul committed
612
613
    // Run once by itself
    eval(params);
Paul's avatar
Paul committed
614
    ctx.finish();
Paul's avatar
Paul committed
615
    // Run and time entire program
Paul's avatar
Paul committed
616
617
    std::vector<double> total_vec;
    total_vec.reserve(n);
Paul's avatar
Paul committed
618
    for(std::size_t i = 0; i < n; i++)
Paul's avatar
Paul committed
619
    {
Paul's avatar
Paul committed
620
621
622
623
        total_vec.push_back(time<milliseconds>([&] {
            eval(params);
            ctx.finish();
        }));
Paul's avatar
Paul committed
624
    }
Paul's avatar
Paul committed
625
626
    std::sort(total_vec.begin(), total_vec.end());
    std::unordered_map<instruction_ref, std::vector<double>> ins_vec;
Paul's avatar
Paul committed
627
    // Fill the map
628
    generic_eval(*this, ctx, params, always([&](auto ins, auto) {
Paul's avatar
Paul committed
629
        ins_vec[ins].reserve(n);
630
        return argument{ins->get_shape(), nullptr};
631
    }));
632

Paul's avatar
Paul committed
633
    // Run and time each instruction
Paul's avatar
Paul committed
634
    for(std::size_t i = 0; i < n; i++)
Paul's avatar
Paul committed
635
    {
636
        generic_eval(*this, ctx, params, always([&](auto ins, auto f) {
637
            argument result;
Paul's avatar
Paul committed
638
639
640
641
            ins_vec[ins].push_back(time<milliseconds>([&] {
                result = f();
                ctx.finish();
            }));
642
            return result;
643
        }));
Paul's avatar
Paul committed
644
    }
Paul's avatar
Paul committed
645
646
    for(auto&& p : ins_vec)
        std::sort(p.second.begin(), p.second.end());
Paul's avatar
Paul committed
647
    // Run and time implicit overhead
Paul's avatar
Paul committed
648
649
    std::vector<double> overhead_vec;
    overhead_vec.reserve(n);
Paul's avatar
Paul committed
650
    for(std::size_t i = 0; i < n; i++)
Paul's avatar
Paul committed
651
    {
Paul's avatar
Paul committed
652
        overhead_vec.push_back(time<milliseconds>([&] { dry_run(params); }));
Paul's avatar
Paul committed
653
654
    }

turneram's avatar
turneram committed
655
656
657
658
659
    double total_time       = common_average(total_vec);
    double p99_latency      = total_vec[static_cast<std::size_t>(total_vec.size() * 0.99) - 1];
    double rate             = 1000.0 / total_time;
    double overhead_time    = common_average(overhead_vec);
    double overhead_percent = overhead_time * 100.0 / total_time;
Paul's avatar
Paul committed
660
    double total_instruction_time = 0.0;
Paul's avatar
Paul committed
661
    std::unordered_map<std::string, double> op_times;
Paul's avatar
Paul committed
662
    for(auto&& p : ins_vec)
Paul's avatar
Paul committed
663
664
    {
        double avg = common_average(p.second);
Paul Fultz II's avatar
Paul Fultz II committed
665
        op_times[perf_group(p.first->get_operator())] += avg;
Paul's avatar
Paul committed
666
667
        total_instruction_time += avg;
    }
Paul's avatar
Paul committed
668
669
    double calculate_overhead_time    = total_time - total_instruction_time;
    double calculate_overhead_percent = calculate_overhead_time * 100.0 / total_time;
Paul's avatar
Paul committed
670

Shucai Xiao's avatar
Shucai Xiao committed
671
672
673
    std::unordered_map<instruction_ref, std::string> names;
    this->print(names, [&](auto ins, auto ins_names) {
        instruction::print(std::cout, ins, ins_names);
674
675
676
677
678

        // skip return instruction
        if(ins->name() == "@return")
            return;

Paul's avatar
Paul committed
679
680
681
        double avg     = common_average(ins_vec[ins]);
        double percent = std::ceil(100.0 * avg / total_instruction_time);
        os << ": " << avg << "ms, " << percent << "%";
682
        os << std::endl;
Paul's avatar
Paul committed
683
    });
Paul's avatar
Paul committed
684
685
686

    os << std::endl;
    os << "Summary:" << std::endl;
687
688
689
690
691
692
693
    std::vector<std::pair<double, std::string>> op_times_sorted;
    std::transform(op_times.begin(),
                   op_times.end(),
                   std::back_inserter(op_times_sorted),
                   [](auto p) { return std::make_pair(p.second, p.first); });
    std::sort(op_times_sorted.begin(), op_times_sorted.end(), std::greater<>{});
    for(auto&& p : op_times_sorted)
Paul's avatar
Paul committed
694
    {
695
696
        auto&& name    = p.second;
        double avg     = p.first;
Paul's avatar
Paul committed
697
698
699
700
701
        double percent = std::ceil(100.0 * avg / total_instruction_time);
        os << name << ": " << avg << "ms, " << percent << "%" << std::endl;
    }

    os << std::endl;
Paul's avatar
Paul committed
702

703
704
    os << "Batch size: " << batch << std::endl;
    os << "Rate: " << rate * batch << "/sec" << std::endl;
Paul's avatar
Paul committed
705
    os << "Total time: " << total_time << "ms" << std::endl;
706
    os << "99th percentile latency: " << p99_latency << "ms" << std::endl;
Paul's avatar
Paul committed
707
    os << "Total instructions time: " << total_instruction_time << "ms" << std::endl;
Paul's avatar
Paul committed
708
709
710
711
    os << "Overhead time: " << overhead_time << "ms"
       << ", " << calculate_overhead_time << "ms" << std::endl;
    os << "Overhead: " << std::round(overhead_percent) << "%"
       << ", " << std::round(calculate_overhead_percent) << "%" << std::endl;
Paul's avatar
Paul committed
712
713
}

Paul's avatar
Paul committed
714
715
void program::debug_print() const { std::cout << *this << std::endl; }
void program::debug_print(instruction_ref ins) const
Paul's avatar
Paul committed
716
{
Shucai Xiao's avatar
Shucai Xiao committed
717
    std::unordered_map<instruction_ref, std::string> names;
718
    if(std::any_of(this->impl->modules.begin(), this->impl->modules.end(), [&](const auto& pp) {
719
           return is_end(pp.second.end(), ins);
Shucai Xiao's avatar
Shucai Xiao committed
720
       }))
Paul's avatar
Paul committed
721
722
723
724
    {
        std::cout << "End instruction" << std::endl;
        return;
    }
725
726
    else if(std::none_of(this->impl->modules.begin(),
                         this->impl->modules.end(),
727
                         [&](const auto& pp) { return pp.second.has_instruction(ins); }))
Paul's avatar
Paul committed
728
729
730
731
    {
        std::cout << "Instruction not part of program" << std::endl;
        return;
    }
Shucai Xiao's avatar
Shucai Xiao committed
732

Paul's avatar
Paul committed
733
    std::stringstream ss;
Shucai Xiao's avatar
Shucai Xiao committed
734
    this->print(names, [&](auto x, auto ins_names) {
Paul's avatar
Paul committed
735
        if(x == ins)
Paul's avatar
Paul committed
736
        {
Shucai Xiao's avatar
Shucai Xiao committed
737
            instruction::print(std::cout, x, ins_names);
Paul's avatar
Paul committed
738
739
740
741
742
            std::cout << std::endl;
        }
    });
}

Shucai Xiao's avatar
Shucai Xiao committed
743
744
745
746
void program::print(
    std::unordered_map<instruction_ref, std::string>& names,
    const std::function<void(instruction_ref, std::unordered_map<instruction_ref, std::string>)>&
        print_func) const
747
{
748
    for(const auto& pp : this->impl->modules)
749
    {
750
        names = pp.second.print(print_func, names);
751
752
753
    }
}

Shucai Xiao's avatar
Shucai Xiao committed
754
755
756
757
758
759
760
761
void program::print(
    const std::function<void(instruction_ref ins,
                             std::unordered_map<instruction_ref, std::string>)>& print_func) const
{
    std::unordered_map<instruction_ref, std::string> names;
    this->print(names, print_func);
}

Shucai Xiao's avatar
Shucai Xiao committed
762
void program::print_graph(std::ostream& os, bool brief) const
763
{
Shucai Xiao's avatar
Shucai Xiao committed
764
765
    const auto* mm = this->get_main_module();
    mm->print_graph(os, brief);
766
767
768
769
}

void program::print_cpp(std::ostream& os) const
{
Shucai Xiao's avatar
Shucai Xiao committed
770
771
772
773
774
775
776
777
    auto vec_modules = this->get_modules();
    std::unordered_map<instruction_ref, std::string> names;
    for(auto& mod : vec_modules)
    {
        os << "module: \"" << mod->name() << "\"" << std::endl;
        names = mod->print_cpp(os, names);
        os << std::endl;
    }
778
779
}

Paul's avatar
Paul committed
780
781
void program::dry_run(std::unordered_map<std::string, argument> params) const
{
Paul's avatar
Paul committed
782
    auto& ctx = this->impl->ctx;
783
784
785
    generic_eval(*this, ctx, std::move(params), always([](auto ins, auto&&...) {
        return argument{ins->get_shape(), nullptr};
    }));
Paul's avatar
Paul committed
786
787
}

Shucai Xiao's avatar
Shucai Xiao committed
788
void program::annotate(std::ostream& os, const std::function<void(instruction_ref)>& a) const
Paul's avatar
Paul committed
789
{
790
    for(auto& pp : this->impl->modules)
Shucai Xiao's avatar
Shucai Xiao committed
791
    {
792
793
        std::cout << pp.first << ":" << std::endl;
        pp.second.annotate(os, a);
Shucai Xiao's avatar
Shucai Xiao committed
794
    }
Paul's avatar
Paul committed
795
796
}

Paul's avatar
Paul committed
797
const module* program::get_module(const std::string& name) const { return &impl->modules.at(name); }
Shucai Xiao's avatar
Shucai Xiao committed
798
799
800

module* program::create_module(const std::string& name)
{
801
    assert(not contains(impl->modules, name));
802
803
    auto r = impl->modules.emplace(name, name);
    return &(r.first->second);
Shucai Xiao's avatar
Shucai Xiao committed
804
805
}

Paul's avatar
Paul committed
806
module* program::get_module(const std::string& name) { return &impl->modules.at(name); }
Shucai Xiao's avatar
Shucai Xiao committed
807
808
809
810
811

module* program::get_main_module() { return get_module("main"); }

const module* program::get_main_module() const { return get_module("main"); }

Paul's avatar
Paul committed
812
template <class T>
813
std::vector<T*> generic_get_modules(T* mm)
Shucai Xiao's avatar
Shucai Xiao committed
814
{
815
    std::vector<T*> vec_modules;
Shucai Xiao's avatar
Shucai Xiao committed
816
817
818
819
820
    vec_modules.push_back(mm);
    auto sub_modules = mm->get_sub_modules();
    vec_modules.insert(vec_modules.end(), sub_modules.begin(), sub_modules.end());
    return vec_modules;
}
Shucai Xiao's avatar
Shucai Xiao committed
821

Paul's avatar
Paul committed
822
template <class Map, class T, class OutputIterator>
823
void generic_get_unused_modules(Map& m, const std::vector<T*>& mods, OutputIterator out)
Shucai Xiao's avatar
Shucai Xiao committed
824
{
825
826
827
828
    std::unordered_set<std::string> used;
    std::transform(mods.begin(), mods.end(), std::inserter(used, used.end()), [](auto&& mod) {
        return mod->name();
    });
bpickrel's avatar
bpickrel committed
829
830
831
832
833
834
    transform_if(
        m.begin(),
        m.end(),
        out,
        [&](auto&& pp) { return not contains(used, pp.first); },
        [](auto&& pp) { return &pp.second; });
835
}
Shucai Xiao's avatar
Shucai Xiao committed
836

837
838
839
840
841
842
843
844
845
846
847
848
std::vector<const module*> program::get_modules() const
{
    auto result = generic_get_modules(this->get_main_module());
    generic_get_unused_modules(impl->modules, result, std::back_inserter(result));
    return result;
}

std::vector<module*> program::get_modules()
{
    auto result = generic_get_modules(this->get_main_module());
    generic_get_unused_modules(impl->modules, result, std::back_inserter(result));
    return result;
Shucai Xiao's avatar
Shucai Xiao committed
849
850
}

851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
template <class Map, class T>
bool is_unused_module(Map& m, const std::vector<T*>& mods, const std::string& name)
{
    bool is_unused = false;
    generic_get_unused_modules(m, mods, make_function_output_iterator([&](auto* mod) {
                                   if(mod->name() == name)
                                       is_unused = true;
                               }));
    return is_unused;
}

template <class Map>
bool references_instruction(Map& m, const instruction& ins, const std::string& name)
{
    return std::any_of(m.begin(), m.end(), [&](auto&& p) {
        if(p.first == name)
            return false;
        return std::any_of(p.second.begin(), p.second.end(), [&](auto&& i) {
            return std::any_of(i.inputs().begin(), i.inputs().end(), [&](auto&& j) {
                return std::addressof(*j) == std::addressof(ins);
            });
        });
    });
}

void program::remove_module(const std::string& name)
{
    // cppcheck-suppress assertWithSideEffect
    assert(is_unused_module(impl->modules, generic_get_modules(this->get_main_module()), name) &&
           "Module used in program");
    assert(std::none_of(
               impl->modules.at(name).begin(),
               impl->modules.at(name).end(),
               [&](auto&& ins) { return references_instruction(impl->modules, ins, name); }) &&
           "Instruction referenced in another module");
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901

    // if an instruction has an input out side of the current module, need to remove
    // the instruction from its input's outputs
    auto& mod = impl->modules.at(name);
    for(auto ins : iterator_for(mod))
    {
        auto inputs = ins->inputs();
        for(auto in : inputs)
        {
            if(not mod.has_instruction(in))
            {
                in->remove_output(ins);
            }
        }
    }

902
903
904
905
906
907
908
909
910
911
912
913
    impl->modules.erase(name);
}

void program::remove_unused_modules()
{
    std::vector<module*> unused;
    generic_get_unused_modules(
        impl->modules, generic_get_modules(this->get_main_module()), std::back_inserter(unused));
    for(auto* m : unused)
        this->remove_module(m->name());
}

914
915
program& program::sort()
{
916
    for(auto& pp : this->impl->modules)
Shucai Xiao's avatar
Shucai Xiao committed
917
    {
918
        pp.second.sort();
Shucai Xiao's avatar
Shucai Xiao committed
919
920
    }

921
922
923
    return *this;
}

Paul's avatar
Paul committed
924
bool operator==(const program& x, const program& y) { return to_string(x) == to_string(y); }
Paul's avatar
Paul committed
925

Paul's avatar
Paul committed
926
std::ostream& operator<<(std::ostream& os, const program& p)
Paul's avatar
Paul committed
927
{
Shucai Xiao's avatar
Shucai Xiao committed
928
929
930
    auto vec_modules = p.get_modules();
    std::unordered_map<instruction_ref, std::string> names;
    for(auto& mod : vec_modules)
Shucai Xiao's avatar
Shucai Xiao committed
931
    {
Shucai Xiao's avatar
Shucai Xiao committed
932
933
934
935
936
937
938
        os << "module: \"" << mod->name() << "\"" << std::endl;
        names = mod->print(
            [&](auto ins, auto ins_names) {
                instruction::print(os, ins, ins_names);
                os << std::endl;
            },
            names);
939
        os << std::endl;
Shucai Xiao's avatar
Shucai Xiao committed
940
941
    }

Paul's avatar
Paul committed
942
    return os;
Paul's avatar
Paul committed
943
}
Paul's avatar
Paul committed
944

Paul's avatar
Paul committed
945
} // namespace MIGRAPHX_INLINE_NS
Paul's avatar
Paul committed
946
} // namespace migraphx