1 /*
2 * Copyright (C) 2018 The Android Open Source Project
3 *
4 * Licensed under the Apache License, Version 2.0 (the "License");
5 * you may not use this file except in compliance with the License.
6 * You may obtain a copy of the License at
7 *
8 * http://www.apache.org/licenses/LICENSE-2.0
9 *
10 * Unless required by applicable law or agreed to in writing, software
11 * distributed under the License is distributed on an "AS IS" BASIS,
12 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 * See the License for the specific language governing permissions and
14 * limitations under the License.
15 */
16
17 #include "dexanalyze_strings.h"
18
19 #include <algorithm>
20 #include <iomanip>
21 #include <iostream>
22 #include <queue>
23
24 #include "base/time_utils.h"
25 #include "dex/class_accessor-inl.h"
26 #include "dex/code_item_accessors-inl.h"
27 #include "dex/dex_instruction-inl.h"
28
29 namespace art {
30 namespace dexanalyze {
31
32 // Tunable parameters.
33 static const size_t kMinPrefixLen = 1;
34 static const size_t kMaxPrefixLen = 255;
35 static const size_t kPrefixConstantCost = 4;
36 static const size_t kPrefixIndexCost = 2;
37
38 class PrefixDictionary {
39 public:
40 // Add prefix data and return the offset to the start of the added data.
AddPrefixData(const uint8_t * data,size_t len)41 size_t AddPrefixData(const uint8_t* data, size_t len) {
42 const size_t offset = prefix_data_.size();
43 prefix_data_.insert(prefix_data_.end(), data, data + len);
44 return offset;
45 }
46
47 static constexpr size_t kLengthBits = 8;
48 static constexpr size_t kLengthMask = (1u << kLengthBits) - 1;
49
50 // Return the prefix offset and length.
GetOffset(uint32_t prefix_index,uint32_t * offset,uint32_t * length) const51 ALWAYS_INLINE void GetOffset(uint32_t prefix_index, uint32_t* offset, uint32_t* length) const {
52 CHECK_LT(prefix_index, offsets_.size());
53 const uint32_t data = offsets_[prefix_index];
54 *length = data & kLengthMask;
55 *offset = data >> kLengthBits;
56 }
57
AddOffset(uint32_t offset,uint32_t length)58 uint32_t AddOffset(uint32_t offset, uint32_t length) {
59 CHECK_LE(length, kLengthMask);
60 offsets_.push_back((offset << kLengthBits) | length);
61 return offsets_.size() - 1;
62 }
63
64 public:
65 std::vector<uint32_t> offsets_;
66 std::vector<uint8_t> prefix_data_;
67 };
68
69 class PrefixStrings {
70 public:
71 class Builder {
72 public:
Builder(PrefixStrings * output)73 explicit Builder(PrefixStrings* output) : output_(output) {}
74 void Build(const std::vector<std::string>& strings);
75
76 private:
77 PrefixStrings* const output_;
78 };
79
80 // Return the string index that was added.
AddString(uint16_t prefix,const std::string & str)81 size_t AddString(uint16_t prefix, const std::string& str) {
82 const size_t string_offset = chars_.size();
83 chars_.push_back(static_cast<uint8_t>(prefix >> 8));
84 chars_.push_back(static_cast<uint8_t>(prefix >> 0));
85 EncodeUnsignedLeb128(&chars_, str.length());
86 const uint8_t* ptr = reinterpret_cast<const uint8_t*>(&str[0]);
87 chars_.insert(chars_.end(), ptr, ptr + str.length());
88 string_offsets_.push_back(string_offset);
89 return string_offsets_.size() - 1;
90 }
91
GetString(uint32_t string_idx) const92 std::string GetString(uint32_t string_idx) const {
93 const size_t offset = string_offsets_[string_idx];
94 const uint8_t* suffix_data = &chars_[offset];
95 uint16_t prefix_idx = (static_cast<uint16_t>(suffix_data[0]) << 8) +
96 suffix_data[1];
97 suffix_data += 2;
98 uint32_t prefix_offset;
99 uint32_t prefix_len;
100 dictionary_.GetOffset(prefix_idx, &prefix_offset, &prefix_len);
101 const uint8_t* prefix_data = &dictionary_.prefix_data_[prefix_offset];
102 std::string ret(prefix_data, prefix_data + prefix_len);
103 uint32_t suffix_len = DecodeUnsignedLeb128(&suffix_data);
104 ret.insert(ret.end(), suffix_data, suffix_data + suffix_len);
105 return ret;
106 }
107
Equal(uint32_t string_idx,const uint8_t * data,size_t len) const108 ALWAYS_INLINE bool Equal(uint32_t string_idx, const uint8_t* data, size_t len) const {
109 const size_t offset = string_offsets_[string_idx];
110 const uint8_t* suffix_data = &chars_[offset];
111 uint16_t prefix_idx = (static_cast<uint16_t>(suffix_data[0]) << 8) +
112 suffix_data[1];
113 suffix_data += 2;
114 uint32_t prefix_offset;
115 uint32_t prefix_len;
116 dictionary_.GetOffset(prefix_idx, &prefix_offset, &prefix_len);
117 uint32_t suffix_len = DecodeUnsignedLeb128(&suffix_data);
118 if (prefix_len + suffix_len != len) {
119 return false;
120 }
121 const uint8_t* prefix_data = &dictionary_.prefix_data_[prefix_offset];
122 if ((true)) {
123 return memcmp(prefix_data, data, prefix_len) == 0u &&
124 memcmp(suffix_data, data + prefix_len, len - prefix_len) == 0u;
125 } else {
126 len -= prefix_len;
127 while (prefix_len != 0u) {
128 if (*prefix_data++ != *data++) {
129 return false;
130 }
131 --prefix_len;
132 }
133 while (len != 0u) {
134 if (*suffix_data++ != *data++) {
135 return false;
136 }
137 --len;
138 }
139 return true;
140 }
141 }
142
143 public:
144 PrefixDictionary dictionary_;
145 std::vector<uint8_t> chars_;
146 std::vector<uint32_t> string_offsets_;
147 };
148
149 // Normal non prefix strings.
150 class NormalStrings {
151 public:
152 // Return the string index that was added.
AddString(const std::string & str)153 size_t AddString(const std::string& str) {
154 const size_t string_offset = chars_.size();
155 EncodeUnsignedLeb128(&chars_, str.length());
156 const uint8_t* ptr = reinterpret_cast<const uint8_t*>(&str[0]);
157 chars_.insert(chars_.end(), ptr, ptr + str.length());
158 string_offsets_.push_back(string_offset);
159 return string_offsets_.size() - 1;
160 }
161
GetString(uint32_t string_idx) const162 std::string GetString(uint32_t string_idx) const {
163 const size_t offset = string_offsets_[string_idx];
164 const uint8_t* data = &chars_[offset];
165 uint32_t len = DecodeUnsignedLeb128(&data);
166 return std::string(data, data + len);
167 }
168
Equal(uint32_t string_idx,const uint8_t * data,size_t len) const169 ALWAYS_INLINE bool Equal(uint32_t string_idx, const uint8_t* data, size_t len) const {
170 const size_t offset = string_offsets_[string_idx];
171 const uint8_t* str_data = &chars_[offset];
172 uint32_t str_len = DecodeUnsignedLeb128(&str_data);
173 if (str_len != len) {
174 return false;
175 }
176 return memcmp(data, str_data, len) == 0u;
177 }
178
179 public:
180 std::vector<uint8_t> chars_;
181 std::vector<uint32_t> string_offsets_;
182 };
183
184 // Node value = (distance from root) * (occurrences - 1).
185 class MatchTrie {
186 public:
Add(const std::string & str)187 MatchTrie* Add(const std::string& str) {
188 MatchTrie* node = this;
189 size_t depth = 0u;
190 for (uint8_t c : str) {
191 ++depth;
192 if (node->nodes_[c] == nullptr) {
193 MatchTrie* new_node = new MatchTrie();
194 node->nodes_[c].reset(new_node);
195 new_node->parent_ = node;
196 new_node->depth_ = depth;
197 new_node->incoming_ = c;
198 node = new_node;
199 } else {
200 node = node->nodes_[c].get();
201 }
202 ++node->count_;
203 }
204 return node;
205 }
206
207 // Returns the length of the longest prefix and if it's a leaf node.
LongestPrefix(const std::string & str)208 MatchTrie* LongestPrefix(const std::string& str) {
209 MatchTrie* node = this;
210 for (uint8_t c : str) {
211 if (node->nodes_[c] == nullptr) {
212 break;
213 }
214 node = node->nodes_[c].get();
215 }
216 return node;
217 }
218
IsLeaf() const219 bool IsLeaf() const {
220 for (const std::unique_ptr<MatchTrie>& cur_node : nodes_) {
221 if (cur_node != nullptr) {
222 return false;
223 }
224 }
225 return true;
226 }
227
Savings() const228 int32_t Savings() const {
229 int32_t cost = kPrefixConstantCost;
230 int32_t first_used = 0u;
231 if (chosen_suffix_count_ == 0u) {
232 cost += depth_;
233 }
234 uint32_t extra_savings = 0u;
235 for (MatchTrie* cur = parent_; cur != nullptr; cur = cur->parent_) {
236 if (cur->chosen_) {
237 first_used = cur->depth_;
238 if (cur->chosen_suffix_count_ == 0u) {
239 // First suffix for the chosen parent, remove the cost of the dictionary entry.
240 extra_savings += first_used;
241 }
242 break;
243 }
244 }
245 return count_ * (depth_ - first_used) - cost + extra_savings;
246 }
247
248 template <typename T, typename... Args, template <typename...> class Queue>
PopRealTop(Queue<T,Args...> & queue)249 T PopRealTop(Queue<T, Args...>& queue) {
250 auto pair = queue.top();
251 queue.pop();
252 // Keep updating values until one sticks.
253 while (pair.second->Savings() != pair.first) {
254 pair.first = pair.second->Savings();
255 queue.push(pair);
256 pair = queue.top();
257 queue.pop();
258 }
259 return pair;
260 }
261
ExtractPrefixes(size_t max)262 std::vector<std::string> ExtractPrefixes(size_t max) {
263 std::vector<std::string> ret;
264 // Make priority queue and adaptively update it. Each node value is the savings from picking
265 // it. Insert all of the interesting nodes in the queue (children != 1).
266 std::priority_queue<std::pair<int32_t, MatchTrie*>> queue;
267 // Add all of the nodes to the queue.
268 std::vector<MatchTrie*> work(1, this);
269 while (!work.empty()) {
270 MatchTrie* elem = work.back();
271 work.pop_back();
272 size_t num_childs = 0u;
273 for (const std::unique_ptr<MatchTrie>& child : elem->nodes_) {
274 if (child != nullptr) {
275 work.push_back(child.get());
276 ++num_childs;
277 }
278 }
279 if (num_childs > 1u || elem->value_ != 0u) {
280 queue.emplace(elem->Savings(), elem);
281 }
282 }
283 std::priority_queue<std::pair<int32_t, MatchTrie*>> prefixes;
284 // The savings can only ever go down for a given node, never up.
285 while (max != 0u && !queue.empty()) {
286 std::pair<int32_t, MatchTrie*> pair = PopRealTop(queue);
287 if (pair.second != this && pair.first > 0) {
288 // Pick this node.
289 uint32_t count = pair.second->count_;
290 pair.second->chosen_ = true;
291 for (MatchTrie* cur = pair.second->parent_; cur != this; cur = cur->parent_) {
292 if (cur->chosen_) {
293 break;
294 }
295 cur->count_ -= count;
296 }
297 for (MatchTrie* cur = pair.second->parent_; cur != this; cur = cur->parent_) {
298 ++cur->chosen_suffix_count_;
299 }
300 prefixes.emplace(pair.first, pair.second);
301 --max;
302 } else {
303 // Negative or no EV, just delete the node.
304 }
305 }
306 while (!prefixes.empty()) {
307 std::pair<int32_t, MatchTrie*> pair = PopRealTop(prefixes);
308 if (pair.first <= 0) {
309 continue;
310 }
311 ret.push_back(pair.second->GetString());
312 }
313 return ret;
314 }
315
GetString() const316 std::string GetString() const {
317 std::vector<uint8_t> chars;
318 for (const MatchTrie* cur = this; cur->parent_ != nullptr; cur = cur->parent_) {
319 chars.push_back(cur->incoming_);
320 }
321 return std::string(chars.rbegin(), chars.rend());
322 }
323
324 std::unique_ptr<MatchTrie> nodes_[256];
325 MatchTrie* parent_ = nullptr;
326 uint32_t count_ = 0u;
327 uint32_t depth_ = 0u;
328 int32_t savings_ = 0u;
329 uint8_t incoming_ = 0u;
330 // Value of the current node, non zero if the node is chosen.
331 uint32_t value_ = 0u;
332 // If the current node is chosen to be a used prefix.
333 bool chosen_ = false;
334 // If the current node is a prefix of a longer chosen prefix.
335 uint32_t chosen_suffix_count_ = 0u;
336 };
337
Build(const std::vector<std::string> & strings)338 void PrefixStrings::Builder::Build(const std::vector<std::string>& strings) {
339 std::unique_ptr<MatchTrie> prefixe_trie(new MatchTrie());
340 for (size_t i = 0; i < strings.size(); ++i) {
341 size_t len = 0u;
342 if (i > 0u) {
343 CHECK_GT(strings[i], strings[i - 1]);
344 len = std::max(len, PrefixLen(strings[i], strings[i - 1]));
345 }
346 if (i < strings.size() - 1) {
347 len = std::max(len, PrefixLen(strings[i], strings[i + 1]));
348 }
349 len = std::min(len, kMaxPrefixLen);
350 if (len >= kMinPrefixLen) {
351 prefixe_trie->Add(strings[i].substr(0, len))->value_ = 1u;
352 }
353 }
354
355 // Build prefixes.
356 {
357 static constexpr size_t kPrefixBits = 15;
358 std::vector<std::string> prefixes(prefixe_trie->ExtractPrefixes(1 << kPrefixBits));
359 // Add longest prefixes first so that subprefixes can share data.
360 std::sort(prefixes.begin(), prefixes.end(), [](const std::string& a, const std::string& b) {
361 return a.length() > b.length();
362 });
363 prefixe_trie.reset();
364 prefixe_trie.reset(new MatchTrie());
365 uint32_t prefix_idx = 0u;
366 CHECK_EQ(output_->dictionary_.AddOffset(0u, 0u), prefix_idx++);
367 for (const std::string& str : prefixes) {
368 uint32_t prefix_offset = 0u;
369 MatchTrie* node = prefixe_trie->LongestPrefix(str);
370 if (node != nullptr && node->depth_ == str.length() && node->value_ != 0u) {
371 CHECK_EQ(node->GetString(), str);
372 uint32_t existing_len = 0u;
373 output_->dictionary_.GetOffset(node->value_, &prefix_offset, &existing_len);
374 // Make sure to register the current node.
375 prefixe_trie->Add(str)->value_ = prefix_idx;
376 } else {
377 auto add_str = [&](const std::string& s) {
378 node = prefixe_trie->Add(s);
379 node->value_ = prefix_idx;
380 while (node != nullptr) {
381 node->value_ = prefix_idx;
382 node = node->parent_;
383 }
384 };
385 static constexpr size_t kNumSubstrings = 1u;
386 // Increasing kNumSubstrings provides savings since it enables common substrings and not
387 // only prefixes to share data. The problem is that it's slow.
388 for (size_t i = 0; i < std::min(str.length(), kNumSubstrings); ++i) {
389 add_str(str.substr(i));
390 }
391 prefix_offset = output_->dictionary_.AddPrefixData(
392 reinterpret_cast<const uint8_t*>(&str[0]),
393 str.length());
394 }
395 // TODO: Validiate the prefix offset.
396 CHECK_EQ(output_->dictionary_.AddOffset(prefix_offset, str.length()), prefix_idx);
397 ++prefix_idx;
398 }
399 }
400
401 // Add strings to the dictionary.
402 for (const std::string& str : strings) {
403 MatchTrie* node = prefixe_trie->LongestPrefix(str);
404 uint32_t prefix_idx = 0u;
405 uint32_t best_length = 0u;
406 while (node != nullptr) {
407 uint32_t offset = 0u;
408 uint32_t length = 0u;
409 output_->dictionary_.GetOffset(node->value_, &offset, &length);
410 if (node->depth_ == length) {
411 prefix_idx = node->value_;
412 best_length = node->depth_;
413 break;
414 // Actually the prefix we want.
415 }
416 node = node->parent_;
417 }
418 output_->AddString(prefix_idx, str.substr(best_length));
419 }
420 }
421
ProcessDexFiles(const std::vector<std::unique_ptr<const DexFile>> & dex_files)422 void AnalyzeStrings::ProcessDexFiles(const std::vector<std::unique_ptr<const DexFile>>& dex_files) {
423 std::set<std::string> unique_strings;
424 // Accumulate the strings.
425 for (const std::unique_ptr<const DexFile>& dex_file : dex_files) {
426 for (size_t i = 0; i < dex_file->NumStringIds(); ++i) {
427 uint32_t length = 0;
428 const char* data = dex_file->StringDataAndUtf16LengthByIdx(dex::StringIndex(i), &length);
429 // Analyze if the string has any UTF16 chars.
430 bool have_wide_char = false;
431 const char* ptr = data;
432 for (size_t j = 0; j < length; ++j) {
433 have_wide_char = have_wide_char || GetUtf16FromUtf8(&ptr) >= 0x100;
434 }
435 if (have_wide_char) {
436 wide_string_bytes_ += 2 * length;
437 } else {
438 ascii_string_bytes_ += length;
439 }
440 string_data_bytes_ += ptr - data;
441 unique_strings.insert(data);
442 }
443 }
444 // Unique strings only since we want to exclude savings from multi-dex duplication.
445 ProcessStrings(std::vector<std::string>(unique_strings.begin(), unique_strings.end()));
446 }
447
ProcessStrings(const std::vector<std::string> & strings)448 void AnalyzeStrings::ProcessStrings(const std::vector<std::string>& strings) {
449 // Calculate total shared prefix.
450 size_t prefix_index_cost_ = 0u;
451 for (size_t i = 0; i < strings.size(); ++i) {
452 size_t best_len = 0;
453 if (i > 0) {
454 best_len = std::max(best_len, PrefixLen(strings[i], strings[i - 1]));
455 }
456 if (i < strings.size() - 1) {
457 best_len = std::max(best_len, PrefixLen(strings[i], strings[i + 1]));
458 }
459 best_len = std::min(best_len, kMaxPrefixLen);
460 if (best_len >= kMinPrefixLen) {
461 total_shared_prefix_bytes_ += best_len;
462 }
463 prefix_index_cost_ += kPrefixIndexCost;
464 if (strings[i].length() < 64) {
465 ++short_strings_;
466 } else {
467 ++long_strings_;
468 }
469 }
470 total_prefix_index_cost_ += prefix_index_cost_;
471
472 PrefixStrings prefix_strings;
473 {
474 PrefixStrings::Builder prefix_builder(&prefix_strings);
475 prefix_builder.Build(strings);
476 }
477 Benchmark(prefix_strings, strings, &prefix_timings_);
478 const size_t num_prefixes = prefix_strings.dictionary_.offsets_.size();
479 total_num_prefixes_ += num_prefixes;
480 total_prefix_table_ += num_prefixes * sizeof(prefix_strings.dictionary_.offsets_[0]);
481 total_prefix_dict_ += prefix_strings.dictionary_.prefix_data_.size();
482
483 {
484 NormalStrings normal_strings;
485 for (const std::string& s : strings) {
486 normal_strings.AddString(s);
487 }
488 const uint64_t unique_string_data_bytes = normal_strings.chars_.size();
489 total_unique_string_data_bytes_ += unique_string_data_bytes;
490 total_prefix_savings_ += unique_string_data_bytes - prefix_strings.chars_.size() +
491 prefix_index_cost_;
492 Benchmark(normal_strings, strings, &normal_timings_);
493 }
494 }
495
496 template <typename Strings>
Benchmark(const Strings & strings,const std::vector<std::string> & reference,StringTimings * timings)497 void AnalyzeStrings::Benchmark(const Strings& strings,
498 const std::vector<std::string>& reference,
499 StringTimings* timings) {
500 const size_t kIterations = 100;
501 timings->num_comparisons_ += reference.size() * kIterations;
502
503 uint64_t start = NanoTime();
504 for (size_t j = 0; j < kIterations; ++j) {
505 for (size_t i = 0; i < reference.size(); ++i) {
506 CHECK(strings.Equal(
507 i,
508 reinterpret_cast<const uint8_t*>(&reference[i][0]),
509 reference[i].length()))
510 << i << ": " << strings.GetString(i) << " vs " << reference[i];
511 }
512 }
513 timings->time_equal_comparisons_ += NanoTime() - start;
514
515 start = NanoTime();
516 for (size_t j = 0; j < kIterations; ++j) {
517 size_t count = 0u;
518 for (size_t i = 0; i < reference.size(); ++i) {
519 count += strings.Equal(
520 reference.size() - 1 - i,
521 reinterpret_cast<const uint8_t*>(&reference[i][0]),
522 reference[i].length());
523 }
524 CHECK_LT(count, 2u);
525 }
526 timings->time_non_equal_comparisons_ += NanoTime() - start;
527 }
528
529 template void AnalyzeStrings::Benchmark(const PrefixStrings&,
530 const std::vector<std::string>&,
531 StringTimings* timings);
532 template void AnalyzeStrings::Benchmark(const NormalStrings&,
533 const std::vector<std::string>&,
534 StringTimings* timings);
535
Dump(std::ostream & os) const536 void StringTimings::Dump(std::ostream& os) const {
537 const double comparisons = static_cast<double>(num_comparisons_);
538 os << "Compare equal " << static_cast<double>(time_equal_comparisons_) / comparisons << "\n";
539 os << "Compare not equal " << static_cast<double>(time_non_equal_comparisons_) / comparisons << "\n";
540 }
541
Dump(std::ostream & os,uint64_t total_size) const542 void AnalyzeStrings::Dump(std::ostream& os, uint64_t total_size) const {
543 os << "Total string data bytes " << Percent(string_data_bytes_, total_size) << "\n";
544 os << "Total unique string data bytes "
545 << Percent(total_unique_string_data_bytes_, total_size) << "\n";
546 os << "UTF-16 string data bytes " << Percent(wide_string_bytes_, total_size) << "\n";
547 os << "ASCII string data bytes " << Percent(ascii_string_bytes_, total_size) << "\n";
548
549 os << "Prefix string timings\n";
550 prefix_timings_.Dump(os);
551 os << "Normal string timings\n";
552 normal_timings_.Dump(os);
553
554 // Prefix based strings.
555 os << "Total shared prefix bytes " << Percent(total_shared_prefix_bytes_, total_size) << "\n";
556 os << "Prefix dictionary cost " << Percent(total_prefix_dict_, total_size) << "\n";
557 os << "Prefix table cost " << Percent(total_prefix_table_, total_size) << "\n";
558 os << "Prefix index cost " << Percent(total_prefix_index_cost_, total_size) << "\n";
559 int64_t net_savings = total_prefix_savings_;
560 net_savings -= total_prefix_dict_;
561 net_savings -= total_prefix_table_;
562 net_savings -= total_prefix_index_cost_;
563 os << "Prefix dictionary elements " << total_num_prefixes_ << "\n";
564 os << "Prefix base savings " << Percent(total_prefix_savings_, total_size) << "\n";
565 os << "Prefix net savings " << Percent(net_savings, total_size) << "\n";
566 os << "Strings using prefix "
567 << Percent(strings_used_prefixed_, total_prefix_index_cost_ / kPrefixIndexCost) << "\n";
568 os << "Short strings " << Percent(short_strings_, short_strings_ + long_strings_) << "\n";
569 if (verbose_level_ >= VerboseLevel::kEverything) {
570 std::vector<std::pair<std::string, size_t>> pairs; // (prefixes_.begin(), prefixes_.end());
571 // Sort lexicographically.
572 std::sort(pairs.begin(), pairs.end());
573 for (const auto& pair : pairs) {
574 os << pair.first << " : " << pair.second << "\n";
575 }
576 }
577 }
578
579 } // namespace dexanalyze
580 } // namespace art
581