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Use trigrams to speed up SpecialCaseList.
Summary: it's often the case when the rules in the SpecialCaseList are of the form hel.o*bar. That gives us a chance to build trigram index to quickly discard 99% of inputs without running a full regex. A similar idea was used in Google Code Search as described in the blog post: https://swtch.com/~rsc/regexp/regexp4.html The check is defeated, if there's at least one regex more complicated than that. In this case, all inputs will go through the regex. That said, the real-world rules are often simple or can be simplied. That considerably speeds up compiling Chromium with CFI and UBSan. As measured on Chromium's content_message_generator.cc: before, CFI: 44 s after, CFI: 23 s after, CFI, no blacklist: 23 s (~1% slower, but 3 runs were unable to show the difference) after, regular compilation to bitcode: 23 s Reviewers: pcc Subscribers: mgorny, llvm-commits Differential Revision: https://reviews.llvm.org/D27188 git-svn-id: https://llvm.org/svn/llvm-project/llvm/trunk@288303 91177308-0d34-0410-b5e6-96231b3b80d8
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include/llvm/Support/TrigramIndex.h
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include/llvm/Support/TrigramIndex.h
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//===-- TrigramIndex.h - a heuristic for SpecialCaseList --------*- C++ -*-===//
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//
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// The LLVM Compiler Infrastructure
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//
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// This file is distributed under the University of Illinois Open Source
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// License. See LICENSE.TXT for details.
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//===----------------------------------------------------------------------===//
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//
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// TrigramIndex implements a heuristic for SpecialCaseList that allows to
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// filter out ~99% incoming queries when all regular expressions in the
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// SpecialCaseList are simple wildcards with '*' and '.'. If rules are more
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// complicated, the check is defeated and it will always pass the queries to a
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// full regex.
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//
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// The basic idea is that in order for a wildcard to match a query, the query
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// needs to have all trigrams which occur in the wildcard. We create a trigram
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// index (trigram -> list of rules with it) and then count trigrams in the query
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// for each rule. If the count for one of the rules reaches the expected value,
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// the check passes the query to a regex. If none of the rules got enough
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// trigrams, the check tells that the query is definitely not matched by any
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// of the rules, and no regex matching is needed.
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// A similar idea was used in Google Code Search as described in the blog post:
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// https://swtch.com/~rsc/regexp/regexp4.html
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//
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//===----------------------------------------------------------------------===//
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#ifndef LLVM_SUPPORT_TRIGRAMINDEX_H
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#define LLVM_SUPPORT_TRIGRAMINDEX_H
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#include "llvm/ADT/SmallVector.h"
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#include "llvm/ADT/StringMap.h"
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#include <string>
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#include <unordered_map>
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#include <vector>
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namespace llvm {
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class StringRef;
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class TrigramIndex {
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public:
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/// Inserts a new Regex into the index.
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void insert(std::string Regex);
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/// Returns true, if special case list definitely does not have a line
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/// that matches the query. Returns false, if it's not sure.
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bool isDefinitelyOut(StringRef Query) const;
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/// Returned true, iff the heuristic is defeated and not useful.
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/// In this case isDefinitelyOut always returns false.
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bool isDefeated() { return Defeated; }
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private:
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// If true, the rules are too complicated for the check to work, and full
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// regex matching is needed for every rule.
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bool Defeated = false;
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// The minimum number of trigrams which should match for a rule to have a
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// chance to match the query. The number of elements equals the number of
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// regex rules in the SpecialCaseList.
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std::vector<unsigned> Counts;
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// Index holds a list of rules indices for each trigram. The same indices
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// are used in Counts to store per-rule limits.
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// If a trigram is too common (>4 rules with it), we stop tracking it,
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// which increases the probability for a need to match using regex, but
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// decreases the costs in the regular case.
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std::unordered_map<unsigned, SmallVector<size_t, 4>> Index{256};
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};
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} // namespace llvm
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#endif // LLVM_SUPPORT_TRIGRAMINDEX_H
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@ -94,6 +94,7 @@ add_llvm_library(LLVMSupport
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ThreadPool.cpp
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Timer.cpp
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ToolOutputFile.cpp
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TrigramIndex.cpp
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Triple.cpp
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Twine.cpp
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Unicode.cpp
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@ -15,6 +15,7 @@
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//===----------------------------------------------------------------------===//
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#include "llvm/Support/SpecialCaseList.h"
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#include "llvm/Support/TrigramIndex.h"
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#include "llvm/ADT/SmallVector.h"
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#include "llvm/ADT/StringExtras.h"
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#include "llvm/ADT/StringSet.h"
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@ -33,10 +34,15 @@ namespace llvm {
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/// literal strings than Regex.
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struct SpecialCaseList::Entry {
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StringSet<> Strings;
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TrigramIndex Trigrams;
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std::unique_ptr<Regex> RegEx;
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bool match(StringRef Query) const {
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return Strings.count(Query) || (RegEx && RegEx->match(Query));
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if (Strings.count(Query))
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return true;
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if (Trigrams.isDefinitelyOut(Query))
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return false;
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return RegEx && RegEx->match(Query);
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}
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};
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@ -104,10 +110,12 @@ bool SpecialCaseList::parse(const MemoryBuffer *MB, std::string &Error) {
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StringRef Category = SplitRegexp.second;
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// See if we can store Regexp in Strings.
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auto &Entry = Entries[Prefix][Category];
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if (Regex::isLiteralERE(Regexp)) {
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Entries[Prefix][Category].Strings.insert(Regexp);
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Entry.Strings.insert(Regexp);
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continue;
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}
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Entry.Trigrams.insert(Regexp);
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// Replace * with .*
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for (size_t pos = 0; (pos = Regexp.find('*', pos)) != std::string::npos;
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98
lib/Support/TrigramIndex.cpp
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lib/Support/TrigramIndex.cpp
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//===-- TrigramIndex.cpp - a heuristic for SpecialCaseList ----------------===//
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//
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// The LLVM Compiler Infrastructure
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//
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// This file is distributed under the University of Illinois Open Source
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// License. See LICENSE.TXT for details.
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//
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//===----------------------------------------------------------------------===//
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//
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// TrigramIndex implements a heuristic for SpecialCaseList that allows to
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// filter out ~99% incoming queries when all regular expressions in the
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// SpecialCaseList are simple wildcards with '*' and '.'. If rules are more
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// complicated, the check is defeated and it will always pass the queries to a
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// full regex.
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//
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//===----------------------------------------------------------------------===//
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#include "llvm/Support/TrigramIndex.h"
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#include "llvm/ADT/SmallVector.h"
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#include <unordered_map>
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#include <set>
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#include <string>
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using namespace llvm;
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static const char RegexAdvancedMetachars[] = "()^$|+?[]\\{}";
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static bool isSimpleWildcard(StringRef Str) {
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// Check for regex metacharacters other than '*' and '.'.
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return Str.find_first_of(RegexAdvancedMetachars) == StringRef::npos;
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}
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void TrigramIndex::insert(std::string Regex) {
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if (Defeated) return;
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if (!isSimpleWildcard(Regex)) {
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Defeated = true;
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return;
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}
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std::set<unsigned> Was;
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unsigned Cnt = 0;
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unsigned Tri = 0;
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unsigned Len = 0;
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for (unsigned Char : Regex) {
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if (Char == '.' || Char == '*') {
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Tri = 0;
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Len = 0;
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continue;
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}
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Tri = ((Tri << 8) + Char) & 0xFFFFFF;
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Len++;
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if (Len < 3)
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continue;
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// We don't want the index to grow too much for the popular trigrams,
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// as they are weak signals. It's ok to still require them for the
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// rules we have already processed. It's just a small additional
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// computational cost.
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if (Index[Tri].size() >= 4)
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continue;
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Cnt++;
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if (!Was.count(Tri)) {
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// Adding the current rule to the index.
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Index[Tri].push_back(Counts.size());
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Was.insert(Tri);
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}
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}
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if (!Cnt) {
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// This rule does not have remarkable trigrams to rely on.
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// We have to always call the full regex chain.
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Defeated = true;
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return;
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}
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Counts.push_back(Cnt);
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}
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bool TrigramIndex::isDefinitelyOut(StringRef Query) const {
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if (Defeated)
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return false;
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std::vector<unsigned> CurCounts(Counts.size());
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unsigned Tri = 0;
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for (size_t I = 0; I < Query.size(); I++) {
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Tri = ((Tri << 8) + Query[I]) & 0xFFFFFF;
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if (I < 2)
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continue;
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const auto &II = Index.find(Tri);
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if (II == Index.end())
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continue;
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for (size_t J : II->second) {
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CurCounts[J]++;
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// If we have reached a desired limit, we have to look at the query
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// more closely by running a full regex.
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if (CurCounts[J] >= Counts[J])
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return false;
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}
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}
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return true;
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}
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@ -48,6 +48,7 @@ add_llvm_unittest(SupportTests
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TimerTest.cpp
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TypeNameTest.cpp
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TrailingObjectsTest.cpp
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TrigramIndexTest.cpp
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UnicodeTest.cpp
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YAMLIOTest.cpp
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YAMLParserTest.cpp
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@ -134,4 +134,48 @@ TEST_F(SpecialCaseListTest, MultipleBlacklists) {
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sys::fs::remove(Path);
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}
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TEST_F(SpecialCaseListTest, NoTrigramsInRules) {
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std::unique_ptr<SpecialCaseList> SCL = makeSpecialCaseList("fun:b.r\n"
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"fun:za*az\n");
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EXPECT_TRUE(SCL->inSection("fun", "bar"));
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EXPECT_FALSE(SCL->inSection("fun", "baz"));
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EXPECT_TRUE(SCL->inSection("fun", "zakaz"));
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EXPECT_FALSE(SCL->inSection("fun", "zaraza"));
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}
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TEST_F(SpecialCaseListTest, NoTrigramsInARule) {
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std::unique_ptr<SpecialCaseList> SCL = makeSpecialCaseList("fun:*bar*\n"
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"fun:za*az\n");
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EXPECT_TRUE(SCL->inSection("fun", "abara"));
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EXPECT_FALSE(SCL->inSection("fun", "bor"));
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EXPECT_TRUE(SCL->inSection("fun", "zakaz"));
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EXPECT_FALSE(SCL->inSection("fun", "zaraza"));
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}
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TEST_F(SpecialCaseListTest, RepetitiveRule) {
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std::unique_ptr<SpecialCaseList> SCL = makeSpecialCaseList("fun:*bar*bar*bar*bar*\n"
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"fun:bar*\n");
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EXPECT_TRUE(SCL->inSection("fun", "bara"));
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EXPECT_FALSE(SCL->inSection("fun", "abara"));
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EXPECT_TRUE(SCL->inSection("fun", "barbarbarbar"));
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EXPECT_TRUE(SCL->inSection("fun", "abarbarbarbar"));
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EXPECT_FALSE(SCL->inSection("fun", "abarbarbar"));
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}
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TEST_F(SpecialCaseListTest, SpecialSymbolRule) {
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std::unique_ptr<SpecialCaseList> SCL = makeSpecialCaseList("src:*c\\+\\+abi*\n");
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EXPECT_TRUE(SCL->inSection("src", "c++abi"));
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EXPECT_FALSE(SCL->inSection("src", "c\\+\\+abi"));
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}
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TEST_F(SpecialCaseListTest, PopularTrigram) {
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std::unique_ptr<SpecialCaseList> SCL = makeSpecialCaseList("fun:*aaaaaa*\n"
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"fun:*aaaaa*\n"
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"fun:*aaaa*\n"
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"fun:*aaa*\n");
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EXPECT_TRUE(SCL->inSection("fun", "aaa"));
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EXPECT_TRUE(SCL->inSection("fun", "aaaa"));
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EXPECT_TRUE(SCL->inSection("fun", "aaaabbbaaa"));
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}
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}
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112
unittests/Support/TrigramIndexTest.cpp
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112
unittests/Support/TrigramIndexTest.cpp
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//===- TrigramIndexTest.cpp - Unit tests for TrigramIndex -----------------===//
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//
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// The LLVM Compiler Infrastructure
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//
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// This file is distributed under the University of Illinois Open Source
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// License. See LICENSE.TXT for details.
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//
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//===----------------------------------------------------------------------===//
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#include "llvm/ADT/STLExtras.h"
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#include "llvm/Support/TrigramIndex.h"
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#include "gtest/gtest.h"
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#include <string>
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#include <vector>
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using namespace llvm;
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namespace {
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class TrigramIndexTest : public ::testing::Test {
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protected:
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std::unique_ptr<TrigramIndex> makeTrigramIndex(
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std::vector<std::string> Rules) {
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std::unique_ptr<TrigramIndex> TI =
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make_unique<TrigramIndex>();
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for (auto &Rule : Rules)
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TI->insert(Rule);
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return TI;
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}
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};
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TEST_F(TrigramIndexTest, Empty) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({});
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EXPECT_FALSE(TI->isDefeated());
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EXPECT_TRUE(TI->isDefinitelyOut("foo"));
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}
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TEST_F(TrigramIndexTest, Basic) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({"*hello*", "*wor.d*"});
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EXPECT_FALSE(TI->isDefeated());
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EXPECT_TRUE(TI->isDefinitelyOut("foo"));
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}
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TEST_F(TrigramIndexTest, NoTrigramsInRules) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({"b.r", "za*az"});
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EXPECT_TRUE(TI->isDefeated());
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EXPECT_FALSE(TI->isDefinitelyOut("foo"));
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EXPECT_FALSE(TI->isDefinitelyOut("bar"));
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EXPECT_FALSE(TI->isDefinitelyOut("zakaz"));
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}
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TEST_F(TrigramIndexTest, NoTrigramsInARule) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({"*hello*", "*wo.ld*"});
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EXPECT_TRUE(TI->isDefeated());
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EXPECT_FALSE(TI->isDefinitelyOut("foo"));
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}
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TEST_F(TrigramIndexTest, RepetitiveRule) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({"*bar*bar*bar*bar*bar", "bar*bar"});
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EXPECT_FALSE(TI->isDefeated());
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EXPECT_TRUE(TI->isDefinitelyOut("foo"));
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EXPECT_TRUE(TI->isDefinitelyOut("bar"));
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EXPECT_FALSE(TI->isDefinitelyOut("barbara"));
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EXPECT_FALSE(TI->isDefinitelyOut("bar+bar"));
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}
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TEST_F(TrigramIndexTest, PopularTrigram) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({"*aaa*", "*aaaa*", "*aaaaa*", "*aaaaa*", "*aaaaaa*"});
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EXPECT_TRUE(TI->isDefeated());
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}
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TEST_F(TrigramIndexTest, PopularTrigram2) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({"class1.h", "class2.h", "class3.h", "class4.h", "class.h"});
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EXPECT_TRUE(TI->isDefeated());
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}
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TEST_F(TrigramIndexTest, TooComplicatedRegex) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({"[0-9]+"});
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EXPECT_TRUE(TI->isDefeated());
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}
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TEST_F(TrigramIndexTest, TooComplicatedRegex2) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({"foo|bar"});
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EXPECT_TRUE(TI->isDefeated());
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}
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TEST_F(TrigramIndexTest, SpecialSymbol) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({"*c\\+\\+*"});
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EXPECT_TRUE(TI->isDefeated());
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}
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TEST_F(TrigramIndexTest, Sequence) {
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std::unique_ptr<TrigramIndex> TI =
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makeTrigramIndex({"class1.h", "class2.h", "class3.h", "class4.h"});
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EXPECT_FALSE(TI->isDefeated());
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EXPECT_FALSE(TI->isDefinitelyOut("class1"));
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EXPECT_TRUE(TI->isDefinitelyOut("class.h"));
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EXPECT_TRUE(TI->isDefinitelyOut("class"));
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}
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} // namespace
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