Merge pull request #45631 from hanfei1991/hanfei/regexp-refine

RegExpTreeDict use re2 engines when processing heavy regexps
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Han Fei 2023-02-07 13:21:22 +01:00 committed by GitHub
commit 021e6e90cc
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11 changed files with 7028 additions and 83 deletions

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@ -889,6 +889,7 @@ class IColumn;
M(Bool, input_format_bson_skip_fields_with_unsupported_types_in_schema_inference, false, "Skip fields with unsupported types while schema inference for format BSON.", 0) \
\
M(Bool, regexp_dict_allow_other_sources, false, "Allow regexp_tree dictionary to use sources other than yaml source.", 0) \
M(Bool, regexp_dict_allow_hyperscan, false, "Allow regexp_tree dictionary using Hyperscan library.", 0) \
// End of FORMAT_FACTORY_SETTINGS
// Please add settings non-related to formats into the COMMON_SETTINGS above.

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@ -1,3 +1,4 @@
#include <exception>
#include <optional>
#include <string_view>
@ -88,8 +89,15 @@ struct RegExpTreeDictionary::RegexTreeNode
UInt64 parent_id;
std::string regex;
re2_st::RE2 searcher;
RegexTreeNode(UInt64 id_, UInt64 parent_id_, const String & regex_, const re2_st::RE2::Options & regexp_options):
id(id_), parent_id(parent_id_), regex(regex_), searcher(regex_, regexp_options) {}
bool match(const char * haystack, size_t size) const
{
return searcher.Match(haystack, 0, size, re2_st::RE2::Anchor::UNANCHORED, nullptr, 0);
}
struct AttributeValue
{
Field field;
@ -118,7 +126,7 @@ std::vector<StringPiece> createStringPieces(const String & value, int num_captur
}
int ref_num = value[i+1]-'0';
if (ref_num >= num_captures)
LOG_DEBUG(logger,
LOG_TRACE(logger,
"Reference Id {} in set string is invalid, the regexp {} only has {} capturing groups",
ref_num, regex, num_captures-1);
result.push_back(StringPiece(ref_num));
@ -137,13 +145,60 @@ std::vector<StringPiece> createStringPieces(const String & value, int num_captur
void RegExpTreeDictionary::calculateBytesAllocated()
{
for (const String & regex : regexps)
for (const String & regex : simple_regexps)
bytes_allocated += regex.size();
bytes_allocated += sizeof(UInt64) * regexp_ids.size();
bytes_allocated += (sizeof(RegexTreeNode) + sizeof(UInt64)) * regex_nodes.size();
bytes_allocated += 2 * sizeof(UInt64) * topology_order.size();
}
namespace
{
/// hyper scan is not good at processing regex containing {0, 200}
/// This will make re compilation slow and failed. So we select this heavy regular expressions and
/// process it with re2.
struct RegexChecker
{
re2_st::RE2 searcher;
RegexChecker() : searcher(R"(\{([\d]+),([\d]+)\})") {}
static bool isFigureLargerThanFifty(const String & str)
try
{
auto number = std::stoi(str);
return number > 50;
}
catch (std::exception &)
{
return false;
}
[[maybe_unused]]
bool isSimpleRegex(const String & regex) const
{
re2_st::StringPiece haystack(regex.data(), regex.size());
re2_st::StringPiece matches[10];
size_t start_pos = 0;
while (start_pos < regex.size())
{
if (searcher.Match(haystack, start_pos, regex.size(), re2_st::RE2::Anchor::UNANCHORED, matches, 10))
{
const auto & match = matches[0];
start_pos += match.length();
const auto & match1 = matches[1];
const auto & match2 = matches[2];
if (isFigureLargerThanFifty(match1.ToString()) || isFigureLargerThanFifty(match2.ToString()))
return false;
}
else
break;
}
return true;
}
};
}
void RegExpTreeDictionary::initRegexNodes(Block & block)
{
auto id_column = block.getByName(kId).column;
@ -152,6 +207,8 @@ void RegExpTreeDictionary::initRegexNodes(Block & block)
auto keys_column = block.getByName(kKeys).column;
auto values_column = block.getByName(kValues).column;
RegexChecker checker;
size_t size = block.rows();
for (size_t i = 0; i < size; i++)
{
@ -165,12 +222,10 @@ void RegExpTreeDictionary::initRegexNodes(Block & block)
if (id == 0)
throw Exception(ErrorCodes::INCORRECT_DICTIONARY_DEFINITION, "There are invalid id {}", id);
regexps.push_back(regex);
regexp_ids.push_back(id);
re2_st::RE2::Options regexp_options;
regexp_options.set_log_errors(false);
RegexTreeNodePtr node = std::make_unique<RegexTreeNode>(id, parent_id, regex, regexp_options);
RegexTreeNodePtr node = std::make_shared<RegexTreeNode>(id, parent_id, regex, regexp_options);
int num_captures = std::min(node->searcher.NumberOfCapturingGroups() + 1, 10);
@ -196,7 +251,16 @@ void RegExpTreeDictionary::initRegexNodes(Block & block)
}
}
}
regex_nodes.emplace(id, std::move(node));
regex_nodes.emplace(id, node);
#if USE_VECTORSCAN
if (use_vectorscan && checker.isSimpleRegex(regex))
{
simple_regexps.push_back(regex);
regexp_ids.push_back(id);
}
else
#endif
complex_regexp_nodes.push_back(node);
}
}
@ -226,7 +290,7 @@ void RegExpTreeDictionary::initTopologyOrder(UInt64 node_idx, std::set<UInt64> &
visited.insert(node_idx);
for (UInt64 child_idx : regex_nodes[node_idx]->children)
if (visited.contains(child_idx))
throw Exception(ErrorCodes::INCORRECT_DICTIONARY_DEFINITION, "Invalid Regex tree");
throw Exception(ErrorCodes::INCORRECT_DICTIONARY_DEFINITION, "Invalid Regex tree. The input tree is cyclical");
else
initTopologyOrder(child_idx, visited, topology_id);
topology_order[node_idx] = topology_id++;
@ -245,12 +309,18 @@ void RegExpTreeDictionary::loadData()
initRegexNodes(block);
}
initGraph();
if (regexps.empty())
if (simple_regexps.empty() && complex_regexp_nodes.empty())
throw Exception(ErrorCodes::INCORRECT_DICTIONARY_DEFINITION, "There are no available regular expression. Please check your config");
LOG_INFO(logger, "There are {} simple regexps and {} complex regexps", simple_regexps.size(), complex_regexp_nodes.size());
/// If all the regexps cannot work with hyperscan, we should set this flag off to avoid exceptions.
if (simple_regexps.empty())
use_vectorscan = false;
if (!use_vectorscan)
return;
#if USE_VECTORSCAN
try
{
std::vector<std::string_view> regexps_views(regexps.begin(), regexps.end());
std::vector<std::string_view> regexps_views(simple_regexps.begin(), simple_regexps.end());
hyperscan_regex = MultiRegexps::getOrSet<true, false>(regexps_views, std::nullopt);
hyperscan_regex->get();
}
@ -258,7 +328,6 @@ void RegExpTreeDictionary::loadData()
{
/// Some compile errors will be thrown as LOGICAL ERROR and cause crash, e.g. empty expression or expressions are too large.
/// We catch the error here and rethrow again.
/// TODO: fallback to other engine, like re2, when exceptions occur.
throw Exception(ErrorCodes::INCORRECT_DICTIONARY_DEFINITION, "Error occurs when compiling regular expressions, reason: {}", e.message());
}
#endif
@ -270,8 +339,17 @@ void RegExpTreeDictionary::loadData()
}
RegExpTreeDictionary::RegExpTreeDictionary(
const StorageID & id_, const DictionaryStructure & structure_, DictionarySourcePtr source_ptr_, Configuration configuration_)
: IDictionary(id_), structure(structure_), source_ptr(source_ptr_), configuration(configuration_), logger(&Poco::Logger::get("RegExpTreeDictionary"))
const StorageID & id_,
const DictionaryStructure & structure_,
DictionarySourcePtr source_ptr_,
Configuration configuration_,
bool use_vectorscan_)
: IDictionary(id_),
structure(structure_),
source_ptr(source_ptr_),
configuration(configuration_),
use_vectorscan(use_vectorscan_),
logger(&Poco::Logger::get("RegExpTreeDictionary"))
{
if (auto * ch_source = typeid_cast<ClickHouseDictionarySource *>(source_ptr.get()))
{
@ -289,12 +367,15 @@ RegExpTreeDictionary::RegExpTreeDictionary(
calculateBytesAllocated();
}
String processBackRefs(const String & data, const re2_st::RE2 & searcher, const std::vector<StringPiece> & pieces)
std::pair<String, bool> processBackRefs(const String & data, const re2_st::RE2 & searcher, const std::vector<StringPiece> & pieces)
{
re2_st::StringPiece haystack(data.data(), data.size());
re2_st::StringPiece matches[10];
String result;
searcher.Match(haystack, 0, data.size(), re2_st::RE2::Anchor::UNANCHORED, matches, 10);
/// if the pattern is a single '$1' but fails to match, we would use the default value.
if (pieces.size() == 1 && pieces[0].ref_num >= 0 && pieces[0].ref_num < 10 && matches[pieces[0].ref_num].empty())
return std::make_pair(result, true);
for (const auto & item : pieces)
{
if (item.ref_num >= 0 && item.ref_num < 10)
@ -302,7 +383,7 @@ String processBackRefs(const String & data, const re2_st::RE2 & searcher, const
else
result += item.literal;
}
return result;
return {result, false};
}
// walk towards root and collect attributes.
@ -312,7 +393,9 @@ bool RegExpTreeDictionary::setAttributes(
std::unordered_map<String, Field> & attributes_to_set,
const String & data,
std::unordered_set<UInt64> & visited_nodes,
const std::unordered_map<String, const DictionaryAttribute &> & attributes) const
const std::unordered_map<String, const DictionaryAttribute &> & attributes,
const std::unordered_map<String, ColumnPtr> & defaults,
size_t key_index) const
{
if (visited_nodes.contains(id))
@ -325,7 +408,13 @@ bool RegExpTreeDictionary::setAttributes(
continue;
if (value.containsBackRefs())
{
String updated_str = processBackRefs(data, regex_nodes.at(id)->searcher, value.pieces);
auto [updated_str, use_default] = processBackRefs(data, regex_nodes.at(id)->searcher, value.pieces);
if (use_default)
{
DefaultValueProvider default_value(attributes.at(name).null_value, defaults.at(name));
attributes_to_set[name] = default_value.getDefaultValue(key_index);
}
else
attributes_to_set[name] = parseStringToField(updated_str, attributes.at(name).type);
}
else
@ -334,18 +423,17 @@ bool RegExpTreeDictionary::setAttributes(
auto parent_id = regex_nodes.at(id)->parent_id;
if (parent_id > 0)
setAttributes(parent_id, attributes_to_set, data, visited_nodes, attributes);
setAttributes(parent_id, attributes_to_set, data, visited_nodes, attributes, defaults, key_index);
// if all the attributes have set, the walking through can be stopped.
/// if all the attributes have set, the walking through can be stopped.
return attributes_to_set.size() == attributes.size();
}
#if USE_VECTORSCAN
namespace
{
struct MatchContext
{
std::unordered_set<UInt64> matched_idx_set;
std::set<UInt64> matched_idx_set;
std::vector<std::pair<UInt64, UInt64>> matched_idx_sorted_list;
const std::vector<UInt64> & regexp_ids ;
@ -354,14 +442,23 @@ namespace
MatchContext(const std::vector<UInt64> & regexp_ids_, const std::unordered_map<UInt64, UInt64> & topology_order_)
: regexp_ids(regexp_ids_), topology_order(topology_order_) {}
void insert(unsigned int id)
[[maybe_unused]]
void insertIdx(unsigned int idx)
{
UInt64 idx = regexp_ids[id-1];
UInt64 topological_order = topology_order.at(idx);
matched_idx_set.emplace(idx);
matched_idx_sorted_list.push_back(std::make_pair(topological_order, idx));
UInt64 node_id = regexp_ids[idx-1];
UInt64 topological_order = topology_order.at(node_id);
matched_idx_set.emplace(node_id);
matched_idx_sorted_list.push_back(std::make_pair(topological_order, node_id));
}
void insertNodeID(UInt64 id)
{
UInt64 topological_order = topology_order.at(id);
matched_idx_set.emplace(id);
matched_idx_sorted_list.push_back(std::make_pair(topological_order, id));
}
/// Sort by topological order, which indicates the matching priorities.
void sort()
{
std::sort(matched_idx_sorted_list.begin(), matched_idx_sorted_list.end());
@ -373,24 +470,28 @@ namespace
}
};
}
#endif // USE_VECTORSCAN
std::unordered_map<String, ColumnPtr> RegExpTreeDictionary::matchSearchAllIndices(
[[maybe_unused]] const ColumnString::Chars & keys_data,
[[maybe_unused]] const ColumnString::Offsets & keys_offsets,
[[maybe_unused]] const std::unordered_map<String, const DictionaryAttribute &> & attributes,
[[maybe_unused]] const std::unordered_map<String, ColumnPtr> & defaults) const
std::unordered_map<String, ColumnPtr> RegExpTreeDictionary::match(
const ColumnString::Chars & keys_data,
const ColumnString::Offsets & keys_offsets,
const std::unordered_map<String, const DictionaryAttribute &> & attributes,
const std::unordered_map<String, ColumnPtr> & defaults) const
{
#if USE_VECTORSCAN
hs_scratch_t * scratch = nullptr;
if (use_vectorscan)
{
hs_error_t err = hs_clone_scratch(hyperscan_regex->get()->getScratch(), &scratch);
if (err != HS_SUCCESS)
{
throw Exception(ErrorCodes::CANNOT_ALLOCATE_MEMORY, "Could not clone scratch space for hyperscan");
}
}
MultiRegexps::ScratchPtr smart_scratch(scratch);
#endif
std::unordered_map<String, MutableColumnPtr> columns;
@ -402,16 +503,6 @@ std::unordered_map<String, ColumnPtr> RegExpTreeDictionary::matchSearchAllIndice
columns[name] = std::move(col_ptr);
}
auto on_match = [](unsigned int id,
unsigned long long /* from */, // NOLINT
unsigned long long /* to */, // NOLINT
unsigned int /* flags */,
void * context) -> int
{
static_cast<MatchContext *>(context)->insert(id);
return 0;
};
UInt64 offset = 0;
for (size_t key_idx = 0; key_idx < keys_offsets.size(); ++key_idx)
{
@ -420,7 +511,19 @@ std::unordered_map<String, ColumnPtr> RegExpTreeDictionary::matchSearchAllIndice
MatchContext match_result(regexp_ids, topology_order);
err = hs_scan(
#if USE_VECTORSCAN
if (use_vectorscan)
{
auto on_match = [](unsigned int id,
unsigned long long /* from */, // NOLINT
unsigned long long /* to */, // NOLINT
unsigned int /* flags */,
void * context) -> int
{
static_cast<MatchContext *>(context)->insertIdx(id);
return 0;
};
hs_error_t err = hs_scan(
hyperscan_regex->get()->getDB(),
reinterpret_cast<const char *>(keys_data.data()) + offset,
static_cast<unsigned>(length),
@ -431,14 +534,23 @@ std::unordered_map<String, ColumnPtr> RegExpTreeDictionary::matchSearchAllIndice
if (err != HS_SUCCESS)
throw Exception(ErrorCodes::HYPERSCAN_CANNOT_SCAN_TEXT, "Failed to scan data with vectorscan");
}
#endif
for (const auto & node_ptr : complex_regexp_nodes)
{
if (node_ptr->match(reinterpret_cast<const char *>(keys_data.data()) + offset, length))
{
match_result.insertNodeID(node_ptr->id);
}
}
match_result.sort();
// Walk through the regex tree util all attributes are set;
/// Walk through the regex tree util all attributes are set;
std::unordered_map<String, Field> attributes_to_set;
std::unordered_set<UInt64> visited_nodes;
// check if it is a valid id
/// Some node matches but its parents cannot match. In this case we must regard this node unmatched.
auto is_invalid = [&](UInt64 id)
{
while (id)
@ -459,7 +571,7 @@ std::unordered_map<String, ColumnPtr> RegExpTreeDictionary::matchSearchAllIndice
continue;
if (visited_nodes.contains(id))
continue;
if (setAttributes(id, attributes_to_set, str, visited_nodes, attributes))
if (setAttributes(id, attributes_to_set, str, visited_nodes, attributes, defaults, key_idx))
break;
}
@ -468,12 +580,11 @@ std::unordered_map<String, ColumnPtr> RegExpTreeDictionary::matchSearchAllIndice
if (attributes_to_set.contains(name))
continue;
/// TODO: default value might be a back-reference, that is useful in lib ua-core
DefaultValueProvider default_value(attr.null_value, defaults.at(name));
columns[name]->insert(default_value.getDefaultValue(key_idx));
}
// insert to columns
/// insert to columns
for (const auto & [name, value] : attributes_to_set)
columns[name]->insert(value);
@ -485,9 +596,6 @@ std::unordered_map<String, ColumnPtr> RegExpTreeDictionary::matchSearchAllIndice
result.emplace(name, std::move(mutable_ptr));
return result;
#else
throw Exception(ErrorCodes::UNSUPPORTED_METHOD, "Multi search all indices is not implemented when USE_VECTORSCAN is off");
#endif // USE_VECTORSCAN
}
Columns RegExpTreeDictionary::getColumns(
@ -516,7 +624,7 @@ Columns RegExpTreeDictionary::getColumns(
/// calculate matches
const ColumnString * key_column = typeid_cast<const ColumnString *>(key_columns[0].get());
const auto & columns_map = matchSearchAllIndices(
const auto & columns_map = match(
key_column->getChars(),
key_column->getOffsets(),
attributes,
@ -561,7 +669,7 @@ void registerDictionaryRegExpTree(DictionaryFactory & factory)
"regexp_tree dictionary doesn't accept sources other than yaml source. "
"To active it, please set regexp_dict_allow_other_sources=true");
return std::make_unique<RegExpTreeDictionary>(dict_id, dict_struct, std::move(source_ptr), configuration);
return std::make_unique<RegExpTreeDictionary>(dict_id, dict_struct, std::move(source_ptr), configuration, context->getSettings().regexp_dict_allow_hyperscan);
};
factory.registerLayout("regexp_tree", create_layout, true);

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@ -43,7 +43,11 @@ public:
const std::string name = "RegExpTree";
RegExpTreeDictionary(
const StorageID & id_, const DictionaryStructure & structure_, DictionarySourcePtr source_ptr_, Configuration configuration_);
const StorageID & id_,
const DictionaryStructure & structure_,
DictionarySourcePtr source_ptr_,
Configuration configuration_,
bool use_vectorscan_);
std::string getTypeName() const override { return name; }
@ -79,7 +83,7 @@ public:
std::shared_ptr<const IExternalLoadable> clone() const override
{
return std::make_shared<RegExpTreeDictionary>(getDictionaryID(), structure, source_ptr->clone(), configuration);
return std::make_shared<RegExpTreeDictionary>(getDictionaryID(), structure, source_ptr->clone(), configuration, use_vectorscan);
}
ColumnUInt8::Ptr hasKeys(const Columns &, const DataTypes &) const override
@ -122,11 +126,6 @@ private:
mutable std::atomic<size_t> query_count{0};
mutable std::atomic<size_t> found_count{0};
std::vector<std::string> regexps;
std::vector<UInt64> regexp_ids;
Poco::Logger * logger;
void calculateBytesAllocated();
void loadData();
@ -135,7 +134,7 @@ private:
void initTopologyOrder(UInt64 node_idx, std::set<UInt64> & visited, UInt64 & topology_id);
void initGraph();
std::unordered_map<String, ColumnPtr> matchSearchAllIndices(
std::unordered_map<String, ColumnPtr> match(
const ColumnString::Chars & keys_data,
const ColumnString::Offsets & keys_offsets,
const std::unordered_map<String, const DictionaryAttribute &> & attributes,
@ -146,16 +145,26 @@ private:
std::unordered_map<String, Field> & attributes_to_set,
const String & data,
std::unordered_set<UInt64> & visited_nodes,
const std::unordered_map<String, const DictionaryAttribute &> & attributes) const;
const std::unordered_map<String, const DictionaryAttribute &> & attributes,
const std::unordered_map<String, ColumnPtr> & defaults,
size_t key_index) const;
struct RegexTreeNode;
using RegexTreeNodePtr = std::unique_ptr<RegexTreeNode>;
using RegexTreeNodePtr = std::shared_ptr<RegexTreeNode>;
bool use_vectorscan;
std::vector<std::string> simple_regexps;
std::vector<UInt64> regexp_ids;
std::vector<RegexTreeNodePtr> complex_regexp_nodes;
std::map<UInt64, RegexTreeNodePtr> regex_nodes;
std::unordered_map<UInt64, UInt64> topology_order;
#if USE_VECTORSCAN
MultiRegexps::DeferredConstructedRegexpsPtr hyperscan_regex;
#endif
Poco::Logger * logger;
};
}

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@ -0,0 +1,793 @@
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AFTT Chrome Mobile WebView 70.0 Android 5.1.1
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Samsung SM-T900 Samsung Internet 10.1 Android 5.1.1
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Samsung SM-G360T1 Chrome Mobile 67.0 Android 5.1.1
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SM-T280 Chrome 74.0 Android 5.1.1
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SM-T670 Chrome 76.0 Android 5.1.1
SM-T670 Chrome 77.0 Android 5.1.1
Vodafone Smart ultra 6 Chrome Mobile WebView 74.0 Android 5.1.1
BLU Advance 5.0 Chrome Mobile 66.0 Android 5.1.0
HTC Desire 626s Chrome Mobile 77.0 Android 5.1.0
HUAWEI LUA-L22 Chrome Mobile 50.0 Android 5.1.0
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Samsung SM-J327P Chrome Mobile 77.0 Android 6.0.1
Samsung SM-N910S Chrome Mobile 75.0 Android 6.0.1
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Samsung SM-T350 Chrome 59.0 Android 6.0.1
Samsung SM-T560NU Chrome 77.0 Android 6.0.1
SM-T800 Chrome 77.0 Android 6.0.1
XT1254 Chrome Mobile 77.0 Android 6.0.1
Z798BL Chrome Mobile 67.0 Android 6.0.1
Z799VL Chrome Mobile WebView 45.0 Android 6.0.1
5010X Chrome Mobile 76.0 Android 6.0.0
Huawei CAM-L21 Chrome Mobile 77.0 Android 6.0.0
F3313 Chrome Mobile 77.0 Android 6.0.0
RCT6603W47M7 Chrome 77.0 Android 6.0.0
5049Z Chrome Mobile 56.0 Android 7.0.0
Asus A002A Chrome Mobile 77.0 Android 7.0.0
Alcatel_5044C Chrome Mobile 77.0 Android 7.0.0
Astra Young Pro Chrome Mobile WebView 59.0 Android 7.0.0
Infinix X571 Chrome Mobile 77.0 Android 7.0.0
LG-H872 Chrome Mobile 64.0 Android 7.0.0
LG-K425 Chrome Mobile 55.0 Android 7.0.0
LG-LS777 Chrome Mobile 77.0 Android 7.0.0
LG-M210 Chrome Mobile 77.0 Android 7.0.0
LG-M430 Chrome Mobile 77.0 Android 7.0.0
LG-TP260 Chrome Mobile WebView 64.0 Android 7.0.0
LG-TP260 Chrome Mobile 77.0 Android 7.0.0
LG-TP450 Chrome Mobile 64.0 Android 7.0.0
LG-V521 Chrome 75.0 Android 7.0.0
LG-V521 Chrome 77.0 Android 7.0.0
LGMP260 Chrome Mobile 58.0 Android 7.0.0
LGMS210 Chrome Mobile 55.0 Android 7.0.0
LGMS210 Chrome Mobile 77.0 Android 7.0.0
P00I Chrome 77.0 Android 7.0.0
RS988 Chrome Mobile 77.0 Android 7.0.0
Samsung SM-J701F Samsung Internet 10.1 Android 7.0.0
Samsung SM-J710F Samsung Internet 10.1 Android 7.0.0
Samsung SM-N920T Samsung Internet 9.2 Android 7.0.0
Samsung SM-G920A Chrome Mobile 77.0 Android 7.0.0
Samsung SM-G920P Flipboard 4.2 Android 7.0.0
Samsung SM-G920V Chrome Mobile 76.0 Android 7.0.0
Samsung SM-G928V Chrome Mobile 77.0 Android 7.0.0
Samsung SM-G950U Chrome Mobile 77.0 Android 7.0.0
Samsung SM-G955U Chrome Mobile 77.0 Android 7.0.0
Samsung SM-J327T Chrome Mobile 74.0 Android 7.0.0
Samsung SM-J327T Chrome Mobile 77.0 Android 7.0.0
Samsung SM-J327T1 Chrome Mobile 64.0 Android 7.0.0
Samsung SM-J327T1 Chrome Mobile 75.0 Android 7.0.0
Samsung SM-J327T1 Chrome Mobile 77.0 Android 7.0.0
Samsung SM-N9208 Chrome Mobile 73.0 Android 7.0.0
Samsung SM-N920P Chrome Mobile 74.0 Android 7.0.0
Samsung SM-N920T Chrome Mobile 77.0 Android 7.0.0
SM-T585 Chrome 77.0 Android 7.0.0
SM-T810 Chrome 75.0 Android 7.0.0
SM-T810 Chrome 76.0 Android 7.0.0
SM-T810 Chrome 77.0 Android 7.0.0
SM-T813 Chrome 76.0 Android 7.0.0
SM-T813 Chrome 76.0 Android 7.0.0
Trekstor ST1009X Chrome 75.0 Android 7.0.0
XT1663 Chrome Mobile 77.0 Android 7.0.0
Generic Smartphone Chrome Mobile 58.0 Android 7.0.0
A574BL Chrome Mobile WebView 77.0 Android 7.1.1
A574BL Chrome Mobile 77.0 Android 7.1.1
Oppo CPH1729 Facebook 240.0 Android 7.1.1
3632A Chrome Mobile 74.0 Android 7.1.1
General Mobile 4G Dual Chrome Mobile 77.0 Android 7.1.1
Moto E (4) Plus Chrome Mobile WebView 76.0 Android 7.1.1
Moto E (4) Chrome Mobile 70.0 Android 7.1.1
Moto E (4) Chrome Mobile 76.0 Android 7.1.1
Moto E (4) Chrome Mobile 77.0 Android 7.1.1
Moto E (4) Chrome Mobile 77.0 Android 7.1.1
NX591J Chrome Mobile 77.0 Android 7.1.1
REVVLPLUS C3701A Chrome Mobile 64.0 Android 7.1.1
Samsung SM-J320A Samsung Internet 10.1 Android 7.1.1
Samsung SM-T550 Samsung Internet 10.1 Android 7.1.1
Samsung SM-T377A Chrome 64.0 Android 7.1.1
Samsung SM-J250F Chrome Mobile 76.0 Android 7.1.1
Samsung SM-J700T Chrome Mobile 77.0 Android 7.1.1
SM-T350 Chrome 77.0 Android 7.1.1
Samsung SM-T377T Chrome 77.0 Android 7.1.1
Samsung SM-T550 Chrome 69.0 Android 7.1.1
SM-T550 Chrome 77.0 Android 7.1.1
Samsung SM-T560NU Chrome 77.0 Android 7.1.1
X20 Chrome Mobile WebView 52.0 Android 7.1.1
Z851M Chrome Mobile 58.0 Android 7.1.1
Z899VL Chrome Mobile WebView 74.0 Android 7.1.1
Z982 Chrome Mobile WebView 75.0 Android 7.1.1
Z982 Chrome Mobile 77.0 Android 7.1.1
Generic Smartphone Chrome Mobile WebView 70.0 Android 7.1.2
AFTKMST12 Chrome Mobile WebView 70.0 Android 7.1.2
Kindle Amazon Silk 76.3 Android 7.1.2
AFTMM Chrome Mobile WebView 70.0 Android 7.1.2
AFTN Chrome Mobile WebView 70.0 Android 7.1.2
KFKAWI Chrome Mobile WebView 59.0 Android 7.1.2
Kindle Amazon Silk 76.3 Android 7.1.2
Kindle Amazon Silk 76.3 Android 7.1.2
LG-SP200 Chrome Mobile 75.0 Android 7.1.2
LG-SP200 Chrome Mobile 76.0 Android 7.1.2
LM-X210(G) Chrome Mobile 76.0 Android 7.1.2
LM-X210 Chrome Mobile 76.0 Android 7.1.2
RCT6973W43R Chrome 77.0 Android 7.1.2
XiaoMi Redmi 4 Chrome Mobile 77.0 Android 7.1.2
Generic Smartphone Chrome Mobile WebView 76.0 Android 8.0.0
Asus Z01FD Chrome Mobile 77.0 Android 8.0.0
Huawei AUM-L29 Chrome Mobile 77.0 Android 8.0.0
BRAVIA 4K GB Chrome Mobile WebView 77.0 Android 8.0.0
CMR-W09 Chrome 77.0 Android 8.0.0
EVA-AL00 Chrome Mobile 77.0 Android 8.0.0
G3223 Chrome Mobile 77.0 Android 8.0.0
LG-H910 Chrome Mobile 77.0 Android 8.0.0
LG-H931 Chrome Mobile 76.0 Android 8.0.0
LG-H932 Chrome Mobile 77.0 Android 8.0.0
Samsung SM-A520F Samsung Internet 10.1 Android 8.0.0
Samsung SM-G891A Samsung Internet 8.2 Android 8.0.0
Samsung SM-G935T Samsung Internet 10.1 Android 8.0.0
Samsung SM-G955U Samsung Internet 10.1 Android 8.0.0
Samsung SM-J337T Samsung Internet 9.2 Android 8.0.0
Samsung SM-J737P Samsung Internet 10.1 Android 8.0.0
Samsung SM-N950F Samsung Internet 10.1 Android 8.0.0
Samsung SM-G891A Chrome Mobile 72.0 Android 8.0.0
Samsung SM-G935A Chrome Mobile 76.0 Android 8.0.0
Samsung SM-A720F Chrome Mobile 77.0 Android 8.0.0
Samsung SM-G570F Facebook 231.0 Android 8.0.0
Samsung SM-G570Y Chrome Mobile 77.0 Android 8.0.0
Samsung SM-G930T Chrome Mobile WebView 77.0 Android 8.0.0
Samsung SM-G930V Chrome Mobile 64.0 Android 8.0.0
Samsung SM-G930VL Chrome Mobile 74.0 Android 8.0.0
Samsung SM-G935F Chrome Mobile 75.0 Android 8.0.0
Samsung SM-G935P Chrome Mobile 77.0 Android 8.0.0
Samsung SM-G935T Facebook 240.0 Android 8.0.0
Samsung SM-G935T Chrome Mobile 77.0 Android 8.0.0
Samsung SM-G950U Chrome Mobile 77.0 Android 8.0.0
Samsung SM-G955U Chrome Mobile 74.0 Android 8.0.0
Samsung SM-G955U Chrome Mobile 77.0 Android 8.0.0
Samsung SM-J330G Chrome Mobile 77.0 Android 8.0.0
Samsung SM-J337T Chrome Mobile 77.0 Android 8.0.0
Samsung SM-J737A Chrome Mobile 77.0 Android 8.0.0
Samsung SM-J737T1 Chrome Mobile 66.0 Android 8.0.0
Samsung SM-J737T1 Chrome Mobile 77.0 Android 8.0.0
Samsung SM-N950F Chrome Mobile 66.0 Android 8.0.0
Samsung SM-N950U Chrome Mobile 76.0 Android 8.0.0
Samsung SM-N950U Chrome Mobile 77.0 Android 8.0.0
Samsung SM-N950U1 Chrome Mobile 77.0 Android 8.0.0
Samsung SM-S367VL Chrome Mobile 77.0 Android 8.0.0
VS995 Chrome Mobile 77.0 Android 8.0.0
XT1635-02 Chrome Mobile 77.0 Android 8.0.0
moto e5 play Chrome Mobile 76.0 Android 8.0.0
moto e5 play Chrome Mobile 77.0 Android 8.0.0
moto e5 supra Chrome Mobile 76.0 Android 8.0.0
moto g(6) Chrome Mobile 77.0 Android 8.0.0
5041C Chrome Mobile 77.0 Android 8.1.0
6062W Chrome Mobile 77.0 Android 8.1.0
A502DL Chrome Mobile 67.0 Android 8.1.0
A502DL Chrome Mobile 76.0 Android 8.1.0
Huawei BKK-LX2 Chrome Mobile 76.0 Android 8.1.0
C4 Chrome Mobile 70.0 Android 8.1.0
3310A Chrome Mobile 77.0 Android 8.1.0
Infinix X604 Chrome Mobile 64.0 Android 8.1.0
Joy 1 Chrome Mobile 77.0 Android 8.1.0
LAVA LE9820 Chrome Mobile 77.0 Android 8.1.0
LG-Q710AL Chrome Mobile 77.0 Android 8.1.0
LM-Q610(FGN) Chrome Mobile 77.0 Android 8.1.0
LM-Q710(FGN) Facebook 235.0 Android 8.1.0
LM-Q710(FGN) Chrome Mobile 70.0 Android 8.1.0
LM-Q710(FGN) Chrome Mobile 76.0 Android 8.1.0
LM-Q710(FGN) Chrome Mobile 76.0 Android 8.1.0
LM-Q710(FGN) Chrome Mobile 77.0 Android 8.1.0
LM-V405 Chrome Mobile 77.0 Android 8.1.0
LM-X210(G) UC Browser 11.6 Android 8.1.0
LM-X210(G) Chrome Mobile 70.0 Android 8.1.0
LM-X210(G) Chrome Mobile 72.0 Android 8.1.0
LM-X210(G) Chrome Mobile 77.0 Android 8.1.0
LM-X212(G) Chrome Mobile 77.0 Android 8.1.0
LM-X220 Chrome Mobile 70.0 Android 8.1.0
LM-X220 Chrome Mobile 76.0 Android 8.1.0
LM-X220PM Chrome Mobile WebView 77.0 Android 8.1.0
LM-X410(FG) Chrome Mobile 70.0 Android 8.1.0
LM-X410(FG) Chrome Mobile 76.0 Android 8.1.0
LM-X410(FG) Chrome Mobile 77.0 Android 8.1.0
LM-X410.FGN Chrome Mobile 68.0 Android 8.1.0
LML414DL Chrome Mobile 76.0 Android 8.1.0
LML713DL Chrome Mobile 77.0 Android 8.1.0
Moto G (5S) Plus Chrome Mobile 77.0 Android 8.1.0
HTC One Chrome Mobile WebView 70.0 Android 8.1.0
RCT6873W42BMF8KC Chrome Mobile 77.0 Android 8.1.0
REVVL 2 Chrome Mobile 67.0 Android 8.1.0
REVVL 2 Chrome Mobile 76.0 Android 8.1.0
Samsung SM-J727T Samsung Internet 10.1 Android 8.1.0
Samsung SM-J727T1 Samsung Internet 9.4 Android 8.1.0
Samsung SM-J727T1 Samsung Internet 10.1 Android 8.1.0
Samsung SM-T580 Samsung Internet 9.4 Android 8.1.0
Samsung SM-J727A Facebook 240.0 Android 8.1.0
Samsung SM-G610F Chrome Mobile 77.0 Android 8.1.0
Samsung SM-J260T1 Chrome Mobile 76.0 Android 8.1.0
Samsung SM-J260T1 Chrome Mobile 76.0 Android 8.1.0
Samsung SM-J260T1 Chrome Mobile 77.0 Android 8.1.0
Samsung SM-J410F Chrome Mobile 77.0 Android 8.1.0
Samsung SM-J727P Chrome Mobile 68.0 Android 8.1.0
Samsung SM-J727T Chrome Mobile 66.0 Android 8.1.0
Samsung SM-J727T1 Chrome Mobile 76.0 Android 8.1.0
Samsung SM-J727T1 Chrome Mobile 77.0 Android 8.1.0
Samsung SM-J727T1 Chrome Mobile 77.0 Android 8.1.0
Samsung SM-J727V Chrome Mobile 70.0 Android 8.1.0
Samsung SM-J727V Chrome Mobile 77.0 Android 8.1.0
SM-P580 Chrome 77.0 Android 8.1.0
SM-T380 Chrome 75.0 Android 8.1.0
SM-T580 Edge Mobile 42.0 Android 8.1.0
SM-T580 Chrome 76.0 Android 8.1.0
SM-T580 Chrome 76.0 Android 8.1.0
SM-T580 Chrome 77.0 Android 8.1.0
Samsung SM-T837T Chrome 77.0 Android 8.1.0
TECNO CF8 Facebook 239.0 Android 8.1.0
V1818CA Chrome Mobile 75.0 Android 8.1.0
meizu C9 Chrome Mobile 68.0 Android 8.1.0
vivo 1724 Chrome Mobile 76.0 Android 8.1.0
vivo 1814 Chrome Mobile 77.0 Android 8.1.0
Generic Smartphone DuckDuckGo Mobile 5.0 Android 9.0.0
1825 Chrome Mobile 70.0 Android 9.0.0
ANE-LX2 Facebook 236.0 Android 9.0.0
BLA-A09 Chrome Mobile 77.0 Android 9.0.0
Huawei CLT-L04 Chrome Mobile 77.0 Android 9.0.0
Oppo CPH1911 Facebook 239.0 Android 9.0.0
Oppo CPH1923 Chrome Mobile WebView 76.0 Android 9.0.0
Huawei ELE-L29 Chrome Mobile 77.0 Android 9.0.0
G8142 Chrome Mobile 77.0 Android 9.0.0
GM1911 Chrome Mobile 76.0 Android 9.0.0
GM1917 Chrome Mobile 77.0 Android 9.0.0
Huawei INE-LX2 Chrome Mobile 76.0 Android 9.0.0
LM-G710 Chrome Mobile WebView 77.0 Android 9.0.0
LM-Q720 Chrome Mobile 77.0 Android 9.0.0
LM-V405 Chrome Mobile WebView 77.0 Android 9.0.0
LM-V405 Chrome Mobile 76.0 Android 9.0.0
LM-V500N Chrome Mobile 77.0 Android 9.0.0
LM-X420 Chrome Mobile 72.0 Android 9.0.0
LM-X420 Chrome Mobile 77.0 Android 9.0.0
MAR-LX1A Chrome Mobile 77.0 Android 9.0.0
XiaoMi MI 9 Chrome Mobile 77.0 Android 9.0.0
XiaoMi Mi A2 Chrome Mobile 77.0 Android 9.0.0
Moto Z (2) Chrome Mobile 77.0 Android 9.0.0
Nokia 6 Chrome Mobile 77.0 Android 9.0.0
OnePlus ONEPLUS A6000 Chrome Mobile 77.0 Android 9.0.0
OnePlus ONEPLUS A6003 Chrome Mobile 77.0 Android 9.0.0
OnePlus ONEPLUS A6013 Chrome Mobile WebView 77.0 Android 9.0.0
OnePlus ONEPLUS A6013 Chrome Mobile 74.0 Android 9.0.0
OnePlus ONEPLUS A6013 Chrome Mobile 77.0 Android 9.0.0
PAR-AL00 Facebook 235.0 Android 9.0.0
Pixel 2 XL Chrome Mobile 77.0 Android 9.0.0
Pixel 3 Chrome Mobile WebView 77.0 Android 9.0.0
Pixel 3 Chrome Mobile 76.0 Android 9.0.0
Pixel 3 Chrome Mobile 77.0 Android 9.0.0
Pixel 3a XL Chrome Mobile 77.0 Android 9.0.0
REVVLRY Chrome Mobile 73.0 Android 9.0.0
Oppo RMX1801 Chrome Mobile 75.0 Android 9.0.0
XiaoMi Redmi 7 Chrome Mobile 77.0 Android 9.0.0
XiaoMi Redmi Note 7 Chrome Mobile 76.0 Android 9.0.0
Samsung SM-A102U Samsung Internet 10.1 Android 9.0.0
Samsung SM-A505FN Samsung Internet 10.1 Android 9.0.0
Samsung SM-A505GN Samsung Internet 10.1 Android 9.0.0
Samsung SM-G892U Samsung Internet 10.1 Android 9.0.0
Samsung SM-G950U Samsung Internet 10.1 Android 9.0.0
Samsung SM-G955F Samsung Internet 9.4 Android 9.0.0
Samsung SM-G955U Samsung Internet 10.1 Android 9.0.0
Samsung SM-G9600 Samsung Internet 9.4 Android 9.0.0
Samsung SM-G960U Samsung Internet 10.1 Android 9.0.0
Samsung SM-G965U Samsung Internet 10.1 Android 9.0.0
Samsung SM-G970F Samsung Internet 10.1 Android 9.0.0
Samsung SM-G970U Samsung Internet 10.1 Android 9.0.0
Samsung SM-G973U Samsung Internet 9.4 Android 9.0.0
Samsung SM-G973U Samsung Internet 10.1 Android 9.0.0
Samsung SM-G975U Samsung Internet 10.1 Android 9.0.0
Samsung SM-J415F Samsung Internet 10.1 Android 9.0.0
Samsung SM-J730F Samsung Internet 10.1 Android 9.0.0
Samsung SM-J737P Samsung Internet 10.1 Android 9.0.0
Samsung SM-J737T Samsung Internet 9.0 Android 9.0.0
Samsung SM-N950U Samsung Internet 10.1 Android 9.0.0
Samsung SM-N960F Samsung Internet 10.1 Android 9.0.0
Samsung SM-N960U Samsung Internet 10.1 Android 9.0.0
Samsung SM-N960U1 Samsung Internet 9.2 Android 9.0.0
Samsung SM-N970U Samsung Internet 10.1 Android 9.0.0
Samsung SM-N975U Samsung Internet 10.1 Android 9.0.0
Samsung SM-N975U1 Samsung Internet 10.1 Android 9.0.0
Samsung SM-T510 Samsung Internet 10.1 Android 9.0.0
Samsung SM-T720 Samsung Internet 10.1 Android 9.0.0
SHIELD Android TV Chrome Mobile WebView 77.0 Android 9.0.0
Samsung SM-A102U Chrome Mobile 72.0 Android 9.0.0
Samsung SM-A102U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-A105M Facebook 237.0 Android 9.0.0
Samsung SM-A205G Chrome Mobile 77.0 Android 9.0.0
Samsung SM-A205U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-A505F Chrome Mobile 77.0 Android 9.0.0
Samsung SM-A530F Facebook 240.0 Android 9.0.0
Samsung SM-A530N Chrome Mobile WebView 77.0 Android 9.0.0
Samsung SM-A600T Chrome Mobile 77.0 Android 9.0.0
Samsung SM-A605F Chrome Mobile 77.0 Android 9.0.0
Samsung SM-A920F Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G892A Chrome Mobile 74.0 Android 9.0.0
Samsung SM-G950F Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G950U Chrome Mobile WebView 77.0 Android 9.0.0
Samsung SM-G950U Chrome Mobile 71.0 Android 9.0.0
Samsung SM-G950U Chrome Mobile 76.0 Android 9.0.0
Samsung SM-G950U Chrome Mobile 76.0 Android 9.0.0
Samsung SM-G950U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G950U1 Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G955F Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G955U Facebook 240.0 Android 9.0.0
Samsung SM-G955U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G9600 Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G960U Facebook 233.0 Android 9.0.0
Samsung SM-G960U Chrome Mobile WebView 77.0 Android 9.0.0
Samsung SM-G960U Chrome Mobile 71.0 Android 9.0.0
Samsung SM-G960U Chrome Mobile 74.0 Android 9.0.0
Samsung SM-G960U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G960U1 Facebook 240.0 Android 9.0.0
Samsung SM-G960U1 Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G965F Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G965U Chrome Mobile 74.0 Android 9.0.0
Samsung SM-G965U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G965U Chrome Mobile 79.0 Android 9.0.0
Samsung SM-G965U1 Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G970U Facebook 240.0 Android 9.0.0
Samsung SM-G970U Chrome Mobile 75.0 Android 9.0.0
Samsung SM-G970U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G970U1 Chrome Mobile WebView 77.0 Android 9.0.0
Samsung SM-G973U Chrome Mobile 74.0 Android 9.0.0
Samsung SM-G973U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G973U1 Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G975U Chrome Mobile 75.0 Android 9.0.0
Samsung SM-G975U Chrome Mobile 76.0 Android 9.0.0
Samsung SM-G975U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-G975U1 Chrome Mobile 77.0 Android 9.0.0
Samsung SM-J260A Chrome Mobile 77.0 Android 9.0.0
Samsung SM-J337P Chrome Mobile 76.0 Android 9.0.0
Samsung SM-J600FN Chrome Mobile 75.0 Android 9.0.0
Samsung SM-J600G Facebook 238.0 Android 9.0.0
Samsung SM-J730F Chrome Mobile 77.0 Android 9.0.0
Samsung SM-J737A Chrome Mobile WebView 77.0 Android 9.0.0
Samsung SM-J737A Chrome Mobile 74.0 Android 9.0.0
Samsung SM-J737V Pinterest 0.0 Android 9.0.0
Samsung SM-J737V Chrome Mobile 77.0 Android 9.0.0
Samsung SM-J810M Chrome Mobile 77.0 Android 9.0.0
Samsung SM-N950U Facebook 240.0 Android 9.0.0
Samsung SM-N950U Chrome Mobile 72.0 Android 9.0.0
Samsung SM-N950U Chrome Mobile 75.0 Android 9.0.0
Samsung SM-N950U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-N950U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-N960F Chrome Mobile 76.0 Android 9.0.0
Samsung SM-N960U Facebook 240.0 Android 9.0.0
Samsung SM-N960U Chrome Mobile WebView 77.0 Android 9.0.0
Samsung SM-N960U Chrome Mobile 74.0 Android 9.0.0
Samsung SM-N960U Chrome Mobile 75.0 Android 9.0.0
Samsung SM-N960U Chrome Mobile 76.0 Android 9.0.0
Samsung SM-N960U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-N960U1 Chrome Mobile 77.0 Android 9.0.0
Samsung SM-N975U Chrome Mobile WebView 77.0 Android 9.0.0
Samsung SM-N975U Chrome Mobile WebView 77.0 Android 9.0.0
Samsung SM-N975U Chrome Mobile 77.0 Android 9.0.0
Samsung SM-N976V Facebook 240.0 Android 9.0.0
Samsung SM-S367VL Chrome Mobile 77.0 Android 9.0.0
Samsung SM-S767VL Chrome Mobile 76.0 Android 9.0.0
Samsung SM-T597P Chrome 77.0 Android 9.0.0
SM-T720 Chrome 77.0 Android 9.0.0
TECNO KC8 Chrome Mobile 77.0 Android 9.0.0
Huawei VOG-L29 Chrome Mobile 77.0 Android 9.0.0
cp3705A Chrome Mobile 74.0 Android 9.0.0
moto g(6) Chrome Mobile WebView 77.0 Android 9.0.0
moto g(6) play Chrome Mobile 77.0 Android 9.0.0
moto g(7) play Facebook 235.0 Android 9.0.0
moto g(7) play Chrome Mobile 70.0 Android 9.0.0
moto g(7) power Chrome Mobile 75.0 Android 9.0.0
moto g(7) power Chrome Mobile 77.0 Android 9.0.0
moto z4 Chrome Mobile 73.0 Android 9.0.0
moto z4 Chrome Mobile 77.0 Android 9.0.0
Samsung GT-P3113 Android 4.1 Android 4.1.1
Samsung GT-I8160 Android 4.1 Android 4.1.2
Asus Nexus 7 Android 4.2 Android 4.2.2
Samsung SM-E500H Android 4.4 Android 4.4.0
LGMS550 Chrome Mobile WebView 43.0 Android 6.0.1
Samsung SM-J737T1 Chrome Mobile WebView 43.0 Android 6.0.1
TECNO CA6 Opera Mobile 5.3 Android 7.0.0
XiaoMi Redmi 5A MiuiBrowser 9.5 Android 7.1.2
Oppo CPH1911 Chrome Mobile WebView 70.0 Android 9.0.0
vivo 1904 Opera Mobile 44.1 Android 9.0.0
Mac Firefox 68.0 Mac OS X 10.11.0
Mac Firefox 69.0 Mac OS X 10.13.0
Mac Firefox 67.0 Mac OS X 10.14.0
Mac Firefox 68.0 Mac OS X 10.14.0
Mac Firefox 69.0 Mac OS X 10.14.0
Mac Firefox 70.0 Mac OS X 10.14.0
Mac Chrome 76.0 Mac OS X 10.10.5
Mac Chrome 77.0 Mac OS X 10.10.5
Mac Safari 10.1 Mac OS X 10.10.5
Mac Chrome 76.0 Mac OS X 10.11.4
Mac Chrome 72.0 Mac OS X 10.11.6
Mac Chrome 76.0 Mac OS X 10.11.6
Mac Chrome 76.0 Mac OS X 10.11.6
Mac Chrome 77.0 Mac OS X 10.11.6
Mac Safari 9.1 Mac OS X 10.11.6
Mac Safari 10.0 Mac OS X 10.11.6
Mac Safari 11.1 Mac OS X 10.11.6
Mac Chrome 77.0 Mac OS X 10.12.1
Mac Safari 10.0 Mac OS X 10.12.3
Mac Chrome 75.0 Mac OS X 10.12.6
Mac Chrome 76.0 Mac OS X 10.12.6
Mac Chrome 76.0 Mac OS X 10.12.6
Mac Chrome 77.0 Mac OS X 10.12.6
Mac Safari 12.1 Mac OS X 10.12.6
Mac Safari 11.0 Mac OS X 10.13.0
Mac Chrome 77.0 Mac OS X 10.13.1
Mac Chrome 77.0 Mac OS X 10.13.2
Mac Chrome 76.0 Mac OS X 10.13.4
Mac Chrome 76.0 Mac OS X 10.13.4
Mac Chrome 76.0 Mac OS X 10.13.5
Mac Chrome 75.0 Mac OS X 10.13.6
Mac Chrome 76.0 Mac OS X 10.13.6
Mac Chrome 77.0 Mac OS X 10.13.6
Mac Safari 12.0 Mac OS X 10.13.6
Mac Safari 12.1 Mac OS X 10.13.6
Mac Safari 12.1 Mac OS X 10.13.6
Mac Safari 13.0 Mac OS X 10.13.6
Mac Safari 13.0 Mac OS X 10.13.6
Mac Chrome 75.0 Mac OS X 10.14.0
Mac Chrome 76.0 Mac OS X 10.14.0
Mac Chrome 77.0 Mac OS X 10.14.0
Mac Chrome 77.0 Mac OS X 10.14.1
Mac Chrome 76.0 Mac OS X 10.14.2
Mac Chrome 69.0 Mac OS X 10.14.3
Mac Safari 12.0 Mac OS X 10.14.3
Mac Chrome 75.0 Mac OS X 10.14.4
Mac Chrome 77.0 Mac OS X 10.14.4
Mac Safari 12.1 Mac OS X 10.14.4
Mac Chrome 76.0 Mac OS X 10.14.5
Mac Chrome 77.0 Mac OS X 10.14.5
Mac Safari 12.1 Mac OS X 10.14.5
Mac Chrome 75.0 Mac OS X 10.14.6
Mac Chrome 76.0 Mac OS X 10.14.6
Mac Chrome 76.0 Mac OS X 10.14.6
Mac Chrome 77.0 Mac OS X 10.14.6
Mac Chrome 77.0 Mac OS X 10.14.6
Mac Safari 12.1 Mac OS X 10.14.6
Mac Safari 13.0 Mac OS X 10.14.6
Mac Chrome 65.0 Mac OS X 10.9.5
Mac Chrome 66.0 Mac OS X 10.9.5
Mac Chrome 67.0 Mac OS X 10.9.5
PlayStation 4 Apple Mail 605.1 Other 0.0.0
Samsung SMART-TV Safari 3.0 Tizen 3.0.0
Samsung SMART-TV Samsung Internet 2.0 Tizen 3.0.0
Samsung SMART-TV Samsung Internet 2.1 Tizen 4.0.0
Samsung SMART-TV Samsung Internet 2.2 Tizen 5.0.0
Other Edge 17.17134 Windows 10.0.0
Other Edge 18.17763 Windows 10.0.0
Other Chrome 77.0 Windows 10.0.0
Other Maxthon 5.2 Windows 10.0.0
Other Chrome 73.1 Windows 10.0.0
Other Chrome 76.0 Windows 10.0.0
Other Opera 63.0 Windows 10.0.0
Other Chrome 77.0 Windows 10.0.0
Other Chrome 77.0 Windows 10.0.0
Other Coc Coc 82.0 Windows 10.0.0
Other IE 11.0 Windows 10.0.0
Other Firefox 59.0 Windows 10.0.0
Other Firefox 60.0 Windows 10.0.0
Other Edge 15.15063 Windows 10.0.0
Other Edge 16.16299 Windows 10.0.0
Other Edge 17.17134 Windows 10.0.0
Other Edge 18.17763 Windows 10.0.0
Other Chrome 65.0 Windows 10.0.0
Other Chrome 70.0 Windows 10.0.0
Other Edge 18.18362 Windows 10.0.0
Other Edge 18.18995 Windows 10.0.0
Other Edge 18.19493 Windows 10.0.0
Other Chrome 70.0 Windows 10.0.0
Other Chrome 71.0 Windows 10.0.0
Other Chrome 73.0 Windows 10.0.0
Other Chrome 74.0 Windows 10.0.0
Other Chrome 75.0 Windows 10.0.0
Other Chrome 76.0 Windows 10.0.0
Other Vivaldi 2.7 Windows 10.0.0
Other Chrome 76.0 Windows 10.0.0
Other Opera 63.0 Windows 10.0.0
Other Chrome 77.0 Windows 10.0.0
Other Chrome 77.0 Windows 10.0.0
Other Edge 79.0 Windows 10.0.0
Other Edge 18.18362 Windows 10.0.0
Other Edge 18.18363 Windows 10.0.0
Other Edge 18.18362 Windows 10.0.0
Other Firefox 61.0 Windows 10.0.0
Other Firefox 63.0 Windows 10.0.0
Other Firefox 67.0 Windows 10.0.0
Other Firefox 68.0 Windows 10.0.0
Other Firefox 69.0 Windows 10.0.0
Other Firefox 69.0 Windows 10.0.0
Other Chrome 49.0 Windows XP.0.0
Other Chrome 49.0 Windows Vista.0.0
Other Chrome 49.0 Windows Vista.0.0
Other Chrome 76.0 Windows 7.0.0
Other Chrome 77.0 Windows 7.0.0
Other Chrome 77.0 Windows 7.0.0
Other Coc Coc 80.0 Windows 7.0.0
Other Coc Coc 82.0 Windows 7.0.0
Other IE 11.0 Windows 7.0.0
Other Chrome 67.0 Windows 7.0.0
Other Chrome 70.0 Windows 7.0.0
Other Chrome 72.0 Windows 7.0.0
Other Chrome 74.0 Windows 7.0.0
Other Chrome 75.0 Windows 7.0.0
Other Chrome 76.0 Windows 7.0.0
Other Chrome 76.0 Windows 7.0.0
Other Chrome 77.0 Windows 7.0.0
Other Waterfox 56.2 Windows 7.0.0
Other Firefox 60.0 Windows 7.0.0
Other Firefox 63.0 Windows 7.0.0
Other Firefox 68.0 Windows 7.0.0
Other Firefox 69.0 Windows 7.0.0
Other Firefox 69.0 Windows 7.0.0
Other Chrome 77.0 Windows 8.0.0
Other Firefox 69.0 Windows 8.0.0
Other Chrome 77.0 Windows 8.1.0
Other IE 11.0 Windows RT 8.1.0
Other IE 11.0 Windows 8.1.0
Other IE 11.0 Windows 8.1.0
Other Chrome 63.0 Windows 8.1.0
Other Chrome 64.0 Windows 8.1.0
Other Chrome 76.0 Windows 8.1.0
Other Chrome 76.0 Windows 8.1.0
Other Chrome 77.0 Windows 8.1.0
Other Firefox 69.0 Windows 8.1.0
Other Firefox 69.0 Windows 8.1.0
Other Chrome 72.0 Windows 10.0.0
Other Chrome 77.0 Chrome OS 12371.75.0
Other Chrome 76.0 Chrome OS 12239.92.0
Other Chrome 69.0 Chrome OS 10895.78.0
Other Chrome 70.0 Chrome OS 11021.81.0
Other Chrome 74.0 Chrome OS 11895.118.0
Other Chrome 76.0 Chrome OS 12239.92.0
Other Chrome 76.0 Chrome OS 12239.92.1
Other Chrome 76.0 Chrome OS 12239.92.4
Other Chrome 77.0 Chrome OS 12371.46.0
Other Chrome 77.0 Chrome OS 12371.65.0
Other Chrome 75.0 Linux 0.0.0
Other Chrome 77.0 Linux 0.0.0
Other Samsung Internet 10.1 Linux 0.0.0
Other Chrome 66.0 Linux 0.0.0
Other Chrome 66.0 Linux 0.0.0
Other Chrome 66.0 Linux 0.0.0
Other Chrome 66.0 Linux 0.0.0
Other Chrome 66.0 Linux 0.0.0
Other Firefox 65.0 Ubuntu 0.0.0
Other Firefox 66.0 Ubuntu 0.0.0
Other Firefox 67.0 Ubuntu 0.0.0
iPad Google 22.0 iOS 10.3.3
iPad Chrome Mobile iOS 71.0 iOS 10.3.3
iPad Firefox iOS 14.0 iOS 10.3.3
iPad Mobile Safari UI/WKWebView 0.0 iOS 10.3.3
iPad Facebook 240.0 iOS 10.3.3
iPad Mobile Safari 10.0 iOS 10.3.3
iPad Mobile Safari 10.0 iOS 10.3.4
iPad Chrome Mobile iOS 76.0 iOS 11.1.0
iPad Chrome Mobile iOS 76.0 iOS 11.1.2
iPad Mobile Safari 11.0 iOS 11.2.1
iPad Mobile Safari 11.0 iOS 11.2.2
iPad Mobile Safari 11.0 iOS 11.2.6
iPad Mobile Safari 11.0 iOS 11.3.0
iPad Mobile Safari 11.0 iOS 11.4.0
iPad Mobile Safari UI/WKWebView 0.0 iOS 11.4.1
iPad Mobile Safari 11.0 iOS 11.4.1
iPad Google 83.0 iOS 12.0.0
iPad Mobile Safari 12.0 iOS 12.0.0
iPad Chrome Mobile iOS 75.0 iOS 12.1.0
iPad Chrome Mobile iOS 76.0 iOS 12.1.0
iPad Mobile Safari UI/WKWebView 0.0 iOS 12.1.0
iPad Mobile Safari 12.0 iOS 12.1.0
iPad Mobile Safari 12.0 iOS 12.1.1
iPad Google 48.0 iOS 12.1.4
iPad Mobile Safari UI/WKWebView 0.0 iOS 12.1.4
iPad Mobile Safari 12.0 iOS 12.1.4
iPad Chrome Mobile iOS 76.0 iOS 12.2.0
iPad Mobile Safari UI/WKWebView 0.0 iOS 12.2.0
iPad Mobile Safari 12.1 iOS 12.2.0
iPad Chrome Mobile iOS 77.0 iOS 12.3.0
iPad Google 83.0 iOS 12.3.0
iPad Mobile Safari 12.1 iOS 12.3.0
iPad Mobile Safari UI/WKWebView 0.0 iOS 12.3.1
iPad Mobile Safari 12.1 iOS 12.3.1
iPad Chrome Mobile iOS 76.0 iOS 12.4.0
iPad Chrome Mobile iOS 76.0 iOS 12.4.0
iPad Chrome Mobile iOS 77.0 iOS 12.4.0
iPad Chrome Mobile iOS 77.0 iOS 12.4.0
iPad Chrome Mobile iOS 77.0 iOS 12.4.0
iPad Google 74.0 iOS 12.4.0
iPad Google 83.0 iOS 12.4.0
iPad Mobile Safari UI/WKWebView 0.0 iOS 12.4.0
iPad Mobile Safari 12.1 iOS 12.4.0
iPad Chrome Mobile iOS 67.0 iOS 12.4.1
iPad Firefox iOS 19.0 iOS 12.4.1
iPad Mobile Safari UI/WKWebView 0.0 iOS 12.4.1
iPad Facebook 0.0 iOS 12.4.1
iPad Facebook 0.0 iOS 12.4.1
iPad Facebook 0.0 iOS 12.4.1
iPad Facebook 0.0 iOS 12.4.1
iPad Mobile Safari 12.1 iOS 12.4.1
iPad Mobile Safari 6.0 iOS 6.1.3
iPad Mobile Safari 8.0 iOS 8.0.0
iPad Mobile Safari 8.0 iOS 8.2.0
iPad Google 23.1 iOS 8.4.0
iPad Mobile Safari 9.0 iOS 9.3.2
iPad Mobile Safari 9.0 iOS 9.3.5
iPhone Mobile Safari 10.0 iOS 10.2.0
iPhone Facebook 0.0 iOS 10.3.3
iPhone Google 68.0 iOS 10.3.4
iPhone Mobile Safari 10.0 iOS 10.3.4
iPhone Mobile Safari 11.0 iOS 11.0.3
iPhone Mobile Safari 11.0 iOS 11.1.1
iPhone Mobile Safari 11.0 iOS 11.1.2
iPhone Mobile Safari 11.0 iOS 11.2.1
iPhone Facebook 207.0 iOS 11.2.6
iPhone Chrome Mobile iOS 76.0 iOS 11.3.0
iPhone Facebook 0.0 iOS 11.3.0
iPhone Mobile Safari 11.0 iOS 11.3.0
iPhone Google 83.0 iOS 11.4.0
iPhone Mobile Safari 11.0 iOS 11.4.0
iPhone Google 74.1 iOS 11.4.1
iPhone Mobile Safari 11.0 iOS 11.4.1
iPhone Mobile Safari 12.0 iOS 12.0.0
iPhone Mobile Safari 12.0 iOS 12.1.0
iPhone Mobile Safari 12.0 iOS 12.1.1
iPhone Google 74.1 iOS 12.1.2
iPhone Facebook 0.0 iOS 12.1.2
iPhone Mobile Safari 12.0 iOS 12.1.2
iPhone Mobile Safari 12.0 iOS 12.1.3
iPhone Google 74.1 iOS 12.1.4
iPhone Mobile Safari 12.0 iOS 12.1.4
iPhone Chrome Mobile iOS 72.0 iOS 12.2.0
iPhone Chrome Mobile iOS 76.0 iOS 12.2.0
iPhone Chrome Mobile iOS 77.0 iOS 12.2.0
iPhone Facebook 0.0 iOS 12.2.0
iPhone Facebook 0.0 iOS 12.2.0
iPhone Mobile Safari 12.1 iOS 12.2.0
iPhone Chrome Mobile iOS 77.0 iOS 12.3.0
iPhone Google 83.0 iOS 12.3.0
iPhone Mobile Safari 12.1 iOS 12.3.0
iPhone Google 79.0 iOS 12.3.1
iPhone Mobile Safari UI/WKWebView 0.0 iOS 12.3.1
iPhone DuckDuckGo Mobile 7.0 iOS 12.3.1
iPhone Facebook 0.0 iOS 12.3.1
iPhone Facebook 0.0 iOS 12.3.1
iPhone Facebook 0.0 iOS 12.3.1
iPhone Mobile Safari 12.1 iOS 12.3.1
iPhone Mobile Safari 12.1 iOS 12.3.2
iPhone Chrome Mobile iOS 69.0 iOS 12.4.0
iPhone Chrome Mobile iOS 73.0 iOS 12.4.0
iPhone Chrome Mobile iOS 75.0 iOS 12.4.0
iPhone Chrome Mobile iOS 76.0 iOS 12.4.0
iPhone Chrome Mobile iOS 77.0 iOS 12.4.0
iPhone Chrome Mobile iOS 77.0 iOS 12.4.0
iPhone Google 81.0 iOS 12.4.0
iPhone Google 82.1 iOS 12.4.0
iPhone Google 83.0 iOS 12.4.0
iPhone Facebook 0.0 iOS 12.4.0
iPhone Facebook 0.0 iOS 12.4.0
iPhone Facebook 0.0 iOS 12.4.0
iPhone Facebook 0.0 iOS 12.4.0
iPhone Mobile Safari 12.1 iOS 12.4.0
iPhone Google 74.1 iOS 12.4.1
iPhone Mobile Safari UI/WKWebView 0.0 iOS 12.4.1
iPhone Instagram 89.0 iOS 12.4.1
iPhone Facebook 240.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Facebook 0.0 iOS 12.4.1
iPhone Mobile Safari 12.1 iOS 12.4.1
iPhone Mobile Safari 12.4 iOS 12.4.1
iPhone Mobile Safari UI/WKWebView 0.0 iOS 12.4.2
iPhone Mobile Safari 12.1 iOS 12.4.2
iPhone Chrome Mobile iOS 77.0 iOS 13.0.0
iPhone Facebook 0.0 iOS 13.0.0
iPhone Facebook 0.0 iOS 13.0.0
iPhone Facebook 0.0 iOS 13.0.0
iPhone Facebook 0.0 iOS 13.0.0
iPhone Facebook 0.0 iOS 13.0.0
iPhone Facebook 0.0 iOS 13.0.0
iPhone Mobile Safari 13.0 iOS 13.0.0
iPhone Chrome Mobile iOS 76.0 iOS 13.1.0
iPhone Chrome Mobile iOS 77.0 iOS 13.1.0
iPhone Chrome Mobile iOS 77.0 iOS 13.1.0
iPhone Firefox iOS 8.1 iOS 13.1.0
iPhone Google 83.0 iOS 13.1.0
iPhone Mobile Safari UI/WKWebView 0.0 iOS 13.1.0
iPhone DuckDuckGo Mobile 7.0 iOS 13.1.0
iPhone Facebook 0.0 iOS 13.1.0
iPhone Facebook 0.0 iOS 13.1.0
iPhone Facebook 0.0 iOS 13.1.0
iPhone Facebook 0.0 iOS 13.1.0
iPhone Facebook 0.0 iOS 13.1.0
iPhone Mobile Safari 13.0 iOS 13.1.0
iPhone Mobile Safari UI/WKWebView 0.0 iOS 13.1.1
iPhone Facebook 0.0 iOS 13.1.1
iPhone Facebook 0.0 iOS 13.1.1
iPhone Facebook 0.0 iOS 13.1.1
iPhone Facebook 0.0 iOS 13.1.1
iPhone Mobile Safari 13.0 iOS 13.1.1
iPhone Mobile Safari UI/WKWebView 0.0 iOS 13.1.2
iPhone Facebook 0.0 iOS 13.1.2
iPhone Mobile Safari 13.0 iOS 13.1.2

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@ -0,0 +1,87 @@
#!/usr/bin/env bash
# Tags: no-fasttest, no-parallel
CURDIR=$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)
# shellcheck source=../shell_config.sh
. "$CURDIR"/../shell_config.sh
user_files_path=$(clickhouse-client --query "select _path,_file from file('nonexist.txt', 'CSV', 'val1 char')" 2>&1 | grep Exception | awk '{gsub("/nonexist.txt","",$9); print $9}')
mkdir -p $user_files_path/test_02504
cp $CURDIR/data_ua_parser/os.yaml ${user_files_path}/test_02504/
cp $CURDIR/data_ua_parser/browser.yaml ${user_files_path}/test_02504/
cp $CURDIR/data_ua_parser/device.yaml ${user_files_path}/test_02504/
$CLICKHOUSE_CLIENT -n --query="
drop dictionary if exists regexp_os;
drop dictionary if exists regexp_browser;
drop dictionary if exists regexp_device;
drop table if exists user_agents;
create dictionary regexp_os
(
regex String,
os_replacement String default 'Other',
os_v1_replacement String default '0',
os_v2_replacement String default '0',
os_v3_replacement String default '0',
os_v4_replacement String default '0'
)
PRIMARY KEY(regex)
SOURCE(YAMLRegExpTree(PATH '${user_files_path}/test_02504/os.yaml'))
LIFETIME(0)
LAYOUT(regexp_tree);
create dictionary regexp_browser
(
regex String,
family_replacement String default 'Other',
v1_replacement String default '0',
v2_replacement String default '0'
)
PRIMARY KEY(regex)
SOURCE(YAMLRegExpTree(PATH '${user_files_path}/test_02504/browser.yaml'))
LIFETIME(0)
LAYOUT(regexp_tree);
create dictionary regexp_device
(
regex String,
device_replacement String default 'Other',
brand_replacement String,
model_replacement String
)
PRIMARY KEY(regex)
SOURCE(YAMLRegExpTree(PATH '${user_files_path}/test_02504/device.yaml'))
LIFETIME(0)
LAYOUT(regexp_tree);
create table user_agents
(
ua String
)
Engine = Log();
"
$CLICKHOUSE_CLIENT -n --query="
insert into user_agents select ua from input('ua String') FORMAT LineAsString" < $CURDIR/data_ua_parser/useragents.txt
$CLICKHOUSE_CLIENT -n --query="
select device,
concat(tupleElement(browser, 1), ' ', tupleElement(browser, 2), '.', tupleElement(browser, 3)) as browser ,
concat(tupleElement(os, 1), ' ', tupleElement(os, 2), '.', tupleElement(os, 3), '.', tupleElement(os, 4)) as os
from (
select dictGet('regexp_os', ('os_replacement', 'os_v1_replacement', 'os_v2_replacement', 'os_v3_replacement'), ua) os,
dictGet('regexp_browser', ('family_replacement', 'v1_replacement', 'v2_replacement'), ua) as browser,
dictGet('regexp_device', 'device_replacement', ua) device from user_agents);
"
$CLICKHOUSE_CLIENT -n --query="
drop dictionary if exists regexp_os;
drop dictionary if exists regexp_browser;
drop dictionary if exists regexp_device;
drop table if exists user_agents;
"
rm -rf "$user_files_path/test_02504"

View File

@ -1,5 +1,7 @@
('TencentOS','123.45.67')
('Andriod','12')
('Andriod','default')
('Andriod','default')
('Android','12')
('Android','default')
('Android','default')
('BlackBerry WebKit','10.0')
('BlackBerry WebKit','1.0')
(true,'61f0c404-5cb3-11e7-907b-a6006ad3dba0','2023-01-01','2023-01-01 01:01:01',[1,2,3,-1,-2,-3])

View File

@ -18,7 +18,7 @@ cat > "$yaml" <<EOL
version: '\1'
- regexp: '\d+/tclwebkit(?:\d+[\.\d]*)'
name: 'Andriod'
name: 'Android'
versions:
- regexp: '33/tclwebkit'
version: '13'
@ -42,7 +42,8 @@ create dictionary regexp_dict1
PRIMARY KEY(regexp)
SOURCE(YAMLRegExpTree(PATH '$yaml'))
LIFETIME(0)
LAYOUT(regexp_tree);
LAYOUT(regexp_tree)
SETTINGS(regexp_dict_allow_hyperscan = true);
select dictGet('regexp_dict1', ('name', 'version'), 'Linux/123.45.67 tlinux');
select dictGet('regexp_dict1', ('name', 'version'), '31/tclwebkit1024');
@ -56,7 +57,7 @@ cat > "$yaml" <<EOL
version: '\1'
- regexp: '\d+/tclwebkit(?:\d+[\.\d]*)'
name: 'Andriod'
name: 'Android'
versions:
- regexp: '33/tclwebkit'
version: '13'
@ -84,6 +85,22 @@ EOL
$CLICKHOUSE_CLIENT -n --query="
system reload dictionary regexp_dict1; -- { serverError 318 }
"
cat > "$yaml" <<EOL
- name: BlackBerry WebKit
regexp: (PlayBook).{1,200}RIM Tablet OS (\d+)\.(\d+)\.(\d+)
version: '\2.\3'
- name: BlackBerry WebKit
regexp: (Black[bB]erry|BB10).{1,200}Version/(\d+)\.(\d+)\.(\d+)
version: '\2.\3'
EOL
$CLICKHOUSE_CLIENT -n --query="
system reload dictionary regexp_dict1;
select dictGet('regexp_dict1', ('name', 'version'), 'Mozilla/5.0 (BB10; Touch) AppleWebKit/537.3+ (KHTML, like Gecko) Version/10.0.9.388 Mobile Safari/537.3+');
select dictGet('regexp_dict1', ('name', 'version'), 'Mozilla/5.0 (PlayBook; U; RIM Tablet OS 1.0.0; en-US) AppleWebKit/534.8+ (KHTML, like Gecko) Version/0.0.1 Safari/534.8+');
"
cat > "$yaml" <<EOL
- regexp: 'abc'
col_bool: 'true'

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@ -0,0 +1,793 @@
AppleCoreMedia/1.0.0.12B466 (Apple TV; U; CPU OS 8_1_3 like Mac OS X; en_us)
Mozilla/5.0 (Android 7.0; Mobile; LG-M150; rv:68.0) Gecko/68.0 Firefox/68.0
Mozilla/5.0 (Android 8.0.0; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0
Mozilla/5.0 (Android 8.1.0; Tablet; rv:68.0) Gecko/68.0 Firefox/68.0
Mozilla/5.0 (Android 9; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0
Mozilla/5.0 (Linux; Android 10; PH-1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 10; Pixel 2 XL) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 10; Pixel 2) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 10; Pixel 3 Build/QP1A.190711.020.C3; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/77.0.3865.92 Mobile Safari/537.36 [FB_IAB/FB4A;FBAV/240.0.0.38.121;]
Mozilla/5.0 (Linux; Android 10; Pixel XL Build/QP1A.190711.020; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/77.0.3865.92 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 10; Pixel XL) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 4.0.3; HTC Sensation 4G Build/IML74K) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/42.0.2311.111 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 4.0.3; KFTT) AppleWebKit/537.36 (KHTML, like Gecko) Silk/73.7.5 like Chrome/73.0.3683.90 Safari/537.36
Mozilla/5.0 (Linux; Android 4.2.2; GT-I9152 Build/JDQ39) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/42.0.2311.111 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 4.4.2; GT-N5110) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/76.0.3809.132 Safari/537.36
Mozilla/5.0 (Linux; Android 4.4.2; RCT6773W22) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Safari/537.36
Mozilla/5.0 (Linux; Android 4.4.2; SM-T217S) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Safari/537.36
Mozilla/5.0 (Linux; Android 4.4.2; SM-T530NU) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Safari/537.36
Mozilla/5.0 (Linux; Android 4.4.2; TegraNote-P1640 Build/KOT49H; en-us) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/69.0.3497.100 Safari/537.36
Mozilla/5.0 (Linux; Android 4.4.3; KFTHWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/76.3.6 like Chrome/76.0.3809.132 Safari/537.36
Mozilla/5.0 (Linux; Android 5.0.2; SM-A500H) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.90 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 5.0.2; SM-T357T) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Safari/537.36
Mozilla/5.0 (Linux; Android 5.0.2; SM-T530NU) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/76.0.3809.132 Safari/537.36
Mozilla/5.0 (Linux; Android 5.0.2; SM-T530NU) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Safari/537.36
Mozilla/5.0 (Linux; Android 5.0; RCT6213W87DK) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.103 YaBrowser/19.4.1.454.01 Safari/537.36
Mozilla/5.0 (Linux; Android 5.0; SM-N900T Build/LRX21V; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/77.0.3865.92 Mobile Safari/537.36 [FB_IAB/FB4A;FBAV/229.0.0.35.117;]
Mozilla/5.0 (Linux; Android 5.1.1) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Focus/4.4.1 Chrome/70.0.3538.110 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; AFTB) AppleWebKit/537.36 (KHTML, like Gecko) Silk/76.3.16 like Chrome/76.0.3809.132 Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; AFTT Build/LVY48F; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/70.0.3538.110 Mobile Safari/537.36;dailymotion-player-sdk-android 0.1.26
Mozilla/5.0 (Linux; Android 5.1.1; AFTT) AppleWebKit/537.36 (KHTML, like Gecko) Silk/76.3.16 like Chrome/76.0.3809.132 Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; KFAUWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/76.3.6 like Chrome/76.0.3809.132 Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; KFDOWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/71.2.4 like Chrome/71.0.3578.98 Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; KFDOWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/76.3.6 like Chrome/76.0.3809.132 Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; KFFOWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/76.3.6 like Chrome/76.0.3809.132 Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; KFGIWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/76.3.6 like Chrome/76.0.3809.132 Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; KFSUWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/76.3.6 like Chrome/76.0.3809.132 Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; KFSUWI) AppleWebKit/537.36 (KHTML, like Gecko) Silk/77.1.127 like Chrome/77.0.3865.92 Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; LG-AS330) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; LGL43AL) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.92 Mobile Safari/537.36
Mozilla/5.0 (Linux; Android 5.1.1; SAMSUNG SM-G530R7 Build/LMY47X) AppleWebKit/537.36 (KHTML, like Gecko) SamsungBrowser/9.2 Chrome/67.0.3396.87 Mobile Safari/537.36
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Mozilla/5.0 (iPad; CPU OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPad7,5;FBMD/iPad;FBSN/iOS;FBSV/12.4.1;FBSS/2;FBID/tablet;FBLC/en_US;FBOP/5;FBCR/]
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Mozilla/5.0 (iPhone; CPU iPhone OS 12_3_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,6;FBMD/iPhone;FBSN/iOS;FBSV/12.3.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_3_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone9,3;FBMD/iPhone;FBSN/iOS;FBSV/12.3.1;FBSS/2;FBID/phone;FBLC/es_LA;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_3_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/12.1.1 Mobile/15E148 Safari/604.1
Mozilla/5.0 (iPhone; CPU iPhone OS 12_3_2 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/12.1.1 Mobile/15E148 Safari/604.1
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Mozilla/5.0 (iPhone; CPU iPhone OS 12_4 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,5;FBMD/iPhone;FBSN/iOS;FBSV/12.4;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,6;FBMD/iPhone;FBSN/iOS;FBSV/12.4;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Sprint]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone9,4;FBMD/iPhone;FBSN/iOS;FBSV/12.4;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/12.1.2 Mobile/15E148 Safari/604.1
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) GSA/74.1.250942683 Mobile/16G102 Safari/604.1
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 Instagram 89.0.0.14.100 (iPhone11,6; iOS 12_4_1; en_US; en-US; scale=3.00; gamut=normal; 1242x2688; 149781277)
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBAV/240.0.0.55.117;FBBV/174195427;FBDV/iPhone7,2;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/2;FBID/phone;FBLC/es_LA;FBOP/5;FBRV/175040728;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,2;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Sprint]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,3;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,3;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Verizon]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,4;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/2;FBID/phone;FBLC/es_LA;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,4;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/2;FBID/phone;FBLC/fr_FR;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,5;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBCR/T-Mobile;FBID/phone;FBLC/es_LA;FBOP/5]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,5;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,5;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/es_LA;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,6;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,2;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Verizon]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,6;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,6;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Verizon]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,6;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/fr_FR;FBOP/5;FBCR/SFR]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,8;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/2;FBID/phone;FBLC/en_US;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,8;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/2;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Verizon]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,8;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/2;FBID/phone;FBLC/fr_FR;FBOP/5;FBCR/Carrier]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone7,2;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/2;FBID/phone;FBLC/en_US;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone8,1;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/2;FBID/phone;FBLC/en_US;FBOP/5;FBCR/MetroPCS]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone9,2;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/cricket]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone9,4;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone9,4;FBMD/iPhone;FBSN/iOS;FBSV/12.4.1;FBSS/3;FBID/phone;FBLC/fr_FR;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/12.1.2 Mobile/15E148 Safari/604.1
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/12.4.1 Mobile/15E148 Safari/605.1.15
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_2 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148
Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_2 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/12.1.2 Mobile/15E148 Safari/604.1
Mozilla/5.0 (iPhone; CPU iPhone OS 13_0 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) CriOS/77.0.3865.69 Mobile/15E148 Safari/605.1
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Mozilla/5.0 (iPhone; CPU iPhone OS 13_0 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,6;FBMD/iPhone;FBSN/iOS;FBSV/13.0;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_0 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,2;FBMD/iPhone;FBSN/iOS;FBSV/13.0;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Verizon]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_0 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,8;FBMD/iPhone;FBSN/iOS;FBSV/13.0;FBSS/2;FBID/phone;FBLC/en_US;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_0 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,8;FBMD/iPhone;FBSN/iOS;FBSV/13.0;FBSS/2;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Verizon]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_0 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone9,4;FBMD/iPhone;FBSN/iOS;FBSV/13.0;FBSS/3;FBID/phone;FBLC/fr_FR;FBOP/5;FBCR/Orange France]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_0 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.0 Mobile/15E148 Safari/604.1
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) CriOS/76.0.3809.123 Mobile/15E148 Safari/605.1
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Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) CriOS/77.0.3865.93 Mobile/15E148 Safari/605.1
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Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) GSA/83.0.268992909 Mobile/15E148 Safari/605.1
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 DuckDuckGo/7
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,1;FBMD/iPhone;FBSN/iOS;FBSV/13.1;FBSS/2;FBID/phone;FBLC/en_US;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,6;FBMD/iPhone;FBSN/iOS;FBSV/13.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,6;FBMD/iPhone;FBSN/iOS;FBSV/13.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,8;FBMD/iPhone;FBSN/iOS;FBSV/13.1;FBSS/2;FBID/phone;FBLC/en_US;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone9,4;FBMD/iPhone;FBSN/iOS;FBSV/13.1;FBSS/3;FBID/phone;FBLC/es_LA;FBOP/5;FBCR/Telcel]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.0.1 Mobile/15E148 Safari/604.1
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,1;FBMD/iPhone;FBSN/iOS;FBSV/13.1.1;FBSS/2;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Union]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,3;FBMD/iPhone;FBSN/iOS;FBSV/13.1.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Verizon]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,6;FBMD/iPhone;FBSN/iOS;FBSV/13.1.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/T-Mobile]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,6;FBMD/iPhone;FBSN/iOS;FBSV/13.1.1;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Verizon]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.0.1 Mobile/15E148 Safari/604.1
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_2 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_2 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone11,2;FBMD/iPhone;FBSN/iOS;FBSV/13.1.2;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/AT&T]
Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_2 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.0.1 Mobile/15E148 Safari/604.1