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emqx_ds_storage_bitfield_lts.erl
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emqx_ds_storage_bitfield_lts.erl
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%%--------------------------------------------------------------------
%% Copyright (c) 2023 EMQ Technologies Co., Ltd. All Rights Reserved.
%%
%% Licensed under the Apache License, Version 2.0 (the "License");
%% you may not use this file except in compliance with the License.
%% You may obtain a copy of the License at
%%
%% http://www.apache.org/licenses/LICENSE-2.0
%%
%% Unless required by applicable law or agreed to in writing, software
%% distributed under the License is distributed on an "AS IS" BASIS,
%% WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
%% See the License for the specific language governing permissions and
%% limitations under the License.
%%--------------------------------------------------------------------
%% @doc A storage layout based on learned topic structure and using
%% bitfield mapping for the varying topic layers.
-module(emqx_ds_storage_bitfield_lts).
-behaviour(emqx_ds_storage_layer).
%% API:
-export([]).
%% behavior callbacks:
-export([
create/4,
open/5,
drop/5,
store_batch/4,
get_streams/4,
make_iterator/5,
update_iterator/4,
next/4,
post_creation_actions/1
]).
%% internal exports:
-export([format_key/2]).
-export_type([options/0]).
-include_lib("emqx_utils/include/emqx_message.hrl").
-include_lib("snabbkaffe/include/trace.hrl").
%%================================================================================
%% Type declarations
%%================================================================================
%% # "Record" integer keys. We use maps with integer keys to avoid persisting and sending
%% records over the wire.
%% tags:
-define(STREAM, 1).
-define(IT, 2).
%% keys:
-define(tag, 1).
-define(topic_filter, 2).
-define(start_time, 3).
-define(storage_key, 4).
-define(last_seen_key, 5).
-type options() ::
#{
bits_per_wildcard_level => pos_integer(),
topic_index_bytes => pos_integer(),
epoch_bits => non_neg_integer()
}.
%% Permanent state:
-type schema() ::
#{
bits_per_wildcard_level := pos_integer(),
topic_index_bytes := pos_integer(),
ts_bits := non_neg_integer(),
ts_offset_bits := non_neg_integer()
}.
%% Runtime state:
-record(s, {
db :: rocksdb:db_handle(),
data :: rocksdb:cf_handle(),
trie :: emqx_ds_lts:trie(),
keymappers :: array:array(emqx_ds_bitmask_keymapper:keymapper()),
ts_offset :: non_neg_integer()
}).
-type s() :: #s{}.
-type stream() ::
#{
?tag := ?STREAM,
?storage_key := emqx_ds_lts:msg_storage_key()
}.
-type iterator() ::
#{
?tag := ?IT,
?topic_filter := emqx_ds:topic_filter(),
?start_time := emqx_ds:time(),
?storage_key := emqx_ds_lts:msg_storage_key(),
?last_seen_key := binary()
}.
-define(COUNTER, emqx_ds_storage_bitfield_lts_counter).
%% Limit on the number of wildcard levels in the learned topic trie:
-define(WILDCARD_LIMIT, 10).
%% Persistent (durable) term representing `#message{}' record. Must
%% not change.
-type value_v1() ::
{
_Id :: binary(),
_Qos :: 0..2,
_From :: atom() | binary(),
_Flags :: emqx_types:flags(),
_Headsers :: emqx_types:headers(),
_Topic :: emqx_types:topic(),
_Payload :: emqx_types:payload(),
_Timestamp :: integer(),
_Extra :: term()
}.
-include("emqx_ds_bitmask.hrl").
-ifdef(TEST).
-include_lib("eunit/include/eunit.hrl").
-endif.
%%================================================================================
%% API funcions
%%================================================================================
%%================================================================================
%% behavior callbacks
%%================================================================================
-spec create(
emqx_ds_storage_layer:shard_id(),
rocksdb:db_handle(),
emqx_ds_storage_layer:gen_id(),
options()
) ->
{schema(), emqx_ds_storage_layer:cf_refs()}.
create(_ShardId, DBHandle, GenId, Options) ->
%% Get options:
BitsPerTopicLevel = maps:get(bits_per_wildcard_level, Options, 64),
TopicIndexBytes = maps:get(topic_index_bytes, Options, 4),
%% 10 bits -> 1024 ms -> ~1 sec
TSOffsetBits = maps:get(epoch_bits, Options, 10),
%% Create column families:
DataCFName = data_cf(GenId),
TrieCFName = trie_cf(GenId),
{ok, DataCFHandle} = rocksdb:create_column_family(DBHandle, DataCFName, []),
{ok, TrieCFHandle} = rocksdb:create_column_family(DBHandle, TrieCFName, []),
%% Create schema:
Schema = #{
bits_per_wildcard_level => BitsPerTopicLevel,
topic_index_bytes => TopicIndexBytes,
ts_bits => 64,
ts_offset_bits => TSOffsetBits
},
{Schema, [{DataCFName, DataCFHandle}, {TrieCFName, TrieCFHandle}]}.
-spec open(
emqx_ds_storage_layer:shard_id(),
rocksdb:db_handle(),
emqx_ds_storage_layer:gen_id(),
emqx_ds_storage_layer:cf_refs(),
schema()
) ->
s().
open(_Shard, DBHandle, GenId, CFRefs, Schema) ->
#{
bits_per_wildcard_level := BitsPerTopicLevel,
topic_index_bytes := TopicIndexBytes,
ts_bits := TSBits,
ts_offset_bits := TSOffsetBits
} = Schema,
{_, DataCF} = lists:keyfind(data_cf(GenId), 1, CFRefs),
{_, TrieCF} = lists:keyfind(trie_cf(GenId), 1, CFRefs),
Trie = restore_trie(TopicIndexBytes, DBHandle, TrieCF),
%% If user's topics have more than learned 10 wildcard levels
%% (more than 2, really), then it's total carnage; learned topic
%% structure won't help.
MaxWildcardLevels = ?WILDCARD_LIMIT,
KeymapperCache = array:from_list(
[
make_keymapper(TopicIndexBytes, BitsPerTopicLevel, TSBits, TSOffsetBits, N)
|| N <- lists:seq(0, MaxWildcardLevels)
]
),
#s{
db = DBHandle,
data = DataCF,
trie = Trie,
keymappers = KeymapperCache,
ts_offset = TSOffsetBits
}.
-spec post_creation_actions(emqx_ds_storage_layer:post_creation_context()) ->
s().
post_creation_actions(
#{
new_gen_runtime_data := NewGenData,
old_gen_runtime_data := OldGenData
}
) ->
#s{trie = OldTrie} = OldGenData,
#s{trie = NewTrie0} = NewGenData,
NewTrie = copy_previous_trie(OldTrie, NewTrie0),
?tp(bitfield_lts_inherited_trie, #{}),
NewGenData#s{trie = NewTrie}.
-spec drop(
emqx_ds_storage_layer:shard_id(),
rocksdb:db_handle(),
emqx_ds_storage_layer:gen_id(),
emqx_ds_storage_layer:cf_refs(),
s()
) ->
ok.
drop(_Shard, DBHandle, GenId, CFRefs, #s{}) ->
{_, DataCF} = lists:keyfind(data_cf(GenId), 1, CFRefs),
{_, TrieCF} = lists:keyfind(trie_cf(GenId), 1, CFRefs),
ok = rocksdb:drop_column_family(DBHandle, DataCF),
ok = rocksdb:drop_column_family(DBHandle, TrieCF),
ok.
-spec store_batch(
emqx_ds_storage_layer:shard_id(), s(), [emqx_types:message()], emqx_ds:message_store_opts()
) ->
emqx_ds:store_batch_result().
store_batch(_ShardId, S = #s{db = DB, data = Data}, Messages, _Options) ->
lists:foreach(
fun(Msg) ->
{Key, _} = make_key(S, Msg),
Val = serialize(Msg),
rocksdb:put(DB, Data, Key, Val, [])
end,
Messages
).
-spec get_streams(
emqx_ds_storage_layer:shard_id(),
s(),
emqx_ds:topic_filter(),
emqx_ds:time()
) -> [stream()].
get_streams(_Shard, #s{trie = Trie}, TopicFilter, _StartTime) ->
Indexes = emqx_ds_lts:match_topics(Trie, TopicFilter),
[#{?tag => ?STREAM, ?storage_key => I} || I <- Indexes].
-spec make_iterator(
emqx_ds_storage_layer:shard_id(),
s(),
stream(),
emqx_ds:topic_filter(),
emqx_ds:time()
) -> {ok, iterator()}.
make_iterator(
_Shard, _Data, #{?tag := ?STREAM, ?storage_key := StorageKey}, TopicFilter, StartTime
) ->
%% Note: it's a good idea to keep the iterator structure lean,
%% since it can be stored on a remote node that could update its
%% code independently from us.
{ok, #{
?tag => ?IT,
?topic_filter => TopicFilter,
?start_time => StartTime,
?storage_key => StorageKey,
?last_seen_key => <<>>
}}.
-spec update_iterator(
emqx_ds_storage_layer:shard_id(),
s(),
iterator(),
emqx_ds:message_key()
) -> {ok, iterator()}.
update_iterator(
_Shard,
_Data,
#{?tag := ?IT} = OldIter,
DSKey
) ->
{ok, OldIter#{?last_seen_key => DSKey}}.
next(_Shard, Schema = #s{ts_offset = TSOffset}, It, BatchSize) ->
%% Compute safe cutoff time.
%% It's the point in time where the last complete epoch ends, so we need to know
%% the current time to compute it.
Now = emqx_message:timestamp_now(),
SafeCutoffTime = (Now bsr TSOffset) bsl TSOffset,
next_until(Schema, It, SafeCutoffTime, BatchSize).
next_until(_Schema, It = #{?tag := ?IT, ?start_time := StartTime}, SafeCutoffTime, _BatchSize) when
StartTime >= SafeCutoffTime
->
%% We're in the middle of the current epoch, so we can't yet iterate over it.
%% It would be unsafe otherwise: messages can be stored in the current epoch
%% concurrently with iterating over it. They can end up earlier (in the iteration
%% order) due to the nature of keymapping, potentially causing us to miss them.
{ok, It, []};
next_until(#s{db = DB, data = CF, keymappers = Keymappers}, It, SafeCutoffTime, BatchSize) ->
#{
?tag := ?IT,
?start_time := StartTime,
?storage_key := {TopicIndex, Varying}
} = It,
%% Make filter:
Inequations = [
{'=', TopicIndex},
{StartTime, '..', SafeCutoffTime - 1},
%% Unique integer:
any
%% Varying topic levels:
| lists:map(
fun
('+') ->
any;
(TopicLevel) when is_binary(TopicLevel) ->
{'=', hash_topic_level(TopicLevel)}
end,
Varying
)
],
%% Obtain a keymapper for the current number of varying levels.
NVarying = length(Varying),
%% Assert:
NVarying =< ?WILDCARD_LIMIT orelse
error({too_many_varying_topic_levels, NVarying}),
Keymapper = array:get(NVarying, Keymappers),
Filter =
#filter{range_min = LowerBound, range_max = UpperBound} = emqx_ds_bitmask_keymapper:make_filter(
Keymapper, Inequations
),
{ok, ITHandle} = rocksdb:iterator(DB, CF, [
{iterate_lower_bound, emqx_ds_bitmask_keymapper:key_to_bitstring(Keymapper, LowerBound)},
{iterate_upper_bound, emqx_ds_bitmask_keymapper:key_to_bitstring(Keymapper, UpperBound + 1)}
]),
try
put(?COUNTER, 0),
next_loop(ITHandle, Keymapper, Filter, SafeCutoffTime, It, [], BatchSize)
after
rocksdb:iterator_close(ITHandle),
erase(?COUNTER)
end.
%%================================================================================
%% Internal functions
%%================================================================================
next_loop(_ITHandle, _KeyMapper, _Filter, _Cutoff, It, Acc, 0) ->
{ok, It, lists:reverse(Acc)};
next_loop(ITHandle, KeyMapper, Filter, Cutoff, It0, Acc0, N0) ->
inc_counter(),
#{?tag := ?IT, ?last_seen_key := Key0} = It0,
case emqx_ds_bitmask_keymapper:bin_increment(Filter, Key0) of
overflow ->
{ok, It0, lists:reverse(Acc0)};
Key1 ->
%% assert
true = Key1 > Key0,
case rocksdb:iterator_move(ITHandle, {seek, Key1}) of
{ok, Key, Val} ->
{N, It, Acc} =
traverse_interval(ITHandle, Filter, Cutoff, Key, Val, It0, Acc0, N0),
next_loop(ITHandle, KeyMapper, Filter, Cutoff, It, Acc, N);
{error, invalid_iterator} ->
{ok, It0, lists:reverse(Acc0)}
end
end.
traverse_interval(ITHandle, Filter, Cutoff, Key, Val, It0, Acc0, N) ->
It = It0#{?last_seen_key := Key},
case emqx_ds_bitmask_keymapper:bin_checkmask(Filter, Key) of
true ->
Msg = deserialize(Val),
case check_message(Cutoff, It, Msg) of
true ->
Acc = [{Key, Msg} | Acc0],
traverse_interval(ITHandle, Filter, Cutoff, It, Acc, N - 1);
false ->
traverse_interval(ITHandle, Filter, Cutoff, It, Acc0, N);
overflow ->
{0, It0, Acc0}
end;
false ->
{N, It, Acc0}
end.
traverse_interval(_ITHandle, _Filter, _Cutoff, It, Acc, 0) ->
{0, It, Acc};
traverse_interval(ITHandle, Filter, Cutoff, It, Acc, N) ->
inc_counter(),
case rocksdb:iterator_move(ITHandle, next) of
{ok, Key, Val} ->
traverse_interval(ITHandle, Filter, Cutoff, Key, Val, It, Acc, N);
{error, invalid_iterator} ->
{0, It, Acc}
end.
-spec check_message(emqx_ds:time(), iterator(), emqx_types:message()) ->
true | false | overflow.
check_message(
Cutoff,
_It,
#message{timestamp = Timestamp}
) when Timestamp >= Cutoff ->
%% We hit the current epoch, we can't continue iterating over it yet.
%% It would be unsafe otherwise: messages can be stored in the current epoch
%% concurrently with iterating over it. They can end up earlier (in the iteration
%% order) due to the nature of keymapping, potentially causing us to miss them.
overflow;
check_message(
_Cutoff,
#{?tag := ?IT, ?start_time := StartTime, ?topic_filter := TopicFilter},
#message{timestamp = Timestamp, topic = Topic}
) when Timestamp >= StartTime ->
emqx_topic:match(emqx_topic:tokens(Topic), TopicFilter);
check_message(_Cutoff, _It, _Msg) ->
false.
format_key(KeyMapper, Key) ->
Vec = [integer_to_list(I, 16) || I <- emqx_ds_bitmask_keymapper:key_to_vector(KeyMapper, Key)],
lists:flatten(io_lib:format("~.16B (~s)", [Key, string:join(Vec, ",")])).
-spec make_key(s(), emqx_types:message()) -> {binary(), [binary()]}.
make_key(#s{keymappers = KeyMappers, trie = Trie}, #message{timestamp = Timestamp, topic = TopicBin}) ->
Tokens = emqx_topic:words(TopicBin),
{TopicIndex, Varying} = emqx_ds_lts:topic_key(Trie, fun threshold_fun/1, Tokens),
VaryingHashes = [hash_topic_level(I) || I <- Varying],
KeyMapper = array:get(length(Varying), KeyMappers),
KeyBin = make_key(KeyMapper, TopicIndex, Timestamp, VaryingHashes),
{KeyBin, Varying}.
-spec make_key(emqx_ds_bitmask_keymapper:keymapper(), emqx_ds_lts:static_key(), emqx_ds:time(), [
non_neg_integer()
]) ->
binary().
make_key(KeyMapper, TopicIndex, Timestamp, Varying) ->
UniqueInteger = erlang:unique_integer([monotonic, positive]),
emqx_ds_bitmask_keymapper:key_to_bitstring(
KeyMapper,
emqx_ds_bitmask_keymapper:vector_to_key(KeyMapper, [
TopicIndex, Timestamp, UniqueInteger | Varying
])
).
%% TODO: don't hardcode the thresholds
threshold_fun(0) ->
100;
threshold_fun(_) ->
20.
hash_topic_level(TopicLevel) ->
<<Int:64, _/binary>> = erlang:md5(TopicLevel),
Int.
-spec message_to_value_v1(emqx_types:message()) -> value_v1().
message_to_value_v1(#message{
id = Id,
qos = Qos,
from = From,
flags = Flags,
headers = Headers,
topic = Topic,
payload = Payload,
timestamp = Timestamp,
extra = Extra
}) ->
{Id, Qos, From, Flags, Headers, Topic, Payload, Timestamp, Extra}.
-spec value_v1_to_message(value_v1()) -> emqx_types:message().
value_v1_to_message({Id, Qos, From, Flags, Headers, Topic, Payload, Timestamp, Extra}) ->
#message{
id = Id,
qos = Qos,
from = From,
flags = Flags,
headers = Headers,
topic = Topic,
payload = Payload,
timestamp = Timestamp,
extra = Extra
}.
serialize(Msg) ->
term_to_binary(message_to_value_v1(Msg)).
deserialize(Blob) ->
value_v1_to_message(binary_to_term(Blob)).
-define(BYTE_SIZE, 8).
%% erlfmt-ignore
make_keymapper(TopicIndexBytes, BitsPerTopicLevel, TSBits, TSOffsetBits, N) ->
Bitsources =
%% Dimension Offset Bitsize
[{1, 0, TopicIndexBytes * ?BYTE_SIZE}, %% Topic index
{2, TSOffsetBits, TSBits - TSOffsetBits }] ++ %% Timestamp epoch
[{3 + I, 0, BitsPerTopicLevel } %% Varying topic levels
|| I <- lists:seq(1, N)] ++
[{2, 0, TSOffsetBits }, %% Timestamp offset
{3, 0, 64 }], %% Unique integer
Keymapper = emqx_ds_bitmask_keymapper:make_keymapper(lists:reverse(Bitsources)),
%% Assert:
case emqx_ds_bitmask_keymapper:bitsize(Keymapper) rem 8 of
0 ->
ok;
_ ->
error(#{'$msg' => "Non-even key size", bitsources => Bitsources})
end,
Keymapper.
-spec restore_trie(pos_integer(), rocksdb:db_handle(), rocksdb:cf_handle()) -> emqx_ds_lts:trie().
restore_trie(TopicIndexBytes, DB, CF) ->
PersistCallback = fun(Key, Val) ->
rocksdb:put(DB, CF, term_to_binary(Key), term_to_binary(Val), [])
end,
{ok, IT} = rocksdb:iterator(DB, CF, []),
try
Dump = read_persisted_trie(IT, rocksdb:iterator_move(IT, first)),
TrieOpts = #{persist_callback => PersistCallback, static_key_size => TopicIndexBytes},
emqx_ds_lts:trie_restore(TrieOpts, Dump)
after
rocksdb:iterator_close(IT)
end.
-spec copy_previous_trie(emqx_ds_lts:trie(), emqx_ds_lts:trie()) -> emqx_ds_lts:trie().
copy_previous_trie(OldTrie, NewTrie) ->
emqx_ds_lts:trie_copy_learned_paths(OldTrie, NewTrie).
read_persisted_trie(IT, {ok, KeyB, ValB}) ->
[
{binary_to_term(KeyB), binary_to_term(ValB)}
| read_persisted_trie(IT, rocksdb:iterator_move(IT, next))
];
read_persisted_trie(_IT, {error, invalid_iterator}) ->
[].
inc_counter() ->
N = get(?COUNTER),
put(?COUNTER, N + 1).
%% @doc Generate a column family ID for the MQTT messages
-spec data_cf(emqx_ds_storage_layer:gen_id()) -> [char()].
data_cf(GenId) ->
"emqx_ds_storage_bitfield_lts_data" ++ integer_to_list(GenId).
%% @doc Generate a column family ID for the trie
-spec trie_cf(emqx_ds_storage_layer:gen_id()) -> [char()].
trie_cf(GenId) ->
"emqx_ds_storage_bitfield_lts_trie" ++ integer_to_list(GenId).
-ifdef(TEST).
serialize_deserialize_test() ->
Msg = #message{
id = <<"message_id_val">>,
qos = 2,
from = <<"from_val">>,
flags = #{sys => true, dup => true},
headers = #{foo => bar},
topic = <<"topic/value">>,
payload = [<<"foo">>, <<"bar">>],
timestamp = 42424242,
extra = "extra_val"
},
?assertEqual(Msg, deserialize(serialize(Msg))).
-endif.