mirror of
https://github.com/valitydev/riak_test.git
synced 2024-11-06 00:25:22 +00:00
Merge pull request #1270 from basho/feature-az-percentile
new module ts_simple_percentile
This commit is contained in:
commit
5e3b10284d
@ -55,5 +55,4 @@ echo "priv/" >.gitignore
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git add --all --force .
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git commit -a -m "riak_test init" > /dev/null
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echo " - Successfully completed initial git commit of $RT_DEST_DIR"
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|
@ -1,6 +1,6 @@
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%% -------------------------------------------------------------------
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%%
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%% Copyright (c) 2016 Basho Technologies, Inc.
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%% Copyright (c) 2016, 2017 Basho Technologies, Inc.
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%%
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%% This file is provided to you under the Apache License,
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%% Version 2.0 (the "License"); you may not use this file
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|
@ -116,10 +116,22 @@ group_by_2_test(Ctx) ->
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{ok,{Cols, lists:sort(Rows)}}
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).
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group_by_time_test(Ctx) ->
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?assertMatch(
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{ok, _},
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riakc_ts:query(client_pid(Ctx),
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"CREATE TABLE grouptab3 ("
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"a TIMESTAMP NOT NULL, "
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"PRIMARY KEY ((quantum(a,1,s)), a))"
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)),
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ok = riakc_ts:put(client_pid(Ctx), <<"grouptab3">>,
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[{A} || A <- lists:seq(1,10000,2)]),
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Query =
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"SELECT time(a,1s), COUNT(*) FROM grouptab3 "
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"WHERE a >= 1 AND a <= 10000"
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"GROUP BY time(a,1s)",
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{ok, {Cols, Rows}} = run_query(Ctx, Query),
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ts_data:assert_row_sets(
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{rt_ignore_columns, [{N*1000,500} || N <- lists:seq(0,9)]},
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{ok,{Cols, lists:sort(Rows)}}
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).
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@ -23,7 +23,9 @@
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-export([
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ack_query_error/3,
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ack_query_error/4,
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base_query/1,
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base_query/2,
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create_table/2,
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full_query/2,
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insert_data/3,
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@ -80,8 +82,10 @@ insert_data(C, Table, Data) ->
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%% Form queries
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base_query(Table) ->
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fmt("select * from ~s where a = '~s' and b = '~s' and c >= ~b and c <= ~b",
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[Table,
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base_query(Table, "*").
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base_query(Table, Select) ->
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fmt("select ~s from ~s where a = '~s' and b = '~s' and c >= ~b and c <= ~b",
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[Select, Table,
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binary_to_list(?WHERE_FILTER_A),
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binary_to_list(?WHERE_FILTER_B),
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?TIMEBASE, ?TIMEBASE + ?LIFESPAN_EXTRA * 1000]).
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@ -108,18 +112,26 @@ make_orderby_with_qualifiers(F) ->
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ack_query_error(Cfg, Query, ErrCode) ->
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ack_query_error(Cfg, Query, ErrCode, <<".*">>).
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ack_query_error(Cfg, Query, ExpErrCode, ExpErrMsgPat) ->
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Node = hd(proplists:get_value(cluster, Cfg)),
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C = rt:pbc(Node),
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Res = riakc_ts:query(C, Query, [], undefined, []),
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case Res of
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{error, {ErrCode, ErrMsg}} ->
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io:format("reported error ~s", [ErrMsg]),
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ok;
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{error, {ExpErrCode, GotErrMsg}} ->
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case re:run(GotErrMsg, ExpErrMsgPat, []) of
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{match, _} ->
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ok;
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nomatch ->
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ct:pal("Query: ~s\nWrong reported error: ~s\n", [Query, GotErrMsg]),
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fail
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end;
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{error, OtherReason} ->
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io:format("error not correctly reported: got ~p instead", [OtherReason]),
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ct:pal("Query: ~s\nError not correctly reported: got ~p instead\n", [Query, OtherReason]),
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fail;
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NonError ->
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io:format("error not detected: got ~p instead", [NonError]),
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ct:pal("Query: ~s\nError not detected: got ~p instead\n", [Query, NonError]),
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fail
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end.
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|
@ -27,6 +27,7 @@
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-define(ORDBY_COLS, ["a", "b", "c", "d", "e", undefined]).
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%% error codes as defined in riak_kv_ts_svc.erl
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-define(E_SUBMIT, 1001).
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-define(E_SELECT_RESULT_TOO_BIG, 1022).
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-define(E_QBUF_CREATE_ERROR, 1023).
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-define(E_QBUF_LDB_ERROR, 1024).
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|
520
tests/ts_simple_invdist_funs_SUITE.erl
Normal file
520
tests/ts_simple_invdist_funs_SUITE.erl
Normal file
@ -0,0 +1,520 @@
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% -------------------------------------------------------------------
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%%
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%% Copyright (c) 2017 Basho Technologies, Inc.
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%%
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%% This file is provided to you under the Apache License,
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%% Version 2.0 (the "License"); you may not use this file
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%% except in compliance with the License. You may obtain
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%% a copy of the License at
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%%
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%% http://www.apache.org/licenses/LICENSE-2.0
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%%
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%% Unless required by applicable law or agreed to in writing,
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%% software distributed under the License is distributed on an
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%% "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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%% KIND, either express or implied. See the License for the
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%% specific language governing permissions and limitations
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%% under the License.
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%%
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%% -------------------------------------------------------------------
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%% @doc Inverse distribution functions (PERCENTILE, MEDIAN)
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-module(ts_simple_invdist_funs_SUITE).
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-export([suite/0, init_per_suite/1, groups/0, all/0]).
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-export([query_invdist_selftest/1,
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query_invdist_percentile/1,
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query_invdist_percentile_backends/1,
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query_invdist_percentile_multiple/1,
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query_invdist_median/1,
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query_invdist_mode/1,
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query_invdist_errors/1]).
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-export([percentile_disc/3, percentile_cont/3]). %% make them 'used' for erlc
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-include_lib("common_test/include/ct.hrl").
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-include_lib("eunit/include/eunit.hrl").
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-include("ts_qbuf_util.hrl").
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-define(TABLE_A, "table_with_regular_keys").
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-define(TABLE_D, "table_with_descending_keys").
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suite() ->
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[{timetrap, {minutes, 5}}].
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init_per_suite(Cfg) ->
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Cluster = ts_setup:start_cluster(1),
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C = rt:pbc(hd(Cluster)),
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Data = make_data(),
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ok = create_table(C, ?TABLE_A),
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ok = create_table_desc(C, ?TABLE_D),
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ok = insert_data(C, ?TABLE_A, Data),
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ok = insert_data(C, ?TABLE_D, Data),
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[{cluster, Cluster},
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{data, Data} | Cfg].
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groups() ->
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[].
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all() ->
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[
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query_invdist_selftest,
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query_invdist_percentile,
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query_invdist_percentile_multiple,
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query_invdist_percentile_backends,
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query_invdist_median,
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query_invdist_mode,
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query_invdist_errors
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].
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%% test cases
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%% -------------------------------
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query_invdist_selftest(_Cfg) ->
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Data =
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[{X} || X <- lists:sort(pseudo_random_data())],
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{GotDisc, GotCont} =
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lists:unzip(
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[{round(100 * percentile_disc("a", Pc/100, Data)),
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round(100 * percentile_cont("a", Pc/100, Data))} || Pc <- lists:seq(1, 97)]),
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{NeedDisc, NeedCont} =
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lists:unzip(
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[{round(X * 100), round(Y * 100)} || {X, Y} <- externally_verified_percentiles()]),
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io:format("~p ~p\n", [length(GotDisc), length(NeedDisc)]),
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?assertEqual(GotDisc, NeedDisc),
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?assertEqual(GotCont, NeedCont).
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query_invdist_percentile(Cfg) ->
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C = rt:pbc(hd(proplists:get_value(cluster, Cfg))),
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Data = proplists:get_value(data, Cfg),
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lists:foreach(
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fun(Col) ->
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check_column(C, Col, Data) orelse
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ct:fail("")
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end,
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["a", "b", "c", "d", "e"]).
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query_invdist_percentile_backends(Cfg) ->
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Node = hd(proplists:get_value(cluster, Cfg)),
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C = rt:pbc(Node),
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Data = proplists:get_value(data, Cfg),
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WorkF =
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fun() ->
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lists:foreach(
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fun(Col) ->
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check_column(C, Col, Data) orelse
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ct:fail("")
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end,
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["a", "b", "c", "d", "e"])
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end,
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rpc:call(Node, code, add_patha, [filename:join([rt_local:home_dir(), "../../ebin"])]),
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rt_intercept:load_code(Node),
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load_intercept(Node, C, {riak_kv_qry_buffers, [{{can_afford_inmem, 1}, can_afford_inmem_yes}]}),
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ct:log("----------- all inmem", []),
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WorkF(),
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load_intercept(Node, C, {riak_kv_qry_buffers, [{{can_afford_inmem, 1}, can_afford_inmem_no}]}),
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ct:log("----------- all ldb", []),
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WorkF(),
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load_intercept(Node, C, {riak_kv_qry_buffers, [{{can_afford_inmem, 1}, can_afford_inmem_random}]}),
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ct:log("----------- random", []),
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WorkF(),
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rt_intercept:clean(Node, riak_kv_qry_buffers),
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ok.
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query_invdist_percentile_multiple(Cfg) ->
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C = rt:pbc(hd(proplists:get_value(cluster, Cfg))),
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Data = proplists:get_value(data, Cfg),
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{Col1, Col2, Pc1, Pc2} = {"b", "b", 0.22, 0.77},
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Query = make_query(fmt("percentile_disc(~s, ~g), percentile_cont(~s, ~g)", [Col1, Pc1, Col2, Pc2])),
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{ok, {_Cols, [{Got1, Got2}]}} =
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riakc_ts:query(C, Query, [], undefined, []),
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{Need1, Need2} = {percentile_disc(Col1, Pc1, order_by(Col1, Data)),
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percentile_cont(Col2, Pc2, order_by(Col2, Data))},
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ct:log("Query \"~s\"", [Query]),
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case {Got1 == Need1, Got2 == Need2} of
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{true, true} ->
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ok;
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_ ->
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ct:fail("PERCENTILE_DISC vs _CONT: Got {~p, ~p}, Need {~p, ~p}\n", [Got1, Got2, Need1, Need2])
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end.
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query_invdist_median(Cfg) ->
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C = rt:pbc(hd(proplists:get_value(cluster, Cfg))),
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lists:foreach(
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fun(Col) ->
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Query = make_query(fmt("percentile_disc(~s, 0.5), median(~s)", [Col, Col])),
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{ok, {_Cols, [{Got1, Got2}]}} =
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riakc_ts:query(C, Query, [], undefined, []),
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ct:log("Query \"~s\"", [Query]),
|
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case Got1 == Got2 of
|
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true ->
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ok;
|
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_ ->
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ct:fail("MEDIAN: Got {~p, ~p}, Need equal\n", [Got1, Got2])
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end
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end,
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["a", "b", "c", "d", "e"]).
|
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|
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|
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query_invdist_mode(Cfg) ->
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C = rt:pbc(hd(proplists:get_value(cluster, Cfg))),
|
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Data = proplists:get_value(data, Cfg),
|
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lists:foreach(
|
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fun(Col) ->
|
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SortedData = order_by(Col, Data),
|
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Query = make_query(fmt("mode(~s)", [Col])),
|
||||
{ok, {_Cols, [{Got}]}} =
|
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riakc_ts:query(C, Query, [], undefined, []),
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ct:log("Query \"~s\"", [Query]),
|
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Need = mode(Col, SortedData),
|
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case Got == Need of
|
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true ->
|
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ok;
|
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_ ->
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ct:fail("MODE: Got ~p, Need ~p\n", [Got, Need])
|
||||
end
|
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end,
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["a", "b", "c", "d", "e"]).
|
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|
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|
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query_invdist_errors(Cfg) ->
|
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lists:foreach(
|
||||
fun({Select, Extra, ErrPat}) ->
|
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Qry = make_query(?TABLE_A, Select, Extra),
|
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?assertEqual(
|
||||
ok,
|
||||
ts_qbuf_util:ack_query_error(Cfg, Qry, ?E_SUBMIT, ErrPat))
|
||||
end,
|
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[{"percentile_disc(nxcol, 0.2)", [],
|
||||
"Unknown column \"nxcol\""},
|
||||
{"median(a), b", [],
|
||||
"Inverse distribution functions .* cannot be used with other columns in SELECT clause"},
|
||||
{"percentile_disc(1)", [],
|
||||
"Function PERCENTILE_DISC/1 called with 1 argument"},
|
||||
{"percentile_disc(a, 1.2)", [],
|
||||
"Invalid argument 2 in call to function PERCENTILE_DISC"},
|
||||
{"percentile_disc(a, 0.1), percentile_disc(b, 0.2)", [],
|
||||
"Multiple inverse distribution functions .* must all have the same column argument"},
|
||||
{"percentile_disc(a, 1+c)", [],
|
||||
"Function 'PERCENTILE_DISC' called with arguments of the wrong type"},
|
||||
{"percentile_disc(a, 1.1+c)", [],
|
||||
"Inverse distribution functions .* must have a static const expression for its parameters"},
|
||||
{"percentile_disc(a, 1.1/0)", [],
|
||||
"Invalid expression passed as parameter for inverse distribution function"},
|
||||
{"percentile_disc(a, 0.3), avg(b)", [],
|
||||
"Inverse distribution functions .* cannot be used with GROUP BY clause or other aggregating window functions"},
|
||||
{"percentile_disc(a, 0.1)", "group by a",
|
||||
"Inverse distribution functions .* cannot be used with GROUP BY clause or other aggregating window functions"},
|
||||
{"percentile_disc(a, 0.1)", "order by a",
|
||||
"Inverse distribution functions .* cannot be used with any of ORDER BY, LIMIT or OFFSET clauses"},
|
||||
{"percentile_disc(a, 0.1)", "limit 1",
|
||||
"Inverse distribution functions .* cannot be used with any of ORDER BY, LIMIT or OFFSET clauses"}]).
|
||||
|
||||
|
||||
%% tested functions implememnted independently
|
||||
%% -------------------------------
|
||||
|
||||
percentile_disc(F, Pc, Data_) ->
|
||||
Col = remove_nulls(F, Data_),
|
||||
RN = (1 + (Pc * (length(Col) - 1))),
|
||||
lists:nth(trunc(RN), Col).
|
||||
|
||||
percentile_cont(F, Pc, Data_) ->
|
||||
Col = remove_nulls(F, Data_),
|
||||
RN = (1 + (Pc * (length(Col) - 1))),
|
||||
{LoRN, HiRN} = {trunc(RN), ceil(RN)},
|
||||
case LoRN == HiRN of
|
||||
true ->
|
||||
lists:nth(LoRN, Col);
|
||||
false ->
|
||||
LoVal = lists:nth(LoRN, Col),
|
||||
HiVal = lists:nth(HiRN, Col),
|
||||
(HiRN - RN) * LoVal + (RN - LoRN) * HiVal
|
||||
end.
|
||||
|
||||
ceil(X) ->
|
||||
T = trunc(X),
|
||||
case X - T == 0 of
|
||||
true -> T;
|
||||
false -> T + 1
|
||||
end.
|
||||
|
||||
mode(F, Data_) ->
|
||||
Col = remove_nulls(F, Data_),
|
||||
Min = lists:nth(1, Col),
|
||||
largest_bin(Min, Col).
|
||||
|
||||
remove_nulls([FChar|_], Data_) ->
|
||||
FNo = 1 + (FChar - $a),
|
||||
[element(FNo, D) || D <- Data_, element(FNo, D) /= []].
|
||||
|
||||
largest_bin(X1, Data) ->
|
||||
largest_bin_({X1, 1, X1, 1}, 2, Data).
|
||||
|
||||
largest_bin_({LargestV, _, _, _}, Pos, Data) when Pos > length(Data) ->
|
||||
LargestV;
|
||||
largest_bin_({LargestV, LargestC, CurrentV, CurrentC}, Pos, Data) ->
|
||||
case lists:nth(Pos, Data) of
|
||||
V when V == CurrentV ->
|
||||
largest_bin_({LargestV, LargestC,
|
||||
CurrentV, CurrentC + 1}, Pos + 1, Data);
|
||||
V when V > CurrentV,
|
||||
CurrentC > LargestC ->
|
||||
largest_bin_({CurrentV, CurrentC, %% now these be largest
|
||||
V, 1}, Pos + 1, Data);
|
||||
V when V > CurrentV,
|
||||
CurrentC =< LargestC ->
|
||||
largest_bin_({LargestV, LargestC, %% keep largest, reset current
|
||||
V, 1}, Pos + 1, Data)
|
||||
end.
|
||||
|
||||
|
||||
%% supporting functions
|
||||
%% -------------------------------
|
||||
|
||||
create_table(Client, Table) ->
|
||||
DDL = "
|
||||
create table " ++ Table ++ "
|
||||
(a timestamp not null,
|
||||
b double,
|
||||
c sint64,
|
||||
d sint64,
|
||||
e sint64,
|
||||
primary key ((quantum(a, 10, h)), a))",
|
||||
{ok, {[], []}} = riakc_ts:query(Client, DDL),
|
||||
ok.
|
||||
|
||||
create_table_desc(Client, Table) ->
|
||||
DDL = "
|
||||
create table " ++ Table ++ "
|
||||
(a timestamp not null,
|
||||
b double,
|
||||
c sint64,
|
||||
d sint64,
|
||||
e sint64,
|
||||
primary key ((quantum(a, 10, h)), a desc))",
|
||||
{ok, {[], []}} = riakc_ts:query(Client, DDL),
|
||||
ok.
|
||||
|
||||
data_generator(I) ->
|
||||
{?TIMEBASE + (I + 1) * 1000,
|
||||
100 * math:cos(float(I) / 10 * math:pi()),
|
||||
case I rem 5 of 0 -> []; _ -> I end, %% sprinkle some NULLs
|
||||
I+1,
|
||||
-I
|
||||
}.
|
||||
|
||||
make_data() ->
|
||||
[data_generator(I) || I <- lists:seq(0, ?LIFESPAN)].
|
||||
|
||||
insert_data(_C, _Table, []) ->
|
||||
ok;
|
||||
insert_data(C, Table, Data) ->
|
||||
Batch = lists:sublist(Data, 50),
|
||||
ok = riakc_ts:put(C, Table, Batch),
|
||||
case catch lists:nthtail(50, Data) of
|
||||
Rest when is_list(Rest) ->
|
||||
insert_data(C, Table, Rest);
|
||||
_ ->
|
||||
ok
|
||||
end.
|
||||
|
||||
make_query(Select) ->
|
||||
make_query(?TABLE_A, Select, "").
|
||||
make_query(Table, Select) ->
|
||||
make_query(Table, Select, "").
|
||||
make_query(Table, Select, Extra) ->
|
||||
fmt("select ~s from ~s where a >= ~b and a <= ~b~s",
|
||||
[Select, Table,
|
||||
?TIMEBASE, ?TIMEBASE * 1000,
|
||||
[" " ++ Extra || Extra /= []]]).
|
||||
|
||||
|
||||
|
||||
check_column(C, Col, Data) ->
|
||||
SortedData = order_by(Col, Data),
|
||||
Combos =
|
||||
[{PercentileVariety, Parm, Parm_s} ||
|
||||
{Parm, Parm_s} <- [{0.24, "0.24"},
|
||||
{0.11, "0.11"},
|
||||
{0.0, "0.0"},
|
||||
{0.8, "0.8*1"},
|
||||
{1.0, "1/1.0"},
|
||||
{0.36, "(3.6/10)"},
|
||||
{0.40, "0.5 - 1 * 0.1"}],
|
||||
PercentileVariety <- [percentile_cont, percentile_disc]],
|
||||
Checker =
|
||||
fun(Q, Need) ->
|
||||
ct:log("Query \"~s\"", [Q]),
|
||||
{ok, {_Cols, [{Got}]}} =
|
||||
riakc_ts:query(C, Q, [], undefined, []),
|
||||
case Got == Need of
|
||||
true ->
|
||||
ok;
|
||||
false ->
|
||||
ct:fail("Got ~p, Need ~p\n", [Got, Need])
|
||||
end
|
||||
end,
|
||||
ok == lists:foreach(
|
||||
fun({PercentileFun, Pc, Pc_s}) ->
|
||||
Need = apply(?MODULE, PercentileFun, [Col, Pc, SortedData]),
|
||||
ok = Checker(make_query(?TABLE_A, fmt("~s(~s, ~s)", [PercentileFun, Col, Pc_s])), Need),
|
||||
ok = Checker(make_query(?TABLE_D, fmt("~s(~s, ~s)", [PercentileFun, Col, Pc_s])), Need)
|
||||
end,
|
||||
Combos).
|
||||
|
||||
order_by([FChar|_], Data) ->
|
||||
FNo = 1 + (FChar - $a),
|
||||
lists:sort(
|
||||
fun(Row1, Row2) ->
|
||||
element(FNo, Row1) =< element(FNo, Row2)
|
||||
end,
|
||||
Data).
|
||||
|
||||
|
||||
%% intercepts
|
||||
|
||||
load_intercept(Node, C, Intercept) ->
|
||||
ok = rt_intercept:add(Node, Intercept),
|
||||
%% when code changes underneath the riak_kv_qry_buffers
|
||||
%% gen_server, it gets reinitialized. We need to probe it with a
|
||||
%% dummy query until it becomes ready.
|
||||
rt_intercept:wait_until_loaded(Node),
|
||||
wait_until_qbuf_mgr_reinit(C).
|
||||
|
||||
wait_until_qbuf_mgr_reinit(C) ->
|
||||
ProbingQuery = make_query("*"),
|
||||
case riakc_ts:query(C, ProbingQuery, [], undefined, []) of
|
||||
{ok, _Data} ->
|
||||
ok;
|
||||
{error, {ErrCode, _NotReadyMessage}}
|
||||
when ErrCode == ?E_QBUF_CREATE_ERROR;
|
||||
ErrCode == ?E_QBUF_INTERNAL_ERROR ->
|
||||
timer:sleep(100),
|
||||
wait_until_qbuf_mgr_reinit(C)
|
||||
end.
|
||||
|
||||
|
||||
fmt(F, A) ->
|
||||
lists:flatten(io_lib:format(F, A)).
|
||||
|
||||
pseudo_random_data() ->
|
||||
[float(X) || X <- [1,2,3,4,5,7,0,11,-4,2,2,19,3,11,17,4,9]].
|
||||
|
||||
externally_verified_percentiles() ->
|
||||
%% these are generated with this script:
|
||||
%% #!/bin/env python
|
||||
%% import numpy as np
|
||||
%% a = np.array([1,2,3,4,5,7,0,11,-4,2,2,19,3,11,17,4,9])
|
||||
%% for p in range(1,99):
|
||||
%% disc = np.percentile(a, p, interpolation='lower')
|
||||
%% cont = np.percentile(a, p, interpolation='linear')
|
||||
%% print("{0:.3f}, {1:.3f},".format(disc, cont))
|
||||
|
||||
[{-4.000, -3.360},
|
||||
{-4.000, -2.720},
|
||||
{-4.000, -2.080},
|
||||
{-4.000, -1.440},
|
||||
{-4.000, -0.800},
|
||||
{-4.000, -0.160},
|
||||
{0.000, 0.120},
|
||||
{0.000, 0.280},
|
||||
{0.000, 0.440},
|
||||
{0.000, 0.600},
|
||||
{0.000, 0.760},
|
||||
{0.000, 0.920},
|
||||
{1.000, 1.080},
|
||||
{1.000, 1.240},
|
||||
{1.000, 1.400},
|
||||
{1.000, 1.560},
|
||||
{1.000, 1.720},
|
||||
{1.000, 1.880},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.000},
|
||||
{2.000, 2.120},
|
||||
{2.000, 2.280},
|
||||
{2.000, 2.440},
|
||||
{2.000, 2.600},
|
||||
{2.000, 2.760},
|
||||
{2.000, 2.920},
|
||||
{3.000, 3.000},
|
||||
{3.000, 3.000},
|
||||
{3.000, 3.000},
|
||||
{3.000, 3.000},
|
||||
{3.000, 3.000},
|
||||
{3.000, 3.000},
|
||||
{3.000, 3.040},
|
||||
{3.000, 3.200},
|
||||
{3.000, 3.360},
|
||||
{3.000, 3.520},
|
||||
{3.000, 3.680},
|
||||
{3.000, 3.840},
|
||||
{4.000, 4.000},
|
||||
{4.000, 4.000},
|
||||
{4.000, 4.000},
|
||||
{4.000, 4.000},
|
||||
{4.000, 4.000},
|
||||
{4.000, 4.000},
|
||||
{4.000, 4.000},
|
||||
{4.000, 4.120},
|
||||
{4.000, 4.280},
|
||||
{4.000, 4.440},
|
||||
{4.000, 4.600},
|
||||
{4.000, 4.760},
|
||||
{4.000, 4.920},
|
||||
{5.000, 5.160},
|
||||
{5.000, 5.480},
|
||||
{5.000, 5.800},
|
||||
{5.000, 6.120},
|
||||
{5.000, 6.440},
|
||||
{5.000, 6.760},
|
||||
{7.000, 7.080},
|
||||
{7.000, 7.400},
|
||||
{7.000, 7.720},
|
||||
{7.000, 8.040},
|
||||
{7.000, 8.360},
|
||||
{7.000, 8.680},
|
||||
{9.000, 9.000},
|
||||
{9.000, 9.320},
|
||||
{9.000, 9.640},
|
||||
{9.000, 9.960},
|
||||
{9.000, 10.280},
|
||||
{9.000, 10.600},
|
||||
{9.000, 10.920},
|
||||
{11.000, 11.000},
|
||||
{11.000, 11.000},
|
||||
{11.000, 11.000},
|
||||
{11.000, 11.000},
|
||||
{11.000, 11.000},
|
||||
{11.000, 11.000},
|
||||
{11.000, 11.480},
|
||||
{11.000, 12.440},
|
||||
{11.000, 13.400},
|
||||
{11.000, 14.360},
|
||||
{11.000, 15.320},
|
||||
{11.000, 16.280},
|
||||
{17.000, 17.080},
|
||||
{17.000, 17.400},
|
||||
{17.000, 17.720},
|
||||
{17.000, 18.040}
|
||||
].
|
Loading…
Reference in New Issue
Block a user