adriangb commented on PR #15301:
URL: https://github.com/apache/datafusion/pull/15301#issuecomment-2738573715
I ran this against Q23, results look promising! Elapsed 3.173 seconds with
`datafusion.optimizer.enable_dynamic_filter_pushdown = true` vs. 4.696 with
`false`.
```
datafusion/benchmarks on topk-filter [$?] is 📦 v46.0.1 via 🐍 v3.11.10 via
🦀 v1.85.0 on ☁️ adr...@pydantic.dev(us-east4) took 26m24s
❯ ../target/release/datafusion-cli -f ../q.sql
DataFusion CLI v46.0.1
0 row(s) fetched.
Elapsed 0.004 seconds.
0 row(s) fetched.
Elapsed 0.000 seconds.
+-------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| plan_type | plan
|
+-------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Plan with Metrics | SortPreservingMergeExec: [EventTime@4 ASC NULLS LAST],
fetch=10, metrics=[output_rows=10, elapsed_compute=49.708µs]
|
| | SortExec: TopK(fetch=10), expr=[EventTime@4 ASC
NULLS LAST], preserve_partitioning=[true], metrics=[output_rows=120,
elapsed_compute=21.495293ms, row_replacements=794]
|
| | DataSourceExec: file_groups={12 groups:
[[Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_0.parquet:0..122446530,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_1.parquet:0..174965044,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_10.parquet:0..101513258,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_11.parquet:0..118419888,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_12.parquet:0..149514164,
...],
[Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_17.parquet:59860177..116867853,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_18.parquet:0..133119589,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_19.parquet:0..103692598,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_2.parquet:0..230595491,
Users/adriangb/GitHub/datafusion/benchmarks/data/hit
s_partitioned/hits_20.parquet:0..85766533, ...],
[Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_26.parquet:122668027..156510916,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_27.parquet:0..166286210,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_28.parquet:0..162772407,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_29.parquet:0..79213288,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_3.parquet:0..192507052,
...],
[Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_35.parquet:54087341..153632381,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_36.parquet:0..92487304,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_37.parquet:0..108247781,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_38.parquet:0..132005180,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitione
d/hits_39.parquet:0..103522954, ...],
[Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_42.parquet:118278445..288524057,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_43.parquet:0..299692947,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_44.parquet:0..242404750,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_45.parquet:0..148061387,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_46.parquet:0..92407680,
...], ...]}, projection=[WatchID, JavaEnable, Title, GoodEvent, EventTime,
EventDate, CounterID, ClientIP, RegionID, UserID, CounterClass, OS, UserAgent,
URL, Referer, IsRefresh, RefererCategoryID, RefererRegionID, URLCategoryID,
URLRegionID, ResolutionWidth, ResolutionHeight, ResolutionDepth, FlashMajor,
FlashMinor, FlashMinor2, NetMajor, NetMinor, UserAgentMajor, UserAgentMinor,
CookieEnable, JavascriptEnable, IsMobile, MobilePhone, MobilePhoneModel,
Params, IPNetw
orkID, TraficSourceID, SearchEngineID, SearchPhrase, AdvEngineID, IsArtifical,
WindowClientWidth, WindowClientHeight, ClientTimeZone, ClientEventTime,
SilverlightVersion1, SilverlightVersion2, SilverlightVersion3,
SilverlightVersion4, PageCharset, CodeVersion, IsLink, IsDownload, IsNotBounce,
FUniqID, OriginalURL, HID, IsOldCounter, IsEvent, IsParameter, DontCountHits,
WithHash, HitColor, LocalEventTime, Age, Sex, Income, Interests, Robotness,
RemoteIP, WindowName, OpenerName, HistoryLength, BrowserLanguage,
BrowserCountry, SocialNetwork, SocialAction, HTTPError, SendTiming, DNSTiming,
ConnectTiming, ResponseStartTiming, ResponseEndTiming, FetchTiming,
SocialSourceNetworkID, SocialSourcePage, ParamPrice, ParamOrderID,
ParamCurrency, ParamCurrencyID, OpenstatServiceName, OpenstatCampaignID,
OpenstatAdID, OpenstatSourceID, UTMSource, UTMMedium, UTMCampaign, UTMContent,
UTMTerm, FromTag, HasGCLID, RefererHash, URLHash, CLID], file_type=parquet,
predicate=CAST(URL@13 AS Utf8View) LIKE %
google%, metrics=[output_rows=6141, elapsed_compute=12ns,
bytes_scanned=8336084257, file_open_errors=0, file_scan_errors=0,
num_predicate_creation_errors=0, page_index_rows_matched=0,
page_index_rows_pruned=0, predicate_evaluation_errors=0,
pushdown_rows_matched=11821, pushdown_rows_pruned=65222022,
row_groups_matched_bloom_filter=0, row_groups_matched_statistics=136,
row_groups_pruned_bloom_filter=0, row_groups_pruned_statistics=117,
bloom_filter_eval_time=843.303µs, metadata_load_time=242.295025ms,
page_index_eval_time=12.475µs, row_pushdown_eval_time=4.249525318s,
statistics_eval_time=2.316302ms, time_elapsed_opening=48.356002ms,
time_elapsed_processing=20.809290216s,
time_elapsed_scanning_total=25.623879841s,
time_elapsed_scanning_until_data=11.100054751s] |
| |
|
+-------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
1 row(s) fetched.
Elapsed 3.173 seconds.
datafusion/benchmarks on topk-filter [$?] is 📦 v46.0.1 via 🐍 v3.11.10 via
🦀 v1.85.0 on ☁️ adr...@pydantic.dev(us-east4) took 4s
❯ ../target/release/datafusion-cli -f ../q.sql
DataFusion CLI v46.0.1
0 row(s) fetched.
Elapsed 0.001 seconds.
0 row(s) fetched.
Elapsed 0.000 seconds.
+-------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| plan_type | plan
|
+-------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Plan with Metrics | SortPreservingMergeExec: [EventTime@4 ASC NULLS LAST],
fetch=10, metrics=[output_rows=10, elapsed_compute=56.167µs]
|
| | SortExec: TopK(fetch=10), expr=[EventTime@4 ASC
NULLS LAST], preserve_partitioning=[true], metrics=[output_rows=120,
elapsed_compute=49.926081ms, row_replacements=794]
|
| | DataSourceExec: file_groups={12 groups:
[[Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_0.parquet:0..122446530,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_1.parquet:0..174965044,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_10.parquet:0..101513258,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_11.parquet:0..118419888,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_12.parquet:0..149514164,
...],
[Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_17.parquet:59860177..116867853,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_18.parquet:0..133119589,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_19.parquet:0..103692598,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_2.parquet:0..230595491,
Users/adriangb/GitHub/datafusion/benchmarks/data/hit
s_partitioned/hits_20.parquet:0..85766533, ...],
[Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_26.parquet:122668027..156510916,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_27.parquet:0..166286210,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_28.parquet:0..162772407,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_29.parquet:0..79213288,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_3.parquet:0..192507052,
...],
[Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_35.parquet:54087341..153632381,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_36.parquet:0..92487304,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_37.parquet:0..108247781,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_38.parquet:0..132005180,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitione
d/hits_39.parquet:0..103522954, ...],
[Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_42.parquet:118278445..288524057,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_43.parquet:0..299692947,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_44.parquet:0..242404750,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_45.parquet:0..148061387,
Users/adriangb/GitHub/datafusion/benchmarks/data/hits_partitioned/hits_46.parquet:0..92407680,
...], ...]}, projection=[WatchID, JavaEnable, Title, GoodEvent, EventTime,
EventDate, CounterID, ClientIP, RegionID, UserID, CounterClass, OS, UserAgent,
URL, Referer, IsRefresh, RefererCategoryID, RefererRegionID, URLCategoryID,
URLRegionID, ResolutionWidth, ResolutionHeight, ResolutionDepth, FlashMajor,
FlashMinor, FlashMinor2, NetMajor, NetMinor, UserAgentMajor, UserAgentMinor,
CookieEnable, JavascriptEnable, IsMobile, MobilePhone, MobilePhoneModel,
Params, IPNetw
orkID, TraficSourceID, SearchEngineID, SearchPhrase, AdvEngineID, IsArtifical,
WindowClientWidth, WindowClientHeight, ClientTimeZone, ClientEventTime,
SilverlightVersion1, SilverlightVersion2, SilverlightVersion3,
SilverlightVersion4, PageCharset, CodeVersion, IsLink, IsDownload, IsNotBounce,
FUniqID, OriginalURL, HID, IsOldCounter, IsEvent, IsParameter, DontCountHits,
WithHash, HitColor, LocalEventTime, Age, Sex, Income, Interests, Robotness,
RemoteIP, WindowName, OpenerName, HistoryLength, BrowserLanguage,
BrowserCountry, SocialNetwork, SocialAction, HTTPError, SendTiming, DNSTiming,
ConnectTiming, ResponseStartTiming, ResponseEndTiming, FetchTiming,
SocialSourceNetworkID, SocialSourcePage, ParamPrice, ParamOrderID,
ParamCurrency, ParamCurrencyID, OpenstatServiceName, OpenstatCampaignID,
OpenstatAdID, OpenstatSourceID, UTMSource, UTMMedium, UTMCampaign, UTMContent,
UTMTerm, FromTag, HasGCLID, RefererHash, URLHash, CLID], file_type=parquet,
predicate=CAST(URL@13 AS Utf8View) LIKE %
google%, metrics=[output_rows=15911, elapsed_compute=12ns,
bytes_scanned=14265851248, file_open_errors=0, file_scan_errors=0,
num_predicate_creation_errors=0, page_index_rows_matched=0,
page_index_rows_pruned=0, predicate_evaluation_errors=0,
pushdown_rows_matched=15911, pushdown_rows_pruned=99981586,
row_groups_matched_bloom_filter=0, row_groups_matched_statistics=0,
row_groups_pruned_bloom_filter=0, row_groups_pruned_statistics=0,
bloom_filter_eval_time=222ns, metadata_load_time=1.494189151s,
page_index_eval_time=222ns, row_pushdown_eval_time=7.309380164s,
statistics_eval_time=222ns, time_elapsed_opening=16.006422ms,
time_elapsed_processing=41.532244256s,
time_elapsed_scanning_total=46.85323142s,
time_elapsed_scanning_until_data=14.505093042s] |
| |
|
+-------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
1 row(s) fetched.
Elapsed 4.696 seconds.
```
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