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layout: page | ||
title: How To Use Gluten | ||
nav_order: 1 | ||
parent: Developer Overview | ||
--- | ||
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# Background | ||
Currently, we have [MicroBenchmarks](https://github.com/apache/incubator-gluten/blob/main/docs/developers/MicroBenchmarks.md) to profile the Velox plan execution in stage level, now we have query trace replayer to specify plan node id to profile in operator level. | ||
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We cannot profile operator level directly because ValueStreamNode cannot serialize and deserialize, so we should generate benchmark first, and then enable query trace in benchmark which replaces the ValueStreamNode to ValuesNode. | ||
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Relevant link: | ||
https://facebookincubator.github.io/velox/develop/debugging/tracing.html | ||
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https://facebookincubator.github.io/velox/configs.html#tracing | ||
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https://velox-lib.io/blog/velox-query-tracing | ||
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# Usage | ||
Firstly, we should use MicroBenchmark to generate the input parquet data file and substrait json plan. | ||
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```shell | ||
/tmp/saveDir | ||
├── conf_35_0.ini | ||
├── data_35_0_0.parquet | ||
├── plan_35_0.json | ||
└── split_35_0_0.json | ||
``` | ||
Secondly, execute the benchmark to get the task id and query trace node id, for example, the task id is `Gluten_Stage_0_TID_0_VTID_0` and we will profile partial aggregation if node id `7`. | ||
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```shell | ||
W0113 15:30:18.903225 2524110 GenericBenchmark.cc:251] Setting CPU for thread 0 to 0 | ||
I0113 15:30:19.093111 2524110 Task.cpp:2051] Terminating task Gluten_Stage_0_TID_0_VTID_0 with state Finished after running for 142ms | ||
W0113 15:30:19.093384 2524110 GenericBenchmark.cc:485] {Task Gluten_Stage_0_TID_0_VTID_0 (Gluten_Stage_0_TID_0_VTID_0) Finished | ||
Plan: | ||
-- Project[8][expressions: (n8_3:INTEGER, hash_with_seed(42,"n6_5","n6_6")), (n8_4:DOUBLE, "n6_5"), (n8_5:DOUBLE, "n6_6"), (n8_6:BIGINT, "n7_2")] -> n8_3:INTEGER, n8_4:DOUBLE, n8_5:DOUBLE, n8_6:BIGINT | ||
-- Aggregation[7][PARTIAL [n6_5, n6_6] n7_2 := sum_partial("n6_7")] -> n6_5:DOUBLE, n6_6:DOUBLE, n7_2:BIGINT | ||
-- Project[6][expressions: (n6_5:DOUBLE, "n5_7"), (n6_6:DOUBLE, "n5_8"), (n6_7:BIGINT, unscaled_value("n5_9"))] -> n6_5:DOUBLE, n6_6:DOUBLE, n6_7:BIGINT | ||
-- Project[5][expressions: (n5_7:DOUBLE, "n1_4"), (n5_8:DOUBLE, "n1_5"), (n5_9:DECIMAL(7, 2), "n1_6"), (n5_10:DOUBLE, "n1_7"), (n5_11:DOUBLE, "n3_1")] -> n5_7:DOUBLE, n5_8:DOUBLE, n5_9:DECIMAL(7, 2), n5_10:DOUBLE, n5_11:DOUBLE | ||
-- HashJoin[4][INNER n1_8=n3_2] -> n1_4:DOUBLE, n1_5:DOUBLE, n1_6:DECIMAL(7, 2), n1_7:DOUBLE, n1_8:DOUBLE, n3_1:DOUBLE, n3_2:DOUBLE | ||
-- Project[1][expressions: (n1_4:DOUBLE, "n0_0"), (n1_5:DOUBLE, "n0_1"), (n1_6:DECIMAL(7, 2), "n0_2"), (n1_7:DOUBLE, "n0_3"), (n1_8:DOUBLE, "n0_3")] -> n1_4:DOUBLE, n1_5:DOUBLE, n1_6:DECIMAL(7, 2), n1_7:DOUBLE, n1_8:DOUBLE | ||
-- TableScan[0][table: hive_table, remaining filter: (isnotnull("sr_store_sk"))] -> n0_0:DOUBLE, n0_1:DOUBLE, n0_2:DECIMAL(7, 2), n0_3:DOUBLE | ||
-- Project[3][expressions: (n3_1:DOUBLE, "n2_0"), (n3_2:DOUBLE, "n2_0")] -> n3_1:DOUBLE, n3_2:DOUBLE | ||
-- ValueStream[2][] -> n2_0:DOUBLE | ||
``` | ||
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Thirdly, execute the benchmark and enable the query trace. | ||
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```shell | ||
./generic_benchmark --conf /tmp/saveDir/conf_35_0.ini --plan /tmp/saveDir/plan_35_0.json \ --split /tmp/saveDir/split_35_0_0.json --data /tmp/saveDir/data_35_0_0.parquet --query_trace_enabled=true --query_trace_dir=/tmp/query_trace --query_trace_node_ids=7 --query_trace_max_bytes=100000000000 --query_trace_task_reg_exp=Gluten_Stage_0_TID_0_VTID_0 --threads 1 --noprint-result | ||
``` | ||
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We can see the following message, which indicates the query trace runs successfully. | ||
```shell | ||
I0114 11:06:52.461263 2587302 Task.cpp:3072] Trace input for plan nodes 7 from task Gluten_Stage_0_TID_0_VTID_0 | ||
I0114 11:06:52.462595 2587302 Operator.cpp:135] Trace input for operator type: PartialAggregation, operator id: 5, pipeline: 0, driver: 0, task: Gluten_Stage_0_TID_0_VTID_0 | ||
``` | ||
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Now we can see the data in query trace directory `/tmp/query_trace`. | ||
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```shell | ||
/tmp/query_trace/ | ||
└── Gluten_Stage_0_TID_0_VTID_0 | ||
├── 7 | ||
│ └── 0 | ||
│ └── 0 | ||
│ ├── op_input_trace.data | ||
│ └── op_trace_summary.json | ||
└── task_trace_meta.json | ||
``` | ||
Fourthly, replay the query. Now we still have some issues to fix, we don't have the query id. | ||
Wait for this issue to fix https://github.com/facebookincubator/velox/issues/12084 | ||
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```shell | ||
/mnt/DP_disk1/code/velox/build/velox/tool/trace# ./velox_query_replayer --root_dir /tmp/query_trace --task_id Gluten_Stage_0_TID_0_VTID_0 --summary | ||
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terminate called after throwing an instance of 'facebook::velox::VeloxUserError' | ||
what(): Exception: VeloxUserError | ||
Error Source: USER | ||
Error Code: INVALID_ARGUMENT | ||
Reason: --query_id must be provided | ||
Retriable: False | ||
Expression: !FLAGS_query_id.empty() | ||
Function: init | ||
File: /mnt/DP_disk1/code/velox/velox/tool/trace/TraceReplayRunner.cpp | ||
Line: 241 | ||
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``` |