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# Triggers Demo
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This folder contains a demo workflow for the two types of triggers.
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- An interval-based trigger will be set up to execute a stored procedure `demoi` defined in [demo/putdata.cpp](/demo/putdata.cpp) that inserts a .csv file from `data/electricity` to the table `source` every 5 seconds.
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- A Conditional trigger will be triggered by condition `democq` defined in [demo/query.cpp](/demo/query.cpp) that checks and returns true when more than 200 rows of data are inserted into table `source`. Once triggered, it will execute a stored procedure `democa` defined in [demo/democa.cpp](/demo/action.cpp) that trains the incremental random forest by the new data.
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- See [demo/prep.a](/demo/prep.a) for parameters of the random forest.
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## Run the demo
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### Preparation
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- Preprocess data
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- Put `electricity` dataset to `/data/electricity_orig`
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- Run `python3 rfdata_preproc.py` to generate .csv files to `data/electricity/`
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- Use [demo/setup.sh](/demo/setup.sh) to
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- setup stored procedures for this demo
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- compile random forest user module used in this demo
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- compile queries used in this demo
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### Running the demo
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- Run AQuery prompt `python3 prompt.py`
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- Use Automated AQuery script in [demo/demo.aquery](/demo/demo.aquery) to execute the workflow. It does the following things in order:
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- Register user module, create a new random forest by running [`f demo/prep.a`](/demo/prep.a)
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- Register stored procedures.
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- Create an Interval-based Trigger that executes payload `demoi` every 5 seconds
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- Create a Conditional Trigger that executes payload `democa` whenever condition `democq` returns a true. While condition `democq` is tested every time new data is inserted to table `source`.
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- Loads test data by running [demo/test.a](/demo/test.a)
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- Use query `select predict(x) from test` to get predictions of the test data from current random forest.
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- In AQuery prompt, an extra `exec` command after the query is needed to execute the query.
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- Use query `select test(x, y) from test` will also calculate l2 error.
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create table source(x vecdouble, y int64);
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create table source(x vecdouble, y int64);
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LOAD MODULE FROM "./libirf.so" FUNCTIONS (
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LOAD MODULE FROM "./libirf.so" FUNCTIONS (
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newtree(height:int, f:int64, sparse:vecint, forget:double, maxf:int64, noclasses:int64, e:int) -> bool,
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newtree(height:int, f:int64, sparse:vecint, forget:double, noclasses:int64, e:int) -> bool,
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fit_inc(X:vecvecdouble, y:vecint64) -> bool,
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fit_inc(X:vecvecdouble, y:vecint64) -> bool,
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predict(X:vecvecdouble) -> vecint
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predict(X:vecvecdouble) -> vecint ,
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test(X:vecvecdouble, y:vecint64) -> double
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);
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);
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create table elec_sparse(v int);
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create table elec_sparse(v int);
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insert into elec_sparse values (0), (1), (1), (1), (1), (1), (1);
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insert into elec_sparse values (0), (1), (1), (1), (1), (1), (1);
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select newtree(30, 7, elec_sparse.v, 0, 4, 2, 1) from elec_sparse
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select newtree(30, 7, elec_sparse.v, 0.3, 2, 1) from elec_sparse
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#!/bin/sh
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make -C ../sdk irf
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mkdir ../procedures
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cp demo*.aqp ../procedures
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make
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-- select predict(x) from test;
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-- select test(x, y) from test;
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create table test(x vecdouble, y int64);
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create table test(x vecdouble, y int64);
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load complex data infile "data/electricity/electricity872.csv" into table test fields terminated by ',' element terminated by ';';
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load complex data infile "data/electricity/electricity872.csv" into table test fields terminated by ',' element terminated by ';';
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select predict(x) from test
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@ -1 +1 @@
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Subproject commit a61c3122c43293ff6f8bd01b4f65d7d03c5c4c54
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Subproject commit 0d0ec214297a3e46947cead37f887eb480043419
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