Python fgboost test and some test refactor (#4227)
This commit is contained in:
		
							parent
							
								
									a92813e710
								
							
						
					
					
						commit
						e4830fa51d
					
				
					 2 changed files with 61 additions and 0 deletions
				
			
		
							
								
								
									
										61
									
								
								docs/readthedocs/source/doc/PPML/Dev/python_test.md
									
									
									
									
									
										Normal file
									
								
							
							
						
						
									
										61
									
								
								docs/readthedocs/source/doc/PPML/Dev/python_test.md
									
									
									
									
									
										Normal file
									
								
							| 
						 | 
				
			
			@ -0,0 +1,61 @@
 | 
			
		|||
# PPML Python Test Develop Guide
 | 
			
		||||
 | 
			
		||||
### Write a test
 | 
			
		||||
All tests locate in `python/ppml/test`.
 | 
			
		||||
 | 
			
		||||
#### Single party test
 | 
			
		||||
Writing a single party test is just the same as running PPML pipeline, for example, a simple FGBoostRegression pipeline
 | 
			
		||||
```python
 | 
			
		||||
fl_server = FLServer()
 | 
			
		||||
fl_server.build()
 | 
			
		||||
fl_server.start()
 | 
			
		||||
 | 
			
		||||
init_fl_context()
 | 
			
		||||
fgboost_regression = FGBoostRegression()
 | 
			
		||||
fgboost_regression.fit(...)
 | 
			
		||||
```
 | 
			
		||||
#### Multiple party test
 | 
			
		||||
There are some extra steps for multiple party test, `python/ppml/test/bigdl/ppml/algorithms/test_fgboost_regression.py` could be refered as an example.
 | 
			
		||||
 | 
			
		||||
Multiple party test requires multiprocessing package. Import the package by
 | 
			
		||||
```
 | 
			
		||||
import multiprocessing
 | 
			
		||||
```
 | 
			
		||||
and set the subprocess create config in your class method
 | 
			
		||||
```python
 | 
			
		||||
class YourTest(unittest.TestCase):
 | 
			
		||||
    @classmethod
 | 
			
		||||
    def setUpClass(cls) -> None:
 | 
			
		||||
        multiprocessing.set_start_method('spawn') 
 | 
			
		||||
```
 | 
			
		||||
And define the function of subprocess
 | 
			
		||||
```python
 | 
			
		||||
def mock_process(arg1, arg2):
 | 
			
		||||
    init_fl_context()
 | 
			
		||||
    algo = Algo() # The algorithm to test
 | 
			
		||||
    algo.fit(...)
 | 
			
		||||
```
 | 
			
		||||
and start the process in test method
 | 
			
		||||
```python
 | 
			
		||||
mock_party1 = Process(target=mock_process, args=(v1, v2))
 | 
			
		||||
mock_party1.start()
 | 
			
		||||
```
 | 
			
		||||
 | 
			
		||||
### Debug a test
 | 
			
		||||
#### How it works
 | 
			
		||||
BigDL uses Spark integrated Py4J to do Python call Java. 
 | 
			
		||||
 | 
			
		||||
Spark starts the JVM when PySpark code create the SparkContext. This method use a Popen subprocess to call `spark-submit`, which call `spark-class`, and call `java`
 | 
			
		||||
 | 
			
		||||
#### Set JVM debug mode
 | 
			
		||||
First, direct to the `spark-class` file (as there may be multiple class in different packages or copied by python setup during installation) called by PySpark, this could be get by adding a breakpoint after `command = [os.path.join(SPARK_HOME, script)]` in `java_gateway.py` in PySpark lib.
 | 
			
		||||
 | 
			
		||||
To enable debug, add the JVM args in `spark-class` when call `java`, in the last line `CMD`, change following
 | 
			
		||||
```
 | 
			
		||||
CMD=("${CMD[@]:0:$LAST}")
 | 
			
		||||
```
 | 
			
		||||
to
 | 
			
		||||
```
 | 
			
		||||
CMD=("${CMD[0]}" -agentlib:jdwp=transport=dt_socket,server=y,address=4000,suspend=n "${CMD[@]:1:$LAST}")
 | 
			
		||||
```
 | 
			
		||||
And in IDEA, create a Run Configuration remote JVM profile. The IDEA will create the VM args automatically.
 | 
			
		||||
							
								
								
									
										0
									
								
								docs/readthedocs/source/doc/PPML/Dev/scala_test.md
									
									
									
									
									
										Normal file
									
								
							
							
						
						
									
										0
									
								
								docs/readthedocs/source/doc/PPML/Dev/scala_test.md
									
									
									
									
									
										Normal file
									
								
							
		Loading…
	
		Reference in a new issue