Files
meow_base/tests/test_conductors.py

472 lines
15 KiB
Python

import os
import unittest
from typing import Dict
from core.correctness.vars import JOB_TYPE_PYTHON, SHA256, JOB_PARAMETERS, \
JOB_HASH, PYTHON_FUNC, JOB_ID, \
META_FILE, PARAMS_FILE, JOB_STATUS, JOB_ERROR, \
STATUS_DONE, JOB_TYPE_PAPERMILL, get_base_file, get_result_file, \
get_job_file
from core.functionality import get_file_hash, create_watchdog_event, \
create_job, make_dir, write_yaml, write_notebook, read_yaml, write_file, \
lines_to_string
from core.meow import create_rule
from conductors import LocalPythonConductor
from patterns import FileEventPattern
from recipes.jupyter_notebook_recipe import JupyterNotebookRecipe, \
papermill_job_func
from recipes.python_recipe import PythonRecipe, python_job_func
from shared import setup, teardown, TEST_MONITOR_BASE, APPENDING_NOTEBOOK, \
TEST_JOB_OUTPUT, TEST_JOB_QUEUE, COMPLETE_PYTHON_SCRIPT
def failing_func():
raise Exception("bad function")
class MeowTests(unittest.TestCase):
def setUp(self)->None:
super().setUp()
setup()
def tearDown(self)->None:
super().tearDown()
teardown()
# Test LocalPythonConductor creation and job types
def testLocalPythonConductorCreation(self)->None:
LocalPythonConductor()
# Test LocalPythonConductor executes valid python jobs
def testLocalPythonConductorValidPythonJob(self)->None:
lpc = LocalPythonConductor(
job_queue_dir=TEST_JOB_QUEUE,
job_output_dir=TEST_JOB_OUTPUT
)
file_path = os.path.join(TEST_MONITOR_BASE, "test")
result_path = os.path.join(TEST_MONITOR_BASE, "output")
with open(file_path, "w") as f:
f.write("150")
file_hash = get_file_hash(file_path, SHA256)
pattern = FileEventPattern(
"pattern",
file_path,
"recipe_one",
"infile",
parameters={
"num":450,
"outfile":result_path
})
recipe = PythonRecipe(
"recipe_one", COMPLETE_PYTHON_SCRIPT)
rule = create_rule(pattern, recipe)
params_dict = {
"num":450,
"infile":file_path,
"outfile":result_path
}
job_dict = create_job(
JOB_TYPE_PYTHON,
create_watchdog_event(
file_path,
rule,
TEST_MONITOR_BASE,
file_hash
),
extras={
JOB_PARAMETERS:params_dict,
JOB_HASH: file_hash,
PYTHON_FUNC:python_job_func
}
)
job_dir = os.path.join(TEST_JOB_QUEUE, job_dict[JOB_ID])
make_dir(job_dir)
param_file = os.path.join(job_dir, PARAMS_FILE)
write_yaml(params_dict, param_file)
meta_path = os.path.join(job_dir, META_FILE)
write_yaml(job_dict, meta_path)
base_file = os.path.join(job_dir, get_base_file(JOB_TYPE_PYTHON))
write_file(lines_to_string(COMPLETE_PYTHON_SCRIPT), base_file)
lpc.execute(job_dir)
self.assertFalse(os.path.exists(job_dir))
job_output_dir = os.path.join(TEST_JOB_OUTPUT, job_dict[JOB_ID])
self.assertTrue(os.path.exists(job_output_dir))
meta_path = os.path.join(job_output_dir, META_FILE)
self.assertTrue(os.path.exists(meta_path))
status = read_yaml(meta_path)
self.assertIsInstance(status, Dict)
self.assertIn(JOB_STATUS, status)
self.assertEqual(status[JOB_STATUS], STATUS_DONE)
self.assertNotIn(JOB_ERROR, status)
self.assertTrue(os.path.exists(
os.path.join(job_output_dir, get_base_file(JOB_TYPE_PYTHON))))
self.assertTrue(os.path.exists(
os.path.join(job_output_dir, PARAMS_FILE)))
self.assertTrue(os.path.exists(
os.path.join(job_output_dir, get_job_file(JOB_TYPE_PYTHON))))
self.assertTrue(os.path.exists(
os.path.join(job_output_dir, get_result_file(JOB_TYPE_PYTHON))))
self.assertTrue(os.path.exists(result_path))
# Test LocalPythonConductor executes valid papermill jobs
def testLocalPythonConductorValidPapermillJob(self)->None:
lpc = LocalPythonConductor(
job_queue_dir=TEST_JOB_QUEUE,
job_output_dir=TEST_JOB_OUTPUT
)
file_path = os.path.join(TEST_MONITOR_BASE, "test")
result_path = os.path.join(TEST_MONITOR_BASE, "output", "test")
with open(file_path, "w") as f:
f.write("Data")
file_hash = get_file_hash(file_path, SHA256)
pattern = FileEventPattern(
"pattern",
file_path,
"recipe_one",
"infile",
parameters={
"extra":"A line from a test Pattern",
"outfile":result_path
})
recipe = JupyterNotebookRecipe(
"recipe_one", APPENDING_NOTEBOOK)
rule = create_rule(pattern, recipe)
params_dict = {
"extra":"extra",
"infile":file_path,
"outfile":result_path
}
job_dict = create_job(
JOB_TYPE_PAPERMILL,
create_watchdog_event(
file_path,
rule,
TEST_MONITOR_BASE,
file_hash
),
extras={
JOB_PARAMETERS:params_dict,
JOB_HASH: file_hash,
PYTHON_FUNC:papermill_job_func
}
)
job_dir = os.path.join(TEST_JOB_QUEUE, job_dict[JOB_ID])
make_dir(job_dir)
param_file = os.path.join(job_dir, PARAMS_FILE)
write_yaml(params_dict, param_file)
meta_path = os.path.join(job_dir, META_FILE)
write_yaml(job_dict, meta_path)
base_file = os.path.join(job_dir, get_base_file(JOB_TYPE_PAPERMILL))
write_notebook(APPENDING_NOTEBOOK, base_file)
lpc.execute(job_dir)
job_dir = os.path.join(TEST_JOB_QUEUE, job_dict[JOB_ID])
self.assertFalse(os.path.exists(job_dir))
job_output_dir = os.path.join(TEST_JOB_OUTPUT, job_dict[JOB_ID])
self.assertTrue(os.path.exists(job_output_dir))
meta_path = os.path.join(job_output_dir, META_FILE)
self.assertTrue(os.path.exists(meta_path))
status = read_yaml(meta_path)
self.assertIsInstance(status, Dict)
self.assertIn(JOB_STATUS, status)
self.assertEqual(status[JOB_STATUS], STATUS_DONE)
self.assertTrue(os.path.exists(
os.path.join(job_output_dir, get_base_file(JOB_TYPE_PAPERMILL))))
self.assertTrue(os.path.exists(
os.path.join(job_output_dir, PARAMS_FILE)))
self.assertTrue(os.path.exists(
os.path.join(job_output_dir, get_job_file(JOB_TYPE_PAPERMILL))))
self.assertTrue(os.path.exists(
os.path.join(job_output_dir, get_result_file(JOB_TYPE_PAPERMILL))))
self.assertTrue(os.path.exists(result_path))
# Test LocalPythonConductor does not execute jobs with bad arguments
def testLocalPythonConductorBadArgs(self)->None:
lpc = LocalPythonConductor(
job_queue_dir=TEST_JOB_QUEUE,
job_output_dir=TEST_JOB_OUTPUT
)
file_path = os.path.join(TEST_MONITOR_BASE, "test")
result_path = os.path.join(TEST_MONITOR_BASE, "output", "test")
with open(file_path, "w") as f:
f.write("Data")
file_hash = get_file_hash(file_path, SHA256)
pattern = FileEventPattern(
"pattern",
file_path,
"recipe_one",
"infile",
parameters={
"extra":"A line from a test Pattern",
"outfile":result_path
})
recipe = JupyterNotebookRecipe(
"recipe_one", APPENDING_NOTEBOOK)
rule = create_rule(pattern, recipe)
params_dict = {
"extra":"extra",
"infile":file_path,
"outfile":result_path
}
bad_job_dict = create_job(
JOB_TYPE_PAPERMILL,
create_watchdog_event(
file_path,
rule,
TEST_MONITOR_BASE,
file_hash
),
extras={
JOB_PARAMETERS:params_dict,
JOB_HASH: file_hash,
}
)
bad_job_dir = os.path.join(TEST_JOB_QUEUE, bad_job_dict[JOB_ID])
make_dir(bad_job_dir)
bad_param_file = os.path.join(bad_job_dir, PARAMS_FILE)
write_yaml(params_dict, bad_param_file)
bad_meta_path = os.path.join(bad_job_dir, META_FILE)
write_yaml(bad_job_dict, bad_meta_path)
bad_base_file = os.path.join(bad_job_dir,
get_base_file(JOB_TYPE_PAPERMILL))
write_notebook(APPENDING_NOTEBOOK, bad_base_file)
lpc.execute(bad_job_dir)
bad_output_dir = os.path.join(TEST_JOB_OUTPUT, bad_job_dict[JOB_ID])
self.assertFalse(os.path.exists(bad_job_dir))
self.assertTrue(os.path.exists(bad_output_dir))
bad_meta_path = os.path.join(bad_output_dir, META_FILE)
self.assertTrue(os.path.exists(bad_meta_path))
bad_job = read_yaml(bad_meta_path)
self.assertIsInstance(bad_job, dict)
self.assertIn(JOB_ERROR, bad_job)
# Ensure execution can continue after one failed job
good_job_dict = create_job(
JOB_TYPE_PAPERMILL,
create_watchdog_event(
file_path,
rule,
TEST_MONITOR_BASE,
file_hash
),
extras={
JOB_PARAMETERS:params_dict,
JOB_HASH: file_hash,
PYTHON_FUNC:papermill_job_func
}
)
good_job_dir = os.path.join(TEST_JOB_QUEUE, good_job_dict[JOB_ID])
make_dir(good_job_dir)
good_param_file = os.path.join(good_job_dir, PARAMS_FILE)
write_yaml(params_dict, good_param_file)
good_meta_path = os.path.join(good_job_dir, META_FILE)
write_yaml(good_job_dict, good_meta_path)
good_base_file = os.path.join(good_job_dir,
get_base_file(JOB_TYPE_PAPERMILL))
write_notebook(APPENDING_NOTEBOOK, good_base_file)
lpc.execute(good_job_dir)
good_job_dir = os.path.join(TEST_JOB_QUEUE, good_job_dict[JOB_ID])
self.assertFalse(os.path.exists(good_job_dir))
good_job_output_dir = os.path.join(TEST_JOB_OUTPUT, good_job_dict[JOB_ID])
self.assertTrue(os.path.exists(good_job_output_dir))
self.assertTrue(os.path.exists(
os.path.join(good_job_output_dir, META_FILE)))
self.assertTrue(os.path.exists(
os.path.join(good_job_output_dir, get_base_file(JOB_TYPE_PAPERMILL))))
self.assertTrue(os.path.exists(
os.path.join(good_job_output_dir, PARAMS_FILE)))
self.assertTrue(os.path.exists(
os.path.join(good_job_output_dir, get_job_file(JOB_TYPE_PAPERMILL))))
self.assertTrue(os.path.exists(
os.path.join(good_job_output_dir, get_result_file(JOB_TYPE_PAPERMILL))))
self.assertTrue(os.path.exists(result_path))
# Test LocalPythonConductor does not execute jobs with missing metafile
def testLocalPythonConductorMissingMetafile(self)->None:
lpc = LocalPythonConductor(
job_queue_dir=TEST_JOB_QUEUE,
job_output_dir=TEST_JOB_OUTPUT
)
file_path = os.path.join(TEST_MONITOR_BASE, "test")
result_path = os.path.join(TEST_MONITOR_BASE, "output", "test")
with open(file_path, "w") as f:
f.write("Data")
file_hash = get_file_hash(file_path, SHA256)
pattern = FileEventPattern(
"pattern",
file_path,
"recipe_one",
"infile",
parameters={
"extra":"A line from a test Pattern",
"outfile":result_path
})
recipe = JupyterNotebookRecipe(
"recipe_one", APPENDING_NOTEBOOK)
rule = create_rule(pattern, recipe)
job_dict = create_job(
JOB_TYPE_PAPERMILL,
create_watchdog_event(
file_path,
rule,
TEST_MONITOR_BASE,
file_hash
),
extras={
JOB_PARAMETERS:{
"extra":"extra",
"infile":file_path,
"outfile":result_path
},
JOB_HASH: file_hash,
PYTHON_FUNC:failing_func,
}
)
job_dir = os.path.join(TEST_JOB_QUEUE, job_dict[JOB_ID])
make_dir(job_dir)
with self.assertRaises(FileNotFoundError):
lpc.execute(job_dir)
# Test LocalPythonConductor does not execute jobs with bad functions
def testLocalPythonConductorBadFunc(self)->None:
lpc = LocalPythonConductor(
job_queue_dir=TEST_JOB_QUEUE,
job_output_dir=TEST_JOB_OUTPUT
)
file_path = os.path.join(TEST_MONITOR_BASE, "test")
result_path = os.path.join(TEST_MONITOR_BASE, "output", "test")
with open(file_path, "w") as f:
f.write("Data")
file_hash = get_file_hash(file_path, SHA256)
pattern = FileEventPattern(
"pattern",
file_path,
"recipe_one",
"infile",
parameters={
"extra":"A line from a test Pattern",
"outfile":result_path
})
recipe = JupyterNotebookRecipe(
"recipe_one", APPENDING_NOTEBOOK)
rule = create_rule(pattern, recipe)
params = {
"extra":"extra",
"infile":file_path,
"outfile":result_path
}
job_dict = create_job(
JOB_TYPE_PAPERMILL,
create_watchdog_event(
file_path,
rule,
TEST_MONITOR_BASE,
file_hash
),
extras={
JOB_PARAMETERS:params,
JOB_HASH: file_hash,
PYTHON_FUNC:failing_func,
}
)
job_dir = os.path.join(TEST_JOB_QUEUE, job_dict[JOB_ID])
make_dir(job_dir)
param_file = os.path.join(job_dir, PARAMS_FILE)
write_yaml(params, param_file)
meta_path = os.path.join(job_dir, META_FILE)
write_yaml(job_dict, meta_path)
lpc.execute(job_dir)
output_dir = os.path.join(TEST_JOB_OUTPUT, job_dict[JOB_ID])
self.assertFalse(os.path.exists(job_dir))
self.assertTrue(os.path.exists(output_dir))
meta_path = os.path.join(output_dir, META_FILE)
self.assertTrue(os.path.exists(meta_path))
job = read_yaml(meta_path)
self.assertIsInstance(job, dict)
self.assertIn(JOB_ERROR, job)
# TODO test job status funcs
# TODO test mangled status file reads
# TODO test missing input files