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#!/usr/bin/env python3
# Copyright 2004-present Facebook. All Rights Reserved.
import unittest
from gen_operators_yaml import make_filter_from_options, verify_all_specified_present
class GenOperatorsYAMLTest(unittest.TestCase):
def setUp(self):
pass
def test_filter_creation(self):
filter_func = make_filter_from_options(
model_name="abc",
model_versions=["100", "101"],
model_assets=None,
model_backends=None,
)
config = [
{
"model": {
"name": "abc",
"version": 100,
"asset": "asset-1",
"backend": "CPU",
},
"root_operators": [],
"traced_operators": [],
},
{
"model": {
"name": "abc",
"version": 102,
"asset": "asset-1",
"backend": "CPU",
},
"root_operators": [],
},
{
"model": {
"name": "abcd",
"version": 100,
"asset": "asset-1",
"backend": "CPU",
},
"root_operators": [],
"traced_operators": [],
},
{
"model": {
"name": "abc",
"version": 101,
"asset": "asset-2",
"backend": "CPU",
},
"root_operators": [],
},
]
filtered_configs = list(filter(filter_func, config))
assert (
len(filtered_configs) == 2
), "Expected 2 elements in filtered_configs, but got {}".format(
len(filtered_configs)
)
def test_verification_success(self):
filter_func = make_filter_from_options(
model_name="abc",
model_versions=["100", "101"],
model_assets=["asset-1", "asset-2"],
model_backends=None,
)
config = [
{
"model": {
"name": "abc",
"version": 100,
"asset": "asset-1",
"backend": "CPU",
},
"root_operators": [],
"traced_operators": [],
},
{
"model": {
"name": "abc",
"version": 101,
"asset": "asset-2",
"backend": "CPU",
},
"root_operators": [],
},
]
filtered_configs = list(filter(filter_func, config))
try:
verify_all_specified_present(
model_assets=["asset-1", "asset-2"],
model_versions=["100", "101"],
selected_models_yaml=filtered_configs,
rule_name="test",
model_name="abc",
new_style_rule=True,
)
except Exception:
self.fail(
"expected verify_all_specified_present to succeed instead it raised an exception"
)
def test_verification_fail(self):
config = [
{
"model": {
"name": "abc",
"version": 100,
"asset": "asset-1",
"backend": "CPU",
},
"root_operators": [],
"traced_operators": [],
},
{
"model": {
"name": "abc",
"version": 101,
"asset": "asset-2",
"backend": "CPU",
},
"root_operators": [],
},
]
good_assets = ["asset-1", "asset-2"]
good_versions = ["100", "101"]
good_name = "abc"
# Test bad asset
filter_func_bad_asset = make_filter_from_options(
model_name=good_name,
model_versions=good_versions,
model_assets=["asset-1", "asset-2", "asset-3"],
model_backends=None,
)
filtered_configs_asset = list(filter(filter_func_bad_asset, config))
with self.assertRaises(RuntimeError):
verify_all_specified_present(
model_assets=["asset-1", "asset-2", "asset-3"],
model_versions=good_versions,
selected_models_yaml=filtered_configs_asset,
rule_name="test",
model_name=good_name,
new_style_rule=True,
)
# Test bad version
filter_func_bad_version = make_filter_from_options(
model_name=good_name,
model_versions=["100", "101", "102"],
model_assets=good_assets,
model_backends=None,
)
filtered_configs_version = list(filter(filter_func_bad_version, config))
with self.assertRaises(RuntimeError):
verify_all_specified_present(
model_assets=good_assets,
model_versions=["100", "101", "102"],
selected_models_yaml=filtered_configs_version,
rule_name="test",
model_name=good_name,
new_style_rule=True,
)
# Test bad name
filter_func_bad_name = make_filter_from_options(
model_name="abcd",
model_versions=good_versions,
model_assets=good_assets,
model_backends=None,
)
filtered_configs_name = list(filter(filter_func_bad_name, config))
with self.assertRaises(RuntimeError):
verify_all_specified_present(
model_assets=good_assets,
model_versions=good_versions,
selected_models_yaml=filtered_configs_name,
rule_name="test",
model_name="abcd",
new_style_rule=True,
)
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