pytorch/tools/test/gen_operators_yaml_test.py

#!/usr/bin/env python3
# Copyright 2004-present Facebook. All Rights Reserved.

import argparse
import json
import unittest
from collections import defaultdict

from unittest.mock import Mock, patch

from gen_operators_yaml import (
    fill_output,
    get_parser_options,
    make_filter_from_options,
    verify_all_specified_present,
)


def _mock_options():
    options = argparse.Namespace()
    options.root_ops = "aten::add,aten::cat"
    options.training_root_ops = []
    options.output_path = "/tmp"
    options.dep_graph_yaml_path = "dummy_pytorch_op_deps.yaml"
    options.model_name = "test_model"
    options.model_versions = None
    options.model_assets = None
    options.model_backends = None
    options.models_yaml_path = None
    options.include_all_operators = False
    options.rule_name = "test_rule"
    options.not_include_all_overloads_static_root_ops = True
    options.not_include_all_overloads_closure_ops = True

    return options


def _mock_load_op_dep_graph():
    result = defaultdict(set)
    result["aten::add"] = {"aten::add", "aten::as_strided_"}
    result["aten::cat"] = {"aten::cat", "aten::as_strided_"}
    return dict(result)


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
        ), f"Expected 2 elements in filtered_configs, but got {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,
            )

    @patch("gen_operators_yaml.parse_options", return_value=_mock_options())
    @patch(
        "gen_operators_yaml.load_op_dep_graph", return_value=_mock_load_op_dep_graph()
    )
    def test_fill_output_with_arguments_not_include_all_overloads(
        self, mock_parse_options: Mock, mock_load_op_dep_graph: Mock
    ):
        parser = argparse.ArgumentParser(description="Generate used operators YAML")
        options = get_parser_options(parser)

        model_dict = {
            "model_name": options.model_name,
            "asset_info": {},
            "is_new_style_rule": False,
        }
        output = {"debug_info": [json.dumps(model_dict)]}

        fill_output(output, options)

        for op_val in output["operators"].values():
            self.assertFalse(op_val["include_all_overloads"])