Jeremy Reizenstein c31bf85a23 test runner for experiment.py
Summary: Add simple interactive testrunner for experiment.py

Reviewed By: shapovalov

Differential Revision: D35316221

fbshipit-source-id: d424bcba632eef89eefb56e18e536edb58ec6f85
2022-05-26 05:33:03 -07:00

104 lines
3.4 KiB
Python

# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import logging
import os
import unittest
from pathlib import Path
import experiment
import torch
from iopath.common.file_io import PathManager
from omegaconf import OmegaConf
from pytorch3d.implicitron.dataset.json_index_dataset_map_provider import (
JsonIndexDatasetMapProvider,
)
def interactive_testing_requested() -> bool:
"""
Certain tests are only useful when run interactively, and so are not regularly run.
These are activated by this funciton returning True, which the user requests by
setting the environment variable `PYTORCH3D_INTERACTIVE_TESTING` to 1.
"""
return os.environ.get("PYTORCH3D_INTERACTIVE_TESTING", "") == "1"
DATA_DIR = Path(__file__).resolve().parent
DEBUG: bool = False
# TODO:
# - sort out path_manager config. Here we monkeypatch to avoid
# the problem.
# - add enough files to skateboard_first_5 that this works on RE.
# - share common code with PyTorch3D tests?
# - deal with the temporary output files this test creates
def get_path_manager(silence_logs: bool = False) -> PathManager:
"""
Returns a path manager which can access manifold internally.
Args:
silence_logs: Whether to reduce log output from iopath library.
"""
if silence_logs:
logging.getLogger("iopath.fb.manifold").setLevel(logging.CRITICAL)
logging.getLogger("iopath.common.file_io").setLevel(logging.CRITICAL)
if os.environ.get("INSIDE_RE_WORKER", False):
raise ValueError("Cannot get to manifold from RE")
path_manager = PathManager()
if os.environ.get("FB_TEST", False):
from iopath.fb.manifold import ManifoldPathHandler
path_manager.register_handler(ManifoldPathHandler())
return path_manager
def set_path_manager(self):
self.path_manager = get_path_manager()
class TestExperiment(unittest.TestCase):
def setUp(self):
self.maxDiff = None
JsonIndexDatasetMapProvider.__post_init__ = set_path_manager
def test_from_defaults(self):
# Test making minimal changes to the dataclass defaults.
if not interactive_testing_requested():
return
cfg = OmegaConf.structured(experiment.ExperimentConfig)
cfg.data_source_args.dataset_map_provider_class_type = (
"JsonIndexDatasetMapProvider"
)
dataset_args = (
cfg.data_source_args.dataset_map_provider_JsonIndexDatasetMapProvider_args
)
dataloader_args = (
cfg.data_source_args.data_loader_map_provider_SequenceDataLoaderMapProvider_args
)
dataset_args.category = "skateboard"
dataset_args.test_restrict_sequence_id = 0
dataset_args.dataset_root = "manifold://co3d/tree/extracted"
dataset_args.limit_sequences_to = 5
dataloader_args.dataset_len = 1
cfg.solver_args.max_epochs = 2
device = torch.device("cuda:0")
experiment.run_training(cfg, device)
def test_yaml_contents(self):
cfg = OmegaConf.structured(experiment.ExperimentConfig)
yaml = OmegaConf.to_yaml(cfg, sort_keys=False)
if DEBUG:
(DATA_DIR / "experiment.yaml").write_text(yaml)
self.assertEqual(yaml, (DATA_DIR / "experiment.yaml").read_text())