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test_pipeline.py
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test_pipeline.py
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# Copyright (c) 2019-present, Facebook, Inc.
# All rights reserved.
#
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.
#
from codegen_sources.preprocessing.preprocess import preprocess
from pathlib import Path
import os
import shutil
input_path = Path(__file__).parents[4].joinpath("data/test_dataset")
bpe_path = Path(__file__).parents[4].joinpath("data/bpe/cpp-java-python")
class AttrDict(dict):
def __init__(self, *args, **kwargs):
super(AttrDict, self).__init__(*args, **kwargs)
self.__dict__ = self
# Roberta Mode
def test_obfuscation_roberta_pipeline():
args = AttrDict()
args.update(
{
"input_path": str(input_path),
"langs": ["java", "python"],
"mode": "obfuscation",
"local": "True",
"train_splits": 1,
"ncodes": 100,
"percent_test_valid": 10,
"bpe_mode": "roberta",
"keep_comments": False,
"local_parallelism": None,
"tokenization_timeout": 2,
"bpe_timeout": 2,
"train_bpe_timeout": 5,
}
)
preprocess(args)
shutil.rmtree(input_path.joinpath("XLM-syml"))
def test_obfuscation_functions_roberta_pipeline():
args = AttrDict()
args.update(
{
"input_path": str(input_path),
"langs": ["java", "python"],
"mode": "obfuscation_functions",
"local": "True",
"train_splits": 1,
"ncodes": 100,
"percent_test_valid": 10,
"bpe_mode": "roberta",
"keep_comments": False,
"local_parallelism": None,
"tokenization_timeout": 2,
"bpe_timeout": 2,
"train_bpe_timeout": 5,
}
)
preprocess(args)
shutil.rmtree(input_path.joinpath("XLM-syml"))
def test_monolingual_roberta_pipeline():
args = AttrDict()
args.update(
{
"input_path": str(input_path),
"langs": ["java", "python", "cpp"],
"mode": "monolingual",
"local": "True",
"train_splits": 1,
"ncodes": 100,
"percent_test_valid": 10,
"bpe_mode": "roberta",
"keep_comments": False,
"local_parallelism": None,
"tokenization_timeout": 2,
"bpe_timeout": 2,
"train_bpe_timeout": 5,
}
)
preprocess(args)
shutil.rmtree(input_path.joinpath("XLM-syml"))
def test_monolingual_functions_roberta_pipeline():
args = AttrDict()
args.update(
{
"input_path": str(input_path),
"langs": ["java", "python", "cpp"],
"mode": "monolingual_functions",
"local": "True",
"train_splits": 1,
"ncodes": 100,
"percent_test_valid": 10,
"bpe_mode": "roberta",
"keep_comments": False,
"local_parallelism": None,
"tokenization_timeout": 2,
"bpe_timeout": 2,
"train_bpe_timeout": 5,
}
)
preprocess(args)
shutil.rmtree(input_path.joinpath("XLM-syml"))
# Fast BPE Mode
def test_monolingual_fast_pipeline():
args = AttrDict()
args.update(
{
"input_path": str(input_path),
"langs": ["java", "python", "cpp"],
"mode": "monolingual",
"local": "True",
"train_splits": 1,
"ncodes": 100,
"percent_test_valid": 10,
"bpe_mode": "fast",
"keep_comments": False,
"local_parallelism": None,
"fastbpe_code_path": None,
"fastbpe_vocab_path": None,
"fastbpe_use_vocab": False,
"tokenization_timeout": 2,
"bpe_timeout": 2,
"train_bpe_timeout": 5,
}
)
preprocess(args)
shutil.rmtree(input_path.joinpath("XLM-syml"))
def test_monolingual_functions_fast_pipeline():
args = AttrDict()
args.update(
{
"input_path": str(input_path),
"langs": ["java", "python", "cpp"],
"mode": "monolingual_functions",
"local": "True",
"train_splits": 1,
"ncodes": 100,
"percent_test_valid": 10,
"bpe_mode": "fast",
"keep_comments": False,
"local_parallelism": None,
"fastbpe_code_path": None,
"fastbpe_vocab_path": None,
"fastbpe_use_vocab": False,
"tokenization_timeout": 2,
"bpe_timeout": 2,
"train_bpe_timeout": 5,
}
)
preprocess(args)
shutil.rmtree(input_path.joinpath("XLM-syml"))
def test_monolingual_functions_fast_pipeline_keep_comments():
args = AttrDict()
args.update(
{
"input_path": str(input_path),
"langs": ["java", "python", "cpp"],
"mode": "monolingual_functions",
"local": "True",
"train_splits": 1,
"ncodes": 100,
"percent_test_valid": 10,
"bpe_mode": "fast",
"keep_comments": True,
"local_parallelism": None,
"fastbpe_code_path": None,
"fastbpe_vocab_path": None,
"fastbpe_use_vocab": False,
"tokenization_timeout": 2,
"bpe_timeout": 2,
"train_bpe_timeout": 5,
}
)
preprocess(args)
shutil.rmtree(input_path.joinpath("XLM-syml"))
def test_obfuscation_fast_pipeline():
args = AttrDict()
args.update(
{
"input_path": str(input_path),
"langs": ["java", "python"],
"mode": "obfuscation",
"local": "True",
"train_splits": 1,
"percent_test_valid": 10,
"bpe_mode": "fast",
"keep_comments": False,
"local_parallelism": None,
"fastbpe_code_path": f"{os.path.abspath(bpe_path.joinpath('codes'))}",
"fastbpe_vocab_path": f"{os.path.abspath(bpe_path.joinpath('vocab'))}",
"fastbpe_use_vocab": False,
"ncodes": 50000,
"tokenization_timeout": 2,
"bpe_timeout": 2,
"train_bpe_timeout": 5,
}
)
preprocess(args)
shutil.rmtree(input_path.joinpath("XLM-syml"))
def test_obfuscation_functions_fast_pipeline():
args = AttrDict()
args.update(
{
"input_path": str(input_path),
"langs": ["java", "python"],
"mode": "obfuscation_functions",
"local": "True",
"train_splits": 1,
"percent_test_valid": 10,
"bpe_mode": "fast",
"keep_comments": False,
"local_parallelism": None,
"fastbpe_code_path": f"{os.path.abspath(bpe_path.joinpath('codes'))}",
"fastbpe_vocab_path": f"{os.path.abspath(bpe_path.joinpath('vocab'))}",
"fastbpe_use_vocab": False,
"ncodes": 50000,
"tokenization_timeout": 2,
"bpe_timeout": 2,
"train_bpe_timeout": 5,
}
)
preprocess(args)
shutil.rmtree(input_path.joinpath("XLM-syml"))