# Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. # import io from pathlib import Path from typing import Sequence import numpy as np import pytest from cc_net import jsonql def bar(small_bar: str) -> str: return small_bar.replace(" ", " " * 10).replace("█", "█" * 10) def get_output(transformer, data, **kwargs): with io.StringIO() as output: # Convert data to a generator so that it's not interpreted as a file list. jsonql.run_pipe(transformer, kwargs, file=(x for x in data), output=output) return output.getvalue() def test_split(tmp_path: Path): data = [ dict(text="Hello world", lang="en"), dict(text="Boujour les amis", lang="fr"), dict(text="Rock your boat", lang="en"), ] with jsonql.split(tmp_path / "{lang}.json") as split: list(split.map(data)) summary = split.summary() assert "Found 2 splits." in summary en_docs = list(jsonql.read_jsons(tmp_path / "en.json")) assert [data[0], data[2]] == en_docs fr_docs = list(jsonql.read_jsons(tmp_path / "fr.json")) assert [data[1]] == fr_docs def test_split_bad_pattern(tmp_path: Path): data = [dict(text="Hello world", lang="en")] with pytest.raises(KeyError): with jsonql.split(tmp_path / "{language}.json") as split: list(split.map(data)) def test_histogram(): data = [0.1, 0.1, 0.1, 0.1, 0.4, 0.4, 0.9, 0.9] hist, bins = jsonql.histogram(data, bins=8, weights=None) np.testing.assert_almost_equal(bins, [0.1 * x for x in range(1, 10)]) np.testing.assert_almost_equal(hist, [4, 0, 0, 2, 0, 0, 0, 2]) data = [0, 0.1, 0.1, 0.1, 0.1, 0.4, 0.4, 0.8, 0.8, 1] hist, bins = jsonql.histogram(data, bins=10, weights=None) np.testing.assert_almost_equal(bins, [0.1 * x for x in range(11)]) np.testing.assert_almost_equal(hist, [1, 4, 0, 0, 2, 0, 0, 0, 2, 1]) def test_display_stats(): stats = { jsonql.ALL_DOCUMENTS: 100, "title": 80, "title.length": 80 * 50, "text": 100, "text.length": 100 * 1000, "popularity": 8, "popularity.val": [0.1, 0.1, 0.1, 0.1, 0.4, 0.4, 0.9, 0.9], } (title,) = jsonql.display_stats(stats, "title") assert "title" in title assert "saw 80 times" in title assert "average length is" in title assert "\n" not in title (text,) = jsonql.display_stats(stats, "text") assert "text" in text assert "saw 100 times" in text assert "average length is" in text assert "\n" not in text histogram = jsonql.display_stats( stats, "popularity", bins=[x / 10 for x in range(1, 10)] ) assert "popularity" in histogram[0] assert "saw 8 times" in histogram[0] assert "histogram is" in histogram[0] assert "0.100 " + bar("████████") in histogram[1] assert "0.400 " + bar("████ ") in histogram[2] assert "0.800 " + bar("████ ") in histogram[3] cum_histogram = jsonql.display_stats(stats, "popularity", bins=8, cumulative=True) assert "popularity" in cum_histogram[0] assert "saw 8 times" in cum_histogram[0] assert "histogram is" in cum_histogram[0] assert "0.100 " + bar("████ ") in cum_histogram[1] assert "0.400 " + bar("██████ ") in cum_histogram[2] assert "0.800 " + bar("████████") in cum_histogram[3] def test_describe(): def sample(pop): return dict(title="Lorem", text="Lorem ipsum dolor sit amet.", popularity=pop) data = [sample(pop) for pop in [0.1, 0.1, 0.1, 0.1, 0.4, 0.4, 0.9, 0.9]] desc = get_output( jsonql.describe, data, columns=None, bins=[x / 10 for x in range(1, 10)] ) assert "Field title saw 8 times (100.0%), average length is 5" in desc assert "Field text saw 8 times (100.0%), average length is 27" in desc assert "Field popularity saw 8 times (100.0%), histogram is" in desc assert "0.100 " + bar("████████") in desc assert "0.400 " + bar("████ ") in desc assert "0.800 " + bar("████ ") in desc desc = get_output(jsonql.describe, data, columns=["text"]) assert "Field title saw 8 times (100.0%), average length is 5" not in desc assert "Field text saw 8 times (100.0%), average length is 27" in desc assert "Field popularity, histogram is:" not in desc def test_custom_pipe(): def transformer(source, sep=" "): for i, line in enumerate(source): res = f"{i}{sep}{line}" yield res data = ["hello", "world"] assert get_output(transformer, data) == "0 hello\n1 world\n" assert get_output(transformer, data, sep="_") == "0_hello\n1_world\n" def test_open_read_write(tmp_path: Path): def _lines(filename: Path) -> Sequence[str]: # jsonql.lines calls open_read return list(jsonql.lines(filename)) tmp = tmp_path with jsonql.open_write(tmp / "a.txt") as o: print("a", file=o) assert _lines(tmp / "a.txt") == ["a"] jsonql.write_jsons([{"a": 1}], tmp / "a.txt") assert _lines(tmp / "a.txt") == ['{"a": 1}'] with jsonql.open_write(tmp / "a.gz") as o: print("a", file=o) assert _lines(tmp / "a.gz") == ["a"] with jsonql.open_write([tmp / "a0.txt", tmp / "a1.txt"]) as o: print("a", file=o) assert _lines(tmp / "a0.txt") == ["a"] assert not (tmp / "a1.txt").is_file() with jsonql.open_write([tmp / "b0.txt", tmp / "b1.txt"], max_size="1k") as o: print("0" * 2000, file=o) print("1" * 2000, file=o) assert _lines(tmp / "b0.txt") == ["0" * 2000] assert _lines(tmp / "b1.txt") == ["1" * 2000] with jsonql.open_write(tmp / "a_????.json") as o: print("a", file=o) assert _lines(tmp / "a_0000.json") == ["a"] assert not (tmp / "a_0001.json").is_file() assert _lines(tmp / "a_*.json") == ["a"] with jsonql.open_write(tmp / "b_??.json", max_size="1k") as o: print("0" * 2000, file=o) print("1" * 2000, file=o) assert _lines(tmp / "b_00.json") == ["0" * 2000] assert _lines(tmp / "b_01.json") == ["1" * 2000] assert _lines(tmp / "b_*.json") == ["0" * 2000, "1" * 2000] def test_split_file(tmp_path: Path): file = tmp_path / "test.txt" content = "Hello\nWorld\n" with open(file, "w") as o: o.write(content) with jsonql.SplitFile(file, chunk=0, n_chunks=2) as f: assert f.readlines() == ["Hello\n"] with jsonql.SplitFile(file, chunk=1, n_chunks=2) as f: assert f.readlines() == ["World\n"] def test_split_file_middle_of_line(tmp_path: Path): file = tmp_path / "test.txt" content = "Hello _|_\nWorld\n" # split is here ^ with open(file, "w") as o: o.write(content) with jsonql.SplitFile(file, chunk=0, n_chunks=2) as f: assert f.readlines() == ["Hello _|_\n"] with jsonql.SplitFile(file, chunk=1, n_chunks=2) as f: assert f.readlines() == ["World\n"] def test_split_file_middle_of_char(tmp_path: Path): file = tmp_path / "test.txt" content = "Hello\U0001F40D\nWorld\n" # split is here ^^ with open(file, "w") as o: o.write(content) with jsonql.SplitFile(file, chunk=0, n_chunks=2) as f: assert f.readlines() == ["Hello🐍\n"] with jsonql.SplitFile(file, chunk=1, n_chunks=2) as f: assert f.readlines() == ["World\n"] def test_blocked_gzip(tmp_path: Path): file = tmp_path / "test.gz" f = str(file) # Each object is 10/11 bytes long. We have 2 of them by block. content = ['{"xx": %d}' % i for i in range(80)] with jsonql.BlockedGzipWriter(file, "wt", block_size="20B") as o: for line in content: print(line, file=o) jr = jsonql.JsonReader(strict=True) expected = list(jr.map(content)) # read as one file assert expected == list(jsonql.read_jsons(file)) # read first block assert expected[:2] == list(jsonql.read_jsons(f + "[0/40]")) # read last block assert expected[-2:] == list(jsonql.read_jsons(f + "[39/40]")) readers = jsonql.get_block_readers(file, 9) read_as_several_files = [list(jsonql.read_jsons(r)) for r in readers] # 40 splits of 2 docs, 9 readers -> 5 splits, 10 docs per reader assert list(jsonql.grouper(expected, 10)) == read_as_several_files def test_enter_exit(capsys): class MyTransformer(jsonql.Transformer): def __enter__(self): print("trans: started") self.ready = True return self def __exit__(self, *args): print("trans: done") def do(self, x): return (x, x) def acc(values): print("acc: started") res = 0 for (x, _) in values: res += int(x) print("acc: done") yield f"acc: result={res}" t = MyTransformer() data = (str(x) for x in range(10)) print("pipeline: started") # Print to stdout. jsonql.run_pipes(t, acc, file=data) print("pipeline: done") out = capsys.readouterr().out assert ( "\n".join( [ "pipeline: started", "trans: started", "acc: started", "acc: done", f"acc: result=45", # Transformers are closed at the very end. "trans: done", "pipeline: done\n", ] ) == out ) def test_write_to_stdout(capsys): lines = [str(x) for x in range(10)] jsonql.run_pipes(file=iter(lines)) out = capsys.readouterr().out assert out == "\n".join(lines) + "\n" def test_write_to_stdout_handle_newlines(capsys): lines = [str(x) + "\n" for x in range(10)] jsonql.run_pipes(file=iter(lines)) out = capsys.readouterr().out assert out == "".join(lines) def test_multiprocess(capsys): mult = jsonql.Mapper(lambda x: f"2x = {2 * int(x)}") jsonql.run_pipes(mult, processes=2, file=(str(x) for x in range(10))) out = set(capsys.readouterr().out.strip("\n").split("\n")) assert set(f"2x = {2 * x}" for x in range(10)) == out