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perf(ext-data): CSV 编码转换改为分块进行, 峰值内存不再随文件线性增长
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"""CSV 编码转换的内存占用回归测试。
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上传路径专门用 `_write_upload_capped` 分块落盘(issue #204),docstring 写明
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是为了「避免 `await file.read()` 把整个文件读入内存(大文件可能触发高内存占用、
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进程 OOM 或服务不可用)」。但紧接着的 `ensure_utf8_csv` 曾用 `read_bytes()`
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把同一个文件整个读回内存再整体解码,把这层保护抵消掉:50MB 上限的文件实测
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峰值 302MB(6.05×),解码出的 str 比原字节还大。
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这里用 tracemalloc 量峰值,判据是「与文件大小无关」而不是某个绝对值:转换
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按块进行时峰值只跟块大小有关,文件翻倍不会让峰值翻倍。
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"""
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from __future__ import annotations
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import tracemalloc
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from pathlib import Path
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from app.services.ext_data import ensure_utf8_csv
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_ROW = "浦发银行,600000,12.34,上海证券交易所\r\n"
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_HEADER = "名称,代码,收盘价,交易所\r\n"
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def _gbk_csv(path: Path, size_bytes: int) -> Path:
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body = _ROW * (size_bytes // len(_ROW.encode("gb18030")))
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path.write_bytes((_HEADER + body).encode("gb18030"))
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return path
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def _peak_bytes(path: Path) -> int:
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tracemalloc.start()
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try:
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ensure_utf8_csv(path)
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_, peak = tracemalloc.get_traced_memory()
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finally:
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tracemalloc.stop()
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return peak
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def test_transcode_peak_memory_is_far_below_the_file(tmp_path: Path) -> None:
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path = _gbk_csv(tmp_path / "big.csv", 8 * 1024 * 1024)
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peak = _peak_bytes(path)
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# 分块转换时峰值只跟块大小有关。修复前是文件的 6 倍。
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assert peak < path.stat().st_size
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def test_transcode_peak_memory_does_not_grow_with_the_file(tmp_path: Path) -> None:
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small = _peak_bytes(_gbk_csv(tmp_path / "small.csv", 2 * 1024 * 1024))
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large = _peak_bytes(_gbk_csv(tmp_path / "large.csv", 8 * 1024 * 1024))
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# 文件大 4 倍,峰值不应跟着涨:留一倍余量给解释器噪声。
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assert large < small * 2
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def test_multibyte_character_on_a_chunk_boundary_survives(tmp_path: Path) -> None:
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# GBK 一个汉字两字节,分块时可能正好被切开。增量解码器负责把半个字符
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# 留到下一块;若改成逐块独立 decode,这里会解码失败并整份回退。
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import polars as pl
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from app.services.ext_data import _TRANSCODE_CHUNK_BYTES
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filler = "浦发银行" * ((_TRANSCODE_CHUNK_BYTES // 8) + 1)
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text = f"名称,备注\r\n浦发银行,{filler}\r\n"
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path = tmp_path / "boundary.csv"
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path.write_bytes(text.encode("gb18030"))
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assert path.stat().st_size > _TRANSCODE_CHUNK_BYTES
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df = pl.read_csv(ensure_utf8_csv(path), infer_schema_length=10000)
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assert df.columns == ["名称", "备注"]
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assert df["备注"][0] == filler
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