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๐ŸŒ [i18n-KO] Translating guides/hf_file_system.md to Korean #2146

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4 changes: 2 additions & 2 deletions docs/source/ko/_toctree.yml
Original file line number Diff line number Diff line change
Expand Up @@ -16,8 +16,8 @@
title: ํŒŒ์ผ ์—…๋กœ๋“œํ•˜๊ธฐ
- local: guides/cli
title: ๋ช…๋ น์ค„ ์ธํ„ฐํŽ˜์ด์Šค(CLI) ์‚ฌ์šฉํ•˜๊ธฐ
- local: in_translation
title: (๋ฒˆ์—ญ ์ค‘) HfFileSystem
- local: guides/hf_file_system
title: HfํŒŒ์ผ์‹œ์Šคํ…œ
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- local: guides/repository
title: ๋ฆฌํฌ์ง€ํ† ๋ฆฌ
- local: guides/search
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109 changes: 109 additions & 0 deletions docs/source/ko/guides/hf_file_system.md
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@@ -0,0 +1,109 @@
<!--โš ๏ธ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
rendered properly in your Markdown viewer.
-->

# Hugging Face Hub์—์„œ ํŒŒ์ผ ์‹œ์Šคํ…œ API๋ฅผ ํ†ตํ•ด ์ƒํ˜ธ์ž‘์šฉํ•˜๊ธฐ[[interact-with-the-hub-through-the-filesystem-api]]

`huggingface_hub` ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋Š” [`HfApi`] ์™ธ์—๋„ Hugging Face Hub์— ๋Œ€ํ•œ ํŒŒ์ด์จ๋‹‰ํ•œ [fsspec-compatible](https://filesystem-spec.readthedocs.io/en/latest/) ํŒŒ์ผ ์ธํ„ฐํŽ˜์ด์Šค์ธ [`HfFileSystem`]์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. [`HfFileSystem`]์€ [`HfApi`]์„ ๊ธฐ๋ฐ˜์œผ๋กœ ๊ตฌ์ถ•๋˜๋ฉฐ, `cp`, `mv`, `ls`, `du`, `glob`, `get_file` ๋ฐ `put_file`๊ณผ ๊ฐ™์€ ์ผ๋ฐ˜์ ์ธ ํŒŒ์ผ ์‹œ์Šคํ…œ ์Šคํƒ€์ผ ์ž‘์—…์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

## ์‚ฌ์šฉ๋ฒ•[[usage]]

```python
>>> from huggingface_hub import HfFileSystem
>>> fs = HfFileSystem()

>>> # ๋””๋ ‰ํ„ฐ๋ฆฌ์˜ ๋ชจ๋“  ํŒŒ์ผ ๋‚˜์—ดํ•˜๊ธฐ
>>> fs.ls("datasets/my-username/my-dataset-repo/data", detail=False)
['datasets/my-username/my-dataset-repo/data/train.csv', 'datasets/my-username/my-dataset-repo/data/test.csv']

>>> # ์ €์žฅ์†Œ(repo)์—์„œ ".csv" ํŒŒ์ผ ๋ชจ๋‘ ๋‚˜์—ดํ•˜๊ธฐ
>>> fs.glob("datasets/my-username/my-dataset-repo/**.csv")
['datasets/my-username/my-dataset-repo/data/train.csv', 'datasets/my-username/my-dataset-repo/data/test.csv']

>>> # ์›๊ฒฉ ํŒŒ์ผ ์ฝ๊ธฐ
>>> with fs.open("datasets/my-username/my-dataset-repo/data/train.csv", "r") as f:
... train_data = f.readlines()

>>> # ๋ฌธ์ž์—ด๋กœ ์›๊ฒฉ ํŒŒ์ผ์˜ ๋‚ด์šฉ ์ฝ๊ธฐ
>>> train_data = fs.read_text("datasets/my-username/my-dataset-repo/data/train.csv", revision="dev")

>>> # ์›๊ฒฉ ํŒŒ์ผ ์“ฐ๊ธฐ
>>> with fs.open("datasets/my-username/my-dataset-repo/data/validation.csv", "w") as f:
... f.write("text,label")
... f.write("Fantastic movie!,good")
```

์„ ํƒ์  `revision` ์ธ์ˆ˜๋ฅผ ์ „๋‹ฌํ•˜์—ฌ ๋ธŒ๋žœ์น˜, ํƒœ๊ทธ ์ด๋ฆ„ ๋˜๋Š” ์ปค๋ฐ‹ ํ•ด์‹œ์™€ ๊ฐ™์€ ํŠน์ • ์ปค๋ฐ‹์—์„œ ์ž‘์—…์„ ์‹คํ–‰ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
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ํŒŒ์ด์ฌ์— ๋‚ด์žฅ๋œ `open`๊ณผ ๋‹ฌ๋ฆฌ `fsspec`์˜ `open`์€ ๋ฐ”์ด๋„ˆ๋ฆฌ ๋ชจ๋“œ `"rb"`๋กœ ๊ธฐ๋ณธ ์„ค์ •๋ฉ๋‹ˆ๋‹ค. ์ด๊ฒƒ์€ ํ…์ŠคํŠธ ๋ชจ๋“œ์—์„œ ์ฝ๊ธฐ ์œ„ํ•ด `"r"`, ์“ฐ๊ธฐ ์œ„ํ•ด `"w"`๋กœ ๋ชจ๋“œ๋ฅผ ๋ช…์‹œ์ ์œผ๋กœ ์„ค์ •ํ•ด์•ผ ํ•จ์„ ์˜๋ฏธํ•ฉ๋‹ˆ๋‹ค. ํŒŒ์ผ์— ์ถ”๊ฐ€ํ•˜๊ธฐ(๋ชจ๋“œ `"a"` ๋ฐ `"ab"`)๋Š” ์•„์ง ์ง€์›๋˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.

## ํ†ตํ•ฉ[[integrations]]

[`HfFileSystem`]์€ URL์ด ๋‹ค์Œ ๊ตฌ๋ฌธ์„ ๋”ฐ๋ฅด๋Š” ๊ฒฝ์šฐ `fsspec`์„ ํ†ตํ•ฉํ•˜๋Š” ๋ชจ๋“  ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์—์„œ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

```
hf://[<repo_type_prefix>]<repo_id>[@<revision>]/<path/in/repo>
```

์—ฌ๊ธฐ์„œ `repo_type_prefix`๋Š” Datasets์˜ ๊ฒฝ์šฐ `datasets/`, Spaces์˜ ๊ฒฝ์šฐ `spaces/`์ด๋ฉฐ, ๋ชจ๋ธ์—๋Š” URL์— ์ ‘๋‘์‚ฌ๊ฐ€ ํ•„์š”ํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.

[`HfFileSystem`]์ด Hub์™€์˜ ์ƒํ˜ธ์ž‘์šฉ์„ ๋‹จ์ˆœํ™”ํ•˜๋Š” ๋ช‡ ๊ฐ€์ง€ ํฅ๋ฏธ๋กœ์šด ํ†ตํ•ฉ ์‚ฌ๋ก€๋Š” ๋‹ค์Œ๊ณผ ๊ฐ™์Šต๋‹ˆ๋‹ค:

* Hub ์ €์žฅ์†Œ์—์„œ [Pandas](https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html#reading-writing-remote-files) DataFrame ์ฝ๊ธฐ/์“ฐ๊ธฐ:

```python
>>> import pandas as pd

>>> # ์›๊ฒฉ CSV ํŒŒ์ผ์„ ๋ฐ์ดํ„ฐํ”„๋ ˆ์ž„์œผ๋กœ ์ฝ๊ธฐ
>>> df = pd.read_csv("hf://datasets/my-username/my-dataset-repo/train.csv")

>>> # ๋ฐ์ดํ„ฐํ”„๋ ˆ์ž„์„ ์›๊ฒฉ CSV ํŒŒ์ผ๋กœ ์“ฐ๊ธฐ
>>> df.to_csv("hf://datasets/my-username/my-dataset-repo/test.csv")
```

๋™์ผํ•œ ์›Œํฌํ”Œ๋กœ์šฐ๋ฅผ [Dask](https://docs.dask.org/en/stable/how-to/connect-to-remote-data.html) ๋ฐ [Polars](https://pola-rs.github.io/polars/py-polars/html/reference/io.html) DataFrame์—๋„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

* [DuckDB](https://duckdb.org/docs/guides/python/filesystems)๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ (์›๊ฒฉ) Hub ํŒŒ์ผ ์ฟผ๋ฆฌ:

```python
>>> from huggingface_hub import HfFileSystem
>>> import duckdb

>>> fs = HfFileSystem()
>>> duckdb.register_filesystem(fs)
>>> # ์›๊ฒฉ ํŒŒ์ผ์„ ์ฟผ๋ฆฌํ•˜๊ณ  ๊ฒฐ๊ณผ๋ฅผ ๋ฐ์ดํ„ฐํ”„๋ ˆ์ž„์œผ๋กœ ๊ฐ€์ ธ์˜ค๊ธฐ
>>> fs_query_file = "hf://datasets/my-username/my-dataset-repo/data_dir/data.parquet"
>>> df = duckdb.query(f"SELECT * FROM '{fs_query_file}' LIMIT 10").df()
```

* [Zarr](https://zarr.readthedocs.io/en/stable/tutorial.html#io-with-fsspec)๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ Hub๋ฅผ ๋ฐฐ์—ด ์ €์žฅ์†Œ๋กœ ์‚ฌ์šฉ:

```python
>>> import numpy as np
>>> import zarr

>>> embeddings = np.random.randn(50000, 1000).astype("float32")

>>> # ์ €์žฅ์†Œ(repo)์— ๋ฐฐ์—ด ์“ฐ๊ธฐ
>>> with zarr.open_group("hf://my-username/my-model-repo/array-store", mode="w") as root:
... foo = root.create_group("embeddings")
... foobar = foo.zeros('experiment_0', shape=(50000, 1000), chunks=(10000, 1000), dtype='f4')
... foobar[:] = embeddings

>>> # ์ €์žฅ์†Œ(repo)์—์„œ ๋ฐฐ์—ด ์ฝ๊ธฐ
>>> with zarr.open_group("hf://my-username/my-model-repo/array-store", mode="r") as root:
... first_row = root["embeddings/experiment_0"][0]
```

## ์ธ์ฆ[[authentication]]

๋Œ€๋ถ€๋ถ„์˜ ๊ฒฝ์šฐ Hub์™€ ์ƒํ˜ธ์ž‘์šฉํ•˜๋ ค๋ฉด Hugging Face ๊ณ„์ •์— ๋กœ๊ทธ์ธํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค. Hub์—์„œ ์ธ์ฆ ๋ฐฉ๋ฒ•์— ๋Œ€ํ•ด ์ž์„ธํžˆ ์•Œ์•„๋ณด๋ ค๋ฉด ๋ฌธ์„œ์˜ [์ธ์ฆ](../quick-start#authentication) ์„น์…˜์„ ์ฐธ์กฐํ•˜์„ธ์š”.

๋˜ํ•œ [`HfFileSystem`]์— `token`์„ ์ธ์ˆ˜๋กœ ์ „๋‹ฌํ•˜์—ฌ ํ”„๋กœ๊ทธ๋ž˜๋ฐ ๋ฐฉ์‹์œผ๋กœ ๋กœ๊ทธ์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

```python
>>> from huggingface_hub import HfFileSystem
>>> fs = HfFileSystem(token=token)
```

์ด๋ ‡๊ฒŒ ๋กœ๊ทธ์ธํ•˜๋Š” ๊ฒฝ์šฐ ์†Œ์Šค ์ฝ”๋“œ๋ฅผ ๊ณต์œ ํ•  ๋•Œ ํ† ํฐ์ด ์‹ค์ˆ˜๋กœ ๋ˆ„์ถœ๋˜์ง€ ์•Š๋„๋ก ์ฃผ์˜ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค!
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