cemircol

Yüksek performanslı, sütun tabanlı (columnar) veri depolama kütüphanesi. Rust/PyO3 çekirdeği, zstd maksimum sıkıştırması ve sıfır-kopya mmap + numpy pipeline'ı sayesinde Parquet'ten daha hızlı okuma ve 15x daha küçük dosya boyutu sunar.

Kurulum

pip install cemircol

CSV ve Parquet dönüştürücülerini kullanmak için:

pip install "cemircol[froms]"

(Kaynak koddan derlemek için Rust toolchain gereklidir: maturin develop --release)

Özellikler

zstd Level 22 Sıkıştırma: Her sütunu bağımsız olarak maksimum düzeyde sıkıştırır — Parquet'ten 15x daha küçük dosya boyutu.
Sıfır-Kopya Okuma Pipeline: mmap → PyByteArray (doğrudan decompress) → numpy.frombuffer zinciri ile hiçbir ara Rust buffer oluşturulmaz.
Paralel Yazma: rayon ile tüm sütunlar aynı anda sıkıştırılır, tüm CPU core'ları kullanılır.
numpy Entegrasyonu: query() doğrudan numpy array döner — Python list nesnesi yaratma yükü yoktur.
Mmap (Memory Mapped Files): Dosyaları belleğe eşleyerek RAM tüketimini minimize eder.
Geriye Dönük Uyumluluk: Eski zlib formatındaki .cemir dosyalar otomatik tanınır ve okunur.

Kullanım

Hızlı Başlangıç

from cemircol import CemircolWriter, CemircolReader

# Veri yazma
data = {"id": [1, 2, 3], "val": [1.1, 2.2, 3.3]}
CemircolWriter.write("data.cemir", data)

# Veri okuma — numpy array döner
reader = CemircolReader("data.cemir")
print(reader.columns())    # ['id', 'val']
print(reader.num_rows())   # 3
print(reader.query("val")) # array([1.1, 2.2, 3.3])

CSV ve Parquet'ten Çevirme

from cemircol import from_csv, from_parquet

from_csv("sales_data.csv", "sales_data.cemir")
from_parquet("analytics.parquet", "analytics.cemir")

Performans Karşılaştırması

10.000.000 satır, 2 sütun (int64 + float64) benchmark (benchmark.py):

Dosya Boyutları

  CemirCol  :   5.52 MB   ← 15x Parquet'ten küçük
  Parquet   :  85.09 MB
  CSV       : 182.61 MB
  JSON      : 192.15 MB

Tek Sütun Okuma Süresi

  CemirCol  : 0.108 s   ← Parquet'ten hızlı
  Parquet   : 0.113 s
  JSON      : 1.219 s
  CSV       : 6.597 s

query() numpy array döndürdüğünden veri direkt bilimsel hesaplama için hazırdır.

Teknik Mimari

Dosya Formatı (`.cemir`)

┌──────────┬──────────────┬──────────────┬───────────────────────┬──────────────┬──────────┐
│ "CEM1"   │ col_1_data   │ col_2_data   │ metadata_json         │ meta_len u64 │ "CEM1"   │
│ 4 bytes  │ (zstd)       │ (zstd)       │ (FileMeta: offsets,   │ 8 bytes      │ 4 bytes  │
│          │              │              │  types, compression)  │              │          │
└──────────┴──────────────┴──────────────┴───────────────────────┴──────────────┴──────────┘

Okuma Pipeline

mmap (sıfır kopya)
  └─► sıkıştırılmış dilim (compressed slice)
        └─► PyByteArray::new_with → zstd::stream::copy_decode (doğrudan Python belleğine)
              └─► numpy.frombuffer (sıfır-kopya view)
                    └─► numpy array → Python

Proje Yayınlama

Sürüm yayınlamadan önce Cargo.toml ve pyproject.toml içindeki versiyon numaralarını senkronize güncelle, ardından:

./publish.sh
# Twine kullanıcı adı : __token__
# Twine şifre        : pypi-... (PyPI API token)

Geliştirme ortamı için:

maturin develop --release

Muslu YÜKSEKTEPE
Cem Emir YÜKSEKTEPE

Metadata

Release files for cemircol 1.0.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for cemircol 1.0.1
File	Size	Uploaded	Provenance	Actions
cemircol-1.0.1.tar.gz	2.1 MB	Apr 26, 2026	Without provenance	Details for cemircol-1.0.1.tar.gz

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Total release size: 22.4 MB

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Release files / cemircol-1.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	cemircol-1.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	723.2 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`f59b6f11f1e4ae608dbe0f1c2bcd33894d72a789e0f2162f13feaa03da825af2`
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Release files / cemircol-1.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	cemircol-1.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	662.1 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`11d2b2ce21ab709336c2ad6249c793aeada1d9e53002d06a5b62d39cd863f5df`
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Release files / cemircol-1.0.1-cp310-cp310-macosx_11_0_arm64.whl

Download URL	cemircol-1.0.1-cp310-cp310-macosx_11_0_arm64.whl
Size	540.7 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`9cce74a305342f1eb0bc3dd554a0b5800678d17669e2a25deb2b70f69e7e7c21`
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Release files / cemircol-1.0.1-cp310-cp310-macosx_10_12_x86_64.whl

Download URL	cemircol-1.0.1-cp310-cp310-macosx_10_12_x86_64.whl
Size	629.7 kB
Tags	CPython 3.10 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`fd2b2654454bb4e14e63f7d3d0fa605f385f66889a4cdfcfedc58ff76e4f0381`
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Release files / cemircol-1.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	cemircol-1.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	724.6 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`37c4de2cd15bd4c7f6ab43d08ba0e37ed654f2ac62afd211864847688460ed98`
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Release files / cemircol-1.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	cemircol-1.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	664.2 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`ac6069bb750f85bc3bb74d0887c6b1b59e09786cb64506d376e8643f129c724c`
BLAKE2b-256 checksum How to use checksums	`74a9552c46d08e589a3a2fc89c38d7ec9b7e8c0738650bc399531cdbbf3bedcf`
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Release files / cemircol-1.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	cemircol-1.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	724.6 kB
Tags	CPython 3.8 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`f8404f25b12f93511263637ece260e96f4803df539d03c784347206219a62e59`
BLAKE2b-256 checksum How to use checksums	`cc5fb1d455681bbc647f709d8fc9fc6fa2dd5a3e2ba6e5449eab7629f2200ec8`
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Release files / cemircol-1.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	cemircol-1.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	664.2 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`2962df7c647d1366e7118ff1d950ccc31c40f589df7231b3fd7665193d8f4215`
BLAKE2b-256 checksum How to use checksums	`5f286a3b27d48ccfbcc7af0542ec1f7854076b1c66799fc9e6e40bbd5ec244e4`
Upload date	Apr 26, 2026
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Uploaded via	`maturin/1.13.1`

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This release

1.0.1 This release

Apr 26, 2026 34 release files No provenance

File	Interpreter	ABI	Platform	Actions Reset
cemircol-1.0.1-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 722.8 kB Apr 26, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ x86-64	Details for cemircol-1.0.1-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
cemircol-1.0.1-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 661.2 kB Apr 26, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ ARM64	Details for cemircol-1.0.1-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
cemircol-1.0.1-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 660.1 kB Apr 26, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64	Details for cemircol-1.0.1-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
cemircol-1.0.1-cp314-cp314-win_amd64.whl 408.4 kB Apr 26, 2026 Without provenance	CPython 3.14	CPython 3.14	Windows x86-64	Details for cemircol-1.0.1-cp314-cp314-win_amd64.whl
cemircol-1.0.1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 725.4 kB Apr 26, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details for cemircol-1.0.1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
cemircol-1.0.1-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 661.9 kB Apr 26, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details for cemircol-1.0.1-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
cemircol-1.0.1-cp314-cp314-macosx_11_0_arm64.whl 539.7 kB Apr 26, 2026 Without provenance	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details for cemircol-1.0.1-cp314-cp314-macosx_11_0_arm64.whl
cemircol-1.0.1-cp314-cp314-macosx_10_12_x86_64.whl 629.1 kB Apr 26, 2026 Without provenance	CPython 3.14	CPython 3.14	macOS 10.12+ x86-64	Details for cemircol-1.0.1-cp314-cp314-macosx_10_12_x86_64.whl
cemircol-1.0.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 663.4 kB Apr 26, 2026 Without provenance	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.17+ ARM64	Details for cemircol-1.0.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
cemircol-1.0.1-cp313-cp313-win_amd64.whl 410.9 kB Apr 26, 2026 Without provenance	CPython 3.13	CPython 3.13	Windows x86-64	Details for cemircol-1.0.1-cp313-cp313-win_amd64.whl
cemircol-1.0.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 728.6 kB Apr 26, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details for cemircol-1.0.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
cemircol-1.0.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 665.3 kB Apr 26, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details for cemircol-1.0.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
cemircol-1.0.1-cp313-cp313-macosx_11_0_arm64.whl 539.8 kB Apr 26, 2026 Without provenance	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details for cemircol-1.0.1-cp313-cp313-macosx_11_0_arm64.whl
cemircol-1.0.1-cp313-cp313-macosx_10_12_x86_64.whl 629.1 kB Apr 26, 2026 Without provenance	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details for cemircol-1.0.1-cp313-cp313-macosx_10_12_x86_64.whl
cemircol-1.0.1-cp312-cp312-win_amd64.whl 410.7 kB Apr 26, 2026 Without provenance	CPython 3.12	CPython 3.12	Windows x86-64	Details for cemircol-1.0.1-cp312-cp312-win_amd64.whl
cemircol-1.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 728.3 kB Apr 26, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details for cemircol-1.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
cemircol-1.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 665.1 kB Apr 26, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details for cemircol-1.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
cemircol-1.0.1-cp312-cp312-macosx_11_0_arm64.whl 539.7 kB Apr 26, 2026 Without provenance	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details for cemircol-1.0.1-cp312-cp312-macosx_11_0_arm64.whl
cemircol-1.0.1-cp312-cp312-macosx_10_12_x86_64.whl 628.7 kB Apr 26, 2026 Without provenance	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details for cemircol-1.0.1-cp312-cp312-macosx_10_12_x86_64.whl
cemircol-1.0.1-cp311-cp311-win_amd64.whl 406.9 kB Apr 26, 2026 Without provenance	CPython 3.11	CPython 3.11	Windows x86-64	Details for cemircol-1.0.1-cp311-cp311-win_amd64.whl
cemircol-1.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 722.5 kB Apr 26, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details for cemircol-1.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
cemircol-1.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 661.4 kB Apr 26, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details for cemircol-1.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
cemircol-1.0.1-cp311-cp311-macosx_11_0_arm64.whl 540.4 kB Apr 26, 2026 Without provenance	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details for cemircol-1.0.1-cp311-cp311-macosx_11_0_arm64.whl
cemircol-1.0.1-cp311-cp311-macosx_10_12_x86_64.whl 629.3 kB Apr 26, 2026 Without provenance	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details for cemircol-1.0.1-cp311-cp311-macosx_10_12_x86_64.whl
cemircol-1.0.1-cp310-cp310-win_amd64.whl 407.0 kB Apr 26, 2026 Without provenance	CPython 3.10	CPython 3.10	Windows x86-64	Details for cemircol-1.0.1-cp310-cp310-win_amd64.whl
cemircol-1.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 723.2 kB Apr 26, 2026 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details for cemircol-1.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
cemircol-1.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 662.1 kB Apr 26, 2026 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details for cemircol-1.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
cemircol-1.0.1-cp310-cp310-macosx_11_0_arm64.whl 540.7 kB Apr 26, 2026 Without provenance	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details for cemircol-1.0.1-cp310-cp310-macosx_11_0_arm64.whl
cemircol-1.0.1-cp310-cp310-macosx_10_12_x86_64.whl 629.7 kB Apr 26, 2026 Without provenance	CPython 3.10	CPython 3.10	macOS 10.12+ x86-64	Details for cemircol-1.0.1-cp310-cp310-macosx_10_12_x86_64.whl
cemircol-1.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 724.6 kB Apr 26, 2026 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details for cemircol-1.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
cemircol-1.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 664.2 kB Apr 26, 2026 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details for cemircol-1.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
cemircol-1.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 724.6 kB Apr 26, 2026 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details for cemircol-1.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
cemircol-1.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 664.2 kB Apr 26, 2026 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64	Details for cemircol-1.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

cemircol 1.0.1