dhi - Ultra-Fast Data Validation for Python

The fastest data validation library for Python. Powered by Zig for maximum performance.

🚀 Performance

33.18M rows/sec on name+email+age batches, 16.13M rows/sec on six-field batches, and 461.19M ints/sec on the direct integer-list batch path.

# Validate 10,000 users in about 0.30ms
from dhi import _dhi_native

users = [{"name": "Alice", "email": "alice@example.com", "age": 25}, ...]

field_specs = {
    'name': ('string', 2, 100),
    'email': ('email',),
    'age': ('int_positive',),
}

results, valid_count = _dhi_native.validate_batch_direct(users, field_specs)
# 33M rows/sec on name+email+age batches

✨ Features

⚡ Fastest: 33.18M rows/sec on name+email+age, 25.35M rows/sec with URL checks, and 461.19M ints/sec for direct integer-list validation
🎯 24+ Validators: Email, URL, UUID, IPv4, dates, numbers, strings
🔋 Zero Python Overhead: C extension extracts directly from dicts
🌍 General Purpose: Works with any dict structure
💪 Production Ready: Thoroughly tested and benchmarked

📦 Installation

pip install dhi

🎯 Quick Start

from dhi import _dhi_native

users = [
    {"name": "Alice", "email": "alice@example.com", "age": 25},
    {"name": "Bob", "email": "bob@example.com", "age": 30},
]

field_specs = {
    'name': ('string', 2, 100),
    'email': ('email',),
    'age': ('int_positive',),
}

results, valid_count = _dhi_native.validate_batch_direct(users, field_specs)
print(f"Valid: {valid_count}/{len(users)}")

�� Available Validators

String: `email`, `url`, `uuid`, `ipv4`, `base64`, `iso_date`, `iso_datetime`, `string`

Number: `int`, `int_gt`, `int_gte`, `int_lt`, `int_lte`, `int_positive`, `int_non_negative`, `int_multiple_of`

🏆 Benchmarks

Release 1.3.1 native batch results on 10,000-row batches:

name+email+age:             33.18M rows/sec  (~28% faster than the earlier 26M baseline)
name+email+age+url:         25.35M rows/sec  (~27% faster than the earlier 20M baseline)
name+email+age+url+uuid:    20.51M rows/sec  (~28% faster than the earlier 16M baseline)
all 6 (+ ipv4):             16.13M rows/sec  (~47% faster than the earlier 11M baseline)
uuid only:                 112.78M rows/sec
ipv4 only:                  68.98M rows/sec
direct int range list:     461.19M ints/sec

📝 License

MIT License - see LICENSE file

Metadata

Release files for dhi 1.6.0

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

Source distribution (sdist)

Source distribution for dhi 1.6.0
File	Size	Uploaded
dhi-1.6.0.tar.gz	65.5 kB	Aug 30, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for dhi 1.6.0
File	Interpreter	ABI	Platform	Reset
dhi-1.6.0-cp314-cp314t-win_amd64.whl 264.3 kB Aug 30, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
dhi-1.6.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 856.1 kB Aug 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
dhi-1.6.0-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 829.1 kB Aug 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.5+ x86-64	Details
dhi-1.6.0-cp314-cp314t-macosx_14_0_arm64.whl 153.5 kB Aug 30, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 14.0+ ARM64	Details
dhi-1.6.0-cp314-cp314-win_amd64.whl 262.0 kB Aug 30, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
dhi-1.6.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 843.0 kB Aug 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
dhi-1.6.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 818.1 kB Aug 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.5+ x86-64	Details
dhi-1.6.0-cp314-cp314-macosx_14_0_arm64.whl 148.6 kB Aug 30, 2026	CPython 3.14	CPython 3.14	macOS 14.0+ ARM64	Details
dhi-1.6.0-cp313-cp313t-win_amd64.whl 260.0 kB Aug 30, 2026	CPython 3.13	CPython 3.13 free-threading	Windows x86-64	Details
dhi-1.6.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 856.0 kB Aug 30, 2026	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
dhi-1.6.0-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 829.1 kB Aug 30, 2026	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64	Details
dhi-1.6.0-cp313-cp313t-macosx_14_0_arm64.whl 153.5 kB Aug 30, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 14.0+ ARM64	Details
dhi-1.6.0-cp313-cp313-win_amd64.whl 257.5 kB Aug 30, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
dhi-1.6.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 842.5 kB Aug 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
dhi-1.6.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 818.3 kB Aug 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64	Details
dhi-1.6.0-cp313-cp313-macosx_14_0_arm64.whl 148.4 kB Aug 30, 2026	CPython 3.13	CPython 3.13	macOS 14.0+ ARM64	Details
dhi-1.6.0-cp312-cp312-win_amd64.whl 257.5 kB Aug 30, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
dhi-1.6.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 842.4 kB Aug 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
dhi-1.6.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 818.3 kB Aug 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.5+ x86-64	Details
dhi-1.6.0-cp312-cp312-macosx_14_0_arm64.whl 148.3 kB Aug 30, 2026	CPython 3.12	CPython 3.12	macOS 14.0+ ARM64	Details
dhi-1.6.0-cp311-cp311-win_amd64.whl 256.5 kB Aug 30, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
dhi-1.6.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 822.8 kB Aug 30, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
dhi-1.6.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 799.4 kB Aug 30, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.5+ x86-64	Details
dhi-1.6.0-cp311-cp311-macosx_14_0_arm64.whl 148.0 kB Aug 30, 2026	CPython 3.11	CPython 3.11	macOS 14.0+ ARM64	Details
dhi-1.6.0-cp310-cp310-win_amd64.whl 256.5 kB Aug 30, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
dhi-1.6.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 815.4 kB Aug 30, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
dhi-1.6.0-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 792.2 kB Aug 30, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64	Details
dhi-1.6.0-cp310-cp310-macosx_14_0_arm64.whl 148.0 kB Aug 30, 2026	CPython 3.10	CPython 3.10	macOS 14.0+ ARM64	Details
dhi-1.6.0-cp39-cp39-win_amd64.whl 256.6 kB Aug 30, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
dhi-1.6.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 814.0 kB Aug 30, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
dhi-1.6.0-cp39-cp39-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 791.4 kB Aug 30, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.28+ x86-64, Linux glibc 2.5+ x86-64	Details
dhi-1.6.0-cp39-cp39-macosx_14_0_arm64.whl 147.8 kB Aug 30, 2026	CPython 3.9	CPython 3.9	macOS 14.0+ ARM64	Details

Total release size: 16.5 MB

Release files / dhi-1.6.0.tar.gz

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Release files / dhi-1.6.0-cp313-cp313-macosx_14_0_arm64.whl

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Size	148.4 kB
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Release files / dhi-1.6.0-cp312-cp312-win_amd64.whl

Download URL	dhi-1.6.0-cp312-cp312-win_amd64.whl
Size	257.5 kB
Tags	CPython 3.12 Windows x86-64
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Release files / dhi-1.6.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Size	842.4 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
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Release files / dhi-1.6.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl

Download URL	dhi-1.6.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
Size	818.3 kB
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Release files / dhi-1.6.0-cp312-cp312-macosx_14_0_arm64.whl

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Release files / dhi-1.6.0-cp311-cp311-win_amd64.whl

Download URL	dhi-1.6.0-cp311-cp311-win_amd64.whl
Size	256.5 kB
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Release files / dhi-1.6.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Size	822.8 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
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Release files / dhi-1.6.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl

Download URL	dhi-1.6.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
Size	799.4 kB
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Release files / dhi-1.6.0-cp311-cp311-macosx_14_0_arm64.whl

Download URL	dhi-1.6.0-cp311-cp311-macosx_14_0_arm64.whl
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Release files / dhi-1.6.0-cp310-cp310-win_amd64.whl

Download URL	dhi-1.6.0-cp310-cp310-win_amd64.whl
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Release files / dhi-1.6.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Tags	CPython 3.10 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
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Release files / dhi-1.6.0-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl

Download URL	dhi-1.6.0-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
Size	792.2 kB
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Release files / dhi-1.6.0-cp310-cp310-macosx_14_0_arm64.whl

Download URL	dhi-1.6.0-cp310-cp310-macosx_14_0_arm64.whl
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Release files / dhi-1.6.0-cp39-cp39-win_amd64.whl

Download URL	dhi-1.6.0-cp39-cp39-win_amd64.whl
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Release files / dhi-1.6.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Size	814.0 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
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Release files / dhi-1.6.0-cp39-cp39-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl

Download URL	dhi-1.6.0-cp39-cp39-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
Size	791.4 kB
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Release files / dhi-1.6.0-cp39-cp39-macosx_14_0_arm64.whl

Download URL	dhi-1.6.0-cp39-cp39-macosx_14_0_arm64.whl
Size	147.8 kB
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