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
Links
- GitHub: https://github.com/justrach/dhi
- PyPI: https://pypi.org/project/dhi/
1 maintainer
Metadata
1 maintainer
Release files for dhi 1.7.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| dhi-1.7.0.tar.gz | 65.5 kB | Details |
Built distributions (wheels)
Total release size: 16.5 MB
Release files / dhi-1.7.0.tar.gz
| Download URL | dhi-1.7.0.tar.gz |
|---|---|
| Size | 65.5 kB |
| Tags | Source |
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Release files / dhi-1.7.0-cp314-cp314t-win_amd64.whl
| Download URL | dhi-1.7.0-cp314-cp314t-win_amd64.whl |
|---|---|
| Size | 264.3 kB |
| Tags | CPython 3.14 CPython 3.14 free-threading Windows x86-64 |
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Release files / dhi-1.7.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | dhi-1.7.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 856.1 kB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
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Release files / dhi-1.7.0-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
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| Download URL | dhi-1.7.0-cp314-cp314-win_amd64.whl |
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| Download URL | dhi-1.7.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
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| Download URL | dhi-1.7.0-cp313-cp313t-win_amd64.whl |
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Release files / dhi-1.7.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
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Release files / dhi-1.7.0-cp311-cp311-macosx_14_0_arm64.whl
| Download URL | dhi-1.7.0-cp311-cp311-macosx_14_0_arm64.whl |
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Release files / dhi-1.7.0-cp310-cp310-win_amd64.whl
| Download URL | dhi-1.7.0-cp310-cp310-win_amd64.whl |
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Release files / dhi-1.7.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
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Release files / dhi-1.7.0-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
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Release files / dhi-1.7.0-cp310-cp310-macosx_14_0_arm64.whl
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Release files / dhi-1.7.0-cp39-cp39-win_amd64.whl
| Download URL | dhi-1.7.0-cp39-cp39-win_amd64.whl |
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Release files / dhi-1.7.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
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Release files / dhi-1.7.0-cp39-cp39-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
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Release files / dhi-1.7.0-cp39-cp39-macosx_14_0_arm64.whl
| Download URL | dhi-1.7.0-cp39-cp39-macosx_14_0_arm64.whl |
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| Tags | CPython 3.9 macOS 14.0+ ARM64 |
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