Satya
The Numbers
Raw validation: 19.4M ops/sec (8.85× faster than Pydantic v2)
Geometric mean: 1.17× faster (across all benchmarks)
model_dump(): 1.60× faster
model_dump_json: 1.30× faster
Install
pip install satya
Use
from satya import Model, Field
class User(Model):
name: str = Field(min_length=2)
age: int = Field(ge=0, le=150)
email: str = Field(email=True)
user = User(name="Alice", age=30, email="alice@example.com")
user.model_dump() # dict output — 1.6× faster
user.model_dump_json() # JSON string — 1.3× faster
Same API as Pydantic. Change the import, get the speed.
Nested Models
class Address(Model):
city: str
zip_code: str
class UserProfile(Model):
name: str
address: Address
profile = UserProfile(name="Alice", address={"city": "NYC", "zip_code": "10001"})
print(profile.address.city) # "NYC"
Rust writes directly into nested instance __dict__s — zero intermediate dicts.
Benchmarks
Head-to-head vs Pydantic 2.12.0 on Python 3.13 (free-threaded):
| Benchmark | Satya | Pydantic | Ratio |
|---|---|---|---|
| Simple model (3 fields) | 2.0M ops/s | 2.2M ops/s | 0.94× |
| Constrained (3 fields) | 2.0M ops/s | 2.1M ops/s | 0.95× |
| Complex (10 fields) | 946K ops/s | 993K ops/s | 0.95× |
| model_dump (simple) | 2.8M ops/s | 1.7M ops/s | 1.60× |
| model_dump (complex) | 1.7M ops/s | 1.0M ops/s | 1.63× |
| JSON serialize (simple) | 2.1M ops/s | 1.7M ops/s | 1.21× |
| JSON serialize (complex) | 1.3M ops/s | 1.0M ops/s | 1.30× |
| Raw Rust validate_check | 19.4M ops/s | 2.2M ops/s | 8.85× |
Run it yourself: python tests/benchmark_vs_pydantic.py
How It's Fast
TurboValidator — a Rust validation engine that eliminates Python overhead:
- Pre-interned keys —
PyString::intern()at compile time, directdict.get_item()with no HashMap lookup - Return-based errors — no try/except, no string parsing. Rust returns
(field, message)tuples - Zero-allocation type checks —
is_instance_ofwithout value extraction for unconstrained fields - u64 bitmap — field tracking without Vec allocation (up to 64 fields)
- Nested dict injection — Rust writes validated fields directly into pre-created
__dict__s - apply_default — replaces
copy.deepcopywith efficient shallow copy for mutable defaults - BLAZE ordering — cheapest validations first for fail-fast on invalid data
Validation Errors
from satya import Model, Field, ModelValidationError
class User(Model):
name: str = Field(min_length=2)
age: int = Field(ge=0)
try:
User(name="A", age=-1)
except ModelValidationError as e:
print(e.errors) # Lazy — only created when accessed
Constraints
from satya import Model, Field
class Product(Model):
name: str = Field(min_length=1, max_length=100)
price: float = Field(gt=0, le=1_000_000)
sku: str = Field(pattern=r'^[A-Z]{2}\d{6}$')
tags: list = Field(min_items=1, max_items=10)
email: str = Field(email=True)
url: str = Field(url=True)
Requirements
- Python 3.9+
- No runtime dependencies
License
Apache 2.0
Metadata
Release files for satya 0.5.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| satya-0.5.1.tar.gz | 6.0 MB | Without provenance | Details |
Built distributions (wheels)
Total release size: 47.7 MB
Release files / satya-0.5.1.tar.gz
| Download URL | satya-0.5.1.tar.gz |
|---|---|
| Size | 6.0 MB |
| Tags | Source |
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twine/6.1.0 CPython/3.13.7
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Release files / satya-0.5.1-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | satya-0.5.1-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | Linux glibc 2.17+ x86-64 PyPy 3.11 PyPy 3.11 7.3 |
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Release files / satya-0.5.1-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | satya-0.5.1-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | Linux glibc 2.17+ ARM64 PyPy 3.11 PyPy 3.11 7.3 |
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Release files / satya-0.5.1-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | satya-0.5.1-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 1.2 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 |
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Release files / satya-0.5.1-cp314-cp314-win_amd64.whl
| Download URL | satya-0.5.1-cp314-cp314-win_amd64.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.14 Windows x86-64 |
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| Download URL | satya-0.5.1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.14 Linux glibc 2.17+ x86-64 |
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| Download URL | satya-0.5.1-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 1.2 MB |
| Tags | CPython 3.14 Linux glibc 2.17+ ARM64 |
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Release files / satya-0.5.1-cp314-cp314-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
| Download URL | satya-0.5.1-cp314-cp314-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
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| Size | 2.4 MB |
| Tags | CPython 3.14 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
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Release files / satya-0.5.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | satya-0.5.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 1.2 MB |
| Tags | CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ ARM64 |
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| Download URL | satya-0.5.1-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.13 Windows x86-64 |
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| Download URL | satya-0.5.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
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| Download URL | satya-0.5.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 1.2 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
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| Download URL | satya-0.5.1-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
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| Size | 2.4 MB |
| Tags | CPython 3.13 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
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Release files / satya-0.5.1-cp312-cp312-win_amd64.whl
| Download URL | satya-0.5.1-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.12 Windows x86-64 |
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| Download URL | satya-0.5.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
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| Download URL | satya-0.5.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
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| Download URL | satya-0.5.1-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.12 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
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| Download URL | satya-0.5.1-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.11 Windows x86-64 |
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| Download URL | satya-0.5.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
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| Download URL | satya-0.5.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
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| Download URL | satya-0.5.1-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.11 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
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Release files / satya-0.5.1-cp310-cp310-win_amd64.whl
| Download URL | satya-0.5.1-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.10 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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| Download URL | satya-0.5.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / satya-0.5.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | satya-0.5.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 1.2 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / satya-0.5.1-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
| Download URL | satya-0.5.1-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
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| Size | 2.4 MB |
| Tags | CPython 3.10 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / satya-0.5.1-cp39-cp39-win_amd64.whl
| Download URL | satya-0.5.1-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.9 Windows x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / satya-0.5.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | satya-0.5.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / satya-0.5.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | satya-0.5.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / satya-0.5.1-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
| Download URL | satya-0.5.1-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.9 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Security for satya 0.5.1
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