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py_matheval

Math expression evaluator for Python with exact Decimal arithmetic, gas metering and nesting-depth limits — powered by Rust.

Features

  • Exact arithmetic — every number is a decimal.Decimal; no binary floating-point surprises (0.1 + 0.2 == 0.3).
  • Gas metering — each evaluation runs under a configurable gas budget; runaway computations raise GasExhaustedError instead of hanging.
  • Nesting-depth limit — deeply nested expressions are rejected up front with a clear error (default 15, configurable up to 1024) instead of crashing the interpreter.
  • Compile once, evaluate many times — expressions compile to bytecode for a stack VM; evaluate() reuses the compiled form.
  • Variables — named variables (a, price_2) and UUID-keyed variables ({550e8400-e29b-41d4-a716-446655440000}), both passable per call.
  • Serialization — pickle round-trips, eval-style repr(), equality by bytecode, and bytecode JSON export/import.
  • GIL released during evaluation, so CPU-bound expressions from multiple Python threads run in parallel.

Installation

Python 3.10+.

From PyPI:

pip install py_matheval

From source:

git clone https://github.com/kiortir/py-matheval
cd py-matheval
pip install maturin
maturin develop --release

Quickstart

One-off evaluation via the module-level shortcut:

from py_matheval import evaluate

evaluate("1 + 2 * 3")                    # Decimal('7')
evaluate("2 ^ 10")                       # Decimal('1024')
evaluate("a + b", vars={"a": 2, "b": 3}) # Decimal('5')

Compile once, evaluate repeatedly with a gas budget:

from py_matheval import CompiledExpression, GasExhaustedError

expr = CompiledExpression("a * 2 + b", max_depth=8)
expr.variables()                          # ['a', 'b']
expr.evaluate({"a": 5, "b": 1})           # Decimal('11')

try:
    expr.evaluate({"a": 5, "b": 1}, gas=1)
except GasExhaustedError:
    print("out of gas")                   # out of gas

Serialization:

import pickle
from py_matheval import CompiledExpression

expr = CompiledExpression("min(a, 10) * 2")
repr(expr)                                # "CompiledExpression('min(a, 10) * 2')"
pickle.loads(pickle.dumps(expr)) == expr  # True
expr.to_bytecode_json()                   # JSON array of bytecode ops

API overview

evaluate(expression, vars=None, gas=None, max_depth=None) -> Decimal
evaluate_batch(expressions, vars=None, gas=None) -> list[Decimal]

class CompiledExpression:
    CompiledExpression(expression, max_depth=None)
    evaluate(vars=None, gas=None) -> Decimal
    variables() -> list[str]
    to_bytecode_json() -> str
    @classmethod
    from_bytecode_json(json: str) -> CompiledExpression
    @classmethod
    from_bytecode_json_batch(json_strs: list[str]) -> list[CompiledExpression]

exception GasExhaustedError(RuntimeError)

evaluate_batch() builds the variable context once and evaluates many CompiledExpression objects in a single call with the GIL released — the fast path for bulk workloads. Gas is renewed for each expression. from_bytecode_json_batch() deserializes many JSON strings in one GIL-free call — use it instead of a loop of from_bytecode_json() (especially from threads).

Operators

Operator Meaning Notes
+ - * add, subtract, multiply
/ division Decimal division
// % floor division, modulo
^ power right-associative
-x +x unary minus, plus
== != < <= > >= comparisons
not and or logic short-circuit, lowest precedence
c ? t : f ternary lowest precedence

Comparison and logic operators return Decimal 1/0.

Functions

min, max, sqrt, abs, floor, ceil, sum, average, add, mul, round — all variadic where it makes sense, e.g. min(3, 1, 2), sum(1, 2, 3), average(2, 4).

Errors

Error Raised when
ValueError parse error, nesting depth exceeded, invalid max_depth/gas
RuntimeError unknown variable (Variable not found: name)
GasExhaustedError gas budget exhausted (subclass of RuntimeError)
OverflowError Decimal overflow
ZeroDivisionError division or modulo by zero

Safety

Gas metering

Every operation has a gas cost; evaluation aborts with GasExhaustedError once the budget is spent:

Operation Cost
Push const, load var, jumps, comparisons, logic, not, neg 1
+ - * / // % and function calls 3
^ `1 + ⌈

gas is a non-negative integer; None means no limit.

Nesting depth

max_depth limits how deeply an expression may nest (number of nodes on the longest path, root = 1). Default 15, hard cap 1024; values outside 1..=1024 raise ValueError. max_depth=None means the default. Over-deep expressions raise ValueError: Parse error: expression nesting depth N exceeds max_depth M at construction time — before any evaluation.

Local development

# Rust tests
cargo test

# Build the extension into .venv (needs cargo and uv on PATH)
PATH="$HOME/.cargo/bin:$HOME/.local/bin:$PATH" \
    .venv/bin/maturin develop --uv

# Python tests
.venv/bin/pytest

# Regenerate type stubs py_matheval/_lib/__init__.pyi
cargo run --bin stub_gen --features stub-gen

cargo lives in ~/.cargo/bin and uv in ~/.local/bin — extend PATH as shown above before calling maturin.

License

MIT — see LICENSE.

Metadata

Release files for py_matheval 0.4.0

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

Source distribution (sdist)

Source distribution for py_matheval 0.4.0
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py_matheval-0.4.0-pp311-pypy311_pp73-musllinux_1_2_i686.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-32 Details
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py_matheval-0.4.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details
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py_matheval-0.4.0-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
py_matheval-0.4.0-cp311-cp311-musllinux_1_2_i686.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
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py_matheval-0.4.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
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py_matheval-0.4.0-cp310-cp310-musllinux_1_2_i686.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details
py_matheval-0.4.0-cp310-cp310-musllinux_1_2_armv7l.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ ARMv7l Details
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py_matheval-0.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
py_matheval-0.4.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
py_matheval-0.4.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
py_matheval-0.4.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-32 Details
py_matheval-0.4.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
py_matheval-0.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details

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