FastPlus

FastPlus 是一个基于 Rust 和 PyO3 实现的 WorldQuant Fast Expression 解析器。它把 Alpha 表达式解析为可访问的 Python 对象，并在解析已知操作符时进行参数数量、参数类型和部分操作符专属规则检查。

当前实现面向 RegularAlpha，收录了 Expert 权限范围内的 108 个操作符。

安装

FastPlus 需要 Python 3.12 及以上版本。

从 PyPI 安装：

pip install py-fastplus

如果需要从源码开发：

uv sync
source .venv/bin/activate
maturin develop --skip-install

安装后可以在 Python 中导入：

import fastplus

Python 用法

使用 fastplus.parse 解析一个 Alpha 表达式：

import fastplus

alpha = fastplus.parse("a=ts_delay(close, 5); group_rank(a, industry)")

print(alpha.fields)
print(alpha.operators)

输出：

{'matrix': ['close'], 'vector': [], 'group': ['industry']}
['ts_delay', 'group_rank']

Alpha 提供以下属性：

assignments：赋值语句列表，每个元素包含 variable 和 value。
signal：最终信号表达式。
fields：按 matrix、vector、group 分类的数据字段名称。
operators：表达式中使用的操作符名称列表。

解析失败会抛出 ValueError。例如：

最终 signal 不能是 Group 或 Vector：

fastplus.parse("bucket(rank(x), range='0, 1, 0.1')")

 --> 1:1
  |
1 | bucket(rank(x), range='0, 1, 0.1')
  | ^--------------------------------^
  |
  = signal must be Matrix-compatible, but got Group

bucket 不能同时提供有效的 range 和 buckets：

fastplus.parse("bucket(rank(x), range='0, 1, 0.1', buckets='0, 0.5, 1')")

 --> 1:1
  |
1 | bucket(rank(x), range='0, 1, 0.1', buckets='0, 0.5, 1')
  | ^-----------------------------------------------------^
  |
  = operator `bucket` check failed: InvalidExpression("bucket requires exactly one of range and buckets to be valid")

vec_* 操作符要求 Vector，不能把其他返回 Matrix 的操作嵌进去：

fastplus.parse("vec_avg(rank(x))")

 --> 1:1
  |
1 | vec_avg(rank(x))
  | ^--------------^
  |
  = operator `vec_avg` check failed: InvalidArgumentType { expected: Vector, actual: Matrix }

异常信息会同时指出错误位置、操作符名称、错误类型、期望类型和实际类型，便于研究员和大模型定位问题并自动修复表达式。

FastPlus 语法

Alpha 和赋值

一个 Alpha 由零个或多个赋值语句和一个最终信号组成：

[variable = expression;] expression [;]

例如：

adv = ts_mean(volume, 20);
signal = rank(adv);
signal

赋值左侧只能是普通变量，不能使用占位符。最后一个分号可选。

变量、字段和占位符

普通变量由字母开头，只能包含 ASCII 字母、数字和下划线：

close
industry
my_signal_1

占位符必须使用完整形式：

<close_field/>

目前不支持常数占位符，例如 <1/> 或 <0.5/>。占位符会统一作为数据字段处理，并在 Alpha.fields 中保留完整的 <、/> 标记。

已知操作符会根据参数签名把变量和占位符分类为 matrix、vector 或 group。未知变量在无法确定类型时作为通配类型处理；赋值左侧定义的变量不会被计入 fields。

操作符调用

操作符调用格式为：

operator(positional_arg, ..., keyword=value, ...)

位置参数必须写在关键字参数之前，关键字参数只能使用常量：

add(close, volume, filter=true)
clamp(x, lower=-1, upper=1, inverse=false, mask='mean')

已知操作符会检查：

位置参数数量；
位置参数类型；
关键字名称和类型；
必填关键字参数；
部分操作符专属约束，例如 k <= d、clamp 的上下界关系，以及 bucket 的参数互斥和数组顺序。

未知操作符会保留在表达式中，但跳过操作符检查。

当前实现中的几个平台差异：

subtract 目前只支持两个位置参数。
add、multiply、max、min 等可变参数操作符至少需要两个位置参数。
jump_decay 的位置参数是 x、d，关键字参数是 stddev、sensitivity、force。
ts_rank_gmean_amean_diff 使用必填的 lookback 关键字参数。
其他包含 lookback 语义的时间序列操作符通常把 lookback 作为最后一个位置参数，例如 ts_backfill(x, d) 和 ts_rank(x, d)。
关键字参数只能使用常量，不能传入变量、占位符或复杂表达式。
操作符至少需要一个位置参数；位置参数和关键字参数不能交错。

表达式和运算符

支持括号、前缀运算、二元运算和三元表达式：

-(x + 1)
x > 0 && y < 1
x ? y : z

支持的二元运算符包括：

||  &&  !=  ==  >=  <=  >  <  +  -  *  /

支持的前缀运算符包括：

!  +  -

三元表达式的三个分支都必须是完整表达式。

常量和关键字参数

支持整数、浮点数、布尔值和字符串常量。数值常量会根据值归类为整数、正整数、比例、浮点数等类型；数值标量可以按平台规则广播为 Matrix。

字符串关键字会经过统一解析，例如：

driver='gaussian'
mask='nearest_bound'
mask='mean'
ignore='NaN'

还支持范围、数组和集合形式，例如：

range='0, 1, 0.1'
buckets='0, 0.2, 0.5, 1'
ignore='NaN 0 1'

注释和空白

空格、制表符和换行会被忽略。支持以下注释：

// 行注释
# 行注释
/* 块注释 */

当前限制和待开发功能

操作符权限范围

当前只有 Expert 权限，因此只能完整检查 Expert 范围内的操作符。未知操作符会跳过检查，以便后续扩展；欢迎提交 Pull Request 补充操作符签名和规则。

当前不会检查的规则

以下表达式按平台规则应该失败，但当前还没有检测：

定义了但没有使用的变量；
用户定义变量与数据字段重名。
字段分类的交叉校验：如果同一个字段同时出现在 matrix 和 vector（或其他类别）中，说明至少有一个位置的类型推断错误，目前尚未检测。

待开发功能

模板展开：根据占位符自动生成具体表达式。
参数遍历：遍历参数空间并生成参数组合。
AST 结构化输出：提供 .format() 方法。
表达式编译：提供 .compile() 方法，自动合并同类项并优化因子表达式结构。
补充更多权限级别的操作符和操作符专属校验。

开发验证

Rust 测试和检查：

cargo fmt -- --check
cargo test --lib
cargo clippy --all-targets --all-features -- -D warnings

Python 测试和类型检查：

uv run pytest
uv run ty check

Metadata

Release files for py-fastplus 0.3.1

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Source distribution for py-fastplus 0.3.1
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py_fastplus-0.3.1-cp314-cp314t-musllinux_1_2_x86_64.whl 672.1 kB Jul 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
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py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 464.9 kB Jul 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details
py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl 486.1 kB Jul 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ IBM System/390x	Details
py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 625.6 kB Jul 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ PowerPC 64-le	Details
py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 470.0 kB Jul 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARMv7l	Details
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py_fastplus-0.3.1-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl 495.8 kB Jul 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.5+ x86-32	Details
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py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_x86_64.whl 674.7 kB Jul 30, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
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py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_armv7l.whl 747.3 kB Jul 30, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARMv7l	Details
py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_aarch64.whl 638.5 kB Jul 30, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 466.6 kB Jul 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details
py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl 489.8 kB Jul 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ IBM System/390x	Details
py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 627.5 kB Jul 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ PowerPC 64-le	Details
py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 471.4 kB Jul 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARMv7l	Details
py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 462.6 kB Jul 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details
py_fastplus-0.3.1-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl 499.3 kB Jul 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.5+ x86-32	Details
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py_fastplus-0.3.1-cp313-cp313-musllinux_1_2_i686.whl 710.9 kB Jul 30, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-32	Details
py_fastplus-0.3.1-cp313-cp313-musllinux_1_2_armv7l.whl 746.0 kB Jul 30, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARMv7l	Details
py_fastplus-0.3.1-cp313-cp313-musllinux_1_2_aarch64.whl 637.6 kB Jul 30, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 465.7 kB Jul 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details
py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl 488.3 kB Jul 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ IBM System/390x	Details
py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 625.8 kB Jul 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ PowerPC 64-le	Details
py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 470.9 kB Jul 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARMv7l	Details
py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 461.6 kB Jul 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details
py_fastplus-0.3.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl 498.4 kB Jul 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.5+ x86-32	Details
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py_fastplus-0.3.1-cp313-cp313-macosx_10_12_x86_64.whl 427.4 kB Jul 30, 2026	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details
py_fastplus-0.3.1-cp312-cp312-win_arm64.whl 299.4 kB Jul 30, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
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py_fastplus-0.3.1-cp312-cp312-musllinux_1_2_x86_64.whl 673.2 kB Jul 30, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
py_fastplus-0.3.1-cp312-cp312-musllinux_1_2_i686.whl 710.6 kB Jul 30, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-32	Details
py_fastplus-0.3.1-cp312-cp312-musllinux_1_2_armv7l.whl 745.6 kB Jul 30, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARMv7l	Details
py_fastplus-0.3.1-cp312-cp312-musllinux_1_2_aarch64.whl 637.0 kB Jul 30, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
py_fastplus-0.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 465.4 kB Jul 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
py_fastplus-0.3.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 488.2 kB Jul 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ IBM System/390x	Details
py_fastplus-0.3.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 623.9 kB Jul 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ PowerPC 64-le	Details
py_fastplus-0.3.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 470.5 kB Jul 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARMv7l	Details
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py_fastplus-0.3.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl 498.4 kB Jul 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.5+ x86-32	Details
py_fastplus-0.3.1-cp312-cp312-macosx_11_0_arm64.whl 418.0 kB Jul 30, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
py_fastplus-0.3.1-cp312-cp312-macosx_10_12_x86_64.whl 427.2 kB Jul 30, 2026	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details

Total release size: 29.8 MB

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Release files / py_fastplus-0.3.1-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / py_fastplus-0.3.1-cp314-cp314t-musllinux_1_2_i686.whl

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Release files / py_fastplus-0.3.1-cp314-cp314t-musllinux_1_2_armv7l.whl

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Release files / py_fastplus-0.3.1-cp314-cp314t-musllinux_1_2_aarch64.whl

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Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl

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Release files / py_fastplus-0.3.1-cp314-cp314-win_arm64.whl

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Release files / py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_x86_64.whl

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Release files / py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_i686.whl

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Release files / py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_armv7l.whl

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Release files / py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_aarch64.whl

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Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-musllinux_1_2_x86_64.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-musllinux_1_2_i686.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-musllinux_1_2_armv7l.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-musllinux_1_2_aarch64.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-macosx_11_0_arm64.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-macosx_10_12_x86_64.whl

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Release files / py_fastplus-0.3.1-cp312-cp312-win_arm64.whl

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Release files / py_fastplus-0.3.1-cp312-cp312-win_amd64.whl

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Release files / py_fastplus-0.3.1-cp312-cp312-musllinux_1_2_x86_64.whl

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Release files / py_fastplus-0.3.1-cp312-cp312-musllinux_1_2_i686.whl

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Release files / py_fastplus-0.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / py_fastplus-0.3.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / py_fastplus-0.3.1-cp312-cp312-macosx_11_0_arm64.whl

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Release files / py_fastplus-0.3.1-cp312-cp312-macosx_10_12_x86_64.whl

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0.3.5

Aug 13, 2026 58 release files

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py-fastplus 0.3.1

FastPlus

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Release files for py-fastplus 0.3.1

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Release files / py_fastplus-0.3.1.tar.gz

Release files / py_fastplus-0.3.1-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / py_fastplus-0.3.1-cp315-cp315t-manylinux_2_5_i686.manylinux1_i686.whl

Release files / py_fastplus-0.3.1-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / py_fastplus-0.3.1-cp315-cp315-manylinux_2_5_i686.manylinux1_i686.whl

Release files / py_fastplus-0.3.1-cp314-cp314t-musllinux_1_2_x86_64.whl

Release files / py_fastplus-0.3.1-cp314-cp314t-musllinux_1_2_i686.whl

Release files / py_fastplus-0.3.1-cp314-cp314t-musllinux_1_2_armv7l.whl

Release files / py_fastplus-0.3.1-cp314-cp314t-musllinux_1_2_aarch64.whl

Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl

Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / py_fastplus-0.3.1-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl

Release files / py_fastplus-0.3.1-cp314-cp314-win_arm64.whl

Release files / py_fastplus-0.3.1-cp314-cp314-win_amd64.whl

Release files / py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_x86_64.whl

Release files / py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_i686.whl

Release files / py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_armv7l.whl

Release files / py_fastplus-0.3.1-cp314-cp314-musllinux_1_2_aarch64.whl

Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl

Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / py_fastplus-0.3.1-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl

Release files / py_fastplus-0.3.1-cp314-cp314-macosx_11_0_arm64.whl

Release files / py_fastplus-0.3.1-cp314-cp314-macosx_10_12_x86_64.whl

Release files / py_fastplus-0.3.1-cp313-cp313-win_arm64.whl

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Release files / py_fastplus-0.3.1-cp313-cp313-musllinux_1_2_armv7l.whl

Release files / py_fastplus-0.3.1-cp313-cp313-musllinux_1_2_aarch64.whl

Release files / py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl

Release files / py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Release files / py_fastplus-0.3.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / py_fastplus-0.3.1-cp312-cp312-musllinux_1_2_aarch64.whl