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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

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Release files / py_fastplus-0.3.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / py_fastplus-0.3.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / py_fastplus-0.3.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / py_fastplus-0.3.0-cp312-cp312-macosx_11_0_arm64.whl

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0.3.5

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