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-0.3.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / py_fastplus-0.3.4-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / py_fastplus-0.3.4-cp314-cp314-macosx_10_12_x86_64.whl
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Release files / py_fastplus-0.3.4-cp313-cp313-win_arm64.whl
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Release files / py_fastplus-0.3.4-cp313-cp313-win_amd64.whl
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Release files / py_fastplus-0.3.4-cp313-cp313-musllinux_1_2_armv7l.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-win_arm64.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-win_amd64.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-musllinux_1_2_x86_64.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-musllinux_1_2_i686.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-musllinux_1_2_armv7l.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-musllinux_1_2_aarch64.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / py_fastplus-0.3.4-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl
| Download URL | py_fastplus-0.3.4-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl |
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| Size | 496.0 kB |
| Tags | CPython 3.12 Linux glibc 2.5+ x86-32 |
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uv/0.12.3 {"installer":{"name":"uv","version":"0.12.3","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / py_fastplus-0.3.4-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | py_fastplus-0.3.4-cp312-cp312-macosx_11_0_arm64.whl |
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| Size | 415.2 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
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uv/0.12.3 {"installer":{"name":"uv","version":"0.12.3","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / py_fastplus-0.3.4-cp312-cp312-macosx_10_12_x86_64.whl
| Download URL | py_fastplus-0.3.4-cp312-cp312-macosx_10_12_x86_64.whl |
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| Size | 423.8 kB |
| Tags | CPython 3.12 macOS 10.12+ x86-64 |
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uv/0.12.3 {"installer":{"name":"uv","version":"0.12.3","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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