惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Microsoft Azure Blog
Microsoft Azure Blog
aimingoo的专栏
aimingoo的专栏
F
Fortinet All Blogs
Blog — PlanetScale
Blog — PlanetScale
GbyAI
GbyAI
MongoDB | Blog
MongoDB | Blog
月光博客
月光博客
The Cloudflare Blog
量子位
T
Tailwind CSS Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
B
Blog
MyScale Blog
MyScale Blog
T
The Blog of Author Tim Ferriss
The GitHub Blog
The GitHub Blog
G
Google Developers Blog
D
DataBreaches.Net
V
Visual Studio Blog
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Last Week in AI
Last Week in AI
U
Unit 42
博客园 - 聂微东
有赞技术团队
有赞技术团队
A
About on SuperTechFans

Hacker News

GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis Bonsai 1-bit WebGPU - a Hugging Face Space by webml-community Moving a large-scale metrics pipeline from StatsD to OpenTelemetry / Prometheus GitHub - Nightmare-Eclipse/RedSun: The Red Sun vulnerability repository GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. GitHub - macOS26/Agent: Any AI, replaces Claude Code, Cursor, OpenClaw. Over 18 LLM providers (Claude, OpenAI, Gemini, Ollama, Zai, HF, Qwen) wired into a native Mac app that writes code, builds Xcode projects, bumps versions, manages git, automates Safari, use AppleScript, JS or Accessibility, extend Agent! w/ MCP Servers, run tasks from your iPhone via Messages. YouTube now lets you turn off Shorts I Made a Terminal Pager Burgers | マクドナルド公式 Commands — HackerNews CLI documentation ChatGPT for Excel PiCore - Raspberry Pi Port of Tiny Core Linux Live Nation illegally monopolized ticketing market, jury finds Google Broke Its Promise to Me. Now ICE Has My Data. Founding Engineer at Adaptional | Y Combinator CRISPR takes important step toward silencing Down syndrome’s extra chromosome GitHub - saffron-health/libretto: The AI toolkit for building reliable browser automations US v. Heppner (S.D.N.Y. 2026) no attorney-client privilege for AI chats [pdf] Retrofitting JIT Compilers into C Interpreters IPv6 – Google The Accursèd Alphabetical Clock Cybersecurity Looks Like Proof of Work Now Fragments: April 14 Cal.com Goes Closed Source: Why AI Security Is Forcing Our Decision | Cal.com - Scheduling Software for Online Bookings Laravel raised money and now injects ads directly into your agent When moving fast, talking is the first thing to break Too much Discussion of the XOR swap trick – Heather Cafe Introduction to Spherical Harmonics for Graphics Programmers The Grand Line
GitHub - dima-quant/nimic: Nimic is a pure Python module ...
dima-quant · 2026-05-31 · via Hacker News

Nimic is a pure Python module that facilitates writing AOT compilable code with a subset of Python (domain specific language), aiming to get C-level performance without leaving Python. Based on ctypes built-in module, it includes emulation of native types, pointers and operations on them, implementing dispatch, operator overloading, and templates. Nimic closely follows Nim programming language, to which nimic code transpiles.

Key principle: nimic code is valid Python that runs natively and transpiles to equivalent Nim code.

Module Architecture

nimic/
├── ntypes.py       — Public API: re-exports type system + Nim keyword/builtin shims
├── ntypesystem.py  — Core type system (Object, NScalar, seq, dispatch, distinct, converter)
├── transpiler.py   — AST-based Python → Nim source code transpiler
├── inliner.py      — Template function inlining (@template, @template_expand)
├── ncode/          — Nim definitions (pydefs.nim, pystd/)
├── nimpy/          — API for generating Python libraries
├── std/            — Python shims for Nim stdlib (math, options, os, paths, strformat, ...)
└── system/         — Python shims for Nim system modules (ansi_c)

ntypesystem.py — Core Type System

Organized in layers from low-level memory to high-level abstractions:

Layer Classes Purpose
Memory Ntype, NTypeRegistry ctypes-backed buffers with value semantics
Scalars NScalarNInteger / NFloat Fixed-width types (int8..int64, uint8..uint64, float16..float64) with arithmetic promotion
Structs Object Nim "object" — fields via annotations, backed by ctypes.Structure
Enums NIntEnum Nim integer enums with auto-registration
Variants Object + match kind: Nim "case object" — discriminated unions
Containers seq[T], UncheckedArray[T] Growable sequence and pointer-indexed array
Dispatch @dispatch, DispDict, NMetaClass Nim-style multi-dispatch via type annotations
Modifiers @distinct, @converter Type distinctness and trivial type conversions
Strings string str subclass with Nim-compatible &, %, isEmpty

ntypes.py — Public API & Keywords

Re-exports all of ntypesystem and adds Nim keyword/builtin emulation:

  • Compiler hintsconst, let, var, block, export, alias (no-ops in Python, scoping in Nim)
  • Reference typesref, ptr, mut@ (@ operator returns identity)
  • Enum utilitiesNStrEnum with succ/pred/ord/nrange/low/high
  • Cast & memorycast[T](x), sizeof(x), addr(x), unsafe_addr(x)
  • Type aliasesSomeInteger, SomeFloat, untyped, char, u64, i64, f64
  • Iterationfields(obj), fields(a, b), countdown(a, b)
  • Compile-timecomptime(x), defined(varname), static
  • Templates@template, @template_expand (re-exported from inliner)

transpiler.py — Python → Nim Transpiler

A modified CPython ast.py where _Unparser is extended to emit Nim syntax. Implements 30+ transformation rules for indentation, type definitions, function signatures, operators, imports, and control flow.

inliner.py — Template Inlining

@template + @template_expand decorators perform AST-level function inlining for untyped templates, substituting parameter names with call arguments.

DSL Conventions

Nimic uses Python syntax with specific conventions that have dual meaning — runtime behavior in Python and transpilation semantics for Nim:

Convention Example Purpose
with let/var/const: with let: x = vec3(1,2,3) Variable declaration scope qualifier
mut @ annotation def f(x: mut @ Vec3): Mutable argument (var in Nim)
{.pragma.} docstring """{.inline.}""" Nim pragma (inline, borrow, noSideEffect)
@dispatch @dispatch
def f(x: float64):
Multi-dispatch by argument types
@distinct @distinct
class Color(Vec3):
Distinct type (no implicit conversion)
@template @template
def toUV(v):
Template (inlined at call site)
@converter @converter
def toVec3(uv):
Implicit type converter
<<= dst <<= -src Value assignment to mutable variable
match kind: match kind:
  case K.a: ...
Variant type definition (case object)
comptime(expr) if comptime(cond): Compile-time evaluation (when in Nim)
fields(obj) for f in fields(obj): Iterate over object fields
with export: with export: mod1, mod2 Re-export modules

Projects built with nimic

Quick Example

from __future__ import annotations
from nimic.ntypes import *

# Struct definition (Nim object)
class Vec3(Object):
    x: float64
    y: float64
    z: float64

    def __add__(self: Vec3, v: Vec3) -> Vec3:
        """{.inline.}"""
        result = Vec3()
        result.x = self.x + v.x
        result.y = self.y + v.y
        result.z = self.z + v.z
        return result

# Distinct type
@distinct
class Point3(Vec3):
    """{.borrow: `.`.}"""

# Multi-dispatch
@dispatch
def point3(x: float64, y: float64, z: float64) -> Point3:
    result = Point3(Vec3())
    result.x = x; result.y = y; result.z = z
    return result

# Usage
with let:
    a = point3(1.0, 2.0, 3.0)
    b = point3(4.0, 5.0, 6.0)
    c = Vec3(a) + Vec3(b)