📕 llmstxt.zig

AI-first approach to documentation, based on llms.txt. Continouously rebuilds your llms.txt file to keep in sync with your codebase.

⚠️ This is a work in progress, expect many things to be broken.

Build from source

• needs zig@0.14.0

git clone https://github.com/bruvduroiu/llmstxt.zig
cd llmstxt.zig/
zig build

Usage

./zig-out/bin/llmstxt_zig file.ext

Examples

Python

from typing import Union

from fastapi import FastAPI

app = FastAPI()


@app.get("/")
def read_root():
    return {"Hello": "World"}


@app.get("/items/{item_id}")
def read_item(item_id: int, q: Union[str, None] = None):
    return {"item_id": item_id, "q": q}

Result:

File: test.py
Language: python

var app = FastAPI();
func read_root() -> void;
func read_item() -> void;

Zig

const std = @import("std");

const root = @import("root.zig");
const E = root.E;
const P3 = root.P3;
const Vec3 = root.Vec3;
const Sphere = root.Sphere;
const Ray = root.Ray;
const Interval = root.Interval;

pub const Hittable = union(enum) {
    const Self = @This();
    sphere: Sphere,

    pub fn initSphere(center: [3]E, radius: E) Self {
        return .{ .sphere = Sphere.init(center, radius) };
    }

    pub fn deinit(self: Self) void {
        switch (self) {
            inline else => |hittable| hittable.deinit(),
        }
    }

    pub const Collision = struct {
        const Inner = @This();
        pub const Face = enum { front, back };
        t: E,
        p: P3,
        normal: Vec3,
        face: Face,
    };

    pub fn collisionAt(self: Self, interval: Interval, ray: *const Ray) ?Collision {
        switch (self) {
            inline else => |hittable| return hittable.collisionAt(interval, ray),
        }
    }
};

Result:

File: /Users/bogdanbuduroiu/development/bruvduroiu/raytracing.zig/src/hittable.zig
Language: zig

var t;
var p;
var normal;
var face;

Go

package batch_sliding_window

import (
    "fmt"
    "go.temporal.io/sdk/temporal"
    "go.temporal.io/sdk/workflow"
    "time"
)

// ProcessBatchWorkflowInput input of the ProcessBatchWorkflow.
// A single input structure is preferred to multiple workflow arguments to simplify backward compatible API changes.
type ProcessBatchWorkflowInput struct {
    PageSize          int // Number of children started by a single sliding window workflow run
    SlidingWindowSize int // Maximum number of children to run in parallel.
    Partitions        int // How many sliding windows to run in parallel.
}

// ProcessBatchWorkflow sample Partitions the data set into continuous ranges.
// A real application can choose any other way to divide the records into multiple collections.
func ProcessBatchWorkflow(ctx workflow.Context, input ProcessBatchWorkflowInput) (processed int, err error) {
    ctx = workflow.WithActivityOptions(ctx, workflow.ActivityOptions{
        StartToCloseTimeout: 5 * time.Second,
    })

    var recordLoader *RecordLoader // RecordLoader activity reference
    var recordCount int
    err = workflow.ExecuteActivity(ctx, recordLoader.GetRecordCount).Get(ctx, &recordCount)
    if err != nil {
        return 0, err
    }

    if input.SlidingWindowSize < input.Partitions {
        return 0, temporal.NewApplicationError(
            "SlidingWindowSize cannot be less than number of partitions", "invalidInput")
    }
    partitions := divideIntoPartitions(recordCount, input.Partitions)
    windowSizes := divideIntoPartitions(input.SlidingWindowSize, input.Partitions)

    workflow.GetLogger(ctx).Info("ProcessBatchWorkflow",
        "input", input,
        "recordCount", recordCount,
        "partitions", partitions,
        "windowSizes", windowSizes)

    var results []workflow.ChildWorkflowFuture
    offset := 0
    for i := 0; i < input.Partitions; i++ {
        // Makes child id more user-friendly
        childId := fmt.Sprintf("%s/%d", workflow.GetInfo(ctx).WorkflowExecution.ID, i)
        childCtx := workflow.WithChildOptions(ctx, workflow.ChildWorkflowOptions{WorkflowID: childId})
        // Define partition boundaries.
        maximumPartitionOffset := offset + partitions[i]
        if maximumPartitionOffset > recordCount {
            maximumPartitionOffset = recordCount
        }
        input := SlidingWindowWorkflowInput{
            PageSize:          input.PageSize,
            SlidingWindowSize: windowSizes[i],
            Offset:            offset,                 // inclusive
            MaximumOffset:     maximumPartitionOffset, // exclusive
        }
        child := workflow.ExecuteChildWorkflow(childCtx, SlidingWindowWorkflow, input)
        results = append(results, child)
        offset += partitions[i]
    }
    // Waits for all child workflows to complete
    result := 0
    for _, partitionResult := range results {
        var r int
        err := partitionResult.Get(ctx, &r) // blocks until the child completion
        if err != nil {
            return 0, err
        }
        result += r
    }
    return result, nil
}

func divideIntoPartitions(number int, n int) []int {
    base := number / n
    remainder := number % n
    partitions := make([]int, n)

    for i := 0; i < n; i++ {
        partitions[i] = base
    }

    for i := 0; i < remainder; i++ {
        partitions[i] += 1
    }

    return partitions
}

Result:

File: /Users/bogdanbuduroiu/development/temporalio/samples-go/batch-
sliding-window/batch_workflow.go
Language: go

class ProcessBatchWorkflowInput {
};
var PageSize;
var SlidingWindowSize;
var Partitions;
func ProcessBatchWorkflow() -> void;
func divideIntoPartitions() -> void;