forthLLM

Pure Forth GPT experiments with a TypeScript CLI runner.

Requirements

• gforth (tested with 0.7.3)

Layout

• models/forth/gpt.fth - main Forth GPT implementation
• models/forth/gpt.4th - alternate Forth implementation
• models/forth/hello.fth - tiny Forth example
• src/cli.ts - TypeScript CLI (forth-infer) for running inference on Forth models
• training_data/ - local corpus files (ignored by git)
• input.txt - local generated/training input (ignored by git)

Run

make run

Directly:

gforth models/forth/gpt.fth

CLI Inference Tool (TypeScript)

Build:

npm install
npm run build

Run inference through a selected Forth model:

node dist/cli.js --model models/forth/gpt.fth
node dist/cli.js --model models/forth/gpt.4th --timeoutSec 60

JSON output:

node dist/cli.js --model models/forth/gpt.fth --json

Notes

• The program executes main at file end and starts training immediately.
• Keep training_data/ and input.txt local; they are excluded from repository tracking.