import { describe, it, expect } from 'vitest'; const fs = require('fs'); const path = require('path'); /* * float32 is right for the half-billion incumbent and fatal for anything much larger: a Gemma in * float32 is more than the rented card holds, and the round dies at load in a paid hour. Two * things have to be true for that not to happen, and neither is visible from a screen. */ describe('a bigger student trains in half precision', () => { const server = fs.readFileSync(path.join(__dirname, '..', 'src', 'server.js'), 'utf8'); const node = fs.readFileSync(path.join(__dirname, '..', 'training', 'gb_node.py'), 'utf8'); const trainer = fs.readFileSync(path.join(__dirname, '..', 'training', 'train_round.py'), 'utf8'); it('the hub can ask for it, and asks for nothing when it does not', () => { expect(server).toMatch(/dispatchRound\(\{[^)]*bf16 = false/); /* Sent only when asked: every round measured so far keeps the precision it had. */ expect(server).toMatch(/\.\.\.\(bf16 \? \{ bf16: true \} : \{\}\)/); expect(server).toMatch(/bf16: !!b\.bf16/); }); it('the node passes it to the trainer', () => { expect(node).toMatch(/if body\.get\("bf16"\):/); expect(node).toMatch(/cmd \+= \["--bf16"\]/); }); it('and the exam uses the precision the training used', () => { /* Measuring a half-precision round in float32 loads the model twice in two formats and reports a number about neither. */ expect(trainer).toMatch(/exam_dtype = "bfloat16" if \(args\.bf16 and use_cuda\) else "float32"/); const calls = trainer.match(/measure\(args\.model, [^)]*\)/g) || []; const ordinary = calls.filter((c) => !c.includes('args.adapter, eval_path, args.eval_turns, hub.note, dtype=trial_dtype')); /* Every measurement in an ordinary round names a dtype; none is left to the default. */ for (const c of ordinary) expect(c).toMatch(/dtype=/); expect(ordinary.length).toBeGreaterThanOrEqual(2); }); it('the recipe still records what it actually trained in', () => { expect(trainer).toMatch(/"dtype": str\(dtype\)\.replace\("torch\.", ""\)/); }); });