{
  "nbformat": 4,
  "nbformat_minor": 5,
  "cells": [
    {
      "cell_type": "markdown",
      "id": "full-00",
      "metadata": {},
      "source": [
        "# Makata-v0.1: authorized internal Aya-only experiment\n",
        "\n",
        "363 provisional training records; one epoch,91 optimizer updates; checkpoints50/91. Free T4 only. 283 records lack individual content review. No native-speaker/legal clearance or validated capability claim. The66 validation records are provisional diagnostics only. No benchmark or32-item evaluation tasks are uploaded.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "full-01",
      "metadata": {},
      "source": [
        "## 1. Pinned source, environment and free-T4 preflight\n",
        "Setup is excluded from training timing. Stop on payment or unavailable free T4.\n"
      ]
    },
    {
      "cell_type": "code",
      "id": "full-02",
      "metadata": {},
      "source": [
        "import base64, hashlib, io, json, os, pathlib, subprocess, sys, uuid, zipfile\n",
        "\n",
        "# Select Runtime > Change runtime type > T4 GPU. Use the free standard runtime.\n",
        "gpu = subprocess.check_output(['nvidia-smi', '--query-gpu=name,memory.total', '--format=csv,noheader'], text=True)\n",
        "assert len(gpu.strip().splitlines()) == 1 and 'T4' in gpu, 'One free T4 required. No CPU/paid fallback.'\n",
        "print(gpu)\n",
        "payload = base64.b64decode('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')\n",
        "assert hashlib.sha256(payload).hexdigest() == '9e968f19abfb6fa25224e6969042bb87a126d0e7935d882841ee1a47cd1f7bd4'\n",
        "ROOT = pathlib.Path('/content') / ('makata-full-' + '9e968f19abfb')\n",
        "ROOT.mkdir(exist_ok=True)\n",
        "with zipfile.ZipFile(io.BytesIO(payload)) as archive:\n",
        "    receipts = json.loads(archive.read('source-manifest.json'))['sha256']\n",
        "    assert set(archive.namelist()) == set(receipts) | {'source-manifest.json'}\n",
        "    for name, expected in receipts.items():\n",
        "        target = (ROOT / name).resolve()\n",
        "        assert target.is_relative_to(ROOT.resolve())\n",
        "        data = archive.read(name)\n",
        "        assert hashlib.sha256(data).hexdigest() == expected\n",
        "        target.parent.mkdir(parents=True, exist_ok=True)\n",
        "        target.write_bytes(data)\n",
        "os.environ.update({'HF_HUB_DISABLE_TELEMETRY':'1', 'WANDB_DISABLED':'true', 'TOKENIZERS_PARALLELISM':'false'})\n",
        "os.environ['HF_HOME'] = str(ROOT / 'research/.cache/huggingface')\n",
        "subprocess.run([sys.executable, '-m', 'pip', 'install', '-q', 'uv==0.11.28'], check=True)\n",
        "ENV = ROOT / 'research/.cache/qlora-venv'\n",
        "if not ENV.exists():\n",
        "    subprocess.run(['uv', 'venv', '--python', '3.12.13', str(ENV)], check=True)\n",
        "PYTHON = ENV / 'bin/python'\n",
        "subprocess.run(['uv', 'pip', 'sync', '--python', str(PYTHON), '--torch-backend', 'cu126',\n",
        "                str(ROOT / 'research/requirements-qlora-colab.txt')], check=True)\n",
        "subprocess.run(['uv', 'pip', 'check', '--python', str(PYTHON)], check=True)\n",
        "SESSION = ROOT / 'research/runs' / ('full-' + uuid.uuid4().hex[:12])\n",
        "SESSION.mkdir(parents=True)\n",
        "CLI = ROOT / 'research/qlora_full.py'\n",
        "def run(*arguments):\n",
        "    command = [str(PYTHON), '-X', 'utf8', str(CLI), *map(str, arguments)]\n",
        "    with subprocess.Popen(command, cwd=ROOT, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True) as process:\n",
        "        for line in process.stdout:\n",
        "            print(line, end='', flush=True)\n",
        "        if process.wait():\n",
        "            raise subprocess.CalledProcessError(process.returncode, command)\n",
        "run('preflight', '--output', SESSION / 'preflight')\n",
        "print('Isolated environment and T4 verified. Source snapshot:', '9e968f19abfb6fa25224e6969042bb87a126d0e7935d882841ee1a47cd1f7bd4')\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "full-03",
      "metadata": {},
      "source": [
        "## 2. Upload the private full-run inputs\n",
        "Choose only the bundle produced by qlora_full.py prepare.\n"
      ]
    },
    {
      "cell_type": "code",
      "id": "full-04",
      "metadata": {},
      "source": [
        "from google.colab import files\n",
        "uploaded = files.upload()  # Only private-full-inputs.zip, never the evaluation packet.\n",
        "assert len(uploaded) == 1\n",
        "UPLOAD = SESSION / 'private-full-inputs.zip'\n",
        "UPLOAD.write_bytes(next(iter(uploaded.values())))\n",
        "del uploaded\n",
        "INPUTS = SESSION / 'inputs'\n",
        "run('unpack', '--archive', UPLOAD, '--output', INPUTS)\n",
        "run('tokenize', '--inputs', INPUTS, '--output', SESSION / 'tokenization')\n",
        "print('363 training records and66 provisional validation diagnostics only. No evaluation tasks.')\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "full-05",
      "metadata": {},
      "source": [
        "## 3. Offline safeguards and tiny CPU integration\n",
        "Verifies the final three-example gradient accumulation and checkpoint/reload APIs.\n"
      ]
    },
    {
      "cell_type": "code",
      "id": "full-06",
      "metadata": {},
      "source": [
        "subprocess.run([str(PYTHON), '-X', 'utf8', '-m', 'unittest', 'discover', '-s', 'research/tests',\n",
        "                '-p', 'test_qlora_full.py', '-v'], cwd=ROOT, check=True)\n",
        "run('integration', '--output', SESSION / 'cpu-integration')\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "full-07",
      "metadata": {},
      "source": [
        "## 4. One epoch, checkpoints and fresh-process final reload\n",
        "No automatic resume, benchmark access or best-checkpoint selection. Failures retain incomplete evidence.\n"
      ]
    },
    {
      "cell_type": "code",
      "id": "full-08",
      "metadata": {},
      "source": [
        "RUN = SESSION / 'gpu-run'\n",
        "RESULT_ZIP = SESSION / 'makata-v01-full-results.zip'\n",
        "try:\n",
        "    run('train', '--inputs', INPUTS, '--output', RUN)\n",
        "    run('reload', '--output', RUN)  # Fresh interpreter; selects final91 only.\n",
        "    run('verify', '--output', RUN)\n",
        "finally:\n",
        "    if (RUN / 'run-manifest.json').exists() and not RESULT_ZIP.exists():\n",
        "        run('archive', '--output', RUN, '--archive', RESULT_ZIP)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "full-09",
      "metadata": {},
      "source": [
        "## 5. Download and locally verify before disconnecting\n",
        "Use qlora_full.py import on the laptop. Never publish the archive or adapter.\n"
      ]
    },
    {
      "cell_type": "code",
      "id": "full-10",
      "metadata": {},
      "source": [
        "from google.colab import files\n",
        "if not RESULT_ZIP.exists() and (RUN / 'run-manifest.json').exists():\n",
        "    run('archive', '--output', RUN, '--archive', RESULT_ZIP)\n",
        "print('Archive bytes:', RESULT_ZIP.stat().st_size)\n",
        "print(json.loads((RUN / 'run-manifest.json').read_text())['status'])\n",
        "files.download(str(RESULT_ZIP))\n",
        "# Keep the runtime until local import independently verifies both checkpoints and final reload.\n"
      ],
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python3",
      "language": "python",
      "name": "python3"
    },
    "accelerator": "GPU",
    "colab": {
      "name": "Makata-v0.1 — internal full QLoRA.ipynb",
      "provenance": []
    }
  }
}
