{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai\n",
    "from openai import OpenAI\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "client = OpenAI(api_key=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "BASE_MODEL = \"gpt-4o-2024-08-06\"\n",
    "\n",
    "INPUT_TRAIN = \"chatgpt-train-8192.jsonl\"\n",
    "INPUT_TEST = \"chatgpt-test-8192.jsonl\"\n",
    "\n",
    "assert os.path.isfile(INPUT_TEST)\n",
    "assert os.path.isfile(INPUT_TRAIN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_file = client.files.create(\n",
    "  file=open(INPUT_TRAIN, \"rb\"),\n",
    "  purpose=\"fine-tune\"\n",
    ")\n",
    "\n",
    "test_file = client.files.create(\n",
    "  file=open(INPUT_TEST, \"rb\"),\n",
    "  purpose=\"fine-tune\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FineTuningJob(id='ftjob-gmBbrQUbH7ebPO9eapimGI0T', created_at=1728612535, error=Error(code=None, message=None, param=None), fine_tuned_model=None, finished_at=None, hyperparameters=Hyperparameters(n_epochs='auto', batch_size='auto', learning_rate_multiplier='auto'), model='gpt-4o-2024-08-06', object='fine_tuning.job', organization_id='org-uw3iag65cO1uuHFelRfNqH99', result_files=[], seed=2060928557, status='validating_files', trained_tokens=None, training_file='file-BO3hthNeSTuawThRSDeDUTxh', validation_file='file-4C0xDKTAfiL8EqqMIMfYQLde', estimated_finish=None, integrations=[], user_provided_suffix=None)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client.fine_tuning.jobs.create(\n",
    "  training_file=train_file.id,\n",
    "  validation_file=test_file.id,\n",
    "  model=BASE_MODEL\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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