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    "# Artifical preference data generation\n",
    "\n",
    "What we need\n",
    "- Good data: great songs, great music (probably just start with genius & pd5 subset)\n",
    "- Full prompts\n",
    "- 2 min segments\n",
    "\n",
    "What we need to do:\n",
    "- Make generations using FT 7b. Default parameters.\n",
    "- Save the semantic and codec tokens. \n",
    "\n",
    "\n",
    "BUT \n",
    "We can also just do:\n",
    "- Load model and ref model\n",
    "- Forward on loss...\n",
    "- And...\n",
    "- Preference on that directly... O.o"
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