{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "142dbd98-d2ac-47d0-98e8-8b95f2ab34f3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from pythainlp.generate.wangchanglm import WangChanGLM\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0f8ed6b5-6f4c-4d99-a046-9d2c8e1bcd0d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "m=WangChanGLM()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "78a1ff09-7302-415d-8715-5a0e07a9ff2c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting ds_accelerator to cuda (auto detect)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "37ab5d0007e3490ca319760b421c47ca",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading shards:   0%|          | 0/98 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "454d9f99b7b1476385fdcd5c14ffd78f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00002-of-00099.bin:   0%|          | 0.00/4.19G [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f8d7c359554848359535aba781852ad9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00003-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "89d1d8248f18470abc45ff60699a27bc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00004-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1a8711f523624c8d814d17e0a891836e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00005-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "60e12001575b4b8d885cd9b9c3feb308",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00006-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9988f1c9db204df0936f2b54103646ce",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00007-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c7a37265a54747cd98e8f142f67e66c6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00008-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "72f03d2f3adb42eaa12c90a28c86990d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00009-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a4e9059faa2940598c93313d304319fc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00010-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4f7013e7b0f34bf4987d8982eca542db",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00011-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bb5b17ca259b40ffa2c78e278f4ea03e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00012-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "25007a7bb6604186b7b95ed8440f707b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00013-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b9667657ea1e49109ed3327cd05a0ff6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00014-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c82a3d5ae72e45e3a6742662a4248a74",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00015-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "85653246144342e6b09889666eff7c9c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00016-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3c1c708dc58e40ffb3171b0d160939d4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00017-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2ab325212ee84913ad9aab07cbdf028e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00018-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f2e00f46382c4ea3933960cbd867fb8b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00019-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3a465cefb51348f2bc02941c099ea1d5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00020-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ef81fd98cdf04dec84ddd04ff3e8babf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00021-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "64a8158835b64019b842f56d4aea0147",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00022-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d725ac70d64b4b27b3345bf6f290966c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00023-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dd0aadca8b4c423581e695df4c821bb8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00024-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5ea91456c4d7448ca85d0b142926e18d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00025-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "59dbfeecf5a84511bafd095e580c05a9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00026-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7749ce89c520417db49a3162b93a2459",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00027-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "142583446cd84e8b8052f1e76d51040c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00028-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e7b719e0d85446c68fe093e6da369c77",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00029-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "68c08f989b30498697ebb0981b381282",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00030-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "47fdfc3bbf2d421c8569a3af09af4ea3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00031-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b2626e0256134da78238839b6d9c16fd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00032-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cc12490ac2a24f179e2a3551afd36c85",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00033-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5bd9a3609f5c459cb2374f8092ee7ad0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00034-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d1471877a3374759b45c271c1d1ea2ec",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00035-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "133612d091924611921fd15439f5e77e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00036-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0a27223aa98547d9b2594a6b07124c32",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00037-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d1486e9c66f548a68f74796bd53fb455",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00038-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a8b399e5f54e49af9244582b0dab80c0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00039-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "578354b4c46e494091c6d7512cc6478c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00040-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3d6ac4476e7847b2be630ee8579266a0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00041-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "262e5823844043518a0d6d5c032b4879",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00042-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e26369b08efc4a56abdf734073d5b663",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00043-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1ff52b711eb74ae79b9385fa099fdb7d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00044-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c885d323f0084dd6844ad7a8398d45cb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00045-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0f10e49b131a4266878c448e081f4a25",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00046-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3c164ab5b6b440bab881864b28c29029",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00047-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c77c363d2c10403bb274182182d2b153",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00048-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ba02028abff94a9ca987b09a1a545836",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00049-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2ab14db346d04983a3fc20b7e4316558",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00050-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "28afcec8ec764df1bd919fbc76cd9fce",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00051-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0d2057d1014e4d1791f77cf357f88671",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00052-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0412a96b109c4bd2b9601980aa2d28d0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00053-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b554e60f4e724c6d8328f4dd63ab1123",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00054-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dc5f368af44144f3b0d9a1d90d5b37c7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00055-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d645b5f636394298a898036d184cc010",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00056-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a1f5a816816245b9ae15663772ecc19c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00057-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c832cc9d7bef44b0ac62073325b809e8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00058-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d63640ea2d704c758c7ddee700e523ad",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00059-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a1225deddf53468cbdd6fa8ffd8d8cb1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00060-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3bdeba874e934307955584a268dde173",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00061-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9d70d8feec684d77ae4bc7690f9cb55d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00062-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0c56c91cc3fc452c88bb4f997664d19e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00063-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dd0d36cb577f4305ac797ecad780d19e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00064-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "002237b430d94a1298330da601d70c18",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00065-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6486361984ce4bffb2fea885806d5af4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00066-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "06c9cd92100749cabb58b33a274cdeb0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00067-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2db64d3bd67b4042b83e612f2f9c9272",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00068-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aa3adfc1492d40d8ad3afb7261378baf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00069-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3b97a72be49c46e393adba5e5b07c2cb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00070-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b1c2d6c5190745e7ba30986312f67c74",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00071-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b3211c31e99043a0910ca02b2eab03c3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00072-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "349a7e1c31324a238af887b0fce811ca",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00073-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f55b2d063a6b4e95b6cdfac02ba67c91",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00074-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "02ecea2cf8764d1eb33f238b0d626f62",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00075-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4163343b62e847df8ff628b64ff6d9eb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00076-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f699e1cb31a341cdae13b18a6e3062e9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00077-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "64b5a2def97a4d468955f27f75774892",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00078-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d604168a465a4c478f818a41f0b286c8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00079-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dc7fc3d5848f405a9e4339df8cf2cfe9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00080-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "af21b469f0df4de8bb4e03d7a0efbe94",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00081-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "59c735d0104540c48dfd75b6e76ec4e3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00082-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b1f32763cfd74f7e95d368ff31267152",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00083-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4b230ce4e62941f5b616ff2ca5b7ff8e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00084-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fc5c3aefe5e844d28c859479a59bc4ce",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00085-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "13aa921806364975bb81770df458232c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00086-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2dbf0116aeda4b9dbd88732f48dfdbd2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00087-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1b8014abc5e04a7780dfbc4428a0c34f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00088-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0e60d9cbd43f45f0bfb43d67e8e0ec26",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00089-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3e264baeea144df7b68d437ed2ae1b99",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00090-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "eaaceb464e454be5a5e70bad773aa002",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00091-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8714174efd8448dc9bf34319ceaeea75",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00092-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6204b596f53c4788b2ae2540bd9939c6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00093-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6c8774f85b1b4f6985ce363e0ea7ad91",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00094-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "912b45f88a8e4120874a4b87a2b9f800",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00095-of-00099.bin:   0%|          | 0.00/336M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0b8ec351ace64b3195c700d97f525ce9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00096-of-00099.bin:   0%|          | 0.00/201M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "af79d62367d2425195652d0d19b9c04f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00097-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f96cba8484b04d02ab882db6918687f6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00098-of-00099.bin:   0%|          | 0.00/269M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a9966c0da71d41fba3218c89a6a4bf15",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)l-00099-of-00099.bin:   0%|          | 0.00/4.19G [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7ef499fbb7f14254ba779d903681a90c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Loading checkpoint shards:   0%|          | 0/98 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b6ed651454244ea68720203da6dcd85f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading (…)neration_config.json:   0%|          | 0.00/168 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.load_model(device=\"cpu\",torch_dtype=torch.bfloat16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "888f0cf6-4b9c-455d-8f1f-ad10978f9ccb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('ข้าวผัดน้ําพริกลงเรือ', '<human>: ขอวิธีทำข้าวผัดหน่อย\\n<bot>: ')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.instruct_generate(instruct=\"ขอวิธีทำข้าวผัดหน่อย\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d4fbd1e6-8a41-4b46-aa12-a23f8df9bcb0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('ข้าวผัดน้ําพริกลงเรือ', '<human>: ขอวิธีทำข้าวผัดหน่อย\\n<bot>: ')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.instruct_generate(instruct=\"ขอวิธีทำข้าวผัดหน่อย\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fe71b834-4f12-406e-8a74-41829d8a7d9d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('เป้าหมายของคุณคือการลดน้ําหนักหรือไม่?', '<human>: ขอลดน้ำหนัก\\n<bot>: ')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.instruct_generate(instruct=\"ขอลดน้ำหนัก\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2cd5063d-21b6-40fb-8e4e-c54fb07ac613",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('ลดน้ําหนักให้ได้ผล ต้องทําอย่างค่อยเป็นค่อยไป ปรับเปลี่ยนพฤติกรรมการกินอาหาร ออกกําลังกายอย่างสม่ําเสมอ และพักผ่อนให้เพียงพอ ที่สําคัญควรหลีกเลี่ยงอาหารที่มีแคลอรี่สูง เช่น อาหารทอด อาหารมัน อาหารที่มีน้ําตาลสูง และเครื่องดื่มแอลกอฮอล์',\n",
       " '<human>: ขอวิธีลดน้ำหนัก\\n<bot>: ')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.instruct_generate(instruct=\"ขอวิธีลดน้ำหนัก\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b5b54b24-59b8-400e-89ff-0b8b67dce71f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}