{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7ee919d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = ''\n",
    "os.environ['TF_FORCE_GPU_ALLOW_GROWTH'] = 'true'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "da0b7b04",
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import AutoTokenizer, AutoModelForCausalLM\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "97b4ac94",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    }
   ],
   "source": [
    "tokenizer = AutoTokenizer.from_pretrained('meta-llama/Meta-Llama-3-8B-Instruct')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b9c98dca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "689cdd6ffd264f1c88f0ed5f0ab092b7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/50.9k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "model_id": "31fd6462bb704cee814751578090f928",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "tokenizer.json:   0%|          | 0.00/9.08M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9ac644cb13c2482fafa223d2e6fea9c1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "special_tokens_map.json:   0%|          | 0.00/73.0 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    }
   ],
   "source": [
    "fix_tokenizer = AutoTokenizer.from_pretrained('philschmid/meta-llama-3-tokenizer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c7f8cef4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "128009"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenizer.eos_token = '<|eot_id|>'\n",
    "tokenizer.eos_token_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8e518761",
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer.chat_template = fix_tokenizer.chat_template"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5eda44ec",
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "config.json:   0%|          | 0.00/654 [00:00<?, ?B/s]"
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      "text/plain": [
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      "text/plain": [
       "Downloading shards:   0%|          | 0/4 [00:00<?, ?it/s]"
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       "model-00001-of-00004.safetensors:   0%|          | 0.00/4.98G [00:00<?, ?B/s]"
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    },
    {
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      },
      "text/plain": [
       "Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
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       "model_id": "37879d07cc1d4c15b45735d27eb48dc6",
       "version_major": 2,
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      },
      "text/plain": [
       "generation_config.json:   0%|          | 0.00/187 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "model = AutoModelForCausalLM.from_pretrained('meta-llama/Meta-Llama-3-8B-Instruct', torch_dtype=torch.bfloat16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a211b312",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GenerationConfig {\n",
       "  \"bos_token_id\": 128000,\n",
       "  \"do_sample\": true,\n",
       "  \"eos_token_id\": 128009,\n",
       "  \"max_length\": 4096,\n",
       "  \"temperature\": 0.6,\n",
       "  \"top_p\": 0.9\n",
       "}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.generation_config.eos_token_id = tokenizer.eos_token_id\n",
    "model.generation_config"
   ]
  },
  {
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   "execution_count": 10,
   "id": "171423c0",
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       "version_minor": 0
      },
      "text/plain": [
       "Upload 4 LFS files:   0%|          | 0/4 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
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    {
     "data": {
      "text/plain": [
       "CommitInfo(commit_url='https://huggingface.co/huseinzol05/Meta-Llama-3-8B-Instruct-fix-tokenizer/commit/35ccfcb4478a2ffe1cc35769243b5f7ff7533aa2', commit_message='Upload LlamaForCausalLM', commit_description='', oid='35ccfcb4478a2ffe1cc35769243b5f7ff7533aa2', pr_url=None, pr_revision=None, pr_num=None)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.push_to_hub('Meta-Llama-3-8B-Instruct-fix-tokenizer', safe_serialization=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d947927c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CommitInfo(commit_url='https://huggingface.co/huseinzol05/Meta-Llama-3-8B-Instruct-fix-tokenizer/commit/eb269f1c20542c3900543925549656896fd9441d', commit_message='Upload tokenizer', commit_description='', oid='eb269f1c20542c3900543925549656896fd9441d', pr_url=None, pr_revision=None, pr_num=None)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenizer.push_to_hub('Meta-Llama-3-8B-Instruct-fix-tokenizer', safe_serialization=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "63bb4f54",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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