diff --git a/dataset/__init__.py b/dataset/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/lm_dataset.py b/dataset/lm_dataset.py
similarity index 93%
rename from lm_dataset.py
rename to dataset/lm_dataset.py
index d67cb8c..29dde1d 100644
--- a/lm_dataset.py
+++ b/dataset/lm_dataset.py
@@ -35,9 +35,8 @@ class PretrainDataset(Dataset):
         sample = self.samples[index]
 
         # 构建输入文本
-        text = f"{self.tokenizer.bos_token}{str(sample['text'])}{self.tokenizer.eos_token}"
         encoding = self.tokenizer(
-            text,
+            str(sample['text']),
             max_length=self.max_length,
             padding='max_length',
             truncation=True,
@@ -58,8 +57,8 @@ class SFTDataset(Dataset):
         self.tokenizer = tokenizer
         self.max_length = max_length
         self.samples = self.load_data(jsonl_path)
-        self.bos_id = tokenizer('<s>assistant', add_special_tokens=False).input_ids
-        self.eos_id = tokenizer('</s>', add_special_tokens=False).input_ids
+        self.bos_id = tokenizer('<|im_start|>assistant', add_special_tokens=False).input_ids
+        self.eos_id = tokenizer('<|im_end|>', add_special_tokens=False).input_ids
 
     def __len__(self):
         return len(self.samples)
@@ -126,8 +125,8 @@ class DPODataset(Dataset):
         self.tokenizer = tokenizer
         self.max_length = max_length
         self.padding = tokenizer.pad_token_id if tokenizer.pad_token_id is not None else 0
-        self.bos_id = tokenizer('<s>assistant', add_special_tokens=False).input_ids
-        self.eos_id = tokenizer('</s>', add_special_tokens=False).input_ids
+        self.bos_id = tokenizer('<|im_start|>assistant', add_special_tokens=False).input_ids
+        self.eos_id = tokenizer('<|im_end|>', add_special_tokens=False).input_ids
         with open(file_path, 'r', encoding='utf-8') as f:
             self.data = []
             for line in f:
@@ -202,8 +201,8 @@ class RLAIFDataset(Dataset):
         self.tokenizer = tokenizer
         self.max_length = max_length
         self.samples = self.load_data(jsonl_path)
-        self.bos_id = tokenizer('<s>assistant', add_special_tokens=False).input_ids
-        self.eos_id = tokenizer('</s>', add_special_tokens=False).input_ids
+        self.bos_id = tokenizer('<|im_start|>assistant', add_special_tokens=False).input_ids
+        self.eos_id = tokenizer('<|im_end|>', add_special_tokens=False).input_ids
 
     def __len__(self):
         return len(self.samples)
diff --git a/model/tokenizer.json b/model/tokenizer.json
new file mode 100644
index 0000000..b255122
--- /dev/null
+++ b/model/tokenizer.json
@@ -0,0 +1,31026 @@
+{
+  "version": "1.0",
+  "truncation": null,
+  "padding": null,
+  "added_tokens": [
+    {
+      "id": 0,
+      "content": "<|endoftext|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 1,
+      "content": "<|im_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 2,
+      "content": "<|im_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    }
+  ],
+  "normalizer": null,
+  "pre_tokenizer": {
+    "type": "ByteLevel",
+    "add_prefix_space": false,
+    "trim_offsets": true,
+    "use_regex": true
+  },
+  "post_processor": null,
+  "decoder": {
+    "type": "ByteLevel",
+    "add_prefix_space": true,
+    "trim_offsets": true,
+    "use_regex": true
+  },
+  "model": {
+    "type": "BPE",
+    "dropout": null,
+    "unk_token": null,
+    "continuing_subword_prefix": null,
+    "end_of_word_suffix": null,
+    "fuse_unk": false,
+    "byte_fallback": false,
+    "ignore_merges": false,
+    "vocab": {
+      "<|endoftext|>": 0,
+      "<|im_start|>": 1,
+      "<|im_end|>": 2,
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+      [
+        "å§",
+        "»"
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+      [
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+        "Ġfor",
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+        "Ġconsid",
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+      [
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+      [
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+      [
+        "åħ·",
+        "å¤ĩ"
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+      [
+        "éº",
+        "¦"
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+        "going"
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+      [
+        "åĨ",
+        "Ľ"
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+      [
+        "Ġf",
+        "ar"
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+      [
+        "åĴĮ",
+        "è°"
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+      [
+        "XX",
+        "X"
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+        "Ġpolit",
+        "ical"
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+        "Ġcam",
+        "er"
+      ],
+      [
+        "çļĦ",
+        "è¡Į为"
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+      [
+        "æĦı",
+        "大åĪ©"
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+      [
+        "Ġapp",
+        "s"
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+      [
+        "åĩı",
+        "è½»"
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+      [
+        "Ġread",
+        "ers"
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+      [
+        "å©ļ",
+        "姻"
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+      [
+        "æ°",
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+      [
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+      [
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+        "éĿ¢"
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+      [
+        "ĠAf",
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+      [
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+      [
+        "Ġm",
+        "ill"
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+      [
+        "Ġd",
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+      [
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+      [
+        "åĢ",
+        "Ł"
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+      [
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+      [
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+      [
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+      [
+        "Ġtr",
+        "uly"
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
+        "åĪ",
+        "º"
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+      [
+        "ment",
+        "al"
+      ],
+      [
+        "Ġincl",
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+      [
+        "Ġtop",
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+      [
+        "Ġs",
+        "low"
+      ],
+      [
+        "ä½ł",
+        "èĥ½"
+      ],
+      [
+        "è¶³å¤Ł",
+        "çļĦ"
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+      [
+        "è§Ĩ",
+        "è§ī"
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+      [
+        "w",
+        "w"
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+      [
+        "Ġ",
+        "使çĶ¨"
+      ],
+      [
+        "æī",
+        "¹"
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+      [
+        "æ¦Ĥ",
+        "念"
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+      [
+        "é£Ł",
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+      [
+        "c",
+        "ks"
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+      [
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+      [
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+        "京"
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+      [
+        "Ġf",
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+      [
+        "Ġbe",
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+      [
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+      [
+        "eri",
+        "ous"
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+      [
+        "å¤ĸ",
+        "è§Ĥ"
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+      [
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+        "éĺ²"
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+        "æĿ¥",
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+      [
+        "èĤĮ",
+        "èĤī"
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+        "Ĺ"
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+        "ĠP",
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+      [
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+      [
+        "Ġrespons",
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+      [
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+        "æĮ¥"
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+      [
+        "Ġsens",
+        "itive"
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+      [
+        "çŃī",
+        "äºİ"
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+      [
+        "ci",
+        "ous"
+      ],
+      [
+        "Ġs",
+        "ou"
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+      [
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+        "ı"
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+      [
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+        "ich"
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+      [
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+        "çĦ¶"
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+      [
+        "m",
+        "an"
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+      [
+        "èģĮ",
+        "åľº"
+      ],
+      [
+        "Ġf",
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+      ],
+      [
+        "è½",
+        "½"
+      ],
+      [
+        "丰å¯Į",
+        "çļĦ"
+      ],
+      [
+        "(",
+        "'"
+      ],
+      [
+        "ä¿®",
+        "æĶ¹"
+      ],
+      [
+        "æĽ´",
+        "æį¢"
+      ],
+      [
+        "A",
+        "l"
+      ],
+      [
+        "åı¯èĥ½",
+        "æĺ¯"
+      ],
+      [
+        "Ġr",
+        "ate"
+      ],
+      [
+        "Ġprotect",
+        "ing"
+      ],
+      [
+        "f",
+        "it"
+      ],
+      [
+        "Ġ5",
+        "0"
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+      [
+        "Ġmove",
+        "ment"
+      ],
+      [
+        "è§",
+        "Ī"
+      ],
+      [
+        "Ġemploy",
+        "ee"
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+      [
+        "Ġdis",
+        "ord"
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+      [
+        "åĪĽ",
+        "æĦı"
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+      [
+        "产åĵģ",
+        "çļĦ"
+      ],
+      [
+        "æľ",
+        "Ŀ"
+      ],
+      [
+        "ĊĠĠĠĠĠĠĠĠ",
+        "ĠĠĠĠĠĠĠ"
+      ],
+      [
+        "Ġpre",
+        "d"
+      ],
+      [
+        "Ġoffer",
+        "ing"
+      ],
+      [
+        "åįģ",
+        "åĪĨ"
+      ],
+      [
+        "èĢĮ",
+        "ä¸įæĺ¯"
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+      [
+        "Th",
+        "ank"
+      ],
+      [
+        "æĽ",
+        "¾"
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+      [
+        "Ġele",
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+      [
+        "ç²",
+        "Ĵ"
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+      [
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+        "ses"
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+      [
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+        "ated"
+      ],
+      [
+        "ĠC",
+        "ar"
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+      [
+        "agra",
+        "ph"
+      ],
+      [
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+        "åĽł"
+      ],
+      [
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+        "ead"
+      ],
+      [
+        "èĦ",
+        "±"
+      ],
+      [
+        "åı¦",
+        "ä¸Ģ个"
+      ],
+      [
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+        "çłģ"
+      ],
+      [
+        "Ġallow",
+        "ed"
+      ],
+      [
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+        "åĮħ"
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+      [
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+        "ªèĮĦ"
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+      [
+        "åĴĮ",
+        "åıijå±ķ"
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+      [
+        "å°",
+        "ģ"
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+      [
+        "Ġconnect",
+        "ion"
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+      [
+        "åľ¨",
+        "ä¸Ģ个"
+      ],
+      [
+        "Ġuse",
+        "ful"
+      ],
+      [
+        "è¯Ń",
+        "åı¥"
+      ],
+      [
+        "åĪĨ",
+        "å¸ĥ"
+      ],
+      [
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+      [
+        "æľī",
+        "æŶ"
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+      [
+        "çļĦæĹ",
+        "ħ"
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+      [
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+        "»"
+      ],
+      [
+        "Ġf",
+        "ashion"
+      ],
+      [
+        "èĭ",
+        "¦"
+      ],
+      [
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+        "注æĦı"
+      ],
+      [
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+        "ç´ł"
+      ],
+      [
+        "Ġnut",
+        "ri"
+      ],
+      [
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+        "è¡Į"
+      ],
+      [
+        "çļĦç",
+        "ĭ"
+      ],
+      [
+        "çIJĨ解",
+        "åĴĮ"
+      ],
+      [
+        "Ġc",
+        "at"
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+      [
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+        "åŃ¦ä¹ł"
+      ],
+      [
+        "Ġexh",
+        "ib"
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+      [
+        "åĴĮ",
+        "æľįåĬ¡"
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+      [
+        "fra",
+        "c"
+      ],
+      [
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+        "pend"
+      ],
+      [
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+        "ed"
+      ],
+      [
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+        "ut"
+      ],
+      [
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+        "ç»Ħ"
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+      [
+        "ĠWor",
+        "ld"
+      ],
+      [
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+        "er"
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+      [
+        "ers",
+        "e"
+      ],
+      [
+        "éª",
+        "¨"
+      ],
+      [
+        "Ġart",
+        "ists"
+      ],
+      [
+        "åŃ©åŃIJ",
+        "çļĦ"
+      ],
+      [
+        "ä»",
+        "Ķ"
+      ],
+      [
+        "çĻ",
+        "»"
+      ],
+      [
+        "ĠA",
+        "re"
+      ],
+      [
+        "Ġco",
+        "ol"
+      ],
+      [
+        "Ġcogn",
+        "itive"
+      ],
+      [
+        "åIJĦ",
+        "个"
+      ],
+      [
+        "l",
+        "ike"
+      ],
+      [
+        "å©´",
+        "åĦ¿"
+      ],
+      [
+        "åĪĹ",
+        "åĩº"
+      ],
+      [
+        "å¹",
+        "»"
+      ],
+      [
+        "ron",
+        "t"
+      ],
+      [
+        "家",
+        "éķ¿"
+      ],
+      [
+        "缺",
+        "ä¹ı"
+      ],
+      [
+        "Ġcy",
+        "ber"
+      ],
+      [
+        "il",
+        "t"
+      ],
+      [
+        "Ġcapt",
+        "ure"
+      ],
+      [
+        "å",
+        "Ĺ"
+      ],
+      [
+        "åľ¨",
+        "äºİ"
+      ],
+      [
+        "Ġthreat",
+        "s"
+      ],
+      [
+        "åĴĮ",
+        "社ä¼ļ"
+      ],
+      [
+        "Ġcell",
+        "s"
+      ],
+      [
+        "æ¸ħ",
+        "åįķ"
+      ],
+      [
+        "ĠV",
+        "is"
+      ],
+      [
+        "æİ",
+        "ī"
+      ],
+      [
+        "Ġh",
+        "ol"
+      ],
+      [
+        "åŃIJ",
+        "çļĦ"
+      ],
+      [
+        "C",
+        "h"
+      ],
+      [
+        "è",
+        "Ŀ"
+      ],
+      [
+        "Ġs",
+        "aid"
+      ],
+      [
+        "Ġd",
+        "ream"
+      ],
+      [
+        "un",
+        "ch"
+      ],
+      [
+        "un",
+        "e"
+      ],
+      [
+        "ĠD",
+        "on"
+      ],
+      [
+        "家",
+        "人"
+      ],
+      [
+        "ç±",
+        "į"
+      ],
+      [
+        "æĦŁ",
+        "åĴĮ"
+      ],
+      [
+        "Ġexperi",
+        "enced"
+      ],
+      [
+        "çļĦéĩįè¦ģ",
+        "æĢ§"
+      ],
+      [
+        "å¼",
+        "ĥ"
+      ],
+      [
+        "um",
+        "p"
+      ],
+      [
+        "éĺ",
+        "IJ"
+      ],
+      [
+        "Ġhabit",
+        "at"
+      ],
+      [
+        "è¢",
+        "ĭ"
+      ],
+      [
+        "Ġj",
+        "o"
+      ],
+      [
+        "ç®Ģ",
+        "æ´ģ"
+      ],
+      [
+        "Ġb",
+        "ur"
+      ],
+      [
+        "Ġvisit",
+        "ors"
+      ],
+      [
+        "éĽ",
+        "ħ"
+      ],
+      [
+        "çļĦçŁ",
+        "¥"
+      ],
+      [
+        "Ġent",
+        "ire"
+      ],
+      [
+        "讲",
+        "è¿°"
+      ],
+      [
+        "äºĨ",
+        "ä¸ĢäºĽ"
+      ],
+      [
+        "åįı",
+        "ä½ľ"
+      ],
+      [
+        "ĠB",
+        "us"
+      ],
+      [
+        "å°",
+        "¾"
+      ],
+      [
+        "çļĦæķ",
+        "Ļ"
+      ],
+      [
+        "olo",
+        "g"
+      ],
+      [
+        "Ġsign",
+        "s"
+      ],
+      [
+        "Ġspeak",
+        "er"
+      ],
+      [
+        "çļĦ",
+        "éŁ³ä¹IJ"
+      ],
+      [
+        "Ġno",
+        "vel"
+      ],
+      [
+        "å±ħ",
+        "æ°ij"
+      ],
+      [
+        "çļĦ",
+        "åıĺåĮĸ"
+      ],
+      [
+        "å°½",
+        "éĩı"
+      ],
+      [
+        "Ġspir",
+        "it"
+      ],
+      [
+        "å®Į",
+        "ç¾İ"
+      ],
+      [
+        "è´",
+        "·"
+      ],
+      [
+        "å¿ħè¦ģ",
+        "çļĦ"
+      ],
+      [
+        "ie",
+        "f"
+      ],
+      [
+        "示",
+        "ä¾ĭ"
+      ],
+      [
+        "Ġd",
+        "iv"
+      ],
+      [
+        "æķ´",
+        "æķ°"
+      ],
+      [
+        "Ġeconom",
+        "y"
+      ],
+      [
+        "Ġethical",
+        "ly"
+      ],
+      [
+        "éĻ",
+        "Ī"
+      ],
+      [
+        "Ġschool",
+        "s"
+      ],
+      [
+        "Ġnet",
+        "works"
+      ]
+    ]
+  }
+}
\ No newline at end of file
diff --git a/model/tokenizer_config.json b/model/tokenizer_config.json
new file mode 100644
index 0000000..1509bad
--- /dev/null
+++ b/model/tokenizer_config.json
@@ -0,0 +1,43 @@
+{
+  "add_bos_token": false,
+  "add_eos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<|im_start|>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "legacy": true,
+  "model_max_length": 32768,
+  "pad_token": "<|endoftext|>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "PreTrainedTokenizerFast",
+  "unk_token": "<|endoftext|>",
+  "chat_template": "{% if messages[0]['role'] == 'system' %}{% set system_message = messages[0]['content'] %}{{ '<|im_start|>system\\n' + system_message + '<|im_end|>\\n' }}{% else %}{{ '<|im_start|>system\\nYou are a helpful assistant<|im_end|>\\n' }}{% endif %}{% for message in messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|im_start|>user\\n' + content + '<|im_end|>\\n<|im_start|>assistant\\n' }}{% elif message['role'] == 'assistant' %}{{ content + '<|im_end|>' + '\\n' }}{% endif %}{% endfor %}"
+}
\ No newline at end of file