diff --git a/model/minimind_tokenizer/tokenizer.json b/model/minimind_tokenizer/tokenizer.json
index dcfabc6..396ab95 100644
--- a/model/minimind_tokenizer/tokenizer.json
+++ b/model/minimind_tokenizer/tokenizer.json
@@ -14,7 +14,7 @@
     },
     {
       "id": 1,
-      "content": "<s>",
+      "content": "<|im_start|>",
       "single_word": false,
       "lstrip": false,
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@@ -23,7 +23,7 @@
     },
     {
       "id": 2,
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+      "content": "<|im_end|>",
       "single_word": false,
       "lstrip": false,
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@@ -56,8 +56,8 @@
     "ignore_merges": false,
     "vocab": {
       "<unk>": 0,
-      "<s>": 1,
-      "</s>": 2,
+      "<|im_start|>": 1,
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diff --git a/model/minimind_tokenizer/tokenizer_config.json b/model/minimind_tokenizer/tokenizer_config.json
index 0b14ab9..e85d17e 100644
--- a/model/minimind_tokenizer/tokenizer_config.json
+++ b/model/minimind_tokenizer/tokenizer_config.json
@@ -12,7 +12,7 @@
       "special": true
     },
     "1": {
-      "content": "<s>",
+      "content": "<|im_start|>",
       "lstrip": false,
       "normalized": false,
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@@ -20,7 +20,7 @@
       "special": true
     },
     "2": {
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@@ -29,9 +29,9 @@
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   "additional_special_tokens": [],
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+  "bos_token": "<|im_start|>",
   "clean_up_tokenization_spaces": false,
-  "eos_token": "</s>",
+  "eos_token": "<|im_end|>",
   "legacy": true,
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   "pad_token": "<unk>",
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   "tokenizer_class": "PreTrainedTokenizerFast",
   "unk_token": "<unk>",
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+  "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\\n你是 MiniMind，是一个有用的人工智能助手。<|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 %}"
 }
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diff --git a/model/minimind_tokenizer/vocab.json b/model/minimind_tokenizer/vocab.json
index e1318cc..6abdd94 100644
--- a/model/minimind_tokenizer/vocab.json
+++ b/model/minimind_tokenizer/vocab.json
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diff --git a/model/model.py b/model/model.py
index 107d276..afb1a8c 100644
--- a/model/model.py
+++ b/model/model.py
@@ -583,16 +583,19 @@ class MiniMindLM(PreTrainedModel):
         return res
 
     def _stream(self, input_ids, eos_token_id, max_new_tokens, temperature, top_p, rp, **args):
-        start, first_seq, past_kvs = input_ids.shape[1], True, None
-        while input_ids.shape[1] < max_new_tokens - 1:
-            if first_seq:
-                out, first_seq = self(input_ids, **args), False
-            else:
-                out = self(input_ids[:, -1:],
-                           start_pos=input_ids.shape[1] - 1, **args)
-            logits, past_kvs = out.logits[:, -1, :], out.past_key_values
+        start = input_ids.shape[1]
+        for _ in range(max_new_tokens):
+            # 每次都传入完整的input_ids，不使用KV缓存
+            out = self(input_ids, **args)
+            logits = out.logits[:, -1, :]  # 取最后一个位置的logits
+            
+            # 重复惩罚
             logits[:, list(set(input_ids.tolist()[0]))] /= rp
+            
+            # 温度采样
             logits /= (temperature + 1e-9)
+            
+            # Top-p采样
             if top_p is not None and top_p < 1.0:
                 sorted_logits, sorted_indices = torch.sort(logits, descending=True, dim=-1)
                 sorted_probs = F.softmax(sorted_logits, dim=-1)
@@ -602,8 +605,14 @@ class MiniMindLM(PreTrainedModel):
                 sorted_indices_to_remove[:, 0] = False
                 indices_to_remove = sorted_indices_to_remove.scatter(1, sorted_indices, sorted_indices_to_remove)
                 logits[indices_to_remove] = -float('Inf')
+            
+            # 采样下一个token
             input_ids_next = torch.multinomial(F.softmax(logits, dim=-1), num_samples=1)
             input_ids = torch.cat((input_ids, input_ids_next), dim=1)
+            
+            # 返回新生成的部分
             yield input_ids[:, start:]
+            
+            # 如果遇到结束token，停止生成
             if input_ids_next.item() == eos_token_id:
                 break
diff --git a/model/model_no_feed.py b/model/model_no_feed.py
index cc62d1c..73918e4 100644
--- a/model/model_no_feed.py
+++ b/model/model_no_feed.py
@@ -453,16 +453,19 @@ class MiniMindLM(PreTrainedModel):
         return res
 
     def _stream(self, input_ids, eos_token_id, max_new_tokens, temperature, top_p, rp, **args):
-        start, first_seq, past_kvs = input_ids.shape[1], True, None
-        while input_ids.shape[1] < max_new_tokens - 1:
-            if first_seq:
-                out, first_seq = self(input_ids, **args), False
-            else:
-                out = self(input_ids[:, -1:],
-                           start_pos=input_ids.shape[1] - 1, **args)
-            logits, past_kvs = out.logits[:, -1, :], out.past_key_values
+        start = input_ids.shape[1]
+        for _ in range(max_new_tokens):
+            # 每次都传入完整的input_ids，不使用KV缓存
+            out = self(input_ids, **args)
+            logits = out.logits[:, -1, :]  # 取最后一个位置的logits
+            
+            # 重复惩罚
             logits[:, list(set(input_ids.tolist()[0]))] /= rp
+            
+            # 温度采样
             logits /= (temperature + 1e-9)
+            
+            # Top-p采样
             if top_p is not None and top_p < 1.0:
                 sorted_logits, sorted_indices = torch.sort(logits, descending=True, dim=-1)
                 sorted_probs = F.softmax(sorted_logits, dim=-1)
@@ -472,8 +475,14 @@ class MiniMindLM(PreTrainedModel):
                 sorted_indices_to_remove[:, 0] = False
                 indices_to_remove = sorted_indices_to_remove.scatter(1, sorted_indices, sorted_indices_to_remove)
                 logits[indices_to_remove] = -float('Inf')
+            
+            # 采样下一个token
             input_ids_next = torch.multinomial(F.softmax(logits, dim=-1), num_samples=1)
             input_ids = torch.cat((input_ids, input_ids_next), dim=1)
+            
+            # 返回新生成的部分
             yield input_ids[:, start:]
+            
+            # 如果遇到结束token，停止生成
             if input_ids_next.item() == eos_token_id:
                 break
diff --git a/models/minimind_tokenizer/tokenizer.json b/models/minimind_tokenizer/tokenizer.json
new file mode 100644
index 0000000..396ab95
--- /dev/null
+++ b/models/minimind_tokenizer/tokenizer.json
@@ -0,0 +1,12603 @@
+{
+  "version": "1.0",
+  "truncation": null,
+  "padding": null,
+  "added_tokens": [
+    {
+      "id": 0,
+      "content": "<unk>",
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+      "Ġanaly tics",
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+      "éĻIJ åĪ¶",
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+      "ç§ ĭ",
+      "æľī å¾Īå¤ļ",
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+      "Ġgr atitude",
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+      "请 è¾ĵåħ¥",
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+      "çļĦ 产åĵģ",
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+      "èĽĭçĻ½ è´¨",
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+      "æĭ Ľ",
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+      "å¹³ æĸ¹",
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+      "Ġsupp ly",
+      "Ġprev ious",
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+      "ĠB i",
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+      "æĺ ł",
+      "Ġincre d",
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+      "èľ ľ",
+      "Ġmuse um",
+      "çĭ¬ ç«ĭ",
+      "Ġcomprehens ive",
+      "Ġr ates",
+      "/ /",
+      "Ġra d",
+      "åĦ¿ ç«¥",
+      "çī¹ èī²",
+      "ĠPredict ive",
+      "å¼ķ åĬĽ",
+      "l er",
+      "å° ¤",
+      "ic ro",
+      "è¡ ¥",
+      "Ġdeterm ine",
+      "çļĦ åĨħ容",
+      "Ġcom pl",
+      "Ġgreen house",
+      "èħ IJ",
+      "Ġhigh light",
+      "Ġpart ners",
+      "Ġdo ct",
+      "çļĦ 使çĶ¨",
+      "æŃĮ æĽ²",
+      "æĮĩ åįĹ",
+      "ĠA f",
+      "æľº æŀĦ",
+      "éĢ Ģ",
+      "Ġpoem s",
+      "å¿ĥ åĴĮ",
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+      "Ġmention ed",
+      "ĠA bs",
+      "Ġhistor ical",
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+      "åıĹ æ¬¢è¿İ",
+      "èıľ åĵģ",
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+      "æĤ£ èĢħ",
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+      "ç»ĵ æĿŁ",
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+      "çł Ķ",
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+      "è ļ",
+      "æĥ Ĭ",
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+      "å¼ ¹",
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+      "çļĦæ¸ ©",
+      "Ġc ities",
+      "åĨĻ ä½ľ",
+      "Th anks",
+      "Ġd ed",
+      "åĪĨ éħį",
+      "Ġd ark",
+      "Ġsupport ing",
+      "å¹ ķ",
+      "ĠK e",
+      "éĽ ¶",
+      "Ġsh aring",
+      "Ġh ouse",
+      "认 çŁ¥",
+      "Ġsurround ing",
+      "Ġredu ced",
+      "Ġf u",
+      "Ġst or",
+      "Ġab s",
+      "T om",
+      "c ent",
+      "ĠEduc ation",
+      "Ġth r",
+      "ot t",
+      "ĠTh at",
+      "Ġhe ar",
+      "un g",
+      "Ġbe yond",
+      "ĠC o",
+      "ro om",
+      "è¯Ĺ æŃĮ",
+      "re me",
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+      "Ġg ames",
+      "ä¹ĭ åIJİ",
+      "éĥ½ ä¼ļ",
+      "è¯Ń éŁ³",
+      "ç¬ ij",
+      "çī¹ å®ļ",
+      "第 ä¸Ģ",
+      "Ġdep ression",
+      "Ġinnov ation",
+      "ĠF r",
+      "Ġcomput er",
+      "c an",
+      "å³ °",
+      "ç¼ĸåĨĻ ä¸Ģ个",
+      "Ġintern ational",
+      "Ġcan cer",
+      "åѦ èĢħ",
+      "Ġdisc over",
+      "he t",
+      "Ġcomp os",
+      "Ġrec y",
+      "Ġ2 00",
+      "åIJ« æľī",
+      "çĹ Ľ",
+      "ç¼ĵ 解",
+      "Ġfre qu",
+      "çĶ ³",
+      "ĠM ar",
+      "çļĦ éĢīæĭ©",
+      "Ġun t",
+      "Ġreg ions",
+      "Ġop in",
+      "ĠGovern ments",
+      "æ¶ Ĥ",
+      "åĨħ å¿ĥ",
+      "ä¸Ĭ æľĢ",
+      "ä»į çĦ¶",
+      "l ier",
+      "æ³ ³",
+      "äºĴ 缸",
+      "ĠSt ud",
+      "az on",
+      "Ġar ch",
+      "Ġche m",
+      "çļĦ èĥ½åĬĽ",
+      "çļĦ ä¸Ģ个",
+      "Ġa p",
+      "Ġre d",
+      "Ġw omen",
+      "Ġpro te",
+      "Ġfind ing",
+      "å§ »",
+      "éĢĤå½ĵ çļĦ",
+      "Ġfor ward",
+      "对 象",
+      "Ġwa it",
+      "Ġconsid ered",
+      "du le",
+      "b acks",
+      "Ġclin ical",
+      "åħ· å¤ĩ",
+      "éº ¦",
+      "Ġon going",
+      "åĨ Ľ",
+      "Ġf ar",
+      "åĴĮ è°",
+      "XX X",
+      "Ġpolit ical",
+      "Ġcam er",
+      "çļĦ è¡Į为",
+      "æĦı 大åĪ©",
+      "Ġapp s",
+      "åĩı è½»",
+      "Ġread ers",
+      "å©ļ 姻",
+      "æ° ¸",
+      "o res",
+      "åħ¨ éĿ¢",
+      "ĠAf ric",
+      "Ġfavor ite",
+      "Ġm ill",
+      "Ġd ang",
+      "ĠSt ates",
+      "åĢ Ł",
+      "å¯ ¿",
+      "Ġl at",
+      "è¿ĩ åİ»",
+      "Ġtr uly",
+      "åĽŀçŃĶ éĹ®é¢ĺ",
+      "Ġco gn",
+      "ä» °",
+      "ĠJ apan",
+      "iz z",
+      "çļĦæĿ IJ",
+      "x x",
+      "é¢ĺ 缮",
+      "ri ption",
+      "éĤ£ äºĽ",
+      "Ġbud get",
+      "Ġv ast",
+      "éļIJ ç§ģ",
+      "Ġpolic ymakers",
+      "è¿ĺ éľĢè¦ģ",
+      "并 æıIJä¾Ľ",
+      "Ġswe et",
+      "Ġgener al",
+      "æ» ¤",
+      "Ġbir ds",
+      "Ġpl astic",
+      "Ċ ĉ",
+      "åĪ º",
+      "ment al",
+      "Ġincl usive",
+      "Ġtop ics",
+      "Ġs low",
+      "ä½ł èĥ½",
+      "è¶³å¤Ł çļĦ",
+      "è§Ĩ è§ī",
+      "w w",
+      "Ġ 使çĶ¨",
+      "æī ¹",
+      "æ¦Ĥ 念",
+      "é£Ł çĶ¨",
+      "èĢ ³",
+      "c ks",
+      "Ġfra ud",
+      "Ġingred ients",
+      "Ġf asc",
+      "åĮĹ äº¬",
+      "Ġf r",
+      "Ġmanufact uring",
+      "Ġ ä½ľä¸º",
+      "Ġbe ach",
+      "é¡ ¿",
+      "eri ous",
+      "å¤ĸ è§Ĥ",
+      "é¢Ħ éĺ²",
+      "æĿ¥ èĩª",
+      "èĤĮ èĤī",
+      "Ġd ays",
+      "Ġass ign",
+      "Ġadv ant",
+      "Ġteam s",
+      "é¢ Ĺ",
+      "now n",
+      "ĠP o",
+      "} {",
+      "Ġmin ut",
+      "it ions",
+      "Ġeas ily",
+      "ĠB l",
+      "n ame",
+      "åѦ æł¡",
+      "Ġrespons ibility",
+      "åıij æĮ¥",
+      "Ġsens itive",
+      "çŃī äºİ",
+      "ci ous",
+      "Ġs ou",
+      "å± ı",
+      "Ġr ich",
+      "å½ĵ çĦ¶",
+      "m an",
+      "Ġinterpre t",
+      "2 4",
+      "Ġshow s",
+      "èģĮ åľº",
+      "Ġf all",
+      "è½ ½",
+      "丰å¯Į çļĦ",
+      "( '",
+      "ä¿® æĶ¹",
+      "æĽ´ æį¢",
+      "A l",
+      "åı¯èĥ½ æĺ¯",
+      "Ġr ate",
+      "Ġprotect ing",
+      "f it",
+      "Ġ5 0",
+      "Ġmove ment",
+      "è§ Ī",
+      "Ġemploy ee",
+      "Ġdis ord",
+      "åĪĽ æĦı",
+      "产åĵģ çļĦ",
+      "æľ Ŀ",
+      "ĊĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ",
+      "Ġpre d",
+      "Ġoffer ing",
+      "åįģ åĪĨ",
+      "èĢĮ ä¸įæĺ¯",
+      "Th ank",
+      "æĽ ¾",
+      "Ġele ments",
+      "ç² Ĵ",
+      "Ġcour ses",
+      "Ġintegr ated",
+      "ĠC ar",
+      "agra ph",
+      "åŁº åĽł",
+      "Ġinst ead",
+      "èĦ ±",
+      "åı¦ ä¸Ģ个",
+      "å¯Ĩ çłģ",
+      "Ġallow ed",
+      "éĿ¢ åĮħ",
+      "çķ ªèĮĦ",
+      "åĴĮ åıijå±ķ",
+      "å° ģ",
+      "Ġconnect ion",
+      "åľ¨ ä¸Ģ个",
+      "Ġuse ful",
+      "è¯Ń åı¥",
+      "åĪĨ å¸ĥ",
+      "表 æ¼Ķ",
+      "æľī æŶ",
+      "çļĦæĹ ħ",
+      "çļĦæĢ »",
+      "Ġf ashion",
+      "èĭ ¦",
+      "è¦ģ 注æĦı",
+      "çĶŁ ç´ł",
+      "Ġnut ri",
+      "èĩª è¡Į",
+      "çļĦç ĭ",
+      "çIJĨ解 åĴĮ",
+      "Ġc at",
+      "æľºåĻ¨ åŃ¦ä¹ł",
+      "Ġexh ib",
+      "åĴĮ æľįåĬ¡",
+      "fra c",
+      "e pend",
+      "Ġimpact ed",
+      "Ġ ut",
+      "æķ° ç»Ħ",
+      "ĠWor ld",
+      "Ġansw er",
+      "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 述",
+      "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/models/minimind_tokenizer/tokenizer_config.json b/models/minimind_tokenizer/tokenizer_config.json
new file mode 100644
index 0000000..e85d17e
--- /dev/null
+++ b/models/minimind_tokenizer/tokenizer_config.json
@@ -0,0 +1,43 @@
+{
+  "add_bos_token": false,
+  "add_eos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<|im_start|>",
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\ No newline at end of file
diff --git a/run_file/experiment_1.3.0.sh b/run_file/experiment_1.3.0.sh
index ebfbe29..9640c18 100644
--- a/run_file/experiment_1.3.0.sh
+++ b/run_file/experiment_1.3.0.sh
@@ -18,21 +18,20 @@ CUDA_VISIBLE_DEVICES=0,1,2,3 accelerate launch \
     --out_dir "out" \
     --epochs 3 \
     --embedding_epoch 2 \
-    --batch_size 48 \
-    --learning_rate 2e-4 \
+    --batch_size 64 \
+    --learning_rate 8e-5 \
     --dtype bfloat16 \
     --use_swanlab \
     --swanlab_project "MiniMind-Pretrain" \
     --num_workers 1 \
-    --accumulation_steps 32 \
-    --grad_clip 1.0 \
+    --accumulation_steps 16 \
+    --grad_clip 0.5 \
     --warmup_iters 0 \
     --log_interval 100 \
     --save_interval 10000 \
     --dim 1024 \
-    --n_layers 18 \
+    --n_layers 48 \
     --max_seq_len 512 \
-    --use_moe False \
     --data_path "./dataset/stable/merged_pretrain.jsonl" \
     --profile \
     --profile_interval 10 \
@@ -44,4 +43,4 @@ CUDA_VISIBLE_DEVICES=0,1,2,3 accelerate launch \
     --cluster_cache_path "./cache/cluster_tokens_single.pt" \
     --memory_monitor_interval 10 \
     --model_type "model_original" \
-    --model_size 814.724
+    --model_size 538
diff --git a/train_pretrain_accelerate.py b/train_pretrain_accelerate.py
index d8381f1..74413be 100644
--- a/train_pretrain_accelerate.py
+++ b/train_pretrain_accelerate.py
@@ -685,6 +685,47 @@ def train_epoch(epoch, accelerator, model, train_loader, optimizer, scheduler, a
                                   f"Bwd: {backward_time/args.log_interval:.2f}ms, "
                                   f"Optim: {optimizer_time/args.log_interval:.2f}ms, "
                                   f"Iter Time: {iter_time:.2f}ms", accelerator)
+                            
+                            # 生成文本示例
+                            try:
+                                # 随机选择一个样本
+                                random_idx = torch.randint(0, X.size(0), (1,)).item()
+                                sample_input = X[random_idx:random_idx+1]  # [1, seq_len]
+                                
+                                # 取前面的部分作为prompt（例如前一半）
+                                prompt_len = min(sample_input.size(1) // 2, sample_input.size(1) - 10)
+                                prompt_input = sample_input[:, :prompt_len]
+                                
+                                # 生成10个token
+                                unwrapped_model = accelerator.unwrap_model(model)
+                                unwrapped_model.eval()  # 设置为评估模式
+                                
+                                with torch.no_grad():
+                                    generated = unwrapped_model.generate(
+                                        prompt_input,
+                                        max_new_tokens=10,
+                                        temperature=0.7,
+                                        top_p=0.9,
+                                        eos_token_id=tokenizer.eos_token_id,
+                                        pad_token_id=tokenizer.pad_token_id
+                                    )
+                                
+                                # 转换为人类可读文本
+                                original_text = tokenizer.decode(sample_input[0], skip_special_tokens=True)
+                                prompt_text = tokenizer.decode(prompt_input[0], skip_special_tokens=True)
+                                generated_text = tokenizer.decode(generated[0], skip_special_tokens=True)
+                                new_tokens_text = generated_text[len(prompt_text):]
+                                
+                                Logger(f"生成文本示例:", accelerator)
+                                Logger(f"  原始文本: {original_text[:100]}...", accelerator)
+                                Logger(f"  输入提示: {prompt_text[-50:]}", accelerator)
+                                Logger(f"  生成续写: {new_tokens_text}", accelerator)
+                                
+                                unwrapped_model.train()  # 恢复训练模式
+                                
+                            except Exception as e:
+                                Logger(f"生成文本示例失败: {e}", accelerator)
+                            
                             # 重置事件以便下次测量从0开始
                             data_start = torch.cuda.Event(enable_timing=True)
                             data_end = torch.cuda.Event(enable_timing=True)