diff --git "a/fine-tune-whisper-streaming.ipynb" "b/fine-tune-whisper-streaming.ipynb"
--- "a/fine-tune-whisper-streaming.ipynb"
+++ "b/fine-tune-whisper-streaming.ipynb"
@@ -108,10 +108,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 1,
    "id": "065a8cf7-e54f-4ac3-900e-609c80714fca",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/ubuntu/.venv/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    }
+   ],
    "source": [
     "from datasets import interleave_datasets, load_dataset\n",
     "\n",
@@ -142,7 +151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 2,
    "id": "a2787582-554f-44ce-9f38-4180a5ed6b44",
    "metadata": {},
    "outputs": [],
@@ -189,16397 +198,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 3,
    "id": "77d9f0c5-8607-4642-a8ac-c3ab2e223ea6",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "loading configuration file preprocessor_config.json from cache at /home/ubuntu/.cache/huggingface/hub/models--openai--whisper-small/snapshots/ecd562088fc463cdf07bf4a997944edeae03993e/preprocessor_config.json\n",
-      "Feature extractor WhisperFeatureExtractor {\n",
-      "  \"chunk_length\": 30,\n",
-      "  \"feature_extractor_type\": \"WhisperFeatureExtractor\",\n",
-      "  \"feature_size\": 80,\n",
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-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "loading file vocab.json from cache at /home/ubuntu/.cache/huggingface/hub/models--openai--whisper-small/snapshots/ecd562088fc463cdf07bf4a997944edeae03993e/vocab.json\n",
-      "loading file tokenizer.json from cache at None\n",
-      "loading file merges.txt from cache at /home/ubuntu/.cache/huggingface/hub/models--openai--whisper-small/snapshots/ecd562088fc463cdf07bf4a997944edeae03993e/merges.txt\n",
-      "loading file normalizer.json from cache at /home/ubuntu/.cache/huggingface/hub/models--openai--whisper-small/snapshots/ecd562088fc463cdf07bf4a997944edeae03993e/normalizer.json\n",
-      "loading file added_tokens.json from cache at /home/ubuntu/.cache/huggingface/hub/models--openai--whisper-small/snapshots/ecd562088fc463cdf07bf4a997944edeae03993e/added_tokens.json\n",
-      "loading file special_tokens_map.json from cache at /home/ubuntu/.cache/huggingface/hub/models--openai--whisper-small/snapshots/ecd562088fc463cdf07bf4a997944edeae03993e/special_tokens_map.json\n",
-      "loading file tokenizer_config.json from cache at /home/ubuntu/.cache/huggingface/hub/models--openai--whisper-small/snapshots/ecd562088fc463cdf07bf4a997944edeae03993e/tokenizer_config.json\n",
-      "Adding <|endoftext|> to the vocabulary\n",
-      "Adding <|startoftranscript|> to the vocabulary\n",
-      "Adding <|en|> to the vocabulary\n",
-      "Adding <|zh|> to the vocabulary\n",
-      "Adding <|de|> to the vocabulary\n",
-      "Adding <|es|> to the vocabulary\n",
-      "Adding <|ru|> to the vocabulary\n",
-      "Adding <|ko|> to the vocabulary\n",
-      "Adding <|fr|> to the vocabulary\n",
-      "Adding <|ja|> to the vocabulary\n",
-      "Adding <|pt|> to the vocabulary\n",
-      "Adding <|tr|> to the vocabulary\n",
-      "Adding <|pl|> to the vocabulary\n",
-      "Adding <|ca|> to the vocabulary\n",
-      "Adding <|nl|> to the vocabulary\n",
-      "Adding <|ar|> to the vocabulary\n",
-      "Adding <|sv|> to the vocabulary\n",
-      "Adding <|it|> to the vocabulary\n",
-      "Adding <|id|> to the vocabulary\n",
-      "Adding <|hi|> to the vocabulary\n",
-      "Adding <|fi|> to the vocabulary\n",
-      "Adding <|vi|> to the vocabulary\n",
-      "Adding <|iw|> to the vocabulary\n",
-      "Adding <|uk|> to the vocabulary\n",
-      "Adding <|el|> to the vocabulary\n",
-      "Adding <|ms|> to the vocabulary\n",
-      "Adding <|cs|> to the vocabulary\n",
-      "Adding <|ro|> to the vocabulary\n",
-      "Adding <|da|> to the vocabulary\n",
-      "Adding <|hu|> to the vocabulary\n",
-      "Adding <|ta|> to the vocabulary\n",
-      "Adding <|no|> to the vocabulary\n",
-      "Adding <|th|> to the vocabulary\n",
-      "Adding <|ur|> to the vocabulary\n",
-      "Adding <|hr|> to the vocabulary\n",
-      "Adding <|bg|> to the vocabulary\n",
-      "Adding <|lt|> to the vocabulary\n",
-      "Adding <|la|> to the vocabulary\n",
-      "Adding <|mi|> to the vocabulary\n",
-      "Adding <|ml|> to the vocabulary\n",
-      "Adding <|cy|> to the vocabulary\n",
-      "Adding <|sk|> to the vocabulary\n",
-      "Adding <|te|> to the vocabulary\n",
-      "Adding <|fa|> to the vocabulary\n",
-      "Adding <|lv|> to the vocabulary\n",
-      "Adding <|bn|> to the vocabulary\n",
-      "Adding <|sr|> to the vocabulary\n",
-      "Adding <|az|> to the vocabulary\n",
-      "Adding <|sl|> to the vocabulary\n",
-      "Adding <|kn|> to the vocabulary\n",
-      "Adding <|et|> to the vocabulary\n",
-      "Adding <|mk|> to the vocabulary\n",
-      "Adding <|br|> to the vocabulary\n",
-      "Adding <|eu|> to the vocabulary\n",
-      "Adding <|is|> to the vocabulary\n",
-      "Adding <|hy|> to the vocabulary\n",
-      "Adding <|ne|> to the vocabulary\n",
-      "Adding <|mn|> to the vocabulary\n",
-      "Adding <|bs|> to the vocabulary\n",
-      "Adding <|kk|> to the vocabulary\n",
-      "Adding <|sq|> to the vocabulary\n",
-      "Adding <|sw|> to the vocabulary\n",
-      "Adding <|gl|> to the vocabulary\n",
-      "Adding <|mr|> to the vocabulary\n",
-      "Adding <|pa|> to the vocabulary\n",
-      "Adding <|si|> to the vocabulary\n",
-      "Adding <|km|> to the vocabulary\n",
-      "Adding <|sn|> to the vocabulary\n",
-      "Adding <|yo|> to the vocabulary\n",
-      "Adding <|so|> to the vocabulary\n",
-      "Adding <|af|> to the vocabulary\n",
-      "Adding <|oc|> to the vocabulary\n",
-      "Adding <|ka|> to the vocabulary\n",
-      "Adding <|be|> to the vocabulary\n",
-      "Adding <|tg|> to the vocabulary\n",
-      "Adding <|sd|> to the vocabulary\n",
-      "Adding <|gu|> to the vocabulary\n",
-      "Adding <|am|> to the vocabulary\n",
-      "Adding <|yi|> to the vocabulary\n",
-      "Adding <|lo|> to the vocabulary\n",
-      "Adding <|uz|> to the vocabulary\n",
-      "Adding <|fo|> to the vocabulary\n",
-      "Adding <|ht|> to the vocabulary\n",
-      "Adding <|ps|> to the vocabulary\n",
-      "Adding <|tk|> to the vocabulary\n",
-      "Adding <|nn|> to the vocabulary\n",
-      "Adding <|mt|> to the vocabulary\n",
-      "Adding <|sa|> to the vocabulary\n",
-      "Adding <|lb|> to the vocabulary\n",
-      "Adding <|my|> to the vocabulary\n",
-      "Adding <|bo|> to the vocabulary\n",
-      "Adding <|tl|> to the vocabulary\n",
-      "Adding <|mg|> to the vocabulary\n",
-      "Adding <|as|> to the vocabulary\n",
-      "Adding <|tt|> to the vocabulary\n",
-      "Adding <|haw|> to the vocabulary\n",
-      "Adding <|ln|> to the vocabulary\n",
-      "Adding <|ha|> to the vocabulary\n",
-      "Adding <|ba|> to the vocabulary\n",
-      "Adding <|jw|> to the vocabulary\n",
-      "Adding <|su|> to the vocabulary\n",
-      "Adding <|translate|> to the vocabulary\n",
-      "Adding <|transcribe|> to the vocabulary\n",
-      "Adding <|startoflm|> to the vocabulary\n",
-      "Adding <|startofprev|> to the vocabulary\n",
-      "Adding <|nocaptions|> to the vocabulary\n",
-      "Adding <|notimestamps|> to the vocabulary\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from transformers import WhisperProcessor\n",
     "\n",
@@ -16604,7 +228,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 4,
    "id": "ab5a13b4-9bd4-4aa0-aef2-b3de9b762988",
    "metadata": {},
    "outputs": [
@@ -16624,7 +248,7 @@
        " 'segment': Value(dtype='string', id=None)}"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -16650,7 +274,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 5,
    "id": "3ab6a724-3d1e-478b-a9e9-d2f85feb6c39",
    "metadata": {},
    "outputs": [],
@@ -16670,7 +294,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 6,
    "id": "d041650e-1c48-4439-87b3-5b6f4a514107",
    "metadata": {},
    "outputs": [],
@@ -16697,7 +321,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 8,
+   "id": "d4aa6315",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import jieba as jb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
    "id": "c085911c-a10a-41ef-8874-306e0503e9bb",
    "metadata": {},
    "outputs": [],
@@ -16717,9 +351,10 @@
     "        transcription = transcription.lower()\n",
     "    if do_remove_punctuation:\n",
     "        transcription = normalizer(transcription).strip()\n",
+    "    input_str = ' '.join(jb.cut(transcription))\n",
     "    \n",
     "    # encode target text to label ids\n",
-    "    batch[\"labels\"] = processor.tokenizer(transcription).input_ids\n",
+    "    batch[\"labels\"] = processor.tokenizer(input_str).input_ids\n",
     "    return batch"
    ]
   },
@@ -16733,7 +368,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 27,
    "id": "a37a7cdb-9013-427f-8de9-6a8d0e9dc684",
    "metadata": {},
    "outputs": [],
@@ -16751,7 +386,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 28,
    "id": "1b145699-acfc-4b1d-93a2-a2ad3d62674c",
    "metadata": {},
    "outputs": [],
@@ -16772,7 +407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 29,
    "id": "01cb25ef-4bb0-4325-9461-f59198acadf6",
    "metadata": {},
    "outputs": [],
@@ -16793,7 +428,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 30,
    "id": "333f7f6e-6053-4d3b-8924-c733c79b82ac",
    "metadata": {},
    "outputs": [],
@@ -16804,6 +439,39 @@
     ")"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "45f06e00",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "xb = next(iter(vectorized_datasets['train']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "4794dfa8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'<|startoftranscript|><|zh|><|transcribe|><|notimestamps|>為 什麼 照片 中 和 他 過節 的 是 別 的 女人<|endoftext|>'"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "processor.tokenizer.decode(xb['labels'])"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "263a5a58-0239-4a25-b0df-c625fc9c5810",