diff --git a/Workshops/Workshop_How_to_Fine_tuning_Gemma_Transformers_Edition.ipynb b/Workshops/Workshop_How_to_Fine_tuning_Gemma_Transformers_Edition.ipynb
index 5a2ed1e..02caf27 100644
--- a/Workshops/Workshop_How_to_Fine_tuning_Gemma_Transformers_Edition.ipynb
+++ b/Workshops/Workshop_How_to_Fine_tuning_Gemma_Transformers_Edition.ipynb
@@ -4,6 +4,7 @@
       "cell_type": "code",
       "execution_count": null,
       "metadata": {
+        "cellView": "form",
         "id": "i1PHqD-ZY4-c"
       },
       "outputs": [],
@@ -92,30 +93,14 @@
     },
     {
       "cell_type": "code",
-      "source": [
-        "import os\n",
-        "from google.colab import userdata, drive\n",
-        "from huggingface_hub import login\n",
-        "\n",
-        "login(userdata.get(\"HUGGING_FACE\"))\n",
-        "\n",
-        "access_token = userdata.get(\"HUGGING_FACE\")\n",
-        "my_hf_username = userdata.get(\"HUGGING_FACE_UN\")\n",
-        "os.environ[\"HF_USER\"] = my_hf_username\n",
-        "os.environ[\"HF_TOKEN\"] = userdata.get(\"HUGGING_FACE\")"
-      ],
+      "execution_count": null,
       "metadata": {
-        "id": "TT7GexJnZZCj",
-        "outputId": "5f5cc93f-d9c8-4bb4-d828-b670ed352b35",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        }
+        "id": "TT7GexJnZZCj"
       },
-      "execution_count": null,
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "The token has not been saved to the git credentials helper. Pass `add_to_git_credential=True` in this function directly or `--add-to-git-credential` if using via `huggingface-cli` if you want to set the git credential as well.\n",
             "Token is valid (permission: read).\n",
@@ -123,6 +108,18 @@
             "Login successful\n"
           ]
         }
+      ],
+      "source": [
+        "import os\n",
+        "from google.colab import userdata, drive\n",
+        "from huggingface_hub import login\n",
+        "\n",
+        "login(userdata.get(\"HUGGING_FACE\"))\n",
+        "\n",
+        "access_token = userdata.get(\"HUGGING_FACE\")\n",
+        "my_hf_username = userdata.get(\"HUGGING_FACE_UN\")\n",
+        "os.environ[\"HF_USER\"] = my_hf_username\n",
+        "os.environ[\"HF_TOKEN\"] = userdata.get(\"HUGGING_FACE\")"
       ]
     },
     {
@@ -138,34 +135,14 @@
     },
     {
       "cell_type": "code",
-      "source": [
-        "!pip install transformers torch\n",
-        "# Set the backbend before importing Keras\n",
-        "os.environ[\"KERAS_BACKEND\"] = \"jax\"\n",
-        "# Avoid memory fragmentation on JAX backend.\n",
-        "os.environ[\"XLA_PYTHON_CLIENT_MEM_FRACTION\"] = \"1.00\"\n",
-        "\n",
-        "# Training Configurations\n",
-        "token_limit = 128\n",
-        "num_data_limit = 100\n",
-        "lora_name = \"my_lora\"\n",
-        "lora_rank = 4\n",
-        "lr_value = 1e-3\n",
-        "train_epoch = 5\n",
-        "model_id = \"google/gemma-2-2b-it\""
-      ],
+      "execution_count": null,
       "metadata": {
-        "id": "WNn86PiiXTNf",
-        "outputId": "5ac7a598-0773-4596-a393-ba53cbfd2470",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        }
+        "id": "WNn86PiiXTNf"
       },
-      "execution_count": null,
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (4.44.2)\n",
             "Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (2.4.1+cu121)\n",
@@ -192,6 +169,22 @@
             "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch) (1.3.0)\n"
           ]
         }
+      ],
+      "source": [
+        "!pip install transformers torch\n",
+        "# Set the backbend before importing Keras\n",
+        "os.environ[\"KERAS_BACKEND\"] = \"jax\"\n",
+        "# Avoid memory fragmentation on JAX backend.\n",
+        "os.environ[\"XLA_PYTHON_CLIENT_MEM_FRACTION\"] = \"1.00\"\n",
+        "\n",
+        "# Training Configurations\n",
+        "token_limit = 128\n",
+        "num_data_limit = 100\n",
+        "lora_name = \"my_lora\"\n",
+        "lora_rank = 4\n",
+        "lr_value = 1e-3\n",
+        "train_epoch = 5\n",
+        "model_id = \"google/gemma-2-2b-it\""
       ]
     },
     {
@@ -217,182 +210,10 @@
     },
     {
       "cell_type": "code",
-      "source": [
-        "from transformers import AutoModelForCausalLM, AutoTokenizer\n",
-        "import time\n",
-        "\n",
-        "# Load a pretrained model and tokenizer from Hugging Face\n",
-        "gemma_lm = AutoModelForCausalLM.from_pretrained(model_id, token=access_token)\n",
-        "tokenizer = AutoTokenizer.from_pretrained(model_id, token=access_token)\n",
-        "\n",
-        "# Summarize the model\n",
-        "print(gemma_lm)\n",
-        "\n",
-        "tick_start = 0\n",
-        "\n",
-        "def tick():\n",
-        "    global tick_start\n",
-        "    tick_start = time.time()\n",
-        "\n",
-        "def tock():\n",
-        "    print(f\"TOTAL TIME ELAPSED: {time.time() - tick_start:.2f}s\")\n",
-        "\n",
-        "def text_gen(prompt, token_limit=100):  # You can set your token limit\n",
-        "    tick()\n",
-        "\n",
-        "    # Format input, same as your original code\n",
-        "    input_text = f\"<start_of_turn>user\\n{prompt}<end_of_turn>\\n<start_of_turn>model\\n\"\n",
-        "\n",
-        "    # Tokenize input\n",
-        "    inputs = tokenizer(input_text, return_tensors=\"pt\")\n",
-        "\n",
-        "    # Generate text using the model\n",
-        "    output_tokens = gemma_lm.generate(\n",
-        "        inputs[\"input_ids\"],\n",
-        "        max_length=token_limit,\n",
-        "        pad_token_id=tokenizer.eos_token_id  # Prevent errors if the input length exceeds the model's limit\n",
-        "    )\n",
-        "\n",
-        "    # Decode the generated tokens back to text\n",
-        "    output = tokenizer.decode(output_tokens[0], skip_special_tokens=True)\n",
-        "\n",
-        "    print(\"\\nGemma output:\")\n",
-        "    print(output)\n",
-        "\n",
-        "    tock()"
-      ],
+      "execution_count": null,
       "metadata": {
-        "id": "ywcDWVhAXb_9",
-        "outputId": "d9af537b-6c7a-4018-ada6-7b5dc58328d8",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 880,
-          "referenced_widgets": [
-            "5dcc5fb3ad9e41eeb877fdd04f09ba7d",
-            "eeda0cc4233f41c7a1bb077b335922af",
-            "7786f72663544d3b964f8706ee4c87db",
-            "16489924a7194b6780f51cb3fa808c5e",
-            "8a87e9b8ba9d41ce8b44f2fef3244a81",
-            "e84b2d9e1e9e46c28e788385d64bc7c6",
-            "60c77f65806f4ff688453439fe7c9d83",
-            "de9354062f994aaabb104890709fc34a",
-            "9ae9adefe60b4511a90cdb2b3ef6e03d",
-            "3a29897fd3b3454ca752f63f45007d7f",
-            "1ef2aa04eaba4620a49c748ca4380d99",
-            "f4188acdf47f4cce86c02cc0d2bf46c7",
-            "54c456ec68684e57aa57aa7715921bfb",
-            "4ad2c31035574f26bf6118ef0d1413a9",
-            "a12cf321b8ae4075a4c3b0677d7bdf45",
-            "f8234ec2555b4e5684816aed66b63651",
-            "d816729082e94c41988d467654ef7841",
-            "b2d33d479a634d5c807e2a1860f4bc8c",
-            "b542562fcd6c466c9aa7f12b1b881207",
-            "2e8af71a4d85433a8e68f5c3737d7fb9",
-            "cdf16eb2e8ca487b9e9c7de16381c5c8",
-            "15332ef69c9244ccaaf3030dc9cb113a",
-            "eee1dd11b43e435cb226ee6df594291d",
-            "cc3c5ae5ebb74b2dbc81333533cc78cf",
-            "2f79a5c2a23b4808a181904593072dc5",
-            "a1c592e1355844adaa9ea80718499e4c",
-            "9805d9bec3f14c41a7a87fced47bb6ca",
-            "aed3fca1af5648e3b681d0c44f9c4f86",
-            "5960f282615e4932af3d9b7f69de2efa",
-            "151d7e95158d4d8aa2faf2886c8e0604",
-            "b5e8f1d688ea4694ac83a1bf89e27ae0",
-            "02ddb4d4c134415fa89a98984ae45c5f",
-            "7ba48bd1bbb148ff9dc7a2c33b835a35",
-            "9dc263e2dbfa4d9d9a56d62a69a57a8f",
-            "6a3171fe96744527805d8dc9eb159006",
-            "0bd0296c84a248259b5c48ac4e6bb760",
-            "20bc2639f53d4701aeafdb30e60f47da",
-            "372294f99f90486391b77296724916cc",
-            "2d9816c05a3544c0afc5a41c74ad6179",
-            "52132d841f1f48dd8c1d87ee0d308764",
-            "2fd5a5bfe878469c8f6b710c672fda9c",
-            "3a0c665acdbb4c83918c0ac469114235",
-            "eebc1808719c45b3bc7ad525798ce120",
-            "5d5a094d9cb545788f75992cbd859257",
-            "ecb1c6f7effa46b296e3574cddcb88de",
-            "cf5ec90af2944a63a0f83d5520307b82",
-            "28c7d5e1e84848c29b3d533930ccc198",
-            "b2831f93a9d148f4871c435382c6302e",
-            "9a827d1a0a424d6381b3e1eaac796b1e",
-            "afda84f0f4a445ee9dee2ccf047ce5ce",
-            "fad3963f838c44d98af0fdebb787741c",
-            "2dbc25a62598422b9c0768e109f8fd92",
-            "f97ae90efc3f44498db9203ef90d232e",
-            "707955f6553648fbb75ea65f2df2eaf6",
-            "c2fd92147e044b96ace6530ae67ca181",
-            "64324fda5c814874aaa2e97fa78ab3f0",
-            "abc4f6598a1f4c57a74a55f854ddc66d",
-            "6bfe81a71ff54a1390ff1d90d7d78864",
-            "25c94e5770e84ecea0e0f68f5bd64905",
-            "d15f3939e8b143a5b2deeb82435f9d26",
-            "a006f1ee609b47dda37389b5478a803d",
-            "0254a7b1482545cba26b5708a8920b34",
-            "977e2dc71b224a05823aa8120fa472bd",
-            "f6bdb5a59a044f4bb7332068179adce1",
-            "ecb124db56ea4925b83e91206c53f89b",
-            "e29c06ee25f84198bbea49aa0b19bb65",
-            "43bccde2f2804b089e4e40081058855f",
-            "f96a8568f4dc409090a123ff63766e58",
-            "163aee402b454733b1e74d43834849fb",
-            "8ebf2a32eac047cf9367f615ec01f0a8",
-            "760de7e3cef94be8b82cf8fc99385844",
-            "22d61c177e4e4d09a62ac08785682151",
-            "7ad0cea5c87e40da9b1dd1966b222f5a",
-            "a1e5eef9348f4bfeb456e5f096301778",
-            "4d94e337748343bb8e26d7ad7d361906",
-            "bc1dcd6dcd16462999359b579146c856",
-            "7c79134c76334c8680e81b58b9f75819",
-            "488f3d23e6ee4370b0e3750c4610acc1",
-            "5b1b61f335594a4487667b9d60395218",
-            "350ac704ca744a859527627fa92f9aa7",
-            "5a25dc05639c4cb282b1a2c4bbfdb572",
-            "4aaae0e141b14af78d9207b5f99a4516",
-            "182f4c00d1e94a4081057f34462704b7",
-            "62bb5bafdf2e47628a3ff1b114bac45a",
-            "79fac9dcae554d6f885608bd29fb904e",
-            "3b43ab0605644de9a852218edf3516fb",
-            "67261f6d01b14c50a4d7413ae8a4d113",
-            "110e4a8116e847dc9e4cea9a9df9e2b5",
-            "9ac1990111d64f919644a292b4ea2d36",
-            "494574a90f844172b5dce66aba248564",
-            "6b30ac7eab3346e8978274b8bcb03371",
-            "bdee91edaed5469a98ed808735bb30b0",
-            "eb7cfbc69c4848b3b4274203a70b6f1e",
-            "adb76c55b90d4f5aadd92d51b526fc27",
-            "5dd424f1051645abb00a3a3aa7d93990",
-            "018cb6becc764afb8bc6d9e9f2196fb9",
-            "bdd09cce6f4d4cf5b555678537c029c9",
-            "41ffd80053b6402f8aba20e1413e30cd",
-            "015fabd8f4934029900eec53ef02bdb8",
-            "b91c257be15341179ce8a262b3962ef0",
-            "e207f4774be44704a804dfacd628ad5a",
-            "559c60d219f24907b2b3b8e7c78deed8",
-            "88189b7d8769412685e197c8c8b7ec5c",
-            "2c8f45c2c1624865a698eb8c5527b0e4",
-            "d55c5f99d58942c2ba0506090f9755c2",
-            "9b5c6869f25945fa9424593255af07fc",
-            "435dfab7d6c94fb7b8b1a9dbb81bdbe7",
-            "9c0fa484394142c3beee7e272f626b08",
-            "3ad6acbc511b4417b5ca4e56a8688828",
-            "2d693baa6ea04b58965141813bd0ceca",
-            "379696127cc841a08cb6ca5000180032",
-            "9d03f9f959254badae3c94b71e84f2cc",
-            "65d1d113a0a8446c83563d9aefd8b112",
-            "9f61fd282f104094bc821e8a4b9f27ce",
-            "fd0fc02ef4b545c0a459527aca8bc81e",
-            "01cf0405f63a4d38ad8d1fe31721806f",
-            "ae20add968524517a261a81be45cde48",
-            "dc76053f6ae847469aab55949ad182be",
-            "4d98195ba52f48a29a237777eeef35cf",
-            "ffeafe7d69484d64af7484311e32703d",
-            "b66e7b11b2404e3daeaed1272994adb5"
-          ]
-        }
+        "id": "ywcDWVhAXb_9"
       },
-      "execution_count": null,
       "outputs": [
         {
           "data": {
@@ -479,78 +300,78 @@
           "output_type": "display_data"
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "generation_config.json:   0%|          | 0.00/187 [00:00<?, ?B/s]"
-            ],
             "application/vnd.jupyter.widget-view+json": {
+              "model_id": "43bccde2f2804b089e4e40081058855f",
               "version_major": 2,
-              "version_minor": 0,
-              "model_id": "43bccde2f2804b089e4e40081058855f"
-            }
+              "version_minor": 0
+            },
+            "text/plain": [
+              "generation_config.json:   0%|          | 0.00/187 [00:00<?, ?B/s]"
+            ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "tokenizer_config.json:   0%|          | 0.00/47.0k [00:00<?, ?B/s]"
-            ],
             "application/vnd.jupyter.widget-view+json": {
+              "model_id": "488f3d23e6ee4370b0e3750c4610acc1",
               "version_major": 2,
-              "version_minor": 0,
-              "model_id": "488f3d23e6ee4370b0e3750c4610acc1"
-            }
+              "version_minor": 0
+            },
+            "text/plain": [
+              "tokenizer_config.json:   0%|          | 0.00/47.0k [00:00<?, ?B/s]"
+            ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "tokenizer.model:   0%|          | 0.00/4.24M [00:00<?, ?B/s]"
-            ],
             "application/vnd.jupyter.widget-view+json": {
+              "model_id": "9ac1990111d64f919644a292b4ea2d36",
               "version_major": 2,
-              "version_minor": 0,
-              "model_id": "9ac1990111d64f919644a292b4ea2d36"
-            }
+              "version_minor": 0
+            },
+            "text/plain": [
+              "tokenizer.model:   0%|          | 0.00/4.24M [00:00<?, ?B/s]"
+            ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "tokenizer.json:   0%|          | 0.00/17.5M [00:00<?, ?B/s]"
-            ],
             "application/vnd.jupyter.widget-view+json": {
+              "model_id": "b91c257be15341179ce8a262b3962ef0",
               "version_major": 2,
-              "version_minor": 0,
-              "model_id": "b91c257be15341179ce8a262b3962ef0"
-            }
+              "version_minor": 0
+            },
+            "text/plain": [
+              "tokenizer.json:   0%|          | 0.00/17.5M [00:00<?, ?B/s]"
+            ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "special_tokens_map.json:   0%|          | 0.00/636 [00:00<?, ?B/s]"
-            ],
             "application/vnd.jupyter.widget-view+json": {
+              "model_id": "379696127cc841a08cb6ca5000180032",
               "version_major": 2,
-              "version_minor": 0,
-              "model_id": "379696127cc841a08cb6ca5000180032"
-            }
+              "version_minor": 0
+            },
+            "text/plain": [
+              "special_tokens_map.json:   0%|          | 0.00/636 [00:00<?, ?B/s]"
+            ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Gemma2ForCausalLM(\n",
             "  (model): Gemma2Model(\n",
@@ -582,6 +403,50 @@
             ")\n"
           ]
         }
+      ],
+      "source": [
+        "from transformers import AutoModelForCausalLM, AutoTokenizer\n",
+        "import time\n",
+        "\n",
+        "# Load a pretrained model and tokenizer from Hugging Face\n",
+        "gemma_lm = AutoModelForCausalLM.from_pretrained(model_id, token=access_token)\n",
+        "tokenizer = AutoTokenizer.from_pretrained(model_id, token=access_token)\n",
+        "\n",
+        "# Summarize the model\n",
+        "print(gemma_lm)\n",
+        "\n",
+        "tick_start = 0\n",
+        "\n",
+        "def tick():\n",
+        "    global tick_start\n",
+        "    tick_start = time.time()\n",
+        "\n",
+        "def tock():\n",
+        "    print(f\"TOTAL TIME ELAPSED: {time.time() - tick_start:.2f}s\")\n",
+        "\n",
+        "def text_gen(prompt, token_limit=100):  # You can set your token limit\n",
+        "    tick()\n",
+        "\n",
+        "    # Format input, same as your original code\n",
+        "    input_text = f\"<start_of_turn>user\\n{prompt}<end_of_turn>\\n<start_of_turn>model\\n\"\n",
+        "\n",
+        "    # Tokenize input\n",
+        "    inputs = tokenizer(input_text, return_tensors=\"pt\")\n",
+        "\n",
+        "    # Generate text using the model\n",
+        "    output_tokens = gemma_lm.generate(\n",
+        "        inputs[\"input_ids\"],\n",
+        "        max_length=token_limit,\n",
+        "        pad_token_id=tokenizer.eos_token_id  # Prevent errors if the input length exceeds the model's limit\n",
+        "    )\n",
+        "\n",
+        "    # Decode the generated tokens back to text\n",
+        "    output = tokenizer.decode(output_tokens[0], skip_special_tokens=True)\n",
+        "\n",
+        "    print(\"\\nGemma output:\")\n",
+        "    print(output)\n",
+        "\n",
+        "    tock()"
       ]
     },
     {
@@ -631,16 +496,12 @@
       "cell_type": "code",
       "execution_count": null,
       "metadata": {
-        "id": "xR1riO7NURFF",
-        "outputId": "f9277cf5-9ea4-4509-a50b-260941c24ae3",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        }
+        "id": "xR1riO7NURFF"
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "[2, 177383, 235265, 6235, 3004, 2190, 26809, 235260, 235442, 235290, 545, 235265, 687, 11030, 5365, 14693, 12318, 43897, 235265]\n",
             "     2 -> <bos>\n",
@@ -728,16 +589,12 @@
       "cell_type": "code",
       "execution_count": null,
       "metadata": {
-        "id": "ZiS-KU9osh_N",
-        "outputId": "dedf9024-ff52-4a36-e586-6fea9139a53f",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        }
+        "id": "ZiS-KU9osh_N"
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "15\n",
             "<start_of_turn>user\n",
@@ -807,61 +664,25 @@
     },
     {
       "cell_type": "code",
-      "source": [
-        "!pip install datasets"
-      ],
+      "execution_count": null,
       "metadata": {
         "id": "ZS9zT92tiKHu"
       },
-      "execution_count": null,
-      "outputs": []
+      "outputs": [],
+      "source": [
+        "!pip install datasets"
+      ]
     },
     {
       "cell_type": "code",
-      "source": [
-        "# from datasets import load_dataset\n",
-        "\n",
-        "# # Load the dataset\n",
-        "# ds = load_dataset(\"bebechien/korean_cake_boss\", split=\"train\")\n",
-        "# print(ds)\n",
-        "\n",
-        "# # Prepare the dataset for tokenization\n",
-        "# train = []\n",
-        "\n",
-        "# # Iterate through the dataset and format the prompts\n",
-        "# for x in ds:\n",
-        "#     # Create the formatted input-output text\n",
-        "#     item = f\"<start_of_turn>user\\n다음에 대한 이메일 답장을 작성해줘.\\n\\\"{x['input']}\\\"<end_of_turn>\\n<start_of_turn>model\\n{x['output']}<end_of_turn>\"\n",
-        "\n",
-        "#     # Tokenize the item and get its length\n",
-        "#     length = len(tokenizer(item)[\"input_ids\"])\n",
-        "#     print(length)\n",
-        "#     # Skip if the tokenized item is longer than the token limit\n",
-        "#     if length < token_limit:\n",
-        "#         train.append(item)\n",
-        "\n",
-        "#         # Stop if we have reached the desired data limit\n",
-        "#         if len(train) >= num_data_limit:\n",
-        "#             break\n",
-        "\n",
-        "# # Output the results\n",
-        "# print(f\"Number of training examples: {len(train)}\")\n",
-        "# print(f\"First example: {train[0]}\")\n",
-        "# print(f\"Second example: {train[1]}\")\n",
-        "# print(f\"Third example: {train[2]}\")"
-      ],
+      "execution_count": null,
       "metadata": {
-        "id": "Vh9s8m_PgoAH",
-        "outputId": "ccdf0c19-c3b5-40d5-d7ae-dc7a2c59fe0b",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        }
+        "id": "Vh9s8m_PgoAH"
       },
-      "execution_count": null,
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Dataset({\n",
             "    features: ['input', 'output'],\n",
@@ -923,6 +744,38 @@
             "[가게 이름] 드림<end_of_turn>\n"
           ]
         }
+      ],
+      "source": [
+        "# from datasets import load_dataset\n",
+        "\n",
+        "# # Load the dataset\n",
+        "# ds = load_dataset(\"bebechien/korean_cake_boss\", split=\"train\")\n",
+        "# print(ds)\n",
+        "\n",
+        "# # Prepare the dataset for tokenization\n",
+        "# train = []\n",
+        "\n",
+        "# # Iterate through the dataset and format the prompts\n",
+        "# for x in ds:\n",
+        "#     # Create the formatted input-output text\n",
+        "#     item = f\"<start_of_turn>user\\n다음에 대한 이메일 답장을 작성해줘.\\n\\\"{x['input']}\\\"<end_of_turn>\\n<start_of_turn>model\\n{x['output']}<end_of_turn>\"\n",
+        "\n",
+        "#     # Tokenize the item and get its length\n",
+        "#     length = len(tokenizer(item)[\"input_ids\"])\n",
+        "#     print(length)\n",
+        "#     # Skip if the tokenized item is longer than the token limit\n",
+        "#     if length < token_limit:\n",
+        "#         train.append(item)\n",
+        "\n",
+        "#         # Stop if we have reached the desired data limit\n",
+        "#         if len(train) >= num_data_limit:\n",
+        "#             break\n",
+        "\n",
+        "# # Output the results\n",
+        "# print(f\"Number of training examples: {len(train)}\")\n",
+        "# print(f\"First example: {train[0]}\")\n",
+        "# print(f\"Second example: {train[1]}\")\n",
+        "# print(f\"Third example: {train[2]}\")"
       ]
     },
     {
@@ -973,53 +826,14 @@
     },
     {
       "cell_type": "code",
-      "source": [
-        "!pip install peft\n",
-        "from peft import get_peft_model, LoraConfig, TaskType\n",
-        "import torch.nn as nn\n",
-        "\n",
-        "lora_config = LoraConfig(\n",
-        "    task_type=TaskType.CAUSAL_LM,\n",
-        "    r=lora_rank,   # Using your predefined lora_rank\n",
-        "    lora_alpha=32,\n",
-        "    lora_dropout=0.1\n",
-        ")\n",
-        "gemma_lm = get_peft_model(gemma_lm, lora_config)  # Enable LoRA for the model\n",
-        "\n",
-        "print(gemma_lm)  # Hugging Face models don't have a summary method; use print() instead\n",
-        "\n",
-        "tokenizer.model_max_length = token_limit  # Set token limit in the tokenizer\n",
-        "\n",
-        "from transformers import AdamW\n",
-        "\n",
-        "optimizer_grouped_parameters = [\n",
-        "    {'params': [p for n, p in gemma_lm.named_parameters() if not any(nd in n for nd in [\"bias\", \"LayerNorm.weight\"])], 'weight_decay': 0.01},\n",
-        "    {'params': [p for n, p in gemma_lm.named_parameters() if any(nd in n for nd in [\"bias\", \"LayerNorm.weight\"])], 'weight_decay': 0.0}\n",
-        "]\n",
-        "optimizer = AdamW(optimizer_grouped_parameters, lr=lr_value)  # Use AdamW optimizer\n",
-        "\n",
-        "\n",
-        "loss_fn = nn.CrossEntropyLoss()  # Define the loss function\n",
-        "\n",
-        "def forward_pass(input_text):\n",
-        "    inputs = tokenizer(input_text, return_tensors=\"pt\", max_length=token_limit, truncation=True)\n",
-        "    outputs = gemma_lm(**inputs, labels=inputs[\"input_ids\"])\n",
-        "    loss = outputs.loss\n",
-        "    return loss\n",
-        "\n"
-      ],
+      "execution_count": null,
       "metadata": {
-        "id": "YQiQxLFKfyzx",
-        "outputId": "5a5b1398-61cd-48ba-d354-71e4eee37213",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        }
+        "id": "YQiQxLFKfyzx"
       },
-      "execution_count": null,
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Collecting peft\n",
             "  Downloading peft-0.13.2-py3-none-any.whl.metadata (13 kB)\n",
@@ -1115,13 +929,47 @@
           ]
         },
         {
-          "output_type": "stream",
           "name": "stderr",
+          "output_type": "stream",
           "text": [
             "/usr/local/lib/python3.10/dist-packages/transformers/optimization.py:591: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
             "  warnings.warn(\n"
           ]
         }
+      ],
+      "source": [
+        "!pip install peft\n",
+        "from peft import get_peft_model, LoraConfig, TaskType\n",
+        "import torch.nn as nn\n",
+        "\n",
+        "lora_config = LoraConfig(\n",
+        "    task_type=TaskType.CAUSAL_LM,\n",
+        "    r=lora_rank,   # Using your predefined lora_rank\n",
+        "    lora_alpha=32,\n",
+        "    lora_dropout=0.1\n",
+        ")\n",
+        "gemma_lm = get_peft_model(gemma_lm, lora_config)  # Enable LoRA for the model\n",
+        "\n",
+        "print(gemma_lm)  # Hugging Face models don't have a summary method; use print() instead\n",
+        "\n",
+        "tokenizer.model_max_length = token_limit  # Set token limit in the tokenizer\n",
+        "\n",
+        "from transformers import AdamW\n",
+        "\n",
+        "optimizer_grouped_parameters = [\n",
+        "    {'params': [p for n, p in gemma_lm.named_parameters() if not any(nd in n for nd in [\"bias\", \"LayerNorm.weight\"])], 'weight_decay': 0.01},\n",
+        "    {'params': [p for n, p in gemma_lm.named_parameters() if any(nd in n for nd in [\"bias\", \"LayerNorm.weight\"])], 'weight_decay': 0.0}\n",
+        "]\n",
+        "optimizer = AdamW(optimizer_grouped_parameters, lr=lr_value)  # Use AdamW optimizer\n",
+        "\n",
+        "\n",
+        "loss_fn = nn.CrossEntropyLoss()  # Define the loss function\n",
+        "\n",
+        "def forward_pass(input_text):\n",
+        "    inputs = tokenizer(input_text, return_tensors=\"pt\", max_length=token_limit, truncation=True)\n",
+        "    outputs = gemma_lm(**inputs, labels=inputs[\"input_ids\"])\n",
+        "    loss = outputs.loss\n",
+        "    return loss\n"
       ]
     },
     {
@@ -1139,81 +987,21 @@
     },
     {
       "cell_type": "code",
-      "source": [
-        "import torch\n",
-        "import os\n",
-        "import matplotlib.pyplot as plt\n",
-        "\n",
-        "# Define a custom callback-like function to handle actions at the end of each epoch\n",
-        "class CustomCallback:\n",
-        "    def __init__(self, model, lora_name, lora_rank, text_gen):\n",
-        "        self.model = model\n",
-        "        self.lora_name = lora_name\n",
-        "        self.lora_rank = lora_rank\n",
-        "        self.text_gen = text_gen  # text_gen function for evaluation\n",
-        "\n",
-        "    def on_epoch_end(self, epoch):\n",
-        "        # Save LoRA weights at the end of each epoch\n",
-        "        model_name = f\"./{self.lora_name}_{self.lora_rank}_epoch{epoch+1}.lora.pt\"\n",
-        "        self.model.save_pretrained(model_name, token=access_token)  # Save model with LoRA weights locally\n",
-        "\n",
-        "        # Evaluate the model using text generation\n",
-        "        print(f\"Epoch {epoch + 1} finished. Running evaluation:\")\n",
-        "        self.text_gen(\"Write a title\")\n",
-        "        self.text_gen(\"Write a poem\")\n",
-        "\n",
-        "# Assuming train is your DataLoader and gemma_lm is your model\n",
-        "callback = CustomCallback(gemma_lm, lora_name, lora_rank, text_gen)\n",
-        "\n",
-        "# Training loop with callback-like behavior\n",
-        "losses = []\n",
-        "for epoch in range(train_epoch):\n",
-        "    epoch_loss = 0\n",
-        "    for batch in train:  # Assuming `train` is a DataLoader or similar iterable\n",
-        "        optimizer.zero_grad()\n",
-        "\n",
-        "        inputs = tokenizer(batch, return_tensors=\"pt\", max_length=token_limit, truncation=True, padding=True)\n",
-        "        labels = inputs[\"input_ids\"]\n",
-        "        outputs = gemma_lm(**inputs, labels=labels)\n",
-        "        loss = outputs.loss\n",
-        "\n",
-        "        loss.backward()\n",
-        "        optimizer.step()\n",
-        "\n",
-        "        epoch_loss += loss.item()\n",
-        "\n",
-        "    losses.append(epoch_loss / len(train))  # Store average loss per epoch\n",
-        "\n",
-        "    # Run custom callback at the end of each epoch\n",
-        "    callback.on_epoch_end(epoch)\n",
-        "\n",
-        "# Plot training loss over epochs\n",
-        "plt.plot(losses)\n",
-        "plt.xlabel(\"Epoch\")\n",
-        "plt.ylabel(\"Loss\")\n",
-        "plt.title(\"Training Loss Over Epochs\")\n",
-        "plt.show()"
-      ],
+      "execution_count": null,
       "metadata": {
-        "id": "YKpmDIfXh1Kx",
-        "outputId": "2422fc27-260d-4e7d-ce4b-bfa4234bec7d",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 1000
-        }
+        "id": "YKpmDIfXh1Kx"
       },
-      "execution_count": null,
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stderr",
+          "output_type": "stream",
           "text": [
             "The attention mask is not set and cannot be inferred from input because pad token is same as eos token. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.\n"
           ]
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Epoch 1 finished. Running evaluation:\n",
             "\n",
@@ -1293,15 +1081,70 @@
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
-            ],
-            "image/png": "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\n"
+            ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         }
+      ],
+      "source": [
+        "import torch\n",
+        "import os\n",
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "# Define a custom callback-like function to handle actions at the end of each epoch\n",
+        "class CustomCallback:\n",
+        "    def __init__(self, model, lora_name, lora_rank, text_gen):\n",
+        "        self.model = model\n",
+        "        self.lora_name = lora_name\n",
+        "        self.lora_rank = lora_rank\n",
+        "        self.text_gen = text_gen  # text_gen function for evaluation\n",
+        "\n",
+        "    def on_epoch_end(self, epoch):\n",
+        "        # Save LoRA weights at the end of each epoch\n",
+        "        model_name = f\"./{self.lora_name}_{self.lora_rank}_epoch{epoch+1}.lora.pt\"\n",
+        "        self.model.save_pretrained(model_name, token=access_token)  # Save model with LoRA weights locally\n",
+        "\n",
+        "        # Evaluate the model using text generation\n",
+        "        print(f\"Epoch {epoch + 1} finished. Running evaluation:\")\n",
+        "        self.text_gen(\"Write a title\")\n",
+        "        self.text_gen(\"Write a poem\")\n",
+        "\n",
+        "# Assuming train is your DataLoader and gemma_lm is your model\n",
+        "callback = CustomCallback(gemma_lm, lora_name, lora_rank, text_gen)\n",
+        "\n",
+        "# Training loop with callback-like behavior\n",
+        "losses = []\n",
+        "for epoch in range(train_epoch):\n",
+        "    epoch_loss = 0\n",
+        "    for batch in train:  # Assuming `train` is a DataLoader or similar iterable\n",
+        "        optimizer.zero_grad()\n",
+        "\n",
+        "        inputs = tokenizer(batch, return_tensors=\"pt\", max_length=token_limit, truncation=True, padding=True)\n",
+        "        labels = inputs[\"input_ids\"]\n",
+        "        outputs = gemma_lm(**inputs, labels=labels)\n",
+        "        loss = outputs.loss\n",
+        "\n",
+        "        loss.backward()\n",
+        "        optimizer.step()\n",
+        "\n",
+        "        epoch_loss += loss.item()\n",
+        "\n",
+        "    losses.append(epoch_loss / len(train))  # Store average loss per epoch\n",
+        "\n",
+        "    # Run custom callback at the end of each epoch\n",
+        "    callback.on_epoch_end(epoch)\n",
+        "\n",
+        "# Plot training loss over epochs\n",
+        "plt.plot(losses)\n",
+        "plt.xlabel(\"Epoch\")\n",
+        "plt.ylabel(\"Loss\")\n",
+        "plt.title(\"Training Loss Over Epochs\")\n",
+        "plt.show()"
       ]
     },
     {
@@ -1328,6 +1171,11 @@
     },
     {
       "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "kVe4vjgCngsd"
+      },
+      "outputs": [],
       "source": [
         "# Example Code for Load LoRA\n",
         "\n",
@@ -1339,12 +1187,7 @@
         "\n",
         "# # Load the LoRA adapter into the model using PeftModel\n",
         "# gemma_lm = PeftModel.from_pretrained(gemma_lm, lora_weights_path)"
-      ],
-      "metadata": {
-        "id": "kVe4vjgCngsd"
-      },
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1359,6 +1202,24 @@
     },
     {
       "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "K2JUE2IilwNi"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            "Gemma output:\n",
+            "user\n",
+            "Write a title\n",
+            "model\n",
+            "Capitães da Areia\n"
+          ]
+        }
+      ],
       "source": [
         "import torch\n",
         "\n",
@@ -1389,28 +1250,6 @@
         "\n",
         "# Generate text 5 times using the top_k sampling strategy\n",
         "text_gen_with_top_k(\"Write a title\", token_limit=100, top_k=50)\n"
-      ],
-      "metadata": {
-        "id": "K2JUE2IilwNi",
-        "outputId": "1ffdd099-1e0f-4a66-a7c6-81b43cc643e3",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        }
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "\n",
-            "Gemma output:\n",
-            "user\n",
-            "Write a title\n",
-            "model\n",
-            "Capitães da Areia\n"
-          ]
-        }
       ]
     },
     {
@@ -1426,16 +1265,12 @@
       "cell_type": "code",
       "execution_count": null,
       "metadata": {
-        "id": "qC-MLxYWM1HU",
-        "outputId": "f26faf29-ce26-4a5c-e6ff-f2125148249b",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        }
+        "id": "qC-MLxYWM1HU"
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "\n",
             "Gemma output:\n",
@@ -1500,15 +1335,10 @@
       "cell_type": "code",
       "execution_count": null,
       "metadata": {
-        "id": "4TcvzBH995FE",
-        "outputId": "26a4be25-9a51-41f9-ad28-ef1708bf440f",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        }
+        "id": "4TcvzBH995FE"
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
             "text/plain": [
               "('./my_gemma2_lt_pt/tokenizer_config.json',\n",
@@ -1518,8 +1348,9 @@
               " './my_gemma2_lt_pt/tokenizer.json')"
             ]
           },
+          "execution_count": 18,
           "metadata": {},
-          "execution_count": 18
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -1546,4551 +1377,73 @@
     },
     {
       "cell_type": "code",
-      "source": [
-        "# Upload the model to Hugging Face Hub\n",
-        "my_model_name = \"my_gemma2_pt\"\n",
-        "writeToken = userdata.get(\"HF_WRITE_TOKEN\")\n",
-        "hf_repo_id = f\"{my_hf_username}/{my_model_name}\"  # Correct format\n",
-        "gemma_lm.push_to_hub(hf_repo_id, token=writeToken)"
-      ],
+      "execution_count": null,
       "metadata": {
-        "id": "AK31-LuXpwen",
-        "outputId": "e96865e3-4e8c-4acf-e256-c5ec31b6f931",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 136,
-          "referenced_widgets": [
-            "84cd1a70535f4272a0206041373ff281",
-            "325cf823a7244a4b8e25462ae4912ea3",
-            "325f38ff3fef43cbbd248ff3ff714c43",
-            "de4fae4a6e3e420d86414a572846a9e0",
-            "4d729ba11c9442528af79d6e377a292c",
-            "49a42d4bcb8b4684a69656ee8b0449df",
-            "50b06db300ce432c9235071f48a18432",
-            "a31850a948e344848d43caae277f3200",
-            "fe5291b55e7147b682b671dad99d16e6",
-            "b485e94c1509478da6dd7a04c41e055d",
-            "98e4874bfa904312a4a9b00ca2ea8577",
-            "a163fe0a8b594568bf102caf54856484",
-            "dd53c0e07382441fbad818b0c3852006",
-            "3c316ae120e445c8b4bbc8260cf14ab4",
-            "9387a006080845ce9ef9aeb41fbd6c6e",
-            "c49cd450c3d24511a1efe272820c5f0a",
-            "99a5ad5c04b4456ba65118367cd2ea5a",
-            "d74745e493704920b56855e0cb73a39e",
-            "bd53b02c9808436ead8b213886e76bed",
-            "3f1bd9e04dc64bca88b99998339df788",
-            "d082ae773106445aa6ec56167b2a5cb9",
-            "030123f151674251ac0f0be0f8f713dc"
-          ]
-        }
+        "id": "AK31-LuXpwen"
       },
-      "execution_count": null,
       "outputs": [
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "README.md:   0%|          | 0.00/5.17k [00:00<?, ?B/s]"
-            ],
             "application/vnd.jupyter.widget-view+json": {
+              "model_id": "84cd1a70535f4272a0206041373ff281",
               "version_major": 2,
-              "version_minor": 0,
-              "model_id": "84cd1a70535f4272a0206041373ff281"
-            }
+              "version_minor": 0
+            },
+            "text/plain": [
+              "README.md:   0%|          | 0.00/5.17k [00:00<?, ?B/s]"
+            ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "adapter_model.safetensors:   0%|          | 0.00/3.21M [00:00<?, ?B/s]"
-            ],
             "application/vnd.jupyter.widget-view+json": {
+              "model_id": "a163fe0a8b594568bf102caf54856484",
               "version_major": 2,
-              "version_minor": 0,
-              "model_id": "a163fe0a8b594568bf102caf54856484"
-            }
+              "version_minor": 0
+            },
+            "text/plain": [
+              "adapter_model.safetensors:   0%|          | 0.00/3.21M [00:00<?, ?B/s]"
+            ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "CommitInfo(commit_url='https://huggingface.co/kkech/my_gemma2_pt/commit/bf9ef9f82b6965e7f197d58ee005824158e6ef0b', commit_message='Upload model', commit_description='', oid='bf9ef9f82b6965e7f197d58ee005824158e6ef0b', pr_url=None, pr_revision=None, pr_num=None)"
-            ],
             "application/vnd.google.colaboratory.intrinsic+json": {
               "type": "string"
-            }
+            },
+            "text/plain": [
+              "CommitInfo(commit_url='https://huggingface.co/kkech/my_gemma2_pt/commit/bf9ef9f82b6965e7f197d58ee005824158e6ef0b', commit_message='Upload model', commit_description='', oid='bf9ef9f82b6965e7f197d58ee005824158e6ef0b', pr_url=None, pr_revision=None, pr_num=None)"
+            ]
           },
+          "execution_count": 20,
           "metadata": {},
-          "execution_count": 20
+          "output_type": "execute_result"
         }
+      ],
+      "source": [
+        "# Upload the model to Hugging Face Hub\n",
+        "my_model_name = \"my_gemma2_pt\"\n",
+        "writeToken = userdata.get(\"HF_WRITE_TOKEN\")\n",
+        "hf_repo_id = f\"{my_hf_username}/{my_model_name}\"  # Correct format\n",
+        "gemma_lm.push_to_hub(hf_repo_id, token=writeToken)"
       ]
     }
   ],
   "metadata": {
     "accelerator": "GPU",
     "colab": {
-      "provenance": []
+      "name": "Workshop_How_to_Fine_tuning_Gemma_Transformers_Edition.ipynb",
+      "toc_visible": true
     },
     "kernelspec": {
       "display_name": "Python 3",
       "name": "python3"
-    },
-    "widgets": {
-      "application/vnd.jupyter.widget-state+json": {
-        "5dcc5fb3ad9e41eeb877fdd04f09ba7d": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_eeda0cc4233f41c7a1bb077b335922af",
-              "IPY_MODEL_7786f72663544d3b964f8706ee4c87db",
-              "IPY_MODEL_16489924a7194b6780f51cb3fa808c5e"
-            ],
-            "layout": "IPY_MODEL_8a87e9b8ba9d41ce8b44f2fef3244a81"
-          }
-        },
-        "eeda0cc4233f41c7a1bb077b335922af": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_e84b2d9e1e9e46c28e788385d64bc7c6",
-            "placeholder": "​",
-            "style": "IPY_MODEL_60c77f65806f4ff688453439fe7c9d83",
-            "value": "config.json: 100%"
-          }
-        },
-        "7786f72663544d3b964f8706ee4c87db": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_de9354062f994aaabb104890709fc34a",
-            "max": 838,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_9ae9adefe60b4511a90cdb2b3ef6e03d",
-            "value": 838
-          }
-        },
-        "16489924a7194b6780f51cb3fa808c5e": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_3a29897fd3b3454ca752f63f45007d7f",
-            "placeholder": "​",
-            "style": "IPY_MODEL_1ef2aa04eaba4620a49c748ca4380d99",
-            "value": " 838/838 [00:00&lt;00:00, 28.4kB/s]"
-          }
-        },
-        "8a87e9b8ba9d41ce8b44f2fef3244a81": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "e84b2d9e1e9e46c28e788385d64bc7c6": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "60c77f65806f4ff688453439fe7c9d83": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "de9354062f994aaabb104890709fc34a": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "9ae9adefe60b4511a90cdb2b3ef6e03d": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "3a29897fd3b3454ca752f63f45007d7f": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "1ef2aa04eaba4620a49c748ca4380d99": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "f4188acdf47f4cce86c02cc0d2bf46c7": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_54c456ec68684e57aa57aa7715921bfb",
-              "IPY_MODEL_4ad2c31035574f26bf6118ef0d1413a9",
-              "IPY_MODEL_a12cf321b8ae4075a4c3b0677d7bdf45"
-            ],
-            "layout": "IPY_MODEL_f8234ec2555b4e5684816aed66b63651"
-          }
-        },
-        "54c456ec68684e57aa57aa7715921bfb": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_d816729082e94c41988d467654ef7841",
-            "placeholder": "​",
-            "style": "IPY_MODEL_b2d33d479a634d5c807e2a1860f4bc8c",
-            "value": "model.safetensors.index.json: 100%"
-          }
-        },
-        "4ad2c31035574f26bf6118ef0d1413a9": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_b542562fcd6c466c9aa7f12b1b881207",
-            "max": 24223,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_2e8af71a4d85433a8e68f5c3737d7fb9",
-            "value": 24223
-          }
-        },
-        "a12cf321b8ae4075a4c3b0677d7bdf45": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_cdf16eb2e8ca487b9e9c7de16381c5c8",
-            "placeholder": "​",
-            "style": "IPY_MODEL_15332ef69c9244ccaaf3030dc9cb113a",
-            "value": " 24.2k/24.2k [00:00&lt;00:00, 358kB/s]"
-          }
-        },
-        "f8234ec2555b4e5684816aed66b63651": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "d816729082e94c41988d467654ef7841": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "b2d33d479a634d5c807e2a1860f4bc8c": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "b542562fcd6c466c9aa7f12b1b881207": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "2e8af71a4d85433a8e68f5c3737d7fb9": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "cdf16eb2e8ca487b9e9c7de16381c5c8": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "15332ef69c9244ccaaf3030dc9cb113a": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "eee1dd11b43e435cb226ee6df594291d": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_cc3c5ae5ebb74b2dbc81333533cc78cf",
-              "IPY_MODEL_2f79a5c2a23b4808a181904593072dc5",
-              "IPY_MODEL_a1c592e1355844adaa9ea80718499e4c"
-            ],
-            "layout": "IPY_MODEL_9805d9bec3f14c41a7a87fced47bb6ca"
-          }
-        },
-        "cc3c5ae5ebb74b2dbc81333533cc78cf": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_aed3fca1af5648e3b681d0c44f9c4f86",
-            "placeholder": "​",
-            "style": "IPY_MODEL_5960f282615e4932af3d9b7f69de2efa",
-            "value": "Downloading shards: 100%"
-          }
-        },
-        "2f79a5c2a23b4808a181904593072dc5": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_151d7e95158d4d8aa2faf2886c8e0604",
-            "max": 2,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_b5e8f1d688ea4694ac83a1bf89e27ae0",
-            "value": 2
-          }
-        },
-        "a1c592e1355844adaa9ea80718499e4c": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_02ddb4d4c134415fa89a98984ae45c5f",
-            "placeholder": "​",
-            "style": "IPY_MODEL_7ba48bd1bbb148ff9dc7a2c33b835a35",
-            "value": " 2/2 [00:47&lt;00:00, 19.93s/it]"
-          }
-        },
-        "9805d9bec3f14c41a7a87fced47bb6ca": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "aed3fca1af5648e3b681d0c44f9c4f86": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "5960f282615e4932af3d9b7f69de2efa": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "151d7e95158d4d8aa2faf2886c8e0604": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "b5e8f1d688ea4694ac83a1bf89e27ae0": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "02ddb4d4c134415fa89a98984ae45c5f": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "7ba48bd1bbb148ff9dc7a2c33b835a35": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "9dc263e2dbfa4d9d9a56d62a69a57a8f": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_6a3171fe96744527805d8dc9eb159006",
-              "IPY_MODEL_0bd0296c84a248259b5c48ac4e6bb760",
-              "IPY_MODEL_20bc2639f53d4701aeafdb30e60f47da"
-            ],
-            "layout": "IPY_MODEL_372294f99f90486391b77296724916cc"
-          }
-        },
-        "6a3171fe96744527805d8dc9eb159006": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_2d9816c05a3544c0afc5a41c74ad6179",
-            "placeholder": "​",
-            "style": "IPY_MODEL_52132d841f1f48dd8c1d87ee0d308764",
-            "value": "model-00001-of-00002.safetensors: 100%"
-          }
-        },
-        "0bd0296c84a248259b5c48ac4e6bb760": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_2fd5a5bfe878469c8f6b710c672fda9c",
-            "max": 4988025760,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_3a0c665acdbb4c83918c0ac469114235",
-            "value": 4988025760
-          }
-        },
-        "20bc2639f53d4701aeafdb30e60f47da": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_eebc1808719c45b3bc7ad525798ce120",
-            "placeholder": "​",
-            "style": "IPY_MODEL_5d5a094d9cb545788f75992cbd859257",
-            "value": " 4.99G/4.99G [00:44&lt;00:00, 193MB/s]"
-          }
-        },
-        "372294f99f90486391b77296724916cc": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "2d9816c05a3544c0afc5a41c74ad6179": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "52132d841f1f48dd8c1d87ee0d308764": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "2fd5a5bfe878469c8f6b710c672fda9c": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "3a0c665acdbb4c83918c0ac469114235": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "eebc1808719c45b3bc7ad525798ce120": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "5d5a094d9cb545788f75992cbd859257": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "ecb1c6f7effa46b296e3574cddcb88de": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_cf5ec90af2944a63a0f83d5520307b82",
-              "IPY_MODEL_28c7d5e1e84848c29b3d533930ccc198",
-              "IPY_MODEL_b2831f93a9d148f4871c435382c6302e"
-            ],
-            "layout": "IPY_MODEL_9a827d1a0a424d6381b3e1eaac796b1e"
-          }
-        },
-        "cf5ec90af2944a63a0f83d5520307b82": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_afda84f0f4a445ee9dee2ccf047ce5ce",
-            "placeholder": "​",
-            "style": "IPY_MODEL_fad3963f838c44d98af0fdebb787741c",
-            "value": "model-00002-of-00002.safetensors: 100%"
-          }
-        },
-        "28c7d5e1e84848c29b3d533930ccc198": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_2dbc25a62598422b9c0768e109f8fd92",
-            "max": 240691728,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_f97ae90efc3f44498db9203ef90d232e",
-            "value": 240691728
-          }
-        },
-        "b2831f93a9d148f4871c435382c6302e": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_707955f6553648fbb75ea65f2df2eaf6",
-            "placeholder": "​",
-            "style": "IPY_MODEL_c2fd92147e044b96ace6530ae67ca181",
-            "value": " 241M/241M [00:02&lt;00:00, 144MB/s]"
-          }
-        },
-        "9a827d1a0a424d6381b3e1eaac796b1e": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "afda84f0f4a445ee9dee2ccf047ce5ce": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "fad3963f838c44d98af0fdebb787741c": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "2dbc25a62598422b9c0768e109f8fd92": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "f97ae90efc3f44498db9203ef90d232e": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "707955f6553648fbb75ea65f2df2eaf6": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "c2fd92147e044b96ace6530ae67ca181": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "64324fda5c814874aaa2e97fa78ab3f0": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_abc4f6598a1f4c57a74a55f854ddc66d",
-              "IPY_MODEL_6bfe81a71ff54a1390ff1d90d7d78864",
-              "IPY_MODEL_25c94e5770e84ecea0e0f68f5bd64905"
-            ],
-            "layout": "IPY_MODEL_d15f3939e8b143a5b2deeb82435f9d26"
-          }
-        },
-        "abc4f6598a1f4c57a74a55f854ddc66d": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_a006f1ee609b47dda37389b5478a803d",
-            "placeholder": "​",
-            "style": "IPY_MODEL_0254a7b1482545cba26b5708a8920b34",
-            "value": "Loading checkpoint shards: 100%"
-          }
-        },
-        "6bfe81a71ff54a1390ff1d90d7d78864": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_977e2dc71b224a05823aa8120fa472bd",
-            "max": 2,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_f6bdb5a59a044f4bb7332068179adce1",
-            "value": 2
-          }
-        },
-        "25c94e5770e84ecea0e0f68f5bd64905": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_ecb124db56ea4925b83e91206c53f89b",
-            "placeholder": "​",
-            "style": "IPY_MODEL_e29c06ee25f84198bbea49aa0b19bb65",
-            "value": " 2/2 [00:24&lt;00:00, 10.22s/it]"
-          }
-        },
-        "d15f3939e8b143a5b2deeb82435f9d26": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "a006f1ee609b47dda37389b5478a803d": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "0254a7b1482545cba26b5708a8920b34": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "977e2dc71b224a05823aa8120fa472bd": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "f6bdb5a59a044f4bb7332068179adce1": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "ecb124db56ea4925b83e91206c53f89b": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "e29c06ee25f84198bbea49aa0b19bb65": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "43bccde2f2804b089e4e40081058855f": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_f96a8568f4dc409090a123ff63766e58",
-              "IPY_MODEL_163aee402b454733b1e74d43834849fb",
-              "IPY_MODEL_8ebf2a32eac047cf9367f615ec01f0a8"
-            ],
-            "layout": "IPY_MODEL_760de7e3cef94be8b82cf8fc99385844"
-          }
-        },
-        "f96a8568f4dc409090a123ff63766e58": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_22d61c177e4e4d09a62ac08785682151",
-            "placeholder": "​",
-            "style": "IPY_MODEL_7ad0cea5c87e40da9b1dd1966b222f5a",
-            "value": "generation_config.json: 100%"
-          }
-        },
-        "163aee402b454733b1e74d43834849fb": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_a1e5eef9348f4bfeb456e5f096301778",
-            "max": 187,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_4d94e337748343bb8e26d7ad7d361906",
-            "value": 187
-          }
-        },
-        "8ebf2a32eac047cf9367f615ec01f0a8": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_bc1dcd6dcd16462999359b579146c856",
-            "placeholder": "​",
-            "style": "IPY_MODEL_7c79134c76334c8680e81b58b9f75819",
-            "value": " 187/187 [00:00&lt;00:00, 13.4kB/s]"
-          }
-        },
-        "760de7e3cef94be8b82cf8fc99385844": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "22d61c177e4e4d09a62ac08785682151": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "7ad0cea5c87e40da9b1dd1966b222f5a": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "a1e5eef9348f4bfeb456e5f096301778": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "4d94e337748343bb8e26d7ad7d361906": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "bc1dcd6dcd16462999359b579146c856": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "7c79134c76334c8680e81b58b9f75819": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "488f3d23e6ee4370b0e3750c4610acc1": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_5b1b61f335594a4487667b9d60395218",
-              "IPY_MODEL_350ac704ca744a859527627fa92f9aa7",
-              "IPY_MODEL_5a25dc05639c4cb282b1a2c4bbfdb572"
-            ],
-            "layout": "IPY_MODEL_4aaae0e141b14af78d9207b5f99a4516"
-          }
-        },
-        "5b1b61f335594a4487667b9d60395218": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_182f4c00d1e94a4081057f34462704b7",
-            "placeholder": "​",
-            "style": "IPY_MODEL_62bb5bafdf2e47628a3ff1b114bac45a",
-            "value": "tokenizer_config.json: 100%"
-          }
-        },
-        "350ac704ca744a859527627fa92f9aa7": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_79fac9dcae554d6f885608bd29fb904e",
-            "max": 46996,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_3b43ab0605644de9a852218edf3516fb",
-            "value": 46996
-          }
-        },
-        "5a25dc05639c4cb282b1a2c4bbfdb572": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_67261f6d01b14c50a4d7413ae8a4d113",
-            "placeholder": "​",
-            "style": "IPY_MODEL_110e4a8116e847dc9e4cea9a9df9e2b5",
-            "value": " 47.0k/47.0k [00:00&lt;00:00, 728kB/s]"
-          }
-        },
-        "4aaae0e141b14af78d9207b5f99a4516": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "182f4c00d1e94a4081057f34462704b7": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "62bb5bafdf2e47628a3ff1b114bac45a": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "79fac9dcae554d6f885608bd29fb904e": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "3b43ab0605644de9a852218edf3516fb": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "67261f6d01b14c50a4d7413ae8a4d113": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "110e4a8116e847dc9e4cea9a9df9e2b5": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "9ac1990111d64f919644a292b4ea2d36": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_494574a90f844172b5dce66aba248564",
-              "IPY_MODEL_6b30ac7eab3346e8978274b8bcb03371",
-              "IPY_MODEL_bdee91edaed5469a98ed808735bb30b0"
-            ],
-            "layout": "IPY_MODEL_eb7cfbc69c4848b3b4274203a70b6f1e"
-          }
-        },
-        "494574a90f844172b5dce66aba248564": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_adb76c55b90d4f5aadd92d51b526fc27",
-            "placeholder": "​",
-            "style": "IPY_MODEL_5dd424f1051645abb00a3a3aa7d93990",
-            "value": "tokenizer.model: 100%"
-          }
-        },
-        "6b30ac7eab3346e8978274b8bcb03371": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_018cb6becc764afb8bc6d9e9f2196fb9",
-            "max": 4241003,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_bdd09cce6f4d4cf5b555678537c029c9",
-            "value": 4241003
-          }
-        },
-        "bdee91edaed5469a98ed808735bb30b0": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_41ffd80053b6402f8aba20e1413e30cd",
-            "placeholder": "​",
-            "style": "IPY_MODEL_015fabd8f4934029900eec53ef02bdb8",
-            "value": " 4.24M/4.24M [00:00&lt;00:00, 17.3MB/s]"
-          }
-        },
-        "eb7cfbc69c4848b3b4274203a70b6f1e": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "adb76c55b90d4f5aadd92d51b526fc27": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "5dd424f1051645abb00a3a3aa7d93990": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "018cb6becc764afb8bc6d9e9f2196fb9": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "bdd09cce6f4d4cf5b555678537c029c9": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "41ffd80053b6402f8aba20e1413e30cd": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "015fabd8f4934029900eec53ef02bdb8": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "b91c257be15341179ce8a262b3962ef0": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_e207f4774be44704a804dfacd628ad5a",
-              "IPY_MODEL_559c60d219f24907b2b3b8e7c78deed8",
-              "IPY_MODEL_88189b7d8769412685e197c8c8b7ec5c"
-            ],
-            "layout": "IPY_MODEL_2c8f45c2c1624865a698eb8c5527b0e4"
-          }
-        },
-        "e207f4774be44704a804dfacd628ad5a": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_d55c5f99d58942c2ba0506090f9755c2",
-            "placeholder": "​",
-            "style": "IPY_MODEL_9b5c6869f25945fa9424593255af07fc",
-            "value": "tokenizer.json: 100%"
-          }
-        },
-        "559c60d219f24907b2b3b8e7c78deed8": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_435dfab7d6c94fb7b8b1a9dbb81bdbe7",
-            "max": 17525357,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_9c0fa484394142c3beee7e272f626b08",
-            "value": 17525357
-          }
-        },
-        "88189b7d8769412685e197c8c8b7ec5c": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_3ad6acbc511b4417b5ca4e56a8688828",
-            "placeholder": "​",
-            "style": "IPY_MODEL_2d693baa6ea04b58965141813bd0ceca",
-            "value": " 17.5M/17.5M [00:00&lt;00:00, 163MB/s]"
-          }
-        },
-        "2c8f45c2c1624865a698eb8c5527b0e4": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "d55c5f99d58942c2ba0506090f9755c2": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "9b5c6869f25945fa9424593255af07fc": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "435dfab7d6c94fb7b8b1a9dbb81bdbe7": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "9c0fa484394142c3beee7e272f626b08": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "3ad6acbc511b4417b5ca4e56a8688828": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "2d693baa6ea04b58965141813bd0ceca": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "379696127cc841a08cb6ca5000180032": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_9d03f9f959254badae3c94b71e84f2cc",
-              "IPY_MODEL_65d1d113a0a8446c83563d9aefd8b112",
-              "IPY_MODEL_9f61fd282f104094bc821e8a4b9f27ce"
-            ],
-            "layout": "IPY_MODEL_fd0fc02ef4b545c0a459527aca8bc81e"
-          }
-        },
-        "9d03f9f959254badae3c94b71e84f2cc": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_01cf0405f63a4d38ad8d1fe31721806f",
-            "placeholder": "​",
-            "style": "IPY_MODEL_ae20add968524517a261a81be45cde48",
-            "value": "special_tokens_map.json: 100%"
-          }
-        },
-        "65d1d113a0a8446c83563d9aefd8b112": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_dc76053f6ae847469aab55949ad182be",
-            "max": 636,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_4d98195ba52f48a29a237777eeef35cf",
-            "value": 636
-          }
-        },
-        "9f61fd282f104094bc821e8a4b9f27ce": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_ffeafe7d69484d64af7484311e32703d",
-            "placeholder": "​",
-            "style": "IPY_MODEL_b66e7b11b2404e3daeaed1272994adb5",
-            "value": " 636/636 [00:00&lt;00:00, 43.8kB/s]"
-          }
-        },
-        "fd0fc02ef4b545c0a459527aca8bc81e": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "01cf0405f63a4d38ad8d1fe31721806f": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "ae20add968524517a261a81be45cde48": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "dc76053f6ae847469aab55949ad182be": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "4d98195ba52f48a29a237777eeef35cf": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "ffeafe7d69484d64af7484311e32703d": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "b66e7b11b2404e3daeaed1272994adb5": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "84cd1a70535f4272a0206041373ff281": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_325cf823a7244a4b8e25462ae4912ea3",
-              "IPY_MODEL_325f38ff3fef43cbbd248ff3ff714c43",
-              "IPY_MODEL_de4fae4a6e3e420d86414a572846a9e0"
-            ],
-            "layout": "IPY_MODEL_4d729ba11c9442528af79d6e377a292c"
-          }
-        },
-        "325cf823a7244a4b8e25462ae4912ea3": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_49a42d4bcb8b4684a69656ee8b0449df",
-            "placeholder": "​",
-            "style": "IPY_MODEL_50b06db300ce432c9235071f48a18432",
-            "value": "README.md: 100%"
-          }
-        },
-        "325f38ff3fef43cbbd248ff3ff714c43": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_a31850a948e344848d43caae277f3200",
-            "max": 5174,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_fe5291b55e7147b682b671dad99d16e6",
-            "value": 5174
-          }
-        },
-        "de4fae4a6e3e420d86414a572846a9e0": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_b485e94c1509478da6dd7a04c41e055d",
-            "placeholder": "​",
-            "style": "IPY_MODEL_98e4874bfa904312a4a9b00ca2ea8577",
-            "value": " 5.17k/5.17k [00:00&lt;00:00, 370kB/s]"
-          }
-        },
-        "4d729ba11c9442528af79d6e377a292c": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "49a42d4bcb8b4684a69656ee8b0449df": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "50b06db300ce432c9235071f48a18432": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "a31850a948e344848d43caae277f3200": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "fe5291b55e7147b682b671dad99d16e6": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "b485e94c1509478da6dd7a04c41e055d": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "98e4874bfa904312a4a9b00ca2ea8577": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "a163fe0a8b594568bf102caf54856484": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HBoxModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HBoxModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HBoxView",
-            "box_style": "",
-            "children": [
-              "IPY_MODEL_dd53c0e07382441fbad818b0c3852006",
-              "IPY_MODEL_3c316ae120e445c8b4bbc8260cf14ab4",
-              "IPY_MODEL_9387a006080845ce9ef9aeb41fbd6c6e"
-            ],
-            "layout": "IPY_MODEL_c49cd450c3d24511a1efe272820c5f0a"
-          }
-        },
-        "dd53c0e07382441fbad818b0c3852006": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_99a5ad5c04b4456ba65118367cd2ea5a",
-            "placeholder": "​",
-            "style": "IPY_MODEL_d74745e493704920b56855e0cb73a39e",
-            "value": "adapter_model.safetensors: 100%"
-          }
-        },
-        "3c316ae120e445c8b4bbc8260cf14ab4": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "FloatProgressModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_bd53b02c9808436ead8b213886e76bed",
-            "max": 3208536,
-            "min": 0,
-            "orientation": "horizontal",
-            "style": "IPY_MODEL_3f1bd9e04dc64bca88b99998339df788",
-            "value": 3208536
-          }
-        },
-        "9387a006080845ce9ef9aeb41fbd6c6e": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "HTMLModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "HTMLModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "HTMLView",
-            "description": "",
-            "description_tooltip": null,
-            "layout": "IPY_MODEL_d082ae773106445aa6ec56167b2a5cb9",
-            "placeholder": "​",
-            "style": "IPY_MODEL_030123f151674251ac0f0be0f8f713dc",
-            "value": " 3.21M/3.21M [00:00&lt;00:00, 9.68MB/s]"
-          }
-        },
-        "c49cd450c3d24511a1efe272820c5f0a": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "99a5ad5c04b4456ba65118367cd2ea5a": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "d74745e493704920b56855e0cb73a39e": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        },
-        "bd53b02c9808436ead8b213886e76bed": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "3f1bd9e04dc64bca88b99998339df788": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "ProgressStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "ProgressStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "bar_color": null,
-            "description_width": ""
-          }
-        },
-        "d082ae773106445aa6ec56167b2a5cb9": {
-          "model_module": "@jupyter-widgets/base",
-          "model_name": "LayoutModel",
-          "model_module_version": "1.2.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/base",
-            "_model_module_version": "1.2.0",
-            "_model_name": "LayoutModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "LayoutView",
-            "align_content": null,
-            "align_items": null,
-            "align_self": null,
-            "border": null,
-            "bottom": null,
-            "display": null,
-            "flex": null,
-            "flex_flow": null,
-            "grid_area": null,
-            "grid_auto_columns": null,
-            "grid_auto_flow": null,
-            "grid_auto_rows": null,
-            "grid_column": null,
-            "grid_gap": null,
-            "grid_row": null,
-            "grid_template_areas": null,
-            "grid_template_columns": null,
-            "grid_template_rows": null,
-            "height": null,
-            "justify_content": null,
-            "justify_items": null,
-            "left": null,
-            "margin": null,
-            "max_height": null,
-            "max_width": null,
-            "min_height": null,
-            "min_width": null,
-            "object_fit": null,
-            "object_position": null,
-            "order": null,
-            "overflow": null,
-            "overflow_x": null,
-            "overflow_y": null,
-            "padding": null,
-            "right": null,
-            "top": null,
-            "visibility": null,
-            "width": null
-          }
-        },
-        "030123f151674251ac0f0be0f8f713dc": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_name": "DescriptionStyleModel",
-          "model_module_version": "1.5.0",
-          "state": {
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        }
-      }
     }
   },
   "nbformat": 4,
   "nbformat_minor": 0
-}
\ No newline at end of file
+}