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# 自定义模型导入的代码示例
<a name="custom-model-import-code-samples"></a>

以下代码示例展示了如何设置权限、创建自定义模型导入任务、查看导入任务和导入模型的详细信息以及如何删除导入的模型。这些代码示例适用于Mistral AI、Llama、Qwen、FlanGPTBigCode、和Mixtral架构。

## 重要：模型架构 Support
<a name="model-architecture-support"></a>

**GPT-OSS型号限制：**
+ **不支持 Converse API：**GPT-OSS基于自定义模型的导入模型不支持 Converse API 或 ConverseStream API。
+ **改用 InvokeModel API：**客户在使用GPT-OSS基于自定义模型时必须使用 [InvokeModel](https://docs.aws.amazon.com/bedrock/latest/APIReference/API_runtime_InvokeModel.html)API。
+ **API 架构要求：**GPT-OSS模型需要兼容 OpenAI 的 API 架构：
  + 完成请求的完成格式
  + ChatCompletion 聊天请求的格式
  + 响应格式遵循 OpenAI API 规范
+ **Converse API 支持的模型：**Converse API 仅支持Mistral AILlama、Qwen、、FlanGPTBigCode、和Mixtral架构。

有关使用 [InvokeModel](https://docs.aws.amazon.com/bedrock/latest/APIReference/API_runtime_InvokeModel.html)API 的GPT-OSS模型使用示例，请参阅 OpenAI API 架构文档。 request/response 

1. 准备要导入的模型文件

   1. 如果要从 Amazon S3 存储桶导入，您需要提供 Hugging Face 权重格式的模型文件。有关更多信息，请参阅[从 Amazon S3 导入模型源](model-customization-import-model.md#model-customization-import-model-source)。

   1. 为模型文件创建一个 Amazon S3 存储桶（名称必须是唯一的）。

   1. 将模型文件上传到该存储桶。

1. 创建用于访问模型文件的策略，并将其附加到具有 Amazon Bedrock 信任关系的 IAM 角色。选择与您的首选方法对应的选项卡，然后按照以下步骤操作：

------
#### [ Console ]

   1. 创建 Amazon S3 策略以访问包含模型文件的 Amazon S3 存储桶

      1. 导航到 [https://console.aws.amazon.com/iam 上的 IAM](https://console.aws.amazon.com/iam) 控制台，然后从左侧导航窗格中选择**策略**。

      1. 选择**创建策略**，然后选择 **JSON** 打开**策略编辑器**。

      1. 粘贴以下策略，*\$1\$1model-file-bucket\$1*替换为您的存储桶名称，然后选择**下一步**。

------
#### [ JSON ]

****  

         ```
         {
             "Version":"2012-10-17",		 	 	 
             "Statement": [
                 {
                     "Effect": "Allow",
                     "Action": [
                         "s3:GetObject",
                         "s3:ListBucket"
                     ],
                     "Resource": [
                         "arn:aws:s3:::${model-file-bucket}",
                         "arn:aws:s3:::${model-file-bucket}/*"
                     ]
                   }
                 ]
               }
         ```

------

      1. 为策略命名*S3BucketPolicy*并选择**创建策略**。

   1. 创建 IAM 角色并附加此策略。

      1. 从左侧导航窗格中选择**角色**，然后选择**创建角色**。

      1. 选择**自定义信任策略**，粘贴以下策略，然后选择**下一步**。

------
#### [ JSON ]

****  

         ```
         {
             "Version":"2012-10-17",		 	 	 
             "Statement": [
                 {
                     "Effect": "Allow",
                     "Principal": {
                         "Service": "bedrock.amazonaws.com"
                     },
                     "Action": "sts:AssumeRole"
                 }
             ] 
         }
         ```

------

      1. 搜索您创建的*S3BucketPolicy*策略，选中该复选框，然后选择**下一步**。

      1. 为角色命名*MyImportModelRole*并选择*Create role*。

------
#### [ CLI ]

   1. 创建一个名为的文件*BedrockTrust.json*并将以下策略粘贴到其中。

------
#### [ JSON ]

****  

      ```
      {
          "Version":"2012-10-17",		 	 	 
          "Statement": [
              {
                  "Effect": "Allow",
                  "Principal": {
                      "Service": "bedrock.amazonaws.com"
                  },
                  "Action": "sts:AssumeRole"
              }
          ] 
      }
      ```

------

   1. 创建另一个名为的文件*S3BucketPolicy.json*并将以下策略粘贴到其中，*\$1\$1model-file-bucket\$1*替换为您的存储桶名称。

------
#### [ JSON ]

****  

      ```
      {
          "Version":"2012-10-17",		 	 	 
          "Statement": [
              {
                  "Effect": "Allow",
                  "Action": [
                      "s3:GetObject",
                      "s3:ListBucket"
                  ],
                  "Resource": [
                      "arn:aws:s3:::${model-file-bucket}",
                      "arn:aws:s3:::${model-file-bucket}/*"
                  ]
              }
           ]
      }
      ```

------

   1. 在终端中，导航到包含您创建的策略的文件夹。

   1. [CreateRole](https://docs.aws.amazon.com/IAM/latest/APIReference/API_CreateRole.html)请求创建名为的 IAM 角色*MyImportModelRole*并附加您创建的*BedrockTrust.json*信任策略。

      ```
      aws iam create-role \
          --role-name MyImportModelRole \
          --assume-role-policy-document file://BedrockTrust.json
      ```

   1. [CreatePolicy](https://docs.aws.amazon.com/IAM/latest/APIReference/API_CreatePolicy.html)请求使用您创建*S3BucketPolicy.json*的文件创建 S3 数据访问策略。响应会为该策略返回一个 `Arn`。

      ```
      aws iam create-policy \
          --policy-name S3BucketPolicy \
          --policy-document file://S3BucketPolicy.json
      ```

   1. [AttachRolePolicy](https://docs.aws.amazon.com/IAM/latest/APIReference/API_AttachRolePolicy.html)请求将 S3 数据访问策略附加到您的角色，将`policy-arn`替换为上一步响应中的 ARN：

      ```
      aws iam attach-role-policy \
          --role-name MyImportModelRole \
          --policy-arn ${policy-arn}
      ```

------
#### [ Python ]

   1. 运行以下代码，[CreateRole](https://docs.aws.amazon.com/IAM/latest/APIReference/API_CreateRole.html)请求创建名为的 IAM 角色*MyImportModel*并[CreatePolicy](https://docs.aws.amazon.com/IAM/latest/APIReference/API_CreatePolicy.html)请求创建名为的 S3 数据访问策略*S3BucketPolicy*。对于 S3 数据访问策略，请*\$1\$1model-file-bucket\$1*替换为您的 S3 存储桶名称。

      ```
      import boto3
      import json
      
      iam = boto3.client("iam")
      
      iam.create_role(
          RoleName="MyImportModelRole",
          AssumeRolePolicyDocument=json.dumps({
              "Version": "2012-10-17",		 	 	 
              "Statement": [
                  {
                      "Effect": "Allow",
                      "Principal": {
                          "Service": "bedrock.amazonaws.com"
                      },
                      "Action": "sts:AssumeRole"
                  }
              ] 
          })
      )
      
      iam.create_policy(
          PolicyName="S3BucketPolicy",
          PolicyDocument=json.dumps({
              "Version": "2012-10-17",		 	 	 
              "Statement": [
                  {
                      "Effect": "Allow",
                      "Action": [
                          "s3:GetObject",
                          "s3:ListBucket"
                      ],
                      "Resource": [
                          "arn:aws:s3:::${training-bucket}",
                          "arn:aws:s3:::${training-bucket}/*"
                      ]
                  }
                ]
             })
           )
      ```

   1. 响应会返回一个 `Arn`。运行以下代码片段发出[AttachRolePolicy](https://docs.aws.amazon.com/IAM/latest/APIReference/API_AttachRolePolicy.html)请求，替换为返回*\$1\$1policy-arn\$1*`Arn`的代码。

      ```
      iam.attach_role_policy(
          RoleName="MyImportModelRole",
          PolicyArn="${policy-arn}"
      )
      ```

------

1. 选择一种语言，查看调用自定义模型导入 API 操作的代码示例。

------
#### [ CLI ]

要提交自定义模型导入任务，请在终端的命令行中运行以下命令，*\$1\$1my-import-model-role-arn\$1*替换为您设置的模型角色和模型文件的 S3 存储桶路径。*s3-bucket-path*

```
aws bedrock create-model-import-job 
    --job-name MyImportedModelJobName
    --imported-model-name MyImportedModelName
    --role-arn ${my-import-model-role-arn}  
    --model-data-source '{"s3DataSource": {"s3Uri": s3-bucket-path }}
```

响应会返回一个 *jobArn*。自定义导入任务需要一些时间才能完成。您可以使用 `jobArn` 和以下命令检查导入作业的状态。

以下字段是可选字段：
+ 要添加 VPC 配置，请在上述命令中添加以下参数以指定安全组和子网：

  ```
     -\\-vpc-config '{securityGroupIds": ["sg-xx"], "subnetIds": ["subnet-yy", "subnet-zz"]}'
  ```
+ 要使用 KMS 密钥为模型加密，请在上述命令中添加以下参数，替换这些值以指定要用来为模型加密的密钥。

  ```
     -\\-customModelKmsKeyId 'arn:aws:kms:region:account-id:key/key-id'
  ```
+ 要添加标签，请在上述命令中添加以下参数，将键和值替换为要附加到任务 and/or 输出模型的标签，并确保使用空格分隔 key/value 成对值：

  ```
     -\\-tags key=key1,value=value1 key=key2,value=value2
  ```

响应会返回一个 *jobArn*。自定义导入任务需要一些时间才能完成。您可以使用 `jobArn` 和以下命令检查导入作业的状态。

```
aws bedrock get-model-import-job \
    --job-identifier "jobArn"
```

响应类似于以下内容：

```
{
    "jobArn": ${job-arn} ,
    "jobName": MyImportedModelJobName,
    "importedModelName": MyImportedModelName,
    "roleArn": ${my-role-arn},
    "modelDataSource": {
        "s3DataSource": {
            "s3Uri": "${S3Uri}"
        }
    },
    "status": "Complete",
    "creationTime": "2024-08-13T23:38:42.457Z",
    "lastModifiedTime": "2024-08-13T23:39:25.158Z"
```

当 `status` 为 `Complete` 时，表明导入作业完成。

要在新导入的模型上运行推理，您必须提供导入模型的 ARN 作为 `model-id`。获取导入模型的 ARN。

```
aws bedrock list-imported-models              
```

响应包含模型名称和模型 ARN。使用模型 ARN 可调用导入的模型。有关更多信息，请参阅 [使用以下命令提交单个提示 InvokeModel](inference-invoke.md)。

```
{
    "modelSummaries": [
        {
            "modelArn": model-arn,
            "modelName": "MyImportedModelName",
            "modelArchitecture":model-architecture,
            "instructSupported":Y,
            "creationTime": "2024-08-13T19:20:14.058Z"
            
        }
    ]
}
```

要删除导入的模型，请在终端中使用要删除的导入模型的模型名称或模型 ARN 在命令行中运行以下命令。

```
aws bedrock delete-imported-model 
                --model-identifier MyImportedModelName
```

------
#### [ Python ]

运行以下代码片段提交自定义模型导入任务。*my-region*替换为您导入模型的区域，*\$1\$1my-import-model-role-arn\$1*替换为您设置的 ARN*MyImportModelRole*，并*\$1\$1model-file-bucket\$1*替换为您的 S3 存储桶名称。

```
import boto3
import json

REGION_NAME = my-region
bedrock = boto3.client(service_name='bedrock',
                       region_name=REGION_NAME)

JOB_NAME = MyImportedModelJobName 
ROLE_ARN = ${my-import-model-role-arn}
IMPORTED_MODEL_NAME = ImportedModelName
S3_URI = ${S3Uri}

# createModelImportJob API
create_job_response = bedrock.create_model_import_job(
    jobName=JOB_NAME,
    importedModelName=IMPORTED_MODEL_NAME,
    roleArn=ROLE_ARN,
    modelDataSource={
        "s3DataSource": {
            "s3Uri": S3_URI
        }
    },
)
job_arn = create_job_response.get("jobArn")
```

以下字段是可选字段。
+ 要添加 VPC 配置，请在上述命令中添加以下参数以指定安全组和子网：

  ```
     vpc-config = {'securityGroupIds: ["sg-xx".], 'subnetIds': [subnet-yy, 'subnet-zz']}'
  ```
+ 要使用 KMS 密钥为模型加密，请在上述命令中添加以下参数，替换这些值以指定要用来为模型加密的密钥。

  ```
     importedModelKmsKeyId = 'arn:aws:kms:region:account-id:key/key-id'
  ```
+ 要添加标签，请在上述命令中添加以下参数，将键和值替换为要附加到任务 and/or 输出模型的标签，并确保使用空格分隔 key/value 成对值：

  ```
     jobTags key=key1,value=value1 key=key2,value=value2
  ```

响应会返回一个 jobArn

```
               job_arn = create_job_response.get("jobArn")
```

自定义导入任务需要一些时间才能完成。您可以使用 `jobArn` 和以下命令检查导入作业的状态。

```
bedrock.get_model_import_job(jobIdentifier=jobArn)
```

当 `status` 为 `Completed` 时，表明导入作业完成。

要在新导入的模型上运行推理，您必须提供导入模型的 ARN 作为 `model-id`。获取导入模型的 ARN。

```
response_pt = bedrock.list_imported_models(
    creationTimeBefore=datetime (2015,1,1,
    creationTimeAfter= datetime (2015,1,1,
    nameContains = 'MyImportedModelName,
    maxresults = 123
    nextToken = 'none',
    sortBy = 'creationTime',
    sortOrder = 'Ascending'
```

响应会返回 `modelArn` 以及导入的模型的其他详细信息。

```
{
    'nextToken': '',
    'modelSummaries': [
        {
            'modelArn': 'your-model-arn',
            'modelName': 'MyImportedModelName',
            'modelArchitecture':model-architecture,
            'instructSupported':Y,
            'creationTime': datetime(2015, 1, 1)
        },
    ]
```

使用模型 ARN 可调用导入的模型。有关更多信息，请参阅 [使用以下命令提交单个提示 InvokeModel](inference-invoke.md)。

要删除导入的模型，请使用要删除的导入模型的模型名称或模型 ARN 运行以下命令。

```
response = client.delete_imported_model(
    modelIdentifier='MyImportedModelName'
            )
```

------

# 自定义模型导入的 Converse API 代码示例
<a name="custom-model-import-code-samples-converse"></a>

如果您要导入MistralLlama、或Qwen类型 instruct 模型，并且想要使用 [Converse](https://docs.aws.amazon.com//bedrock/latest/APIReference/API_runtime_Converse.html) 或 [ConverseStream](https://docs.aws.amazon.com//bedrock/latest/APIReference/API_runtime_ConverseStream.html)API，请务必在中包含要导入的模型类型的。`chat_template` `tokenizer_config.json`在下表中选择与要导入的模型类型相对应的选项卡。

------
#### [ Llama 3.2 文本 ]

```
{
  "added_tokens_decoder": {
    "128000": {
      "content": "<|begin_of_text|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128001": {
      "content": "<|end_of_text|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128002": {
      "content": "<|reserved_special_token_0|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128003": {
      "content": "<|reserved_special_token_1|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128004": {
      "content": "<|finetune_right_pad_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128005": {
      "content": "<|reserved_special_token_2|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128006": {
      "content": "<|start_header_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128007": {
      "content": "<|end_header_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128008": {
      "content": "<|eom_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128009": {
      "content": "<|eot_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128010": {
      "content": "<|python_tag|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128011": {
      "content": "<|reserved_special_token_3|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128012": {
      "content": "<|reserved_special_token_4|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128013": {
      "content": "<|reserved_special_token_5|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128014": {
      "content": "<|reserved_special_token_6|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128015": {
      "content": "<|reserved_special_token_7|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128016": {
      "content": "<|reserved_special_token_8|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128017": {
      "content": "<|reserved_special_token_9|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128018": {
      "content": "<|reserved_special_token_10|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128019": {
      "content": "<|reserved_special_token_11|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128020": {
      "content": "<|reserved_special_token_12|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128021": {
      "content": "<|reserved_special_token_13|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128022": {
      "content": "<|reserved_special_token_14|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128023": {
      "content": "<|reserved_special_token_15|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128024": {
      "content": "<|reserved_special_token_16|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128025": {
      "content": "<|reserved_special_token_17|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128026": {
      "content": "<|reserved_special_token_18|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128027": {
      "content": "<|reserved_special_token_19|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128028": {
      "content": "<|reserved_special_token_20|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128029": {
      "content": "<|reserved_special_token_21|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128030": {
      "content": "<|reserved_special_token_22|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128031": {
      "content": "<|reserved_special_token_23|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
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      "special": true
    },
    "128255": {
      "content": "<|reserved_special_token_247|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    }
  },
  "bos_token": "<|begin_of_text|>",
  "chat_template": "{{- bos_token }}\n{%- if custom_tools is defined %}\n    {%- set tools = custom_tools %}\n{%- endif %}\n{%- if not tools_in_user_message is defined %}\n    {%- set tools_in_user_message = true %}\n{%- endif %}\n{%- if not date_string is defined %}\n    {%- if strftime_now is defined %}\n        {%- set date_string = strftime_now(\"%d %b %Y\") %}\n    {%- else %}\n        {%- set date_string = \"26 Jul 2024\" %}\n    {%- endif %}\n{%- endif %}\n{%- if not tools is defined %}\n    {%- set tools = none %}\n{%- endif %}\n\n{#- This block extracts the system message, so we can slot it into the right place. #}\n{%- if messages[0]['role'] == 'system' %}\n    {%- set system_message = messages[0]['content']|trim %}\n    {%- set messages = messages[1:] %}\n{%- else %}\n    {%- set system_message = \"\" %}\n{%- endif %}\n\n{#- System message #}\n{{- \"|start_header_id|>system<|end_header_id|>\\n\\n\" }}\n{%- if tools is not none %}\n    {{- \"Environment: ipython\\n\" }}\n{%- endif %}\n{{- \"Cutting Knowledge Date: December 2023\\n\" }}\n{{- \"Today Date: \" + date_string + \"\\n\\n\" }}\n{%- if tools is not none and not tools_in_user_message %}\n    {{- \"You have access to the following functions. To call a function, please respond with JSON for a function call.\" }}\n    {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n    {{- \"Do not use variables.\\n\\n\" }}\n    {%- for t in tools %}\n        {{- t | tojson(indent=4) }}\n        {{- \"\\n\\n\" }}\n    {%- endfor %}\n{%- endif %}\n{{- system_message }}\n{{- \"<|eot_id|>\" }}\n\n{#- Custom tools are passed in a user message with some extra guidance #}\n{%- if tools_in_user_message and not tools is none %}\n    {#- Extract the first user message so we can plug it in here #}\n    {%- if messages | length != 0 %}\n        {%- set first_user_message = messages[0]['content']|trim %}\n        {%- set messages = messages[1:] %}\n    {%- else %}\n        {{- raise_exception(\"Cannot put tools in the first user message when there's no first user message!\") }}\n{%- endif %}\n    {{- '<|start_header_id|>user<|end_header_id|>\\n\\n' -}}\n    {{- \"Given the following functions, please respond with a JSON for a function call \" }}\n    {{- \"with its proper arguments that best answers the given prompt.\\n\\n\" }}\n    {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n    {{- \"Do not use variables.\\n\\n\" }}\n    {%- for t in tools %}\n        {{- t | tojson(indent=4) }}\n        {{- \"\\n\\n\" }}\n    {%- endfor %}\n    {{- first_user_message + \"<|eot_id|>\"}}\n{%- endif %}\n\n{%- for message in messages %}\n    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}\n        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\\n\\n'+ message['content'] | trim + '<|eot_id|>' }}\n    {%- elif 'tool_calls' in message %}\n        {%- if not message.tool_calls|length == 1 %}\n            {{- raise_exception(\"This model only supports single tool-calls at once!\") }}\n        {%- endif %}\n        {%- set tool_call = message.tool_calls[0].function %}\n        {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' -}}\n        {{- '{\"name\": \"' + tool_call.name + '\", ' }}\n        {{- '\"parameters\": ' }}\n        {{- tool_call.arguments | tojson }}\n        {{- \"}\" }}\n        {{- \"<|eot_id|>\" }}\n    {%- elif message.role == \"tool\" or message.role == \"ipython\" %}\n        {{- \"<|start_header_id|>ipython<|end_header_id|>\\n\\n\" }}\n        {%- if message.content is mapping or message.content is iterable %}\n            {{- message.content | tojson }}\n        {%- else %}\n            {{- message.content }}\n        {%- endif %}\n        {{- \"<|eot_id|>\" }}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' }}\n{%- endif %}\n",
  "clean_up_tokenization_spaces": true,
  "eos_token": "<|eot_id|>",
  "model_input_names": [
    "input_ids",
    "attention_mask"
  ],
  "model_max_length": 131072,
  "tokenizer_class": "PreTrainedTokenizerFast"
}
```

------
#### [ Llama 3.1 文本 ]

```
{
  "added_tokens_decoder": {
    "128000": {
      "content": "<|begin_of_text|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128001": {
      "content": "<|end_of_text|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128002": {
      "content": "<|reserved_special_token_0|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128003": {
      "content": "<|reserved_special_token_1|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128004": {
      "content": "<|finetune_right_pad_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128005": {
      "content": "<|reserved_special_token_2|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128006": {
      "content": "<|start_header_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128007": {
      "content": "<|end_header_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128008": {
      "content": "<|eom_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128009": {
      "content": "<|eot_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128010": {
      "content": "<|python_tag|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128011": {
      "content": "<|reserved_special_token_3|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128012": {
      "content": "<|reserved_special_token_4|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128013": {
      "content": "<|reserved_special_token_5|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128014": {
      "content": "<|reserved_special_token_6|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128015": {
      "content": "<|reserved_special_token_7|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128016": {
      "content": "<|reserved_special_token_8|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128017": {
      "content": "<|reserved_special_token_9|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128018": {
      "content": "<|reserved_special_token_10|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128019": {
      "content": "<|reserved_special_token_11|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128020": {
      "content": "<|reserved_special_token_12|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128021": {
      "content": "<|reserved_special_token_13|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128022": {
      "content": "<|reserved_special_token_14|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128023": {
      "content": "<|reserved_special_token_15|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128024": {
      "content": "<|reserved_special_token_16|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128025": {
      "content": "<|reserved_special_token_17|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128026": {
      "content": "<|reserved_special_token_18|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128027": {
      "content": "<|reserved_special_token_19|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128028": {
      "content": "<|reserved_special_token_20|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128029": {
      "content": "<|reserved_special_token_21|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128030": {
      "content": "<|reserved_special_token_22|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128031": {
      "content": "<|reserved_special_token_23|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128032": {
      "content": "<|reserved_special_token_24|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128033": {
      "content": "<|reserved_special_token_25|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128034": {
      "content": "<|reserved_special_token_26|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128035": {
      "content": "<|reserved_special_token_27|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128036": {
      "content": "<|reserved_special_token_28|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128037": {
      "content": "<|reserved_special_token_29|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128038": {
      "content": "<|reserved_special_token_30|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128039": {
      "content": "<|reserved_special_token_31|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128040": {
      "content": "<|reserved_special_token_32|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128041": {
      "content": "<|reserved_special_token_33|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128042": {
      "content": "<|reserved_special_token_34|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128043": {
      "content": "<|reserved_special_token_35|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128044": {
      "content": "<|reserved_special_token_36|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128045": {
      "content": "<|reserved_special_token_37|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128046": {
      "content": "<|reserved_special_token_38|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128047": {
      "content": "<|reserved_special_token_39|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128048": {
      "content": "<|reserved_special_token_40|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128049": {
      "content": "<|reserved_special_token_41|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128050": {
      "content": "<|reserved_special_token_42|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128051": {
      "content": "<|reserved_special_token_43|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128052": {
      "content": "<|reserved_special_token_44|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128053": {
      "content": "<|reserved_special_token_45|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128054": {
      "content": "<|reserved_special_token_46|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128055": {
      "content": "<|reserved_special_token_47|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128056": {
      "content": "<|reserved_special_token_48|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128057": {
      "content": "<|reserved_special_token_49|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128058": {
      "content": "<|reserved_special_token_50|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128059": {
      "content": "<|reserved_special_token_51|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128060": {
      "content": "<|reserved_special_token_52|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128061": {
      "content": "<|reserved_special_token_53|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128062": {
      "content": "<|reserved_special_token_54|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128063": {
      "content": "<|reserved_special_token_55|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128064": {
      "content": "<|reserved_special_token_56|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128065": {
      "content": "<|reserved_special_token_57|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128066": {
      "content": "<|reserved_special_token_58|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128067": {
      "content": "<|reserved_special_token_59|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128068": {
      "content": "<|reserved_special_token_60|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128069": {
      "content": "<|reserved_special_token_61|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128070": {
      "content": "<|reserved_special_token_62|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128071": {
      "content": "<|reserved_special_token_63|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128072": {
      "content": "<|reserved_special_token_64|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128073": {
      "content": "<|reserved_special_token_65|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128074": {
      "content": "<|reserved_special_token_66|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128075": {
      "content": "<|reserved_special_token_67|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128076": {
      "content": "<|reserved_special_token_68|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128077": {
      "content": "<|reserved_special_token_69|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128078": {
      "content": "<|reserved_special_token_70|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128079": {
      "content": "<|reserved_special_token_71|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128080": {
      "content": "<|reserved_special_token_72|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128081": {
      "content": "<|reserved_special_token_73|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128082": {
      "content": "<|reserved_special_token_74|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128083": {
      "content": "<|reserved_special_token_75|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128084": {
      "content": "<|reserved_special_token_76|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128085": {
      "content": "<|reserved_special_token_77|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128086": {
      "content": "<|reserved_special_token_78|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128087": {
      "content": "<|reserved_special_token_79|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128088": {
      "content": "<|reserved_special_token_80|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
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      "special": true
    },
    "128201": {
      "content": "<|reserved_special_token_193|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128202": {
      "content": "<|reserved_special_token_194|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128203": {
      "content": "<|reserved_special_token_195|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128204": {
      "content": "<|reserved_special_token_196|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128205": {
      "content": "<|reserved_special_token_197|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128206": {
      "content": "<|reserved_special_token_198|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128207": {
      "content": "<|reserved_special_token_199|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128208": {
      "content": "<|reserved_special_token_200|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128209": {
      "content": "<|reserved_special_token_201|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128210": {
      "content": "<|reserved_special_token_202|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128211": {
      "content": "<|reserved_special_token_203|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128212": {
      "content": "<|reserved_special_token_204|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128213": {
      "content": "<|reserved_special_token_205|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128214": {
      "content": "<|reserved_special_token_206|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128215": {
      "content": "<|reserved_special_token_207|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128216": {
      "content": "<|reserved_special_token_208|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128217": {
      "content": "<|reserved_special_token_209|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128218": {
      "content": "<|reserved_special_token_210|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128219": {
      "content": "<|reserved_special_token_211|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128220": {
      "content": "<|reserved_special_token_212|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128221": {
      "content": "<|reserved_special_token_213|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128222": {
      "content": "<|reserved_special_token_214|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128223": {
      "content": "<|reserved_special_token_215|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128224": {
      "content": "<|reserved_special_token_216|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128225": {
      "content": "<|reserved_special_token_217|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128226": {
      "content": "<|reserved_special_token_218|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128227": {
      "content": "<|reserved_special_token_219|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128228": {
      "content": "<|reserved_special_token_220|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128229": {
      "content": "<|reserved_special_token_221|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128230": {
      "content": "<|reserved_special_token_222|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128231": {
      "content": "<|reserved_special_token_223|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128232": {
      "content": "<|reserved_special_token_224|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128233": {
      "content": "<|reserved_special_token_225|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128234": {
      "content": "<|reserved_special_token_226|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128235": {
      "content": "<|reserved_special_token_227|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128236": {
      "content": "<|reserved_special_token_228|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128237": {
      "content": "<|reserved_special_token_229|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128238": {
      "content": "<|reserved_special_token_230|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128239": {
      "content": "<|reserved_special_token_231|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128240": {
      "content": "<|reserved_special_token_232|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128241": {
      "content": "<|reserved_special_token_233|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128242": {
      "content": "<|reserved_special_token_234|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128243": {
      "content": "<|reserved_special_token_235|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128244": {
      "content": "<|reserved_special_token_236|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128245": {
      "content": "<|reserved_special_token_237|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128246": {
      "content": "<|reserved_special_token_238|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128247": {
      "content": "<|reserved_special_token_239|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128248": {
      "content": "<|reserved_special_token_240|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128249": {
      "content": "<|reserved_special_token_241|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128250": {
      "content": "<|reserved_special_token_242|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128251": {
      "content": "<|reserved_special_token_243|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128252": {
      "content": "<|reserved_special_token_244|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128253": {
      "content": "<|reserved_special_token_245|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128254": {
      "content": "<|reserved_special_token_246|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128255": {
      "content": "<|reserved_special_token_247|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    }
  },
  "bos_token": "<|begin_of_text|>",
  "chat_template": "{{- bos_token }}\n{%- if custom_tools is defined %}\n    {%- set tools = custom_tools %}\n{%- endif %}\n{%- if not tools_in_user_message is defined %}\n    {%- set tools_in_user_message = true %}\n{%- endif %}\n{%- if not date_string is defined %}\n    {%- set date_string = \"26 Jul 2024\" %}\n{%- endif %}\n{%- if not tools is defined %}\n    {%- set tools = none %}\n{%- endif %}\n\n{#- This block extracts the system message, so we can slot it into the right place. #}\n{%- if messages[0]['role'] == 'system' %}\n    {%- set system_message = messages[0]['content']|trim %}\n    {%- set messages = messages[1:] %}\n{%- else %}\n    {%- set system_message = \"\" %}\n{%- endif %}\n\n{#- System message + builtin tools #}\n{{- \"<|start_header_id|>system<|end_header_id|>\\n\\n\" }}\n{%- if builtin_tools is defined or tools is not none %}\n    {{- \"Environment: ipython\\n\" }}\n{%- endif %}\n{%- if builtin_tools is defined %}\n    {{- \"Tools: \" + builtin_tools | reject('equalto', 'code_interpreter') | join(\", \") + \"\\n\\n\"}}\n{%- endif %}\n{{- \"Cutting Knowledge Date: December 2023\\n\" }}\n{{- \"Today Date: \" + date_string + \"\\n\\n\" }}\n{%- if tools is not none and not tools_in_user_message %}\n    {{- \"You have access to the following functions. To call a function, please respond with JSON for a function call.\" }}\n    {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n    {{- \"Do not use variables.\\n\\n\" }}\n    {%- for t in tools %}\n        {{- t | tojson(indent=4) }}\n        {{- \"\\n\\n\" }}\n    {%- endfor %}\n{%- endif %}\n{{- system_message }}\n{{- \"<|eot_id|>\" }}\n\n{#- Custom tools are passed in a user message with some extra guidance #}\n{%- if tools_in_user_message and not tools is none %}\n    {#- Extract the first user message so we can plug it in here #}\n    {%- if messages | length != 0 %}\n        {%- set first_user_message = messages[0]['content']|trim %}\n        {%- set messages = messages[1:] %}\n    {%- else %}\n        {{- raise_exception(\"Cannot put tools in the first user message when there's no first user message!\") }}\n{%- endif %}\n    {{- '<|start_header_id|>user<|end_header_id|>\\n\\n' -}}\n    {{- \"Given the following functions, please respond with a JSON for a function call \" }}\n    {{- \"with its proper arguments that best answers the given prompt.\\n\\n\" }}\n    {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n    {{- \"Do not use variables.\\n\\n\" }}\n    {%- for t in tools %}\n        {{- t | tojson(indent=4) }}\n        {{- \"\\n\\n\" }}\n    {%- endfor %}\n    {{- first_user_message + \"<|eot_id|>\"}}\n{%- endif %}\n\n{%- for message in messages %}\n    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}\n        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\\n\\n'+ message['content'] | trim + '<|eot_id|>' }}\n    {%- elif 'tool_calls' in message %}\n        {%- if not message.tool_calls|length == 1 %}\n            {{- raise_exception(\"This model only supports single tool-calls at once!\") }}\n        {%- endif %}\n        {%- set tool_call = message.tool_calls[0].function %}\n        {%- if builtin_tools is defined and tool_call.name in builtin_tools %}\n            {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' -}}\n            {{- \"<|python_tag|>\" + tool_call.name + \".call(\" }}\n            {%- for arg_name, arg_val in tool_call.arguments | items %}\n                {{- arg_name + '=\"' + arg_val + '\"' }}\n                {%- if not loop.last %}\n                    {{- \", \" }}\n                {%- endif %}\n                {%- endfor %}\n            {{- \")\" }}\n        {%- else  %}\n            {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' -}}\n            {{- '{\"name\": \"' + tool_call.name + '\", ' }}\n            {{- '\"parameters\": ' }}\n            {{- tool_call.arguments | tojson }}\n            {{- \"}\" }}\n        {%- endif %}\n        {%- if builtin_tools is defined %}\n            {#- This means we're in ipython mode #}\n            {{- \"<|eom_id|>\" }}\n        {%- else %}\n            {{- \"<|eot_id|>\" }}\n        {%- endif %}\n    {%- elif message.role == \"tool\" or message.role == \"ipython\" %}\n        {{- \"<|start_header_id|>ipython<|end_header_id|>\\n\\n\" }}\n        {%- if message.content is mapping or message.content is iterable %}\n            {{- message.content | tojson }}\n        {%- else %}\n            {{- message.content }}\n        {%- endif %}\n        {{- \"<|eot_id|>\" }}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' }}\n{%- endif %}\n",
  "clean_up_tokenization_spaces": true,
  "eos_token": "<|eot_id|>",
  "model_input_names": [
    "input_ids",
    "attention_mask"
  ],
  "model_max_length": 131072,
  "tokenizer_class": "PreTrainedTokenizerFast"
}
```

------
#### [ Llama 3.0 文本 ]

```
{
  "added_tokens_decoder": {
    "128000": {
      "content": "<|begin_of_text|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128001": {
      "content": "<|end_of_text|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128002": {
      "content": "<|reserved_special_token_0|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128003": {
      "content": "<|reserved_special_token_1|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128004": {
      "content": "<|reserved_special_token_2|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128005": {
      "content": "<|reserved_special_token_3|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128006": {
      "content": "<|start_header_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128007": {
      "content": "<|end_header_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128008": {
      "content": "<|reserved_special_token_4|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128009": {
      "content": "<|eot_id|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128010": {
      "content": "<|reserved_special_token_5|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128011": {
      "content": "<|reserved_special_token_6|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128012": {
      "content": "<|reserved_special_token_7|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128013": {
      "content": "<|reserved_special_token_8|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128014": {
      "content": "<|reserved_special_token_9|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128015": {
      "content": "<|reserved_special_token_10|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128016": {
      "content": "<|reserved_special_token_11|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128017": {
      "content": "<|reserved_special_token_12|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128018": {
      "content": "<|reserved_special_token_13|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128019": {
      "content": "<|reserved_special_token_14|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128020": {
      "content": "<|reserved_special_token_15|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128021": {
      "content": "<|reserved_special_token_16|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128022": {
      "content": "<|reserved_special_token_17|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128023": {
      "content": "<|reserved_special_token_18|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128024": {
      "content": "<|reserved_special_token_19|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128025": {
      "content": "<|reserved_special_token_20|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128026": {
      "content": "<|reserved_special_token_21|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128027": {
      "content": "<|reserved_special_token_22|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128028": {
      "content": "<|reserved_special_token_23|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128029": {
      "content": "<|reserved_special_token_24|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128030": {
      "content": "<|reserved_special_token_25|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "128031": {
      "content": "<|reserved_special_token_26|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
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      "special": true
    },
    "128255": {
      "content": "<|reserved_special_token_250|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    }
  },
  "bos_token": "<|begin_of_text|>",
  "chat_template": "{% set loop_messages = messages %}{% for message in loop_messages %}{% set content = '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' %}{% if loop.index0 == 0 %}{% set content = bos_token + content %}{% endif %}{{ content }}{% endfor %}{% if add_generation_prompt %}{{ '<|start_header_id|>assistant<|end_header_id|>\n\n' }}{% endif %}",
  "clean_up_tokenization_spaces": true,
  "eos_token": "<|eot_id|>",
  "model_input_names": [
    "input_ids",
    "attention_mask"
  ],
  "model_max_length": 1000000000000000019884624838656,
  "tokenizer_class": "PreTrainedTokenizerFast"
}
```

------
#### [ Llama 2.0 聊天模型 ]

```
{
  "add_bos_token": true,
  "add_eos_token": false,
  "bos_token": {
    "__type": "AddedToken",
    "content": "<s>",
    "lstrip": false,
    "normalized": false,
    "rstrip": false,
    "single_word": false
  },
  "chat_template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<<SYS>>\\n' + system_message + '\\n<</SYS>>\\n\\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + '[INST] ' + content.strip() + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' '  + content.strip() + ' ' + eos_token }}{% endif %}{% endfor %}",
  "clean_up_tokenization_spaces": false,
  "eos_token": {
    "__type": "AddedToken",
    "content": "</s>",
    "lstrip": false,
    "normalized": false,
    "rstrip": false,
    "single_word": false
  },
  "legacy": false,
  "model_max_length": 1000000000000000019884624838656,
  "pad_token": null,
  "padding_side": "right",
  "sp_model_kwargs": {},
  "tokenizer_class": "LlamaTokenizer",
  "unk_token": {
    "__type": "AddedToken",
    "content": "<unk>",
    "lstrip": false,
    "normalized": false,
    "rstrip": false,
    "single_word": false
  }
}
```

------
#### [ Mistral 8x7b 文本 ]

```
{
  "add_bos_token": true,
  "add_eos_token": false,
  "add_prefix_space": null,
  "added_tokens_decoder": {
    "0": {
      "content": "<unk>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "1": {
      "content": "<s>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "2": {
      "content": "</s>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    }
  },
  "additional_special_tokens": [],
  "bos_token": "<s>",
  "chat_template": "{%- if messages[0]['role'] == 'system' %}\n    {%- set system_message = messages[0]['content'] %}\n    {%- set loop_messages = messages[1:] %}\n{%- else %}\n    {%- set loop_messages = messages %}\n{%- endif %}\n\n{{- bos_token }}\n{%- for message in loop_messages %}\n    {%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}\n        {{- raise_exception('After the optional system message, conversation roles must alternate user/assistant/user/assistant/...') }}\n    {%- endif %}\n    {%- if message['role'] == 'user' %}\n        {%- if loop.first and system_message is defined %}\n            {{- ' [INST] ' + system_message + '\\n\\n' + message['content'] + ' [/INST]' }}\n        {%- else %}\n            {{- ' [INST] ' + message['content'] + ' [/INST]' }}\n        {%- endif %}\n    {%- elif message['role'] == 'assistant' %}\n        {{- ' ' + message['content'] + eos_token}}\n    {%- else %}\n        {{- raise_exception('Only user and assistant roles are supported, with the exception of an initial optional system message!') }}\n    {%- endif %}\n{%- endfor %}\n",
  "clean_up_tokenization_spaces": false,
  "eos_token": "</s>",
  "legacy": false,
  "model_max_length": 1000000000000000019884624838656,
  "pad_token": null,
  "sp_model_kwargs": {},
  "spaces_between_special_tokens": false,
  "tokenizer_class": "LlamaTokenizer",
  "unk_token": "<unk>",
  "use_default_system_prompt": false
}
```

------
#### [ Mistral 7b ]

```
{
  "add_bos_token": true,
  "add_eos_token": false,
  "add_prefix_space": true,
  "added_tokens_decoder": {
    "0": {
      "content": "<unk>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "1": {
      "content": "<s>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "2": {
      "content": "</s>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "3": {
      "content": "[INST]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "4": {
      "content": "[/INST]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "5": {
      "content": "[TOOL_CALLS]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "6": {
      "content": "[AVAILABLE_TOOLS]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "7": {
      "content": "[/AVAILABLE_TOOLS]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "8": {
      "content": "[TOOL_RESULTS]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "9": {
      "content": "[/TOOL_RESULTS]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "10": {
      "content": "[control_8]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "11": {
      "content": "[control_9]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "12": {
      "content": "[control_10]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "13": {
      "content": "[control_11]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "14": {
      "content": "[control_12]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "15": {
      "content": "[control_13]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "16": {
      "content": "[control_14]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "17": {
      "content": "[control_15]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "18": {
      "content": "[control_16]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "19": {
      "content": "[control_17]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "20": {
      "content": "[control_18]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "21": {
      "content": "[control_19]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "22": {
      "content": "[control_20]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "23": {
      "content": "[control_21]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "24": {
      "content": "[control_22]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "25": {
      "content": "[control_23]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "26": {
      "content": "[control_24]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "27": {
      "content": "[control_25]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "28": {
      "content": "[control_26]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "29": {
      "content": "[control_27]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "30": {
      "content": "[control_28]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "31": {
      "content": "[control_29]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "32": {
      "content": "[control_30]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "33": {
      "content": "[control_31]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "34": {
      "content": "[control_32]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "35": {
      "content": "[control_33]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "36": {
      "content": "[control_34]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "37": {
      "content": "[control_35]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "38": {
      "content": "[control_36]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "39": {
      "content": "[control_37]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "40": {
      "content": "[control_38]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "41": {
      "content": "[control_39]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "42": {
      "content": "[control_40]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "43": {
      "content": "[control_41]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "44": {
      "content": "[control_42]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "45": {
      "content": "[control_43]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "46": {
      "content": "[control_44]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "47": {
      "content": "[control_45]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "48": {
      "content": "[control_46]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "49": {
      "content": "[control_47]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "50": {
      "content": "[control_48]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "51": {
      "content": "[control_49]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "52": {
      "content": "[control_50]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "53": {
      "content": "[control_51]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "54": {
      "content": "[control_52]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "55": {
      "content": "[control_53]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "56": {
      "content": "[control_54]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "57": {
      "content": "[control_55]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "58": {
      "content": "[control_56]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "59": {
      "content": "[control_57]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "60": {
      "content": "[control_58]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "61": {
      "content": "[control_59]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "62": {
      "content": "[control_60]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "63": {
      "content": "[control_61]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "64": {
      "content": "[control_62]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "65": {
      "content": "[control_63]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "66": {
      "content": "[control_64]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "67": {
      "content": "[control_65]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "68": {
      "content": "[control_66]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "69": {
      "content": "[control_67]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "70": {
      "content": "[control_68]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "71": {
      "content": "[control_69]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "72": {
      "content": "[control_70]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "73": {
      "content": "[control_71]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "74": {
      "content": "[control_72]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "75": {
      "content": "[control_73]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "76": {
      "content": "[control_74]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "77": {
      "content": "[control_75]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "78": {
      "content": "[control_76]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "79": {
      "content": "[control_77]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "80": {
      "content": "[control_78]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "81": {
      "content": "[control_79]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "82": {
      "content": "[control_80]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "83": {
      "content": "[control_81]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "84": {
      "content": "[control_82]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "85": {
      "content": "[control_83]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "86": {
      "content": "[control_84]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "87": {
      "content": "[control_85]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "88": {
      "content": "[control_86]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "89": {
      "content": "[control_87]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "90": {
      "content": "[control_88]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "91": {
      "content": "[control_89]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "92": {
      "content": "[control_90]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "93": {
      "content": "[control_91]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "94": {
      "content": "[control_92]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "95": {
      "content": "[control_93]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
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      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "715": {
      "content": "[control_713]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "716": {
      "content": "[control_714]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "717": {
      "content": "[control_715]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "718": {
      "content": "[control_716]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "719": {
      "content": "[control_717]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "720": {
      "content": "[control_718]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "721": {
      "content": "[control_719]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "722": {
      "content": "[control_720]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "723": {
      "content": "[control_721]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "724": {
      "content": "[control_722]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "725": {
      "content": "[control_723]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "726": {
      "content": "[control_724]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "727": {
      "content": "[control_725]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "728": {
      "content": "[control_726]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "729": {
      "content": "[control_727]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "730": {
      "content": "[control_728]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "731": {
      "content": "[control_729]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "732": {
      "content": "[control_730]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "733": {
      "content": "[control_731]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "734": {
      "content": "[control_732]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "735": {
      "content": "[control_733]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "736": {
      "content": "[control_734]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "737": {
      "content": "[control_735]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "738": {
      "content": "[control_736]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "739": {
      "content": "[control_737]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "740": {
      "content": "[control_738]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "741": {
      "content": "[control_739]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "742": {
      "content": "[control_740]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "743": {
      "content": "[control_741]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "744": {
      "content": "[control_742]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "745": {
      "content": "[control_743]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "746": {
      "content": "[control_744]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "747": {
      "content": "[control_745]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "748": {
      "content": "[control_746]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "749": {
      "content": "[control_747]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "750": {
      "content": "[control_748]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "751": {
      "content": "[control_749]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "752": {
      "content": "[control_750]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "753": {
      "content": "[control_751]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "754": {
      "content": "[control_752]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "755": {
      "content": "[control_753]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "756": {
      "content": "[control_754]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "757": {
      "content": "[control_755]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "758": {
      "content": "[control_756]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "759": {
      "content": "[control_757]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "760": {
      "content": "[control_758]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "761": {
      "content": "[control_759]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "762": {
      "content": "[control_760]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "763": {
      "content": "[control_761]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "764": {
      "content": "[control_762]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "765": {
      "content": "[control_763]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "766": {
      "content": "[control_764]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "767": {
      "content": "[control_765]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "768": {
      "content": "[control_766]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "769": {
      "content": "[control_767]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "770": {
      "content": "[control_768]",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    }
  },
  "bos_token": "<s>",
  "chat_template": "{%- if messages[0][\"role\"] == \"system\" %}\n    {%- set system_message = messages[0][\"content\"] %}\n    {%- set loop_messages = messages[1:] %}\n{%- else %}\n    {%- set loop_messages = messages %}\n{%- endif %}\n{%- if not tools is defined %}\n    {%- set tools = none %}\n{%- endif %}\n{%- set user_messages = loop_messages | selectattr(\"role\", \"equalto\", \"user\") | list %}\n\n{#- This block checks for alternating user/assistant messages, skipping tool calling messages #}\n{%- set ns = namespace() %}\n{%- set ns.index = 0 %}\n{%- for message in loop_messages %}\n    {%- if not (message.role == \"tool\" or message.role == \"tool_results\" or (message.tool_calls is defined and message.tool_calls is not none)) %}\n        {%- if (message[\"role\"] == \"user\") != (ns.index % 2 == 0) %}\n            {{- raise_exception(\"After the optional system message, conversation roles must alternate user/assistant/user/assistant/...\") }}\n        {%- endif %}\n        {%- set ns.index = ns.index + 1 %}\n    {%- endif %}\n{%- endfor %}\n\n{{- bos_token }}\n{%- for message in loop_messages %}\n    {%- if message[\"role\"] == \"user\" %}\n        {%- if tools is not none and (message == user_messages[-1]) %}\n            {{- \"[AVAILABLE_TOOLS] [\" }}\n            {%- for tool in tools %}\n                {%- set tool = tool.function %}\n                {{- '{\"type\": \"function\", \"function\": {' }}\n                {%- for key, val in tool.items() if key != \"return\" %}\n                    {%- if val is string %}\n                        {{- '\"' + key + '\": \"' + val + '\"' }}\n                    {%- else %}\n                        {{- '\"' + key + '\": ' + val|tojson }}\n                    {%- endif %}\n                    {%- if not loop.last %}\n                        {{- \", \" }}\n                    {%- endif %}\n                {%- endfor %}\n                {{- \"}}\" }}\n                {%- if not loop.last %}\n                    {{- \", \" }}\n                {%- else %}\n                    {{- \"]\" }}\n                {%- endif %}\n            {%- endfor %}\n            {{- \"[/AVAILABLE_TOOLS]\" }}\n            {%- endif %}\n        {%- if loop.last and system_message is defined %}\n            {{- \"[INST] \" + system_message + \"\\n\\n\" + message[\"content\"] + \"[/INST]\" }}\n        {%- else %}\n            {{- \"[INST] \" + message[\"content\"] + \"[/INST]\" }}\n        {%- endif %}\n    {%- elif message.tool_calls is defined and message.tool_calls is not none %}\n        {{- \"[TOOL_CALLS] [\" }}\n        {%- for tool_call in message.tool_calls %}\n            {%- set out = tool_call.function|tojson %}\n            {{- out[:-1] }}\n            {%- if not tool_call.id is defined or tool_call.id|length != 9 %}\n                {{- raise_exception(\"Tool call IDs should be alphanumeric strings with length 9!\") }}\n            {%- endif %}\n            {{- ', \"id\": \"' + tool_call.id + '\"}' }}\n            {%- if not loop.last %}\n                {{- \", \" }}\n            {%- else %}\n                {{- \"]\" + eos_token }}\n            {%- endif %}\n        {%- endfor %}\n    {%- elif message[\"role\"] == \"assistant\" %}\n        {{- \" \" + message[\"content\"]|trim + eos_token}}\n    {%- elif message[\"role\"] == \"tool_results\" or message[\"role\"] == \"tool\" %}\n        {%- if message.content is defined and message.content.content is defined %}\n            {%- set content = message.content.content %}\n        {%- else %}\n            {%- set content = message.content %}\n        {%- endif %}\n        {{- '[TOOL_RESULTS] {\"content\": ' + content|string + \", \" }}\n        {%- if not message.tool_call_id is defined or message.tool_call_id|length != 9 %}\n            {{- raise_exception(\"Tool call IDs should be alphanumeric strings with length 9!\") }}\n        {%- endif %}\n        {{- '\"call_id\": \"' + message.tool_call_id + '\"}[/TOOL_RESULTS]' }}\n    {%- else %}\n        {{- raise_exception(\"Only user and assistant roles are supported, with the exception of an initial optional system message!\") }}\n    {%- endif %}\n{%- endfor %}\n",
  "clean_up_tokenization_spaces": false,
  "eos_token": "</s>",
  "legacy": false,
  "model_max_length": 1000000000000000019884624838656,
  "pad_token": null,
  "sp_model_kwargs": {},
  "spaces_between_special_tokens": false,
  "tokenizer_class": "LlamaTokenizer",
  "unk_token": "<unk>",
  "use_default_system_prompt": false
}
```

------
#### [ Qwen2 ]

```
{
  "add_prefix_space": false,
  "added_tokens_decoder": {
    "151643": {
      "content": "<|endoftext|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "151644": {
      "content": "<|im_start|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    },
    "151645": {
      "content": "<|im_end|>",
      "lstrip": false,
      "normalized": false,
      "rstrip": false,
      "single_word": false,
      "special": true
    }
  },
  "additional_special_tokens": ["<|im_start|>", "<|im_end|>"],
  "bos_token": null,
  "chat_template": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
  "clean_up_tokenization_spaces": false,
  "eos_token": "<|im_end|>",
  "errors": "replace",
  "model_max_length": 131072,
  "pad_token": "<|endoftext|>",
  "split_special_tokens": false,
  "tokenizer_class": "Qwen2Tokenizer",
  "unk_token": null
}
```

------