fix: typos (#16385)

.github/DISCUSSION_TEMPLATE/general.yml

           required: true
         - label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
           required: true
-        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:）"
+        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:)"
           required: true
         - label: "Please do not modify this template :) and fill in all the required fields."
           required: true

.github/DISCUSSION_TEMPLATE/help.yml

           required: true
         - label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
           required: true
-        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:）"
+        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:)"
           required: true
         - label: "Please do not modify this template :) and fill in all the required fields."
           required: true

.github/DISCUSSION_TEMPLATE/suggestion.yml

           required: true
         - label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
           required: true
-        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:）"
+        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:)"
           required: true
         - label: "Please do not modify this template :) and fill in all the required fields."
           required: true

.github/ISSUE_TEMPLATE/bug_report.yml

           required: true
         - label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
           required: true
-        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:）"
+        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:)"
           required: true
         - label: "Please do not modify this template :) and fill in all the required fields."
           required: true

.github/ISSUE_TEMPLATE/document_issue.yml

           required: true
         - label: I confirm that I am using English to submit report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
           required: true
-        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:）"
+        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:)"
           required: true
         - label: "Please do not modify this template :) and fill in all the required fields."
           required: true

.github/ISSUE_TEMPLATE/feature_request.yml

           required: true
         - label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
           required: true
-        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:）"
+        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:)"
           required: true
         - label: "Please do not modify this template :) and fill in all the required fields."
           required: true

.github/ISSUE_TEMPLATE/tracker.yml

 name: "👾 Tracker"
-description: For inner usages, please donot use this template.
+description: For inner usages, please do not use this template.
 title: "[Tracker] "
 labels:
   - tracker

.github/ISSUE_TEMPLATE/translation_issue.yml

 name: "🌐 Localization/Translation issue"
-description: Report incorrect translations. [please use English :）]
+description: Report incorrect translations. [please use English :)]
 labels:
   - translation
 body:
           required: true
         - label: I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)).
           required: true
-        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:）"
+        - label: "[FOR CHINESE USERS] 请务必使用英文提交 Issue，否则会被关闭。谢谢！:)"
           required: true
         - label: "Please do not modify this template :) and fill in all the required fields."
           required: true

api/core/model_runtime/README_CN.md

 - 支持 5 种模型类型的能力调用
 
   - `LLM` - LLM 文本补全、对话，预计算 tokens 能力
-  - `Text Embedidng Model` - 文本 Embedding ，预计算 tokens 能力
+  - `Text Embedding Model` - 文本 Embedding ，预计算 tokens 能力
   - `Rerank Model` - 分段 Rerank 能力
   - `Speech-to-text Model` - 语音转文本能力
   - `Text-to-speech Model` - 文本转语音能力

docker/.env.example

 # which is convenient for debugging.
 FLASK_DEBUG=false
 
-# A secretkey that is used for securely signing the session cookie
+# A secret key that is used for securely signing the session cookie
 # and encrypting sensitive information on the database.
 # You can generate a strong key using `openssl rand -base64 42`.
 SECRET_KEY=sk-9f73s3ljTXVcMT3Blb3ljTqtsKiGHXVcMT3BlbkFJLK7U
 # Password for admin user initialization.
 # If left unset, admin user will not be prompted for a password
 # when creating the initial admin account. 
-# The length of the password cannot exceed 30 charactors.
+# The length of the password cannot exceed 30 characters.
 INIT_PASSWORD=
 
 # Deployment environment.

docker/README.md

     - Execute `docker compose up` from the `docker` directory to start the services.
     - To specify a vector database, set the `VECTOR_STORE` variable in your `.env` file to your desired vector database service, such as `milvus`, `weaviate`, or `opensearch`.
 4. **SSL Certificate Setup**:
-    - Rrefer `docker/certbot/README.md` to set up SSL certificates using Certbot.
+    - Refer `docker/certbot/README.md` to set up SSL certificates using Certbot.
 
 ### How to Deploy Middleware for Developing Dify
 
 
 - **Vector Database Services**: Depending on the type of vector database used (`VECTOR_STORE`), users can set specific endpoints, ports, and authentication details.
 - **Storage Services**: Depending on the storage type (`STORAGE_TYPE`), users can configure specific settings for S3, Azure Blob, Google Storage, etc.
-- **API and Web Services**: Users can define URLs and other settings that affect how the API and web frontends operate.
+- **API and Web Services**: Users can define URLs and other settings that affect how the API and web frontend operate.
 
 #### Other notable variables
 

web/i18n/en-US/app-debug.ts

     },
     retrieveMultiWay: {
       title: 'Multi-path retrieval',
-      description: 'Based on user intent, queries across all Knowledge, retrieves relevant text from multi-sources, and selects the best results matching the user query after reranking. ',
+      description: 'Based on user intent, queries across all Knowledge, retrieves relevant text from multi-sources, and selects the best results matching the user query after reranking.',
     },
     rerankModelRequired: 'A configured Rerank Model is required',
     params: 'Params',

web/i18n/en-US/login.ts

   setAdminAccountDesc: 'Maximum privileges for admin account, which can be used to create applications and manage LLM providers, etc.',
   createAndSignIn: 'Create and sign in',
   oneMoreStep: 'One more step',
-  createSample: 'Based on this information, we’ll create sample application for you',
+  createSample: 'Based on this information, we\'ll create sample application for you',
   invitationCode: 'Invitation Code',
   invitationCodePlaceholder: 'Your invitation code',
   interfaceLanguage: 'Interface Language',

web/i18n/zh-Hans/app-overview.ts

           step2Tip: '点击此处将仓库导入到 Vercel 中部署',
           step2Operation: '导入仓库',
           step3: '配置环境变量',
-          step3Tip: '在 Vecel 环境变量中添加以下环境变量',
+          step3Tip: '在 Vercel 环境变量中添加以下环境变量',
         },
         way2: {
           name: '编写客户端调用 API 并部署到服务器中',

web/i18n/zh-Hant/app-overview.ts

           step2Tip: '點選此處將倉庫匯入到 Vercel 中部署',
           step2Operation: '匯入倉庫',
           step3: '配置環境變數',
-          step3Tip: '在 Vecel 環境變數中新增以下環境變數',
+          step3Tip: '在 Vercel 環境變數中新增以下環境變數',
         },
         way2: {
           name: '編寫客戶端呼叫 API 並部署到伺服器中',