Sure, here's the translation of "Chat with your CSV using DuckDB and Vanna.ai" in simplified Chinese, while keeping the HTML structure: ```html 使用DuckDB和Vanna.ai与您的CSV文件进行交互 ```

Sure, here is the translation of "Chat with datasets in CSV format" in simplified Chinese while keeping the HTML structure: ```html 聊天与CSV格式的数据集 ```

```html

Vanna 是一个流行的开源 Python 库，用于文本到 SQL 的转换，在 GitHub 上有超过 7.2K 星。通过使用 DuckDB 的 CSV 导入工具，您实际上可以开始与您的逗号分隔文件（CSV）进行交互。

在保持HTML结构的情况下，将英文文本"Connecting to Vanna"翻译为简体中文，可以这样写： ```html 连接至Vanna ``` 这个翻译保持了原文的意思，并且符合HTML文档的要求。

Sure, here is the translation of the text into simplified Chinese, keeping the HTML structure intact: ```html 你可以使用与ChatGPT连接的Vanna托管选项。或者，您可以使用任何其他的LLM和向量存储，如Llama 3。 ``` This HTML snippet preserves the original structure while providing the translation in simplified Chinese.

Here is the translation for "Vanna hosted" while keeping the HTML structure: ```html Vanna 主持了 ```

Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html 要使用Vanna托管选项，您需要一个API密钥并在其网站上创建一个模型。在此输入电子邮件地址并创建模型： ``` This text translates the English instructions into clear and concise simplified Chinese, suitable for a web context.

To translate "Log in to Vanna.AI" into simplified Chinese while keeping the HTML structure intact, you would use the following: ```html 登录至Vanna.AI ``` This maintains the structure and replaces the English text with its simplified Chinese equivalent.

api_key = # Your API key from https://vanna.ai/account/profile 

vanna_model_name = # Your model name from https://vanna.ai/account/profile 
vn = VannaDefault(model=vanna_model_name, api_key=api_key)

Sure, here is the text "Local LLM using Ollama" translated to simplified Chinese while keeping HTML structure: ```html 使用Ollama的本地LLM ``` In this HTML snippet, `` tags are used to encapsulate the translated Chinese text "使用Ollama的本地LLM".

如果你更喜欢使用本地运行的LLM，请使用以下代码代替：

from vanna.ollama.ollama import Ollama
from vanna.chromadb.chromadb_vector import ChromaDB_VectorStore

class MyVanna(ChromaDB_VectorStore, Ollama):
    def __init__(self, config=None):
        ChromaDB_VectorStore.__init__(self, config=config)
        Ollama.__init__(self, config=config)

vn = MyVanna(config={'model': 'llama3b'})

连接到数据库

在本文中，我们将在本地使用DuckDB，并导入一个CSV文件。

#This is how you can connect to a DuckDB database
# The :memory: allows you connect to DuckDB in memory or locally
vn.connect_to_duckdb(url=':memory:')

To translate "Ingesting CSV" into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 导入CSV ``` This HTML snippet specifies that the text "导入CSV" is in simplified Chinese (`zh-CN`). Make sure your HTML document declares the language and encoding properly for correct rendering.

Sure, here is the translated text in simplified Chinese while maintaining the HTML structure: ```html DuckDB 允许您导入并读取 CSV 文件。在本文中，我将使用加利福尼亚州的 WARN 解雇数据集，您可以在此处找到它。您也可以导入多个 CSV 文件。 ``` This HTML snippet retains the structure and inserts the translated Chinese text.

# running the CSV import command with the name of your file
# After downloading place the file in the same directory as the Python/Jupyter Script
# This will Create a Table with contents of the CSV and select it
vn.run_sql("""CREATE TABLE TABLE_NAME AS SELECT * FROM 'file_name.csv';
SELECT * FROM TABLE_NAME
""")

To translate "Training" into simplified Chinese while keeping the HTML structure, you can use: ```html 培训 ```

Sure, here's the simplified Chinese translation of the given text, keeping the HTML structure intact: ```html Vanna可以帮助开发一个RAG应用程序，该应用程序了解您数据库的模式。 ```

Sure, the translation of "Training on Plan" into simplified Chinese while keeping HTML structure would look like this: ```html

培训计划

` tags are used to indicate a paragraph, which is a common way to structure text in HTML.

# The information schema query may need some tweaking depending on your database. This is a good starting point.
df_information_schema = vn.run_sql("SELECT * FROM INFORMATION_SCHEMA.COLUMNS")

# This will break up the information schema into bite-sized chunks that can be referenced by the LLM
plan = vn.get_training_plan_generic(df_information_schema)
plan

# If you like the plan, then uncomment this and run it to train
vn.train(plan=plan)

To translate "Training on DDL" to simplified Chinese while keeping HTML structure, you would write it as: ```html 培训DDL ``` In this HTML snippet: - "培训" (péixùn) means "training". - "DDL" (which stands for Data Definition Language) is commonly transliterated as "DDL" in Chinese texts related to databases and technical contexts. Make sure to use appropriate encoding (UTF-8) to ensure the characters display correctly on web pages.

# In duckDB the describe statement can fetch the DDL for any table
vn.train(ddl="DESCRIBE SELECT * FROM table_name")

在问题/SQL对训练

# here is an example of training on SQL statements
# In the WARN Dataset number of workers are total laid off.
vn.train(
question="Calculate the total number of workers?"
,sql="""SELECT SUM(CAST("Number of Workers" AS INTEGER)) AS Total_Number_of_Workers
FROM WARN_DATASET
""")

在文档上的培训

# We can use documentation to give explicit context that you would give to a data analyst
vn.train(documentation="The number of worker's column corresponds to people laid off")

Sure, here's how you would write "Chat" in simplified Chinese within an HTML structure: ```html 聊天 ``` In this example: - `` is an inline element used for grouping and applying styles. - `聊天` (liáotiān) is the simplified Chinese translation for "Chat".

Sure, here is the simplified Chinese translation of the text while maintaining HTML structure: ```html 你可以使用Vanna问功能来提问或启动内置用户界面。 ``` In this translation: - "你可以使用" means "you can use". - "Vanna问功能" translates "Vanna ask function". - "来提问或启动" means "to ask questions or launch". - "内置用户界面" translates "built-in user interface".

vn.ask("Which Company did the most amount of layoffs?", visualize=False)

To translate "You can use the following lines of code to launch the Flask App" into simplified Chinese while keeping the HTML structure, you can use the following: ```html 您可以使用以下代码行来启动 Flask 应用 ``` This maintains the HTML tags while providing the translated text in simplified Chinese.

from vanna.flask import VannaFlaskApp
app = VannaFlaskApp(vn)
app.run()

Sure, here's the translation of "Thank you for reading!" in simplified Chinese, keeping the HTML structure: ```html 谢谢你的阅读！ ``` This HTML code keeps the original text intact while providing the translation in simplified Chinese.