Learn python with RAG and LLM

Enhance your search results and summary with Retreival Augemented Generation. Use vector database (vectorDB) search on documents, links, pdfs, docx, txt, and use summarize with any LLM of your choice. You can choose from several embeddings models, customize hybrid search, choose from a range of citation styles and also create synthetic data! If you are looking for a quick RAG (Retrieval Augmented Generation) tool, look no further!


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F-strings, or formatted string literals, are a way to embed expressions inside string literals using curly braces `{}`. Introduced in Python 3.6, f-strings provide a concise and readable way to include variable values and expressions directly within strings.

Here’s a basic example of an f-string in action:
```python
name = "Zaphod"
heads = 2
arms = 3
print(f"{name} has {heads} heads and {arms} arms")
# Output: Zaphod has 2 heads and 3 arms
```
In this example, the variables `name`, `heads`, and `arms` are embedded within the string and their values are automatically inserted[1].

Key points about f-strings:
1. **Prefix with 'f'**: The string literal starts with the letter `f` before the opening quotation mark.
2. **Curly Braces for Variables**: Variable names surrounded by curly braces `{}` are replaced by their corresponding values without needing to use `str()`[1].
3. **Expressions Inside Curly Braces**: You can also insert Python expressions between the curly braces, and they will be evaluated and replaced with their result:
```python
n = 3
m = 4
print(f"{n} times {m} is {n*m}")
# Output: 3 times 4 is 12
```
It’s recommended to keep expressions simple to maintain readability[1].

For versions of Python earlier than 3.6, you can achieve similar results using the `.format()` method:
```python
print("{} has {} heads and {} arms".format(name, heads, arms))
# Output: Zaphod has 2 heads and 3 arms
```
However, f-strings are generally shorter and often more readable than using `.format()`[1].

In summary, f-strings are a powerful feature in Python that streamline the process of formatting strings by embedding variables and expressions directly within string literals.

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