Merge branch 'main' of github.com:guidance-ai/guidance

Author: slundberg

README.md

@@ -72,6 +72,8 @@ with assistant():
 
 6. **Easy to write reusable components**
 ```python
+import guidance
+
 @guidance
 def one_line_thing(lm, thing, topic):
     lm += f'Here is a one-line {thing} about {topic}: ' + gen(stop='\n')
@@ -276,7 +278,7 @@ with assistant():
 
 ## Example notebooks
 We are working on updating our example notebooks. The following ones have been updated:
-- [Basic tutorial](notebooks/tutorial.ipynb)
+- [Basic tutorial](notebooks/tutorials/intro_to_guidance.ipynb)
 - [Chatbot with search](notebooks/chat_with_search.ipynb)  
 
 More coming soon

notebooks/tutorials/intro_to_guidance.ipynb

@@ -73,7 +73,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Once you have added some text to the model you can then ask the model to generate unconstrained text using the `gen` guidance function. Guidance functions represent executable components that can be appended to a model. We you append a guidance function to a model the model extends its state by executing the guidance function."
+    "Once you have added some text to the model you can then ask the model to generate unconstrained text using the `gen` guidance function. Guidance functions represent executable components that can be appended to a model. When you append a guidance function to a model the model extends its state by executing the guidance function."
    ]
   },
   {
@@ -283,7 +283,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Note that one atypical feature of guidance functions is that multi-line string literals defined inside a guidance function respect the python indentation structure. This means that the whitespace before \"Q:\" and \"A:\" in the prompt above is stripped (but if they were indented 6 spaces instead of 4 spaces then only the first 4 spaces would be stripped, since that is the curent python indentation level). This allows us to define multi-line templates inside guidance functions while retaining indentation readability (if you ever want to disable this behavior you can use `@guidance(dedent=False)`)."
+    "Note that one atypical feature of guidance functions is that multi-line string literals defined inside a guidance function respect the python indentation structure. This means that the whitespace before \"Q:\" and \"A:\" in the prompt above is stripped (but if they were indented 6 spaces instead of 4 spaces then only the first 4 spaces would be stripped, since that is the current python indentation level). This allows us to define multi-line templates inside guidance functions while retaining indentation readability (if you ever want to disable this behavior you can use `@guidance(dedent=False)`)."
    ]
   },
   {