Merge pull request #574 from trungsudo/patch-1

Author: slundberg

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."
    ]
   },
   {
@@ -144,7 +144,7 @@
    "source": [
     "## Simple templates\n",
     "\n",
-    "You can define a template in `guidance` (v0.1+) using f-strings. You can interpolate both standard variables and also guidance functions. Note that in Python 3.12 you can put anything into f-string slots, but in python 3.11 and below there are a few disallowed chatacters (like backslash)."
+    "You can define a template in `guidance` (v0.1+) using f-strings. You can interpolate both standard variables and also guidance functions. Note that in Python 3.12 you can put anything into f-string slots, but in python 3.11 and below there are a few disallowed characters (like backslash)."
    ]
   },
   {
@@ -286,7 +286,7 @@
    "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)`)."
    ]
   },
   {