Add a tutorial with OpenAI function calling (deepset-ai#301)

bilgeyucel · web-flow · commit c25e2daf5af1 · 2024-03-05T19:34:34.000+03:00
* Add a tutorial with OpenAI function calling

* Change the name

* Reduce code

* Minor updates

* Change the level

* Update README.md

* Word replacement
diff --git a/.github/workflows/run_tutorials.yml b/.github/workflows/run_tutorials.yml
@@ -79,6 +79,7 @@ jobs:
               "tutorials/36_Building_Fallbacks_with_Conditional_Routing.ipynb"
               "tutorials/37_Simplifying_Pipeline_Inputs_with_Multiplexer.ipynb"
               "tutorials/39_Embedding_Metadata_for_Improved_Retrieval.ipynb"
+              "tutorials/40_Building_Chat_Application_with_Function_Calling.ipynb"
           )
           for changed_file in ${{ steps.files.outputs.all_changed_files }}; do
             if [[ $changed_file == *".ipynb" ]]; then
diff --git a/README.md b/README.md
@@ -48,7 +48,7 @@ Haystack 2.0
 | [[OUTDATED] Knowledge Graph](./tutorials/10_Knowledge_Graph.ipynb)                                        | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/10_Knowledge_Graph.ipynb)                                         | [Building Pipelines with Conditional Routing](./tutorials/36_Building_Fallbacks_with_Conditional_Routing.ipynb)  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/36_Building_Fallbacks_with_Conditional_Routing.ipynb)|
 | [Pipelines](./tutorials/11_Pipelines.ipynb)                                                               | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/11_Pipelines.ipynb)                                               | [Simplifying Pipeline Inputs with Multiplexer](./tutorials/37_Simplifying_Pipeline_Inputs_with_Multiplexer.ipynb)| [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/37_Simplifying_Pipeline_Inputs_with_Multiplexer.ipynb)|
 | [[OUTDATED] Seq2SeqGenerator](./tutorials/12_LFQA.ipynb)                                                  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/12_LFQA.ipynb)                                                    | [Embedding Metadata for Improved Retrieval](./tutorials/39_Embedding_Metadata_for_Improved_Retrieval.ipynb)      | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/39_Embedding_Metadata_for_Improved_Retrieval.ipynb)|
-| [Question Generation](./tutorials/13_Question_generation.ipynb)                                           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/13_Question_generation.ipynb)                                     |                                                                                                                  |                                                                                                                                                                                                                          |
+| [Question Generation](./tutorials/13_Question_generation.ipynb)                                           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/13_Question_generation.ipynb)                                     | [Building a Chat Application with Function Calling](./tutorials/40_Building_Chat_Application_with_Function_Calling.ipynb)| [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/40_Building_Chat_Application_with_Function_Calling.ipynb)|
 | [Query Classifier](./tutorials/14_Query_Classifier.ipynb)                                                 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/14_Query_Classifier.ipynb)                                        |                                                                                                                  |                                                                                                                                                                                                                          |
 | [Table QA](./tutorials/15_TableQA.ipynb)                                                                  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/15_TableQA.ipynb)                                                 |                                                                                                                  |                                                                                                                                                                                                                          |
 | [Document Classifier at Index Time](./tutorials/16_Document_Classifier_at_Index_Time.ipynb)               | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/16_Document_Classifier_at_Index_Time.ipynb)                       |                                                                                                                  |                                                                                                                                                                                                                          |
diff --git a/index.toml b/index.toml
@@ -47,7 +47,7 @@ created_at = 2021-08-12
 title = "Evaluation of a QA System"
 description = "Learn how to evaluate the performance of individual nodes as well as entire pipelines."
 level = "advanced"
-weight = 100
+weight = 105
 notebook = "05_Evaluation.ipynb"
 aliases = ["evaluation"]
 created_at = 2021-08-12
@@ -275,6 +275,7 @@ aliases = []
 completion_time = "10 min"
 created_at = 2023-12-05
 haystack_2 = true
+featured = true
 
 [[tutorial]]
 title = "Generating Structured Output with Loop-Based Auto-Correction"
@@ -396,3 +397,15 @@ aliases = []
 completion_time = "10 min"
 created_at = 2024-02-20
 haystack_2 = true
+
+[[tutorial]]
+title = "Building a Chat Application with Function Calling"
+description = "Learn how to build chat applications that have agent-like behavior with OpenAI function calling"
+level = "advanced"
+weight = 100
+notebook = "40_Building_Chat_Application_with_Function_Calling.ipynb"
+aliases = []
+completion_time = "20 min"
+created_at = 2024-03-05
+haystack_2 = true
+featured = true
diff --git a/tutorials/40_Building_Chat_Application_with_Function_Calling.ipynb b/tutorials/40_Building_Chat_Application_with_Function_Calling.ipynb

Original file line number	Diff line number	Diff line change
`@@ -79,6 +79,7 @@ jobs:`
`79`	`79`	`"tutorials/36_Building_Fallbacks_with_Conditional_Routing.ipynb"`
`80`	`80`	`"tutorials/37_Simplifying_Pipeline_Inputs_with_Multiplexer.ipynb"`
`81`	`81`	`"tutorials/39_Embedding_Metadata_for_Improved_Retrieval.ipynb"`
	`82`	`+ "tutorials/40_Building_Chat_Application_with_Function_Calling.ipynb"`
`82`	`83`	`)`
`83`	`84`	`for changed_file in ${{ steps.files.outputs.all_changed_files }}; do`
`84`	`85`	`if [[ $changed_file == *".ipynb" ]]; then`