Update

README.md

@@ -4,3 +4,47 @@ license_name: microsoft-research-license
 license_link: >-
   https://huggingface.co/cognitivecomputations/dolphin-2_6-phi-2/blob/main/LICENSE
 ---
+
+# Phi-2 function calling
+
+This is a merged model of the https://huggingface.co/cognitivecomputations/dolphin-2_6-phi-2 and sft function calling lora 
+
+The sft dataset is https://huggingface.co/datasets/Yhyu13/glaive-function-calling-v2-llama-factory-convert, which I converted for llama_factory from original dataset https://huggingface.co/datasets/glaiveai/glaive-function-calling-v2 
+
+The function calling is wrapped in simple xml tag for eaiser identification.
+
+```
+<functioncall> {\"name\": \"calculate_loan_payment\", \"arguments\": '{\"principal\": 50000, \"interest_rate\": 5, \"loan_term\": 10}'} </functioncall>
+```
+
+that can be extracted like this 
+
+```
+import re
+import json
+
+input_str = "<functioncall> {\"name\": \"calculate_loan_payment\", \"arguments\": '{\"principal\": 50000, \"interest_rate\": 5, \"loan_term\": 10}'} </functioncall>"
+
+# Define the pattern to match the JSON string within the functioncall tags
+pattern = r'<functioncall>(.*?)</functioncall>'
+
+# Use re.search to find the matched pattern
+match = re.search(pattern, input_str, re.DOTALL)
+
+if match:
+    json_str = match.group(1)
+    # Remove the single quotes surrounding the inner JSON string
+    json_str = json_str.replace("'", "")
+    
+    # Load the JSON string into a Python dictionary
+    json_data = json.loads(json_str)
+    print(json_data)
+else:
+    print("No match found.")
+```
+
+Hopefully this can be drop-in replacement for many app (e.g. memgpt) that requires function calling for open source llms.
+
+# Result
+
+![img](./asset/fn_phi2.png)