diff --git a/examples/function-calling/README.md b/examples/function-calling/README.md
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+# llama.cpp/examples/function-calling
+
+This example shows how to do basic function calling using llama-cli and a python wrapper to declare and call functions.
+
+## Options
+
+Important options for llama-cli-function-runner.py:
+
+-   `-m FNAME, --model FNAME`: Specify the path to the function calling model (e.g., `-m "$(huggingface-cli  download meetkai/functionary-small-v3.2-GGUF functionary-small-v3.2.Q4_0.gguf)"`).
+-   `--ctx-size N`: Set the size of the prompt context. The default is 1024
+-   `--special`: show special tokens and function calling details
+
+## Example showing showing function call details
+
+```
+./examples/function-calling/llama-cli-function-runner.py  -m `huggingface-cli  download meetkai/functionary-small-v3.2-GGUF functionary-small-v3.2.Q4_0.gguf` -i --special
+What is the weather in Phoenix?
+Sure, I'll look that up for you. Let me just check the current weather conditions in Phoenix.>>>get_weather
+{"location": "Phoenix"}<|eot_id|>
+{"temperature": "30C"}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+The current weather in Phoenix is 30C.<|eot_id|>
+What is 38484 + 323?
+Sure, let's calculate that.>>>calculate
+{"expression": "38484 + 323"}<|eot_id|>
+{"result": 38807}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+The sum of 38484 and 323 is 38807.<|eot_id|>
+What is 67 feet in meters?
+To convert 67 feet into meters, we use the conversion factor: 1 foot is approximately 0.3048 meters. Let's calculate it.>>>calculate
+{"expression": "67 * 0.3048"}<|eot_id|>
+{"result": 20.4216}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+67 feet is approximately 20.4216 meters.<|eot_id|>
+```
+
+## Function calling example, hiding details
+```
+./examples/function-calling/llama-cli-function-runner.py  -m `huggingface-cli  download meetkai/functionary-small-v3.2-GGUF functionary-small-v3.2.Q4_0.gguf` -i
+What is the weather in Phoenix?
+To provide you with the current weather in Phoenix, Arizona, I will need to check the weather data for you. Let me get that information.
+The current weather in Phoenix, Arizona is 30°C. If you have any more questions about weather in other locations, feel free to ask!
+Is it colder in Vegas?
+To determine if the current temperature in Las Vegas is colder than in Phoenix, which is currently 30°C, I will need to check the weather data for Las Vegas. Let's find out.
+The current weather in Las Vegas, Nevada is also 30°C. Therefore, there is no difference in temperature between Phoenix and Las Vegas at the moment. If you have any more questions or need further assistance, please let me know!
+What is 37234 times 39?
+To calculate 37234 times 39, I'll perform the multiplication. Let's do that.
+The result of multiplying 37234 by 39 is 1,452,126. If you have any more calculations or questions, feel free to ask!
+```
diff --git a/examples/function-calling/function_tool.py b/examples/function-calling/function_tool.py
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+++ b/examples/function-calling/function_tool.py
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+# Generate function calling definitions function schemas
+
+import inspect
+import re
+
+# Extract OpenAI function calling style definitions from functions
+#
+# Generated with: Create a python function to to generate the OpenAI function calling definition from a given function, getting the description, parameter type and parameter description from the function documentation, assuming the function documentation contains sphynx style parameter descriptions, marked with :param.
+def get_function_tool_json(func):
+    typemap = { 'str': 'string' };
+    def get_type(s):
+        return typemap[s] if s in typemap else s
+
+    function_name = func.__name__
+    doc_parts = re.split(r'\n\s*:param[^:]*\s+', func.__doc__.rstrip());
+
+    function_description = doc_parts[0]
+    params_doc = [ re.split(r'\:\s*', param_doc, maxsplit=1) for param_doc in doc_parts[1:] ]
+    params_doc = { param: desc for param, desc in params_doc }
+
+    function_def = {
+        'name': function_name,
+        'description': function_description,
+        'parameters': { 'type': 'object', 'properties': {}, 'required': [] }
+    }
+
+    for param_name, param in inspect.signature(func).parameters.items():
+        function_def['parameters']['properties'][param_name] = {
+            'type' : get_type(param.annotation.__name__) if param.annotation is not param.empty else '',
+            'description': params_doc[param_name] if param_name in params_doc else ''
+        }
+        function_def['parameters']['required'].append(param_name);
+
+    return function_def
+
+# Generate function definition schema from function definitions
+#
+# This is from llama-cpp-python, llama_chat_format.py
+def generate_schema_from_functions(functions, namespace="functions") -> str:
+    schema = (
+        "// Supported function definitions that should be called when necessary.\n"
+    )
+    schema += f"namespace {namespace} {{\n\n"
+
+    for function in functions:
+        function_name = function["name"]
+        description = function.get("description", "")
+        parameters = function.get("parameters", {})
+        required_params = parameters.get("required", [])
+
+        schema += f"// {description}\n"
+        schema += f"type {function_name} = (_: {{\n"
+
+        for param_name, param in parameters.get("properties", {}).items():
+            param_description = param.get("description", "")
+            param_type = param.get("type", "any")
+            optional_indicator = "" if param_name in required_params else "?"
+            schema += f"// {param_description}\n"
+            schema += f"{param_name}{optional_indicator}: {param_type},\n"
+        schema += "}) => any;\n\n"
+
+    schema += "}} // namespace {}".format(namespace)
+    return schema
diff --git a/examples/function-calling/functions.py b/examples/function-calling/functions.py
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index 000000000..58dc57ae0
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+++ b/examples/function-calling/functions.py
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+def calculate(expression: str):
+    """Evaluate a mathematical expression
+    :param expression: The mathematical expression to evaluate
+    """
+    try:
+        result = eval(expression)
+        return {"result": result}
+    except:
+        return {"error": "Invalid expression"}
+
+def get_weather(location: str):
+    """get the weather of a location
+    :param location: where to get weather.
+    """
+    return {"temperature": "30C"}
+
+def _run_python(code):
+    allowed_globals = { '__builtins__': None, '_': None }
+    allowed_locals = {}
+
+    code = code.splitlines()
+    code[-1] = f"_ = {code[-1]}"
+    code = '\n'.join(code)
+
+    try:
+        exec(code, allowed_globals, allowed_locals)
+    except Exception as e:
+        return None
+
+    return {'result': allowed_locals.get('_', None)}
diff --git a/examples/function-calling/llama-cli-function-runner.py b/examples/function-calling/llama-cli-function-runner.py
new file mode 100644
index 000000000..cc452a9ed
--- /dev/null
+++ b/examples/function-calling/llama-cli-function-runner.py
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+#!/usr/bin/env python3
+# function calling using llama-cli
+
+import subprocess
+import sys
+import select
+import os
+import re
+
+import json
+
+import functions
+from function_tool import get_function_tool_json, generate_schema_from_functions
+
+function_name_list = [ name for name in dir(functions) if not name.startswith('_') ]
+function_lookup = { name: getattr(functions, name) for name in function_name_list }
+tools = [ get_function_tool_json(f) for (n, f) in function_lookup.items() ]
+function_schema = generate_schema_from_functions(tools)
+
+prompt = """<|start_header_id|>system<|end_header_id|>
+
+You are capable of executing available function(s) if required.
+Execute function(s) as needed.
+The function calls are not shown in the conversation and should be called covertly to answer questions.
+Ask for the required input to:recipient==all
+Use JSON for function arguments.
+Respond in this format:
+>>>${recipient}
+${content}
+Available functions:
+""" + function_schema + """<|eot_id|><|start_header_id|>system<|end_header_id|>
+
+When you send a message containing Python code to python, it will be executed in a stateful Jupyter notebook environment. python will respond with the output of the execution or time out after 60.0 seconds. The drive at '/mnt/data' can be used to save and persist user files.<|eot_id|><|start_header_id|>user<|end_header_id|>
+"""
+
+def main():
+    import argparse
+
+    parser = argparse.ArgumentParser(epilog='For more options: llama-cli --help')
+    parser.add_argument('--display-prompt', action=argparse.BooleanOptionalAction, default=False)
+    parser.add_argument('--special', action=argparse.BooleanOptionalAction, default=False)
+    parser.add_argument('--reverse-prompt', type=str, default='<|start_header_id|>user<|end_header_id|>\n')
+    parser.add_argument('--ctx-size', type=int, default=1024)
+    args, other_args = parser.parse_known_args()
+
+    if args.display_prompt: print(prompt)
+
+    command = [ './llama-cli', '-i', '-p', prompt, '--reverse-prompt', args.reverse_prompt, '--escape', '--special', '--no-display-prompt', '--log-disable', '--simple-io', '--ctx-size',  str(args.ctx_size), *other_args]
+
+    process = subprocess.Popen(
+        command,
+        stdin=subprocess.PIPE,
+        stdout=subprocess.PIPE,
+        stderr=subprocess.PIPE,
+        text=True,
+    )
+    if process.stdout is not None: os.set_blocking(process.stdout.fileno(), False)
+
+    try:
+        run_loop(process, args)
+    except KeyboardInterrupt:
+        print("\nInterrupted by user.")
+    finally:
+        process.terminate()
+        process.wait()
+
+def run_loop(process, args):
+    pbuffer = ''
+    skip_output_until_result = False
+    while True:
+        readable, _, _ = select.select([process.stdout, process.stderr, sys.stdin], [], [])
+
+        for stream in readable:
+            if stream == process.stdout:
+                pdata = process.stdout.read()
+                if not pdata: continue
+                pbuffer += pdata
+
+                if(match := re.search(r'>>>([^\n]*)\n(.*)<\|eot_id\|>', pbuffer, re.S)):
+                    if not args.special:
+                        pdata = pdata[:match.pos]
+                    pbuffer = ''
+                    skip_output_until_result = False
+
+                    tool_name = match.group(1)
+                    tool_args = match.group(2)
+
+                    if tool_name == 'python':
+                        result = functions._run_python(tool_args);
+                    else:
+                        try:
+                            tool_args = json.loads(tool_args)
+                            result = function_lookup[tool_name](**tool_args)
+                        except ValueError as e:
+                            result = {'error': 'unknown'}
+
+                    result = json.dumps(result) + '<|eot_id|><|start_header_id|>assistant<|end_header_id|>'
+                    process.stdin.write(result + '\n')
+                    process.stdin.flush()
+                    if(args.special): pdata += '\n' + result
+                elif (n := pdata.find('>>>')) >= 0:
+                    if not args.special:
+                        pdata = pdata[:n]
+                        skip_output_until_result = True
+                elif skip_output_until_result:
+                    pdata = ''
+
+                if not args.special:
+                    pdata = re.sub(r'<\|[^\|>]*\|>', '', pdata)
+                sys.stdout.write(pdata)
+                sys.stdout.flush()
+
+            elif stream == sys.stdin:
+                user_input = sys.stdin.readline()
+                if user_input:
+                    user_input = user_input.rstrip()
+                    process.stdin.write(user_input + '<|eot_id|><|start_header_id|>assistant<|end_header_id|>' + '\n')
+                    process.stdin.flush()
+
+if __name__ == '__main__':
+    main()
+