# Copyright 2020-2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from dataclasses import dataclass, field from datasets import Dataset from transformers import HfArgumentParser from transformers.utils import get_json_schema @dataclass class ScriptArguments: r""" Arguments for the script. Args: test_size (`float`, *optional*, defaults to `0.1`): Fraction of the dataset to include in the test split. push_to_hub (`bool`, *optional*, defaults to `False`): Whether to push the dataset to the Hugging Face Hub. repo_id (`str`, *optional*, defaults to `"trl-internal-testing/zen"`): Hugging Face repository ID to push the dataset to. """ test_size: float = field( default=0.1, metadata={"help": "Fraction of the dataset to include in the test split."}, ) push_to_hub: bool = field( default=False, metadata={"help": "Whether to push the dataset to the Hugging Face Hub."}, ) repo_id: str = field( default="trl-internal-testing/toolcall", metadata={"help": "Hugging Face repository ID to push the dataset to."}, ) def main(test_size, push_to_hub, repo_id): # Fictitious functions to simulate tool calls def start_timer(duration: int) -> int: """ Starts a timer for the specified duration in seconds. Args: duration: Duration in seconds to set the timer for. Returns: The duration set for the timer. """ return duration def get_current_time(location: str) -> str: """ Returns the current time in the specified location. Args: location: The location for which to get the current time. Returns: The current time in the specified location. """ return "06:22:48" def get_air_quality_index(location: str) -> int: """ Returns the air quality index for the specified location. Args: location: The location for which to get the air quality index. Returns: The air quality index for the specified location. """ return 53 def play_music(title: str, artist: str) -> dict: """ Plays music by the specified title and artist. Args: title: The title of the music to play. artist: The artist of the music to play. Returns: A dictionary indicating the status of the music playback. """ return {"status": "Playing"} def get_weather_forecast(city: str, date: str) -> dict: """ Returns the weather forecast for the specified city and date. Args: city: The city for which to get the weather forecast. date: The date for which to get the weather forecast. Returns: A dictionary containing the temperature and weather condition. """ return {"temperature": 22, "condition": "partly cloudy"} def control_light(room: str, state: str) -> dict: """ Controls the light in the specified room. Args: room: The room where the light should be controlled. state: The desired state of the light ("on" or "off"). Returns: A dictionary indicating the state of the light. """ return {"state": state} def create_reminder(time: str, note: str) -> str: """ Creates a reminder for the specified time and note. Args: time: The time for the reminder. note: The note for the reminder. Returns: A confirmation message indicating that the reminder has been set. """ return "I'll remind you to call mom at 7 PM." def get_wind_conditions(city: str, unit: str) -> tuple[int, str]: """ Returns the wind conditions for the specified city. Args: city: The city for which to get the wind conditions. unit: The unit of measurement for the wind speed (e.g., "mph"). Returns: A tuple containing the wind speed and direction. """ return 14, "NW" start_timer = get_json_schema(start_timer) get_current_time = get_json_schema(get_current_time) get_air_quality_index = get_json_schema(get_air_quality_index) play_music = get_json_schema(play_music) get_weather_forecast = get_json_schema(get_weather_forecast) control_light = get_json_schema(control_light) create_reminder = get_json_schema(create_reminder) get_wind_conditions = get_json_schema(get_wind_conditions) # fmt: off dataset = Dataset.from_dict({ "messages": [ [ {"role": "user", "content": "Set a timer for 10 minutes."}, {"role": "assistant", "tool_calls": [{"type": "function", "function": {"name": "start_timer", "arguments": {"duration": 600}}}]}, {"role": "tool", "name": "start_timer", "content": "600"}, {"role": "assistant", "content": "Timer set for 10 minutes."}, ], [ {"role": "user", "content": "What time is it in Tokyo?"}, {"role": "assistant", "tool_calls": [{"type": "function", "function": {"name": "get_current_time", "arguments": {"location": "Tokyo"}}}]}, {"role": "tool", "name": "get_current_time", "content": "06:22:48"}, {"role": "assistant", "content": "The current time in Tokyo is 06:22 AM."}, ], [ {"role": "user", "content": "Is the air clean today in Lisbon?"}, {"role": "assistant", "tool_calls": [{"type": "function", "function": {"name": "get_air_quality", "arguments": {"location": "Lisbon, Portugal"}}}]}, {"role": "tool", "name": "get_air_quality", "content": "53"}, {"role": "assistant", "content": "The air quality is moderate."}, ], [ {"role": "user", "content": "Play some music."}, {"role": "assistant", "tool_calls": [{"type": "function", "function": {"name": "play_music", "arguments": {"title": "Take Five", "artist": "Dave Brubeck"}}}]}, {"role": "tool", "name": "play_music", "content": "{'status': 'Playing'}"}, {"role": "assistant", "content": "Enjoy the jazz tunes!"}, ], [ {"role": "user", "content": "What's the weather like tomorrow in Berlin?"}, {"role": "assistant", "tool_calls": [{"type": "function", "function": {"name": "get_weather_forecast", "arguments": {"city": "Berlin", "date": "2025-06-16"}}}]}, {"role": "tool", "name": "get_weather_forecast", "content": "{'temperature': 22, 'condition': 'partly cloudy'}"}, {"role": "assistant", "content": "Tomorrow in Berlin will be partly cloudy with a high of 22°C."} ], [ {"role": "user", "content": "Turn on the living room lights."}, {"role": "assistant", "tool_calls": [{"type": "function", "function": {"name": "control_light", "arguments": {"room": "living room", "state": "on"}}}]}, {"role": "tool", "name": "control_light", "content": "{'state': 'on'}"}, {"role": "assistant", "content": "The living room lights are now on."} ], [ {"role": "user", "content": "Remind me to call mom at 7 PM."}, {"role": "assistant", "tool_calls": [{"type": "function", "function": {"name": "create_reminder", "arguments": {"time": "19:00", "note": "Call mom"}}}]}, {"role": "tool", "name": "create_reminder", "content": "Reminder set"}, {"role": "assistant", "content": "Okay, I’ll remind you to call mom at 7 PM."} ], [ {"role": "user", "content": "How strong is the wind in Chicago right now?"}, {"role": "assistant", "tool_calls": [{"type": "function", "function": {"name": "get_wind_conditions", "arguments": {"city": "Chicago", "unit": "mph"}}}]}, {"role": "tool", "name": "get_wind_conditions", "content": "(14, 'NW')"}, {"role": "assistant", "content": "The wind in Chicago is blowing at 14 mph from the northwest."} ] ], "tools": [ [start_timer, create_reminder], [get_current_time], [get_air_quality_index, get_weather_forecast, get_wind_conditions], [play_music, control_light], [get_weather_forecast, get_wind_conditions], [control_light], [start_timer, create_reminder], [get_weather_forecast, get_wind_conditions], ] }) dataset = dataset.train_test_split(test_size=test_size, shuffle=False) if push_to_hub: dataset.push_to_hub(repo_id) # fmt: on if __name__ == "__main__": parser = HfArgumentParser(ScriptArguments) script_args = parser.parse_args_into_dataclasses()[0] main(script_args.test_size, script_args.push_to_hub, script_args.repo_id)