A fine-tuned model based on google/functiongemma-270m-it.
you can find the trainned dataset at https://www.kaggle.com/datasets/padmarajkore/combined-mobile-tool-dataset
evalution result at https://github.com/padmarajkore/mobile-tool-calling-poc/tree/main/FunctionGemma-Mobile-Actions-Finetune-raj/evaluation_results
and its trannied on following actions,
Training Dataset Analysis
Total Records: 14,654
Unique Actions: 33
| # | Action | Count | Example Prompt |
|---|---|---|---|
| 1 | create_calendar_event |
3,544 | "Please set a reminder for a "Team Sync Meeting" this Friday, June 6th, 2025, at 2 PM." |
| 2 | send_email |
2,276 | "Turn off the flashlight and send an email to sofia.lindstrom@innotrail.net with the subject 'Quick Status Update' and body 'Hi Sofia, just wanted to give you a quick update on the project. We're on track for the deadline. Best regards'." |
| 3 | show_map |
2,011 | "Please schedule 'Lunch with Priya' on February 28th, 2024, at 1:30 PM, and also show me the map location for 'Blue Bottle Coffee, 456 Sansome St, San Francisco, CA'." |
| 4 | create_contact |
2,111 | "Please add a new contact named Hiroshi Tanaka. His phone number is +81 90-1234-5678 and his email is hiroshi.t@example.jp." |
| 5 | turn_on_flashlight |
1,007 | "Turn on the flashlight and also please schedule a calendar event called 'Dentist Appointment' for Friday, November 14th, 2025, at 3 PM." |
| 6 | turn_off_flashlight |
908 | "Turn off the flashlight and send an email to sofia.lindstrom@innotrail.net with the subject 'Quick Status Update'..." |
| 7 | open_wifi_settings |
1,279 | "I want to change my Wi-Fi network. Can you open the Wi-Fi settings menu for me?" |
| 8 | play_music |
350 | "Play hip hop" |
| 9 | make_phone_call |
339 | "Dial my sister" |
| 10 | open_app |
319 | "Please open YouTube" |
| 11 | set_alarm |
340 | "Wake me at 9:15" |
| 12 | set_volume |
290 | "Set volume to max" |
| 13 | send_sms |
240 | "Message Sarah I'll call you later" |
| 14 | get_directions |
239 | "Get me to the train station" |
| 15 | set_brightness |
236 | "Lower brightness to 25" |
| 16 | toggle_bluetooth |
248 | "Start Bluetooth" |
| 17 | search_web |
250 | "Search for jobs" |
| 18 | take_photo |
250 | "Take a picture" |
| 19 | toggle_wifi |
220 | "Switch off WiFi" |
| 20 | read_sms |
200 | "Check messages" |
| 21 | set_ringer_mode |
200 | "Set phone to silent" |
| 22 | read_notifications |
180 | "Check notifications" |
| 23 | clear_notifications |
150 | "Delete all notifications" |
| 24 | pause_music |
80 | "Stop playing" |
| 25 | next_track |
80 | "Skip this song" |
| 26 | previous_track |
80 | "Last song" |
| 27 | toggle_airplane_mode |
80 | "Disable airplane mode" |
| 28 | toggle_do_not_disturb |
80 | "Do not disturb mode on" |
| 29 | answer_call |
70 | "Answer call" |
| 30 | reject_call |
70 | "Reject call" |
| 31 | record_video |
49 | "Record video" |
| 32 | share_location |
50 | "Send my location" |
| 33 | open_gallery |
60 | "Open photo gallery" |
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