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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