File size: 52,603 Bytes
ffab0ab |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176 1177 1178 |
---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:5945
- loss:MatryoshkaLoss
- loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-l-v2.0
widget:
- source_sentence: 'Fixed-point observation test.
Pre-check.
All members.
02-08-06_Security.
Security functions.
Security functions.
Access control.
02-08-06-004.
3_C.
Security functions>Security functions>Access control.
Display: Any Audio: Any Wi-Fi: Connected Wi-Fi device: App installed phone and
tethering enabled HF: Connected (details recorded on condition sheet) BTA: Connected
(details recorded on condition sheet) Security: Settings completed.
① Launch the smartphone app => Do not display ONS "Failed to connect with car
navigation" ② ACC OFF => Security system activates ③ ACC ON => Start in last state.
・Access restrictions should be set to the smallest unit and the system should
be constructed to minimize damage from hacking.'
sentences:
- '【 _Current Item Recovery_ _No.52】The navigation power does not turn off even
when the car key is turned OFF (AuTomate Fujiyama) ( ).
Does not start / Does not end.
Start/Shutdown.
Management.
SystemPF.
SystemPF.
If the data on the SD card is not damaged, modify the software so that it does
not execute repair processing. Added on 6/22 On 6/14, modified to run the SD card
repair process asynchronously so as not to affect the startup process (backported
the latest commit from AOSP)..
Vehicle: Unknown Mileage: Unknown Dealer: Autobacs Fujimiyama.
Unknown.
Even when turning the key off on the vehicle side, the navigation power does not
turn off..
The power turns off when ACC OFF..
5-4. Compromised Design/Design Compromise.
For defect 501198, we implemented countermeasures against resets, but the issue
of slow boot-up remained when inserting old SD cards with abnormally slow access
speeds or faulty SD cards that cannot be accessed. As a result, the problem occurred
where the power did not turn off even after switching to ACC OFF (+B ON for about
40 seconds until boot completion).'
- 'DTV( Response) When the ONS setting invalid notification appears and you press
TSW[Yes], the header background turns purple..
Audio.
DTV.
Display error / Position offset.
DTV.
Management.
App/App_DTV.
App/App_DTV.
"Press OK" and simultaneously delete ONS as a fix [Added on 10/11] Related defect
556688.
Screen ID: SY_HM_001 Screen Name: HOME Screen Audio: DTV Environment: ・Radio/TV
Antenna Not Connected ・GPS Not Connected ・Normal Header Displaying ・SD Connected
Vehicle Signals: SPD OFF, PKB ON, REV OFF.
①Press TS[TV] ②Tap the screen ③Press TS[Menu] ④Press TS[User Preset Setting] →
Scan start ⑤In ONS broadcast station scan failure notification_AV-DTV-034, press
TSW[OK] ⑥In channel setting screen_AV-DTV-029, press TSW[End] ⑦In ONS setting
invalid notification_AV-DTV-036, press TSW[Yes] →★NG occurs: The header background
turns blue.
ONS setting invalid notification, when TSW[Yes] is pressed, the header background
turns blue..
When the ONS setup invalid notification is displayed and TS[Yes] is pressed, the
header background does not turn blue and displays normally..
95.Duplicate Bug/Duplicate Registration.
In the DTV app, to prevent the header from appearing purple, we insert a black
image behind the header. During the procedure for reproducing the phenomenon,
when transitioning screens (and simultaneously deleting the black image), the
ONS is also deleted (along with the header deletion). However, if the ONS deletion
is slightly delayed, the purple color becomes visible. [10/11 Addendum] Root cause
shared with Defect 556688'
- '+ B / When starting the navigation from ACC OFF to REV ON state, the screen transitions
as follows: "camera image -> black screen -> Disclaimer screen -> camera image"..
System.
Boot_Shutdown.
Puchi kuroga.
camera.
Management.
VideoPF.
VideoPF.
Defect 487042 same item.
Display: Current Location_1 screen Audio: AUDIO OFF Vehicle signals: SPD OFF,
PKB ON, REV OFF, TAIL OFF, IGN ON Connected devices: MOP camera (Equipment 399127).
①ACC OFF ②+B OFF ③REV ON ④+B ON ⑤ACC ON →NG: "Camera image → Black screen → Disclaimer
screen → Camera image" and the screen transitions like this..
+ B / When starting the navigation from ACC OFF to REV ON state, the screen transitions
as follows: "camera image -> black screen -> Disclaimer screen -> camera image"..
When the navigation starts with REV ON, display the camera image until REV OFF
is performed, and by doing REV OFF, transition from Disclaimer screen to current
location..
99.Others/Other.
Defect 487042 same item'
- source_sentence: 'Fixed-point observation test.
Pre-check.
All members.
02-08-14_System_Settings.
System settings.
Sales store diag settings.
Vehicle linkage unit information.
02-08-14-460.
3_C.
System Settings>Sales Store Diag Settings>Vehicle Link Unit Information'
sentences:
- 'When drive detection is triggered in the dash cam video information settings
screen, the dash cam settings screen flickers before transitioning to the system
information/settings screen..
Vehicle.
Drive recorder integration.
Screen Flicker/Screen Flicker.
dash cam.
Management.
DriveRec.
DriveRec.
■Cause: By解除walking restrictions, the finishDvrScreen function was called, so
I performed clearBackStack(), but there were 2 DVRFragments in the BackStack,
and by deleting them one by one, a phenomenon where the DVR screen momentarily
remains (flickers) occurred. ■Countermeasure: In the finishDvrScreen function,
the clearBackStack process is unnecessary, so delete clearBackStack..
Screen: HOME screen (SY_HM_001) Audio: AUDIO OFF Vehicle signals: PKB ON, REV
OFF, SPD OFF, TAIL OFF • 2ch dash cam connected.
①Press TS[Information·Settings] ②Press TS[System Information·Settings] ③Press
TS[Drive Recorder Settings]→Display ONS→Press "OK" ④Press TS[Event Information
Display] ⑤SPD ON/PKB OFF →NG: The drive recorder settings screen flickers before
transitioning to the system information settings screen.
In the drive recorder video information settings screen, when driving is detected,
the drive recorder settings screen briefly appears before transitioning to system
information/settings..
When detecting movement, transition to System Information Settings without inserting
the drive recorder settings screen..
2-1.No Use Case/Insufficient Use Cases.
Existing When ending the How to use dashcam to operate，I want to clear the contents
of the Fragment in the middle of the operation，However, please use the operation
in the middle of the operation. The inclusive Fragment (driving device setting
screen) is currently in front of the screen, so it can be seen for a moment before
the end of the program.'
- 'During PinP display while expanding the guide diagram, REV-ON/OFF was performed
and travel started. After cancelling the expanded diagram, PinP is not displayed..
System.
PinP.
ST.
Correction step number: 4 Test cases: 30 Add confirmation of five modes, NaviEnlargeView
mode, NaviMapScroll mode, NaviVicsHigh mode, NaviVicsLow mode, and NewAndOldRoute
mode, for the topmost mode check at the time of black screen deletion notification
under PinP display conditions..
※Preconditions Vehicle: ( ) Display: Current location_PinP Audio: TV Route guidance:
Available ※Driving east on National Route 9 (MC:189886527 11 area) Route destination:
Tottori City, Wakaba-cho Naniwa 7-5-1 Connected devices: As follows ・BT: Not connected
・Wi-Fi: Not connected Vehicle signal: PKB-ON/SPEED-ON.
1. While navigating the route, drive east on National Route 9 (MC:189886527 11
area) towards the destination (Tottori City Wakaba-tennan 7-5-1). 2. Ignore the
route and stop by Michinoeki Oae (MC:189886442 52). 3. Match with surrounding
roads within the parking lot of Michinoeki and reroute to expand the navigation
map. 4. Interrupt the expanded map during REV-ON/OFF and stop. 5. Start driving
again to解除the expanded map..
Current location_PinP screen (TV) + During route guidance, when deviating from
the route to stop at Michinoeki Ooie (MC:189886442 52), it matched with周边道路 and
performed a re-route, causing an enlarged map to interrupt. While the enlarged
map was interrupting, REV-ON/OFF was done while parked, and after starting to
drive again, the enlarged map did not解除 and PinP was not displayed. Even driving
for a while longer did not resolve the issue. It returned to normal by transitioning
to the current location via HOME screen > TS[Information·Settings] > AllApps screen
> ESW[Current Location]..
After解除ing the enlarged guide diagram, display the PinP screen..
2-1.No Use Case/Insufficient Use Cases.
Cause Description: pinp\Idle.java When performing REV ON/OFF, a PinP display request
is made at the black screen deletion notification trigger sent during REV OFF.
The PinP display condition states that it should not be displayed if the highest
mode at the time of the black screen deletion notification is other than NaviMap
mode. In this case, the highest mode is NaviEnlargeView, so even when the enlarged
view is turned off, the PinP is not being displayed, causing the issue.'
- 'When you exit the speaker connection confirmation screen, the AM/FM audio mute
is released in the dealer diagnostic mode..
Diag.
Dealer_Diag.
Illegal Behavior/Incorrect Action.
Diag.
ST.
AudioPF.
AudioPF.
→ After obtaining the radio sound rights with setExternalSound(true), the source
switch MUTE is released. ..
Vehicle: ( ) Display: RD_FM screen Audio: FM.
①ESW[Home] short press → Home screen ②TS[System Information & Settings] press
→ System Information & Settings screen ③TS[Dealer Diag] press → ONS "From here
on is for dealers only diag... [Yes]/[No]" ④TS[Yes] press → Dealer Diag screen
⑤TS[Installation Status Check] → Installation Status screen ⑥TS[Speaker Connection
Check] → Speaker Connection Check screen ⑦Press [Back] to exit the Dealer Diag
menu ⑧Transition back to Dealer Diag again ←★NG occurs.
When the sales store diagnostic screen is displayed, the Audio voice does not
sound..
2-1.No Use Case/Insufficient Use Cases.
. .'
- source_sentence: 'Fixed-point observation test.
Pre-check.
All members.
02-08-08-10_UPDate_Function.
Initial settings.
Option switch settings.
24 -007.
3_C.
Initial settings>Option switch settings'
sentences:
- 'In the screen adjustment screen displayed on the rear camera and front camera
of , when pressing TS[screen off], BEEP2 and BEEP3 sound simultaneously..
Display.
CTR_Display.
Illegal Behavior/Incorrect Action.
Beep.
ST.
App/App_Illumi.
App/App_Illumi.
Add a condition check to play BEEP3 only when isDisableBeep is true. Change-Id:
I046b84a63f074ab05f5bd0bcf46df41161b0b06d.
Screen: Home screen (SY_HM_001) Audio: - Vehicle signals: PKB ON, REV OFF, SPD
OFF, TAIL OFF • Rear camera connected.
①PKB OFF ②REV ON to display rear camera image ③Long press ESW[POWER] to display
screen adjustment screen ④Press TS[Screen off] →NG: BEEP2 and BEEP3 are sounding
simultaneously.
In the video-related screen adjustment screen (DC-CT-002) displayed on the rear
camera and front camera of , when pressing TS [screen off], BEEP2 and BEEP3 sound
simultaneously..
BEEP2 or BEEP3 sounds.
5-5. Remains of Past Design/Left as It Was from Past Design.
Added the isDisableBeep argument and missed some corresponding changes.'
- 'In the sales store diagnostic GPS information screen, move to a location where
GPS is not received → "Number of received satellites" and "补充数量" do not become
0. (Note: I''ve translated most parts into English but noticed "補足数" might be
a typo or specific term that doesn''t directly translate. I''ve kept it as "补充数量"
which is the Chinese translation, assuming it was meant to convey a similar meaning
in context.).
Diag.
Dealer_Diag.
Illegal Behavior/Incorrect Action.
Others/Other.
ST.
Diag.
Diag.
When the GGA positioning status is "0: Unpositioned," it will be determined as
NMEA not received, and the GPS information screen and GPS detailed information
screen will be updated to the content for when NMEA is not received..
Vehicle: ( ) Display: GPS Information Screen (SY-HDG-200) Audio: USB (Music) Connected
Devices: GPS Antenna.
① The sales store diag GPS information screen is being displayed while driving
from a location where GPS reception is possible to a location where GPS is not
received. ② Confirm the following reception status on the GPS information screen←★NG
occurs • Number of received satellites in the celestial map • Supplement count.
Sales store diag > Option settings > GPS information screen (SY-HDG-200) display
state, when driving to a GPS reception impossible location such as a tunnel or
underground parking lot, the GPS mark: number of receptions 4, captured number
display shows "4" and does not show "0"..
When the GPS signal is lost, the GPS mark on the star chart should indicate a
loss of signal or become non-displayed. The supplementary number display should
show "0" or be non-displayed..
2-3. Lack of Information/Insufficient Information.
Therefore, until the next GPS reception, the GPS data immediately before the transition
from GPS reception to no GPS reception will continue to be displayed.'
- 'The audio doesn''t turn off inside the dash cam app sometimes..
Vehicle.
Drive recorder integration.
Illegal Behavior/Incorrect Action.
dash cam.
ST.
App/App_Home.
App/App_Home.
In the case of continuous requests, is it possible to handle the next request
by discarding it after about 1 second..
・TCU connected ・Dash cam connected ・Bluetooth device connected ・ZDC Nav high load
setting completed ・High load state due to app launch (after startup, HLC (date/time
and VIN settings), Radio, DTV, CleanAir were launched once) ・Screen: HOME screen
・Audio: USB.
①TS[Drive Recorder] Press multiple times (about 4-5 times) ②Video playback/end
③ESW[Vol +/-] Press.
The audio may not turn off within the dashcam app. The audio volume can be changed
by Vol operation. Additionally, it may behave as described in the补充说明。 请注意，最后一句在翻译过程中出现了错误，正确的翻译应该是：
此外，它可能会表现出如补充说明中所述的行为。.
The audio turns OFF within the dash cam app..
5-8. Not Designed the Error and Abnormality/Not designed the error and abnormality
system.
The Intent at the time of starting the drive recorder from HOME is performed twice
in a short time'
- source_sentence: 'Fixed-point observation test.
Pre-check.
All members.
Specific Requirements.
Disable unsupported features.
Around View Monitor with IPA.
Parking assistance.
Non-supported feature deactivation - 005.
2_B.
Non-supported feature disable>IPA equipped Around View Monitor>Parking Assist.
Display: Current Location Screen Voice: Audio OFF Camera: Connected to IPA-AVM
Canoe: Connected Camera Settings > Camera Interrupt: ON.
① Press the camera switch displayed on the current location screen ② Return to
the current location screen and turn REV ON ③ Return to the current location screen
and press the parking assist SW briefly ④ Return to the current location screen
and press the parking assist SW for a long time ➄ Turn B OFF, ACC OFF, then disconnect
the camera connection and turn +B ON, ACC ON.
①The camera image is displayed ②The camera image is displayed ③The camera image
is displayed ④An ONS indicating "Parking assist function cannot be used" is displayed,
and the parking assist does not activate ➄After H/U reboot, the camera connection
is cleared'
sentences:
- '+ B / When starting the navigation from ACC OFF to REV ON state, the screen transitions
as follows: "camera image -> black screen -> Disclaimer screen -> camera image"..
System.
Boot_Shutdown.
Puchi kuroga.
camera.
Management.
VideoPF.
VideoPF.
Defect 487042 same item.
Display: Current Location_1 screen Audio: AUDIO OFF Vehicle signals: SPD OFF,
PKB ON, REV OFF, TAIL OFF, IGN ON Connected devices: MOP camera (Equipment 399127).
①ACC OFF ②+B OFF ③REV ON ④+B ON ⑤ACC ON →NG: "Camera image → Black screen → Disclaimer
screen → Camera image" and the screen transitions like this..
+ B / When starting the navigation from ACC OFF to REV ON state, the screen transitions
as follows: "camera image -> black screen -> Disclaimer screen -> camera image"..
When the navigation starts with REV ON, display the camera image until REV OFF
is performed, and by doing REV OFF, transition from Disclaimer screen to current
location..
99.Others/Other.
Defect 487042 same item'
- '【 _Current Item Recovery_ _No.52】The navigation power does not turn off even
when the car key is turned OFF (AuTomate Fujiyama) ( ).
Does not start / Does not end.
Start/Shutdown.
Management.
SystemPF.
SystemPF.
If the data on the SD card is not damaged, modify the software so that it does
not execute repair processing. Added on 6/22 On 6/14, modified to run the SD card
repair process asynchronously so as not to affect the startup process (backported
the latest commit from AOSP)..
Vehicle: Unknown Mileage: Unknown Dealer: Autobacs Fujimiyama.
Unknown.
Even when turning the key off on the vehicle side, the navigation power does not
turn off..
The power turns off when ACC OFF..
5-4. Compromised Design/Design Compromise.
For defect 501198, we implemented countermeasures against resets, but the issue
of slow boot-up remained when inserting old SD cards with abnormally slow access
speeds or faulty SD cards that cannot be accessed. As a result, the problem occurred
where the power did not turn off even after switching to ACC OFF (+B ON for about
40 seconds until boot completion).'
- '+ B / When starting the navigation from ACC OFF to REV ON state, the screen transitions
as follows: "camera image -> black screen -> Disclaimer screen -> camera image"..
System.
Boot_Shutdown.
Puchi kuroga.
camera.
Management.
VideoPF.
VideoPF.
Defect 487042 same item.
Display: Current Location_1 screen Audio: AUDIO OFF Vehicle signals: SPD OFF,
PKB ON, REV OFF, TAIL OFF, IGN ON Connected devices: MOP camera (Equipment 399127).
①ACC OFF ②+B OFF ③REV ON ④+B ON ⑤ACC ON →NG: "Camera image → Black screen → Disclaimer
screen → Camera image" and the screen transitions like this..
+ B / When starting the navigation from ACC OFF to REV ON state, the screen transitions
as follows: "camera image -> black screen -> Disclaimer screen -> camera image"..
When the navigation starts with REV ON, display the camera image until REV OFF
is performed, and by doing REV OFF, transition from Disclaimer screen to current
location..
99.Others/Other.
Defect 487042 same item'
- source_sentence: 'Fixed-point observation test.
Pre-check.
All members.
02-08-19_Steering_Switch.
External SW.
Steering SW( ).
SOURCE DOWN.
02-08-19-042.
1_A.
External SW>Steering SW( )>SOURCE DOWN'
sentences:
- 'Updating AM/FM broadcast station list ACC disconnection → Manual update of station
list results in failure to detect broadcast stations.
Audio.
AM_FM.
Illegal Behavior/Incorrect Action.
Radio.
ST.
AudioPF.
AudioPF.
When executing ACC OFF, if the previous source was FM/AM, issue a radio switch
request (OFF) and then execute a radio switch request (FM or AM). Before the completion
of the audio OFF power switch, the above-mentioned wireless power switch was requested..
Vehicle: Desktop Environment Actual Machine: Display: RD_AM Screen Audio: AM The
radio preset mode should be "Broadcast List" The received electric field of the
radio should have receivable broadcast stations in the Broadcast List Connected
Devices: RADIO ANT Vehicle Signals: ACC ON, PKB ON, SPD OFF (0km), REV OFF, TAIL
OFF.
① Press [List Update] → Manual update of the broadcast station list begins ※ ONS
"Cannot operate during broadcast station search" is displayed ② During manual
update of the broadcast station list, perform ACC momentary disconnection ※ ACC
momentary disconnection involves turning OFF/ON within less than 1 second ※ When
ACC momentarily disconnects, the backlight will turn off for a moment but quickly
returns to displaying ONS "Cannot operate during broadcast station search" ③ No
operation until completion of broadcast station list update → ONS "No receivable
broadcast stations TS[OK]" is displayed ★NG occurs ④ Press TS[OK] → ONS disappears
⑤ Press [List Update] → ONS "No receivable broadcast stations TS[OK]" is displayed
★NG occurs.
During the ACC disconnection performed while updating the radio station list,
the receivable radio stations will not be extracted during manual update of the
station list, and ONS "No available broadcast stations" will be displayed. If
you perform a manual update of the station list again after displaying ONS "No
available broadcast stations", ONS "No available broadcast stations" will be displayed
immediately after the manual update operation, making it impossible to manually
update the station list..
When manually updating the broadcast station list, search for receivable broadcast
stations and extract up to 12 stations in order of reception sensitivity as the
"Broadcast Station List.".
2-1.No Use Case/Insufficient Use Cases.
Consideration遗漏 in ACC instantaneous disconnection. It has entered a path where
source switching is not executed after radio switch request (OFF).'
- 'After moving the drive recorder app shortcut, if you turn ACC OFF/ON, the app
position changes..
Vehicle.
Drive recorder integration.
Illegal Behavior/Incorrect Action.
Home (wallpaper).
ST.
App/App_Home.
App/App_Home.
From ACC-ON until the first HOME movement within 10 seconds, the status is not
fixed, no use is made, the status is determined immediately, and the status before
ACC OFF is changed..
・Drive recorder + front camera ( ) connected ・Display: Home screen ・Audio: BTA.
① Move the drive recorder app to the second page ② Turn ACC OFF (for more than
5 seconds) / ON.
After moving the drive recorder app shortcut, if you turn ACC OFF/ON, the app
position changes..
After moving the drive recorder app shortcut, performing ACC OFF/ON does not change
the app position..
1-2.Unclear Requirements/Requirements are not clear.
Defect 569160 Root Cause In ACC OFF state, the Dvr disconnects, and after turning
ACC ON, it takes a while to reconnect. Therefore, when switching between ACC OFF/ON,
the status transitions as follows: disconnect - boot (disconnect) - about 10 seconds
- connection complete. Due to this disconnection, the app shortcut is deleted
during the disconnect phase and added at an arbitrary position upon reconnection,
which can result in it not being added where the user originally placed it, causing
the issue.'
- '[Navi]After Heat Run, the navigation app crashes due to inactivity..
Navi.
Navigation common.
App crash.
Navi.
NaviApp.
Clear the list (vector) of icon rectangle information for collision detection
at the timing when updating the FBO for rendering..
Display: AM Audio: AM • Connected to rear seat • TV antenna connected • Radio
antenna connected • Route setting: Available (with driving) • Bluetooth connection
available • Wi-Fi connection available • Stack more than 7 activities and NaviApp''s
Activity (name search) is older than 7th position • ACC on.
No operation.
After heat run, the navigation app crashes due to inactivity. ■Supplement · Although
it does not recover with ACC off/on as shown in the video, we have confirmed that
it recovers after turning ACC on about 10 minutes after ACC off. · The heat run
operation time is over 80 hours..
The nav app does not crash even when left idle after a heat run..
5-5. Remains of Past Design/Left as It Was from Past Design.
At the time of drawing execution, I am creating a list (vector array) of icon
rectangle information for collision detection. However, this list is replaced
with a new one after display execution. Therefore, in cases where display completion
does not occur due to drawing cancellation or similar issues, the list continues
to be registered without being cleared, resulting in unexpected memory allocation
continuing indefinitely.'
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
- cosine_accuracy@30
- cosine_accuracy@100
- cosine_accuracy@300
- cosine_precision@30
- cosine_precision@100
- cosine_precision@300
- cosine_recall@30
- cosine_recall@100
- cosine_recall@300
- cosine_ndcg@10
- cosine_mrr@10
- cosine_map@100
model-index:
- name: SentenceTransformer based on Snowflake/snowflake-arctic-embed-l-v2.0
results:
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 1024
type: dim_1024
metrics:
- type: cosine_accuracy@30
value: 0.3063063063063063
name: Cosine Accuracy@30
- type: cosine_accuracy@100
value: 0.45045045045045046
name: Cosine Accuracy@100
- type: cosine_accuracy@300
value: 0.5945945945945946
name: Cosine Accuracy@300
- type: cosine_precision@30
value: 0.010210210210210211
name: Cosine Precision@30
- type: cosine_precision@100
value: 0.0045045045045045045
name: Cosine Precision@100
- type: cosine_precision@300
value: 0.0019819819819819817
name: Cosine Precision@300
- type: cosine_recall@30
value: 0.3063063063063063
name: Cosine Recall@30
- type: cosine_recall@100
value: 0.45045045045045046
name: Cosine Recall@100
- type: cosine_recall@300
value: 0.5945945945945946
name: Cosine Recall@300
- type: cosine_ndcg@10
value: 0.07349277174896872
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.05127031793698459
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.06265190745215024
name: Cosine Map@100
---
# SentenceTransformer based on Snowflake/snowflake-arctic-embed-l-v2.0
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [Snowflake/snowflake-arctic-embed-l-v2.0](https://huggingface.co/Snowflake/snowflake-arctic-embed-l-v2.0). It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
## Model Details
### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [Snowflake/snowflake-arctic-embed-l-v2.0](https://huggingface.co/Snowflake/snowflake-arctic-embed-l-v2.0) <!-- at revision 7f311bb640ad3babc0a4e3a8873240dcba44c9d2 -->
- **Maximum Sequence Length:** 8192 tokens
- **Output Dimensionality:** 1024 dimensions
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 8192, 'do_lower_case': False}) with Transformer model: XLMRobertaModel
(1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
(2): Normalize()
)
```
## Usage
### Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
```bash
pip install -U sentence-transformers
```
Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("haophancs/snowflake-arctic-embed-l-v2.0-pits")
# Run inference
sentences = [
'Fixed-point observation test.\nPre-check.\nAll members.\n02-08-19_Steering_Switch.\nExternal SW.\nSteering SW( ).\nSOURCE DOWN.\n02-08-19-042.\n1_A.\nExternal SW>Steering SW( )>SOURCE DOWN',
'Updating AM/FM broadcast station list ACC disconnection → Manual update of station list results in failure to detect broadcast stations.\nAudio.\nAM_FM.\nIllegal Behavior/Incorrect Action.\nRadio.\nST.\nAudioPF.\nAudioPF.\nWhen executing ACC OFF, if the previous source was FM/AM, issue a radio switch request (OFF) and then execute a radio switch request (FM or AM). Before the completion of the audio OFF power switch, the above-mentioned wireless power switch was requested..\nVehicle: Desktop Environment Actual Machine: Display: RD_AM Screen Audio: AM The radio preset mode should be "Broadcast List" The received electric field of the radio should have receivable broadcast stations in the Broadcast List Connected Devices: RADIO ANT Vehicle Signals: ACC ON, PKB ON, SPD OFF (0km), REV OFF, TAIL OFF.\n① Press [List Update] → Manual update of the broadcast station list begins ※ ONS "Cannot operate during broadcast station search" is displayed ② During manual update of the broadcast station list, perform ACC momentary disconnection ※ ACC momentary disconnection involves turning OFF/ON within less than 1 second ※ When ACC momentarily disconnects, the backlight will turn off for a moment but quickly returns to displaying ONS "Cannot operate during broadcast station search" ③ No operation until completion of broadcast station list update → ONS "No receivable broadcast stations TS[OK]" is displayed ★NG occurs ④ Press TS[OK] → ONS disappears ⑤ Press [List Update] → ONS "No receivable broadcast stations TS[OK]" is displayed ★NG occurs.\nDuring the ACC disconnection performed while updating the radio station list, the receivable radio stations will not be extracted during manual update of the station list, and ONS "No available broadcast stations" will be displayed. If you perform a manual update of the station list again after displaying ONS "No available broadcast stations", ONS "No available broadcast stations" will be displayed immediately after the manual update operation, making it impossible to manually update the station list..\nWhen manually updating the broadcast station list, search for receivable broadcast stations and extract up to 12 stations in order of reception sensitivity as the "Broadcast Station List.".\n2-1.No Use Case/Insufficient Use Cases.\nConsideration遗漏 in ACC instantaneous disconnection. It has entered a path where source switching is not executed after radio switch request (OFF).',
"[Navi]After Heat Run, the navigation app crashes due to inactivity..\nNavi.\nNavigation common.\nApp crash.\nNavi.\nNaviApp.\nClear the list (vector) of icon rectangle information for collision detection at the timing when updating the FBO for rendering..\nDisplay: AM Audio: AM • Connected to rear seat • TV antenna connected • Radio antenna connected • Route setting: Available (with driving) • Bluetooth connection available • Wi-Fi connection available • Stack more than 7 activities and NaviApp's Activity (name search) is older than 7th position • ACC on.\nNo operation.\nAfter heat run, the navigation app crashes due to inactivity. ■Supplement · Although it does not recover with ACC off/on as shown in the video, we have confirmed that it recovers after turning ACC on about 10 minutes after ACC off. · The heat run operation time is over 80 hours..\nThe nav app does not crash even when left idle after a heat run..\n5-5. Remains of Past Design/Left as It Was from Past Design.\nAt the time of drawing execution, I am creating a list (vector array) of icon rectangle information for collision detection. However, this list is replaced with a new one after display execution. Therefore, in cases where display completion does not occur due to drawing cancellation or similar issues, the list continues to be registered without being cleared, resulting in unexpected memory allocation continuing indefinitely.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
<!--
### Direct Usage (Transformers)
<details><summary>Click to see the direct usage in Transformers</summary>
</details>
-->
<!--
### Downstream Usage (Sentence Transformers)
You can finetune this model on your own dataset.
<details><summary>Click to expand</summary>
</details>
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
## Evaluation
### Metrics
#### Information Retrieval
* Dataset: `dim_1024`
* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
| Metric | Value |
|:---------------------|:-----------|
| cosine_accuracy@30 | 0.3063 |
| cosine_accuracy@100 | 0.4505 |
| cosine_accuracy@300 | 0.5946 |
| cosine_precision@30 | 0.0102 |
| cosine_precision@100 | 0.0045 |
| cosine_precision@300 | 0.002 |
| cosine_recall@30 | 0.3063 |
| cosine_recall@100 | 0.4505 |
| cosine_recall@300 | 0.5946 |
| **cosine_ndcg@10** | **0.0735** |
| cosine_mrr@10 | 0.0513 |
| cosine_map@100 | 0.0627 |
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 5,945 training samples
* Columns: <code>positive</code> and <code>anchor</code>
* Approximate statistics based on the first 1000 samples:
| | positive | anchor |
|:--------|:-------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|
| type | string | string |
| details | <ul><li>min: 31 tokens</li><li>mean: 167.44 tokens</li><li>max: 805 tokens</li></ul> | <ul><li>min: 183 tokens</li><li>mean: 366.94 tokens</li><li>max: 634 tokens</li></ul> |
* Samples:
| positive | anchor |
|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <code>Fixed-point observation test.<br>Pre-check.<br>All members.<br>02-06-51_Drive Recorder Integration.<br>Drive recorder integration.<br>Collaboration function.<br>Image quality adjustment.<br>02-06-51-120.<br>2_B.<br>Drive recorder connection > Connection function > Image quality adjustment.<br>Screen: Drive Recorder File Playback (Map) Screen.<br>①Launch the picture adjustment screen and change the brightness and contrast settings..<br>・Adjustable brightness and contrast</code> | <code>[ ] When manually switching the camera connection determination during the connection of a wide camera (YOP), the guide lines for the rear camera's top-down view change..<br>Diag.<br>Camera_Diag.<br>Illegal Behavior/Incorrect Action.<br>camera.<br>ST.<br>VideoPF.<br>VideoPF.<br>Modify the possible range for setting the guideline vertex coordinates to include the footer area (0-799, 0-479). This will prevent the coordinate range check from considering it abnormal and ensure that the initial guide lines are not displayed..<br>・System Information Settings ・Wide Camera (YOP) Connected ・Vehicle Speed 0 km/h ・Parking Brake: ON.<br>① REV ON: Current guidelines are confirmed ② REV OFF ③ Transition to developer diag ④ Press TSW[Camera Settings] ⑤ Press TSW[Manual Switch for Camera Connection Judgment] ⑥ Press TSW[Wide Camera(YOP)]→Press [Yes] ⑦ ACC OFF, then ACC ON for more than 10 seconds ⑧ REV ON: Current guidelines are confirmed →★The guideline of the rear camera top-down view is changed.<br>When manually switching the came...</code> |
| <code>Fixed-point observation test.<br>Pre-check.<br>All members.<br>02-50-54_Developer_Diag_Function_for_.<br>-1600.<br>3_C.<br>>></code> | <code>[ ] When manually switching the camera connection determination during the connection of a wide camera (YOP), the guide lines for the rear camera's top-down view change..<br>Diag.<br>Camera_Diag.<br>Illegal Behavior/Incorrect Action.<br>camera.<br>ST.<br>VideoPF.<br>VideoPF.<br>Modify the possible range for setting the guideline vertex coordinates to include the footer area (0-799, 0-479). This will prevent the coordinate range check from considering it abnormal and ensure that the initial guide lines are not displayed..<br>・System Information Settings ・Wide Camera (YOP) Connected ・Vehicle Speed 0 km/h ・Parking Brake: ON.<br>① REV ON: Current guidelines are confirmed ② REV OFF ③ Transition to developer diag ④ Press TSW[Camera Settings] ⑤ Press TSW[Manual Switch for Camera Connection Judgment] ⑥ Press TSW[Wide Camera(YOP)]→Press [Yes] ⑦ ACC OFF, then ACC ON for more than 10 seconds ⑧ REV ON: Current guidelines are confirmed →★The guideline of the rear camera top-down view is changed.<br>When manually switching the came...</code> |
| <code>Fixed-point observation test.<br>Pre-check.<br>All members.<br>02-06-58_Camera.<br>Rear view monitor.<br>Rear camera (back view monitor).<br>Caution message display.<br>1_A.<br>Back view monitor > Rear camera (back view monitor) > Caution message display.<br>Screen: Current Location Screen Voice: Audio OFF Camera: Normal Camera Connected.<br>①REV ON⇒"Please visually confirm the surroundings of the vehicle.".<br>・OSD (visual warning messages can be displayed)</code> | <code>[ ] When manually switching the camera connection determination during the connection of a wide camera (YOP), the guide lines for the rear camera's top-down view change..<br>Diag.<br>Camera_Diag.<br>Illegal Behavior/Incorrect Action.<br>camera.<br>ST.<br>VideoPF.<br>VideoPF.<br>Modify the possible range for setting the guideline vertex coordinates to include the footer area (0-799, 0-479). This will prevent the coordinate range check from considering it abnormal and ensure that the initial guide lines are not displayed..<br>・System Information Settings ・Wide Camera (YOP) Connected ・Vehicle Speed 0 km/h ・Parking Brake: ON.<br>① REV ON: Current guidelines are confirmed ② REV OFF ③ Transition to developer diag ④ Press TSW[Camera Settings] ⑤ Press TSW[Manual Switch for Camera Connection Judgment] ⑥ Press TSW[Wide Camera(YOP)]→Press [Yes] ⑦ ACC OFF, then ACC ON for more than 10 seconds ⑧ REV ON: Current guidelines are confirmed →★The guideline of the rear camera top-down view is changed.<br>When manually switching the came...</code> |
* Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
```json
{
"loss": "MultipleNegativesRankingLoss",
"matryoshka_dims": [
1024
],
"matryoshka_weights": [
1
],
"n_dims_per_step": -1
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `eval_strategy`: epoch
- `gradient_accumulation_steps`: 16
- `learning_rate`: 2e-05
- `num_train_epochs`: 4
- `lr_scheduler_type`: cosine
- `warmup_ratio`: 0.1
- `bf16`: True
- `tf32`: True
- `load_best_model_at_end`: True
- `optim`: adamw_torch_fused
- `batch_sampler`: no_duplicates
#### All Hyperparameters
<details><summary>Click to expand</summary>
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: epoch
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 8
- `per_device_eval_batch_size`: 8
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 16
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 2e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 4
- `max_steps`: -1
- `lr_scheduler_type`: cosine
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: True
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: True
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: True
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch_fused
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `eval_use_gather_object`: False
- `prompts`: None
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional
</details>
### Training Logs
| Epoch | Step | Training Loss | dim_1024_cosine_ndcg@10 |
|:----------:|:-------:|:-------------:|:-----------------------:|
| 0 | 0 | - | 0.0776 |
| 0.2151 | 10 | 1.6503 | - |
| 0.4301 | 20 | 1.4755 | - |
| 0.6452 | 30 | 1.3519 | - |
| 0.8602 | 40 | 1.478 | - |
| 1.0323 | 48 | - | 0.0840 |
| 1.0228 | 50 | 1.117 | - |
| 1.2379 | 60 | 1.3709 | - |
| 1.4530 | 70 | 1.2806 | - |
| 1.6680 | 80 | 1.1826 | - |
| 1.8831 | 90 | 1.2987 | - |
| 2.0336 | 97 | - | 0.0792 |
| 2.0457 | 100 | 0.9801 | - |
| 2.2608 | 110 | 1.2541 | - |
| 2.4758 | 120 | 1.1502 | - |
| 2.6909 | 130 | 1.1076 | - |
| 2.9059 | 140 | 1.1814 | - |
| 3.0349 | 146 | - | 0.0747 |
| 3.0685 | 150 | 0.8835 | - |
| 3.2836 | 160 | 1.1296 | - |
| 3.4987 | 170 | 1.0703 | - |
| 3.7137 | 180 | 1.013 | - |
| **3.7997** | **184** | **-** | **0.0735** |
* The bold row denotes the saved checkpoint.
### Framework Versions
- Python: 3.11.11
- Sentence Transformers: 3.3.1
- Transformers: 4.44.2
- PyTorch: 2.5.1+cu124
- Accelerate: 1.3.0
- Datasets: 2.19.0
- Tokenizers: 0.19.1
## Citation
### BibTeX
#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}
```
#### MatryoshkaLoss
```bibtex
@misc{kusupati2024matryoshka,
title={Matryoshka Representation Learning},
author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
year={2024},
eprint={2205.13147},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
```
#### MultipleNegativesRankingLoss
```bibtex
@misc{henderson2017efficient,
title={Efficient Natural Language Response Suggestion for Smart Reply},
author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
year={2017},
eprint={1705.00652},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
```
<!--
## Glossary
*Clearly define terms in order to be accessible across audiences.*
-->
<!--
## Model Card Authors
*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
-->
<!--
## Model Card Contact
*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
--> |