--- 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) - **Maximum Sequence Length:** 8192 tokens - **Output Dimensionality:** 1024 dimensions - **Similarity Function:** Cosine Similarity ### 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] ``` ## Evaluation ### Metrics #### Information Retrieval * Dataset: `dim_1024` * Evaluated with [InformationRetrievalEvaluator](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 | ## Training Details ### Training Dataset #### Unnamed Dataset * Size: 5,945 training samples * Columns: positive and anchor * Approximate statistics based on the first 1000 samples: | | positive | anchor | |:--------|:-------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------| | type | string | string | | details | | | * Samples: | positive | anchor | |:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Fixed-point observation test.
Pre-check.
All members.
02-06-51_Drive Recorder Integration.
Drive recorder integration.
Collaboration function.
Image quality adjustment.
02-06-51-120.
2_B.
Drive recorder connection > Connection function > Image quality adjustment.
Screen: Drive Recorder File Playback (Map) Screen.
①Launch the picture adjustment screen and change the brightness and contrast settings..
・Adjustable brightness and contrast | [ ] 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..
Diag.
Camera_Diag.
Illegal Behavior/Incorrect Action.
camera.
ST.
VideoPF.
VideoPF.
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..
・System Information Settings ・Wide Camera (YOP) Connected ・Vehicle Speed 0 km/h ・Parking Brake: ON.
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.
When manually switching the came... | | Fixed-point observation test.
Pre-check.
All members.
02-50-54_Developer_Diag_Function_for_.
-1600.
3_C.
>> | [ ] 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..
Diag.
Camera_Diag.
Illegal Behavior/Incorrect Action.
camera.
ST.
VideoPF.
VideoPF.
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..
・System Information Settings ・Wide Camera (YOP) Connected ・Vehicle Speed 0 km/h ・Parking Brake: ON.
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.
When manually switching the came... | | Fixed-point observation test.
Pre-check.
All members.
02-06-58_Camera.
Rear view monitor.
Rear camera (back view monitor).
Caution message display.
1_A.
Back view monitor > Rear camera (back view monitor) > Caution message display.
Screen: Current Location Screen Voice: Audio OFF Camera: Normal Camera Connected.
①REV ON⇒"Please visually confirm the surroundings of the vehicle.".
・OSD (visual warning messages can be displayed) | [ ] 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..
Diag.
Camera_Diag.
Illegal Behavior/Incorrect Action.
camera.
ST.
VideoPF.
VideoPF.
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..
・System Information Settings ・Wide Camera (YOP) Connected ・Vehicle Speed 0 km/h ・Parking Brake: ON.
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.
When manually switching the came... | * Loss: [MatryoshkaLoss](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
Click to expand - `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
### 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} } ```