Add SetFit model

README.md

@@ -10,160 +10,15 @@ tags:
 - text-classification
 - generated_from_setfit_trainer
 widget:
-- text: 'Returning ticket as we are in Disaster Rcovery Mode, CER Mobility Severe
-    Weather 06-15-23 - North TX- Battaglia  According to SMART there is a total of
-    6 sectors OOS. This could have been caused by a faulty CDD card. Will need to
-    visit site to confirm. These sectors are OOS:  Ordered new CDD card just in case
-    on WERF #478454  Arrived at site and traced fibers of the 6 sectors that are OOS.
-    All end on WIN 22 Card R4. Card is OOS. All its LEDs are out. Will pickup spare
-    card at the PnD that was ordered on WERF #478454  Returned to site with new CDD
-    card. Replaced faulty card and sectors returned to service.  6.\tDetailed Trouble
-    Shooting & Repair Steps: Please see previous Work Done notes.,'
-- text: '8.\t            This ckt manage by    Crown Castle                      Found
-    red on RF port 2  3.\t\tDid a reset of the ABIA Card alarm clear then return   4.\t\tClean
-    the fiber at the BBU alarm cleared then return  5.\t\tReplace the SFP at the BBU
-    alarm cleared then return  2.\t        Did a reset of the RRH  NYL06703F_R02_2Q_1_alarm
-    cleared then return                     8.\t            This ckt manage by    Crown
-    Castle                      WRT Request EAR2372663 has been created   3.\t\tDid
-    a reset of the ABIA Card alarm clear then return   Troubleshooting: 1.\t         Found
-    red on RF port 2  5.\t\tReplace the SFP at the BBU alarm cleared then return  4.\t\tClean
-    the fiber at the BBU alarm cleared then return  2.\t        Did a reset of the
-    RRH  NYL06703F_R02_2Q_1_alarm cleared then return                     WRT Note:
-    Request Claimed: In Review - Triage  �\x80�\tIS THIS A BUILD OR BUY LOCATION?  This
-    is a CRAN Buy location.  8.\t            This ckt manage by    Crown Castle                      3.\t\tDid
-    a reset of the ABIA Card alarm clear then return   4.\t\tClean the fiber at the
-    BBU alarm cleared then return  5.\t\tReplace the SFP at the BBU alarm cleared
-    then return  �\x80�\tAOTS TICKET YOU ARE WORK IN PROGRESS ON - TT000078340422       �\x80�\tWHAT
-    IS THE ACTUAL TROUBLE?  AWS RRH oss R02_2Q_1_N    1.\t         Found red on RF
-    port 2  2.\t        Did a reset of the RRH  NYL06703F_R02_2Q_1_alarm cleared then
-    return                     �\x80�\tWHAT TROUBLESHOOTING DID YOU PERFORM?    RRH
-    OSS on R02  WRT Note: Request Claimed: In Review - Dispatch   WRT Request EAR2372663
-    has been Dispatched:   Visited site found no issues on arrival - rebooted all
-    radios restored with no issues Closed by vendor Hector Diaz  WRT Request EAR2381373
-    has been created   8.\t            This ckt manage by    Crown Castle                      3.\t\tDid
-    a reset of the ABIA Card alarm clear then return   Troubleshooting: 1.\t         Found
-    red on RF port 2  5.\t\tReplace the SFP at the BBU alarm cleared then return  4.\t\tClean
-    the fiber at the BBU alarm cleared then return  2.\t        Did a reset of the
-    RRH  NYL06703F_R02_2Q_1_alarm cleared then return                      WRT Requests
-    EAR2372663 has been created   8.\t            This ckt manage by    Crown Castle                      3.\t\tDid
-    a reset of the ABIA Card alarm clear then return   4.\t\tClean the fiber at the
-    BBU alarm cleared then return  5.\t\tReplace the SFP at the BBU alarm cleared
-    then return   Troubleshooting: 1.\t         Found red on RF port 2  2.\t        Did
-    a reset of the RRH  NYL06703F_R02_2Q_1_alarm cleared then return                     WRT
-    Note: Request Claimed: In Review - Triage  WRT Note: Request Claimed: In Review
-    - Dispatch   WRT Request EAR2381373 has been Dispatched:   06/12/2023 12:56 pm
-    Visited site found no issues on arrival - rebooted all radios restored with no
-    issues Closed by vendor Hector D   WRT Note: CS0746699 has been created   2Q radio
-    was down when I arrived onsite.  Checked optical power to radio and it was good.  Shot
-    both fibers for radio and there were no issues with either one.  Power to radio
-    and PSU were good as well.  Rebooted radio and it greened up. Closed by vendor
-    Robert Pepe  8.\t            This ckt manage by    Crown Castle                      WRT
-    Request EAR2382383 has been created   3.\t\tDid a reset of the ABIA Card alarm
-    clear then return   Troubleshooting: 1.\t         Found red on RF port 2  5.\t\tReplace
-    the SFP at the BBU alarm cleared then return  4.\t\tClean the fiber at the BBU
-    alarm cleared then return  2.\t        Did a reset of the RRH  NYL06703F_R02_2Q_1_alarm
-    cleared then return                      WRT Requests EAR2381373 has been created   8.\t            This
-    ckt manage by    Crown Castle                      3.\t\tDid a reset of the ABIA
-    Card alarm clear then return   4.\t\tClean the fiber at the BBU alarm cleared
-    then return  5.\t\tReplace the SFP at the BBU alarm cleared then return   Troubleshooting:
-    1.\t         Found red on RF port 2  2.\t        Did a reset of the RRH  NYL06703F_R02_2Q_1_alarm
-    cleared then return                     WRT Note: Request Claimed: In Review -
-    Triage  R02_2Q is degraded with RF Module Failure. This is what was causing the
-    initial outage. Vendor to isolate, repair/replace and restore sector/s to normal
-    configuration.  Ensure sector/s is in service, taking traffic and all VSWR and
-    RSSI values are within range.  Provide before and after pictures of all fibers,
-    hardware, etc. changed out.  Closeout Notes from Vendor � 2Q radio was down when
-    I arrived onsite. Checked optical power to radio and it was good. Shot both fibers
-    for radio and there were no issues with either one. Power to radio and PSU were
-    good as well. Rebooted radio and it greened up. Closed by vendor Robert Pepe  Reason
-    why this new WRT is being determined Expense Warranty � Vendor has been out 2
-    previous times for same issue. Failed to repair, only reset both times. Issue
-    has returned. RRU is failing due to RF Module Failure.   WRT Note: Approved for
-    Expense warranty on:  WRT Note: Request Claimed: In Review - Dispatch   WRT Request
-    EAR2382383 has been Dispatched:   Closeout Notes from Vendor � 2Q radio was down
-    when I arrived onsite. Checked optical power to radio and it was good. Shot both
-    fibers for radio and there were no issues with either one. Power to radio and
-    PSU were good as well. Rebooted radio and it greened up. Closed by vendor Robert
-    Pepe  Reason why this new WRT is being determined Expense Warranty � Vendor has
-    been out 2 previous times for same issue. Failed to repair, only reset both times.
-    Issue has returned. RRU is failing due to RF Module Failure.    Reason for Warranty
-    Work: Approved for Expense warranty on:  06/12/2023 12:56 pm Visited site found
-    no issues on arrival - rebooted all radios restored with no issues Closed by vendor
-    Hector D    WRT Request EAR2382383 has been completed:    WRT Close out Narrative:
-    left open in error  Closeout Notes from Vendor � 2Q radio was down when I arrived
-    onsite. Checked optical power to radio and it was good. Shot both fibers for radio
-    and there were no issues with either one. Power to radio and PSU were good as
-    well. Rebooted radio and it greened up. Closed by vendor Robert Pepe  Reason why
-    this new WRT is being determined Expense Warranty � Vendor has been out 2 previous
-    times for same issue. Failed to repair, only reset both times. Issue has returned.
-    RRU is failing due to RF Module Failure.    Reason for Warranty Work: Approved
-    for Expense warranty on:  06/12/2023 12:56 pm Visited site found no issues on
-    arrival - rebooted all radios restored with no issues Closed by vendor Hector
-    D,'
-- text: 'The primary FE for this location is currently off. Its the end of shift,
-    this will get worked later during regular hours as access is permitted.   - checked
-    dc power which looks good   - replaced sfps for shared 1900 alpha and beta   -
-    lte 1900 alpha shared degraded   - shared 5g alpha degraded and shared 5g beta
-    functioning properly   - will submit to mcac for review and disposition   - swapped
-    shared beta cabling with shared gamma and issue followed fiber  - lte 1900 beta
-    shared degraded   - swapped shared alpha cabling with shared gamma and issue followed
-    fiber  Troubleshooting:  - lte 1900 beta shared degraded   - checked dc power
-    which looks good   - replaced sfps for shared 1900 alpha and beta   - lte 1900
-    alpha shared degraded   - shared 5g alpha degraded and shared 5g beta functioning
-    properly  WRT Request CER2388704 has been created    - swapped shared beta cabling
-    with shared gamma and issue followed fiber   - swapped shared alpha cabling with
-    shared gamma and issue followed fiber  WRT Note: Request Claimed: In Review -
-    Triage  WRT Note: APPROVED DISPATCH - Fa Code\t10077208 - LTE 1900 BETA - 9B/2B
-    IS DOWN...SMARTPCT: 9.09 -- OHL05022 O, NEED VENDOR TO ISOLATE AND RESOLVE  WRT
-    Note: Request Claimed: In Review - Dispatch   Category: Tower Service Impacting
-    Degraded/OOS   WRT Request CER2388704 has been Dispatched:   Found faulty fiber
-    trunk line (pair 20). Moved to fiber trunk pair 15 and Beta 19/2100 restored alarm
-    free with good readings. Closed by vendor Toby Mathews,'
-- text: 'Related to TT000078562379/EAR2386549  This Ticket is no longer the Child
-    Ticket of TT000078562379The parent ticket was for R01_9Q. This ticket is for R01_2Q.
-    When correlated as OPS did, the additional work is not passed to the vendor. Sending
-    ticket back to OPS to properly troubleshoot as expected. Please do not correlate
-    unrelated sector tickets. Work them as expected and request individual WRT tickets
-    for each. MVTT/MVDT will then determine what can be combined. Becuase the ticket
-    was correlated without an additional WRT ticket for 2Q, the vendor did not get
-    the scope of work and only cleared 9Q. ....Ticket correlations removed.  9.\t
-    IS THIS A BUILD OR BUY LOCATION?  This is a CRAN Buy location.  ro1 2q is up and
-    working. closing tkt  10.\tAOTS TICKET YOU ARE WORK IN PROGRESS ON : TT000078615898  Verify
-    RF port on abil. No issue.  2.\tAFFECTED REMOTE FA LOCATION -14795795  See attached
-    result.  also found issue on ro3 9q  Found red  on ABIA RF PORT1  Fiber Scope:
-    Pass at BBU and patch panel end  12.\tWho is the Vendor:  Extenet   Need Vendor
-    to check RRH/RRH power connector.  11.\tWHAT TROUBLESHOOTING DID YOU PERFORM?   13.\tWhat
-    is the Vendor NOC Contact phone number  :  866-892-5327,'
-- text: '4.\tEstimated drive time:  1 hour 30 minutes  2.\tArchived trouble ticket
-    review:   AOTS ticket TT000078543250 for link failure other sectors.  6.\tBasic
-    troubleshooting and repair steps:  Ticket is for 700 Beta FNET link failure but
-    found the following sectors also OOS: ILL00042_7A_2_F ILL00042_7B_1 ILL00042_7B_2_F
-    ILL00042_7B_1_I IZL00042_2B_1 IZL00042_2B_2 IZL00042_2C_1 IZL00042_2C_2 IZL00042_9B_1
-    ILMN000042_N005A_1 ILMN000042_N005B_1. Scoped and tested fiber and SFP, disconnected
-    power to RRUs for 10 minutes, power cycled BBUs and XMUs. OTDR did not show any
-    issues on fiber. Requesting tower crew.  1.\tNFSD web site review:  No recent
-    NFSD ticket related to this issue.  Troubleshooting: Scoped and tested fiber and
-    SFP, disconnected power to RRUs for 10 minutes, power cycled BBUs and XMUs. OTDR
-    did not show any issues on fiber.   Trouble Description: Ticket is for 700 Beta
-    FNET link failure but found the following sectors also OOS: ILL00042_7A_2_F ILL00042_7B_1
-    ILL00042_7B_2_F ILL00042_7B_1_I IZL00042_2B_1 IZL00042_2B_2 IZL00042_2C_1 IZL00042_2C_2
-    IZL00042_9B_1 ILMN000042_N005A_1 ILMN000042_N005B_1.  WRT Request CER2386146 has
-    been created   WRT Note: Request Claimed: In Review - Triage  WRT Note: 10005083/
-    Ticket is for 700 Beta FNET link failure but found the following sectors also
-    OOS: ILL00042_7A_2_F ILL00042_7B_1 ILL00042_7B_2_F ILL00042_7B_1_I IZL00042_2B_1
-    IZL00042_2B_2 IZL00042_2C_1 IZL00042_2C_2 IZL00042_9B_1 ILMN000042_N005A_1 ILMN000042_N005B_1.
-    resolve.   WRT Note: Request Claimed: In Review - Dispatch  WRT Note: request
-    on hold turf not found in swifttrac unable to create ticket, e-mail support for
-    assistance  WRT Note: MRCHI054606 has the nexius/mastec issue and therefore cannot
-    be done as capital warranty. therefore please dispatch to acas vendor  WRT Note:
-    Request Claimed: In Review - Dispatch   WRT Request CER2386146 has been Dispatched:   WRT
-    Note: 6/28 ecd 6/28 scheduled for today per Jerry Hanna w/ WCS  Restored all links
-    that were down on site. Alarms are now cleared Closed by vendor Adriel Garcia  reviewed
-    SIA Tower Rework, verified reported issue on ILL00042_7A_2_F ILL00042_7B_1 ILL00042_7B_2_F
-    ILL00042_7B_1_I IZL00042_2B_1 IZL00042_2B_2 IZL00042_2C_1 IZL00042_2C_2 IZL00042_9B_1
-    ILMN000042_N005A_1 ILMN000042_N005B_1. was cleared. the SIA triggered alarm on
-    ILL00042_3C_1 and was not related to repaired sector. Does not qualify for tower
-    rework. Closing aots ticket.,'
+- text: customers house is all concrete as well as neighbors house where the flowerpot
+    feeds both houses and theres no other flowerpot near by to feed the houses
+- text: customer have new remodel elation at the front yard, including fake grass
+    and pavers and they dont want any damage on their front yard or move the pavers
+- text: neighbor said no digging at all please stop asking. are we able to add a second
+    stub out to get customer in service
+- text: Edward.R  spoke with customer They requested a change of appointment via phonecause
+    no one is it home. Advised them to call AT&T. To reschedule.
+- text: 'NO ACCESS: Waiting on customer to get access to neighbors yard.'
 inference: false
 model-index:
 - name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2
@@ -177,7 +32,7 @@ model-index:
       split: test
     metrics:
     - type: accuracy
-      value: 0.05925925925925926
+      value: 0.6666666666666666
       name: Accuracy
 ---
 
@@ -213,7 +68,7 @@ The model has been trained using an efficient few-shot learning technique that i
 ### Metrics
 | Label   | Accuracy |
 |:--------|:---------|
-| **all** | 0.0593   |
+| **all** | 0.6667   |
 
 ## Uses
 
@@ -233,7 +88,7 @@ from setfit import SetFitModel
 # Download from the 🤗 Hub
 model = SetFitModel.from_pretrained("russfischer/setfit-ethos-multilabel-example")
 # Run inference
-preds = model("Returning ticket as we are in Disaster Rcovery Mode, CER Mobility Severe Weather 06-15-23 - North TX- Battaglia  According to SMART there is a total of 6 sectors OOS. This could have been caused by a faulty CDD card. Will need to visit site to confirm. These sectors are OOS:  Ordered new CDD card just in case on WERF #478454  Arrived at site and traced fibers of the 6 sectors that are OOS. All end on WIN 22 Card R4. Card is OOS. All its LEDs are out. Will pickup spare card at the PnD that was ordered on WERF #478454  Returned to site with new CDD card. Replaced faulty card and sectors returned to service.  6.\tDetailed Trouble Shooting & Repair Steps: Please see previous Work Done notes.,")
+preds = model("NO ACCESS: Waiting on customer to get access to neighbors yard.")
 ```
 
 <!--
@@ -263,9 +118,9 @@ preds = model("Returning ticket as we are in Disaster Rcovery Mode, CER Mobility
 ## Training Details
 
 ### Training Set Metrics
-| Training set | Min | Median   | Max  |
-|:-------------|:----|:---------|:-----|
-| Word count   | 5   | 443.8462 | 2501 |
+| Training set | Min | Median  | Max |
+|:-------------|:----|:--------|:----|
+| Word count   | 4   | 23.4886 | 65  |
 
 ### Training Hyperparameters
 - batch_size: (16, 16)
@@ -288,12 +143,11 @@ preds = model("Returning ticket as we are in Disaster Rcovery Mode, CER Mobility
 ### Training Results
 | Epoch  | Step | Training Loss | Validation Loss |
 |:------:|:----:|:-------------:|:---------------:|
-| 0.0038 | 1    | 0.1723        | -               |
-| 0.1923 | 50   | 0.0297        | -               |
-| 0.3846 | 100  | 0.0419        | -               |
-| 0.5769 | 150  | 0.0347        | -               |
-| 0.7692 | 200  | 0.0247        | -               |
-| 0.9615 | 250  | 0.0284        | -               |
+| 0.0045 | 1    | 0.1219        | -               |
+| 0.2273 | 50   | 0.139         | -               |
+| 0.4545 | 100  | 0.0344        | -               |
+| 0.6818 | 150  | 0.0519        | -               |
+| 0.9091 | 200  | 0.027         | -               |
 
 ### Framework Versions
 - Python: 3.10.12

config_setfit.json

@@ -1,4 +1,4 @@
 {
-  "labels": null,
-  "normalize_embeddings": false
+  "normalize_embeddings": false,
+  "labels": null
 }

model.safetensors

@@ -1,3 +1,3 @@
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+oid sha256:a2fecfad165149d0f57029b593f9c3d68845fea4524c9b5fa4fd53cdec3bf62f
 size 437967672

model_head.pkl

@@ -1,3 +1,3 @@
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-size 85236
+oid sha256:f8fd72e5023eed1444bc28caae5b7fbee970b5316eed511670563ce16bb458f9
+size 72276