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metadata
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:5920
  - loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-mpnet-base-v2
widget:
  - source_sentence: >-
      debugger not reusing a ireusableeditor eclipse .   doubleclick a source
      file of my language. an editor is opened with a  fileeditorinput for it.
      well call it instance.  debug the program file of my language. i have my
      own mylanguageinput for a  runtime program so that i can do coloring based
      on vm states see bug   the debugger will not reuse the already open
      ireusableeditor that i have  setting its input object was what i expected.
      it will choose to open a new  editor instead. well call this instance. 
      debug more instances of the same program. now the debugger will reuse 
      instance. why cant the debugger reuse instance from the beginning   note
      that this problem was hit by a workaround for bug
    sentences:
      - >-
        would like to say what text attributes to use when selecting the
        executing statement for my language id like to have the currently
        executing line colored  depending on state from my vm. id imagine that
        passing such text attributes  when generating these debug events would
        be one way to go.  note that is is a spinoff from bug
      - >-
        ant builds using an external jvm with input tasks cannot request input.
        please ensure that an inputhandler is being provided for external ant
        tasks currently the ant   will request the input from stdin which is not
        possible on the current console rather than  popping up an appropriate
        dialog as it would when run from within the eclipse vm.
      - >-
        workbench startup is throwing dialog rather than logging to .log took
        new   startedt on old workspace  got annternal error dialog executable
        extension definition  for class  not found.  hit ok t came up ok 
        nothingn log
  - source_sentence: >-
      text compare does not synchronous horizontally scroll. when comparing two
      text files the files synchronously scroll vertically but do not 
      synchronously scroll horizontally.
    sentences:
      - >-
        dcr would like coupled horizontal scrolling in compare browser gejnho
        jdk . wk  the compare differences browser permits coupled vertical
        scrolling but not coupled horizontal scrolling  this would be nice to
        have.
      - >-
        plan item improve local history improve local history. the local history
        mechanism for resources in the  workspace should be improved. currently
        clients of the iresource api control  whether snapshot of a modified or
        deleted file gets captured in the local  resource history. unfortunately
        this makes local history less of a safety net  than it could be if
        plugins do not use this mechanism properly. eclipse  should put in place
        a systemwide policy for resource history retention. the  local resource
        history should also be better integrated with team repository  providers
        and allow users to selectively purge a files local history when it  is
        committed to a team repository. platform core platform ui platform team 
        theme user experience
      - >-
        crash in os.gtkmaindoevent since upgrading to redhat  incl. the
        following versions of system libraries  gtkengines.. gtk.. gtkdevel..
        gtkdevel.. gtkengines. gtk..  jsdk.. jsdk..   eclipse will not work
        correctly. in fact it will just crash  a dialog would pop up stating
        there had been an internal error displaying an error dialog.  i dont
        know if this is related to swt at all but since it was all about some
        error dialog i presume that it could be the case.  i have been using
        eclipse extensively on redhat  incl. approx. the same versions of the
        above system libraries and it had not crashed at all.  no work was lost
        though since i tend to use the ctrls key combination quite frequently  
        perhaps you could have a look at this system configuration since it is
        seemingly a problem with the eclipse and not system related since most
        other gtk applications do work except for the occasional bug here and
        there .
  - source_sentence: >-
      unable to open breakpoints view know thisntegration  hasnt been declared
      stable yet but canot open the debug view on an existing workspacen this . 
      an error occurs while creating the debug view.  this doesnt happen on a
      fresh workspace but happens on my existing workspace every time.  steps  
      ensure there are at least two perspectives such as java and debug 
      shutdown eclipse whenn the java perspetive  startup  switch to debug
      perspective   error.  unable to create breakpoints view.
    sentences:
      - >-
        treetable does not indent on gtk and mac ive set up a treetable reading
        as much as i could from the documentation and i only ever see the first 
        columns worth of information. the second and subsequent ones are
        hidden.  additionally the tree is not shown as nested like the tree
        widget they are a  dimensional list with the   expansion icons left
        aligned. the expansions do work i can contract and expand the items but
        it  does not affect the indentation at all.  i dont know if this is a
        mac os x specific bug or whether its working as programmed and its my
        fault  for not initialising something properly ...  sampleswt.java shell
        shell  new shell tabletree tabletree  new tabletreeshellswt.none  add
        items into proof tree filllayout layout  new filllayout layout.type 
        swt.vertical shell.setlayoutlayout tabletreeitem root  new
        tabletreeitemtabletreeswt.none root.settextitem  column 
        root.settextitem  column  root.settextitem  column   tabletreeitem
        child  new tabletreeitemrootswt.none child.settextitem  column 
        child.settextitem  column  child.settextitem  column   tabletreeitem
        grandchild  new tabletreeitemchildswt.none grandchild.settextitem 
        column  grandchild.settextitem  column  grandchild.settextitem  column  
        grandchild.setexpandedtrue child.setexpandedtrue root.setexpandedtrue
        shell.open
      - >-
        decorators ui freezes while checking out project i was checking out
        org.eclipse.jdt.ui.tests.refactoring and the whole ui froze  at the end
        of the operation progress dialog was still up and cpu was at .  note
        that i use the cvs label decorator. here is the stack of the main
        thread  main prio tidxd nidxaac runnable e..fcat
        org.eclipse.swt.internal.win.os.sendmessagewnative methodat
        org.eclipse.swt.internal.win.os.sendmessageos.javaat
        org.eclipse.swt.widgets.treeitem.getitemstreeitem.javaat
        org.eclipse.jface.viewers.treeviewer.getchildrentreeviewer.javaat
        org.eclipse.jface.viewers.abstracttreeviewer.internalfinditem
        abstracttreeviewer.javaat
        org.eclipse.jface.viewers.abstracttreeviewer.internalfinditem
        abstracttreeviewer.javaat
        org.eclipse.jface.viewers.abstracttreeviewer.dofinditem
        abstracttreeviewer.javaat
        org.eclipse.jface.viewers.structuredviewer.finditem
        structuredviewer.javaat
        org.eclipse.jface.viewers.structuredviewer.update
        structuredviewer.javaat
        org.eclipse.jface.viewers.structuredviewer.update
        structuredviewer.javaat
        org.eclipse.jface.viewers.structuredviewer.handlelabelproviderchanged
        structuredviewer.javaat 
        org.eclipse.jdt.internal.ui.javaeditor.javaoutlinepagejavaoutlineviewer.handlel
        abelproviderchangedjavaoutlinepage.javaat
        org.eclipse.jface.viewers.contentviewer.labelproviderchanged
        contentviewer.javaat
        org.eclipse.ui.internal.decorators.decoratormanager.firelisteners
        decoratormanager.javaat 
        org.eclipse.ui.internal.decorators.decoratormanager.labelproviderchanged
        decoratormanager.javaat
        org.eclipse.jface.viewers.labelprovider.firelabelproviderchanged
        labelprovider.javaat
        org.eclipse.team.internal.ccvs.ui.cvslightweightdecorator.access
        cvslightweightdecorator.javaat
        org.eclipse.team.internal.ccvs.ui.cvslightweightdecorator.run
        cvslightweightdecorator.javaat
        org.eclipse.swt.widgets.runnablelock.runrunnablelock.javaat
        org.eclipse.swt.widgets.synchronizer.runasyncmessages synchronizer.java
        locked cb a org.eclipse.swt.widgets.runnablelockat
        org.eclipse.swt.widgets.display.runasyncmessagesdisplay.javaat
        org.eclipse.swt.widgets.display.readanddispatchdisplay.javaat
        org.eclipse.jface.operation.modalcontextmodalcontextthread.block
        modalcontext.javaat
        org.eclipse.jface.operation.modalcontext.runmodalcontext.javaat
        org.eclipse.jface.dialogs.progressmonitordialog.run
        progressmonitordialog.javaat
        org.eclipse.team.internal.ccvs.ui.actions.cvsaction.run
        cvsaction.javaat 
        org.eclipse.team.internal.ccvs.ui.actions.addtoworkspaceaction.execute
        addtoworkspaceaction.javaat
        org.eclipse.team.internal.ccvs.ui.actions.cvsaction.run cvsaction.javaat
        org.eclipse.ui.internal.pluginaction.runwithevent pluginaction.javaat
        org.eclipse.jface.action.actioncontributionitem.handlewidgetselection
        actioncontributionitem.javaat
        org.eclipse.jface.action.actioncontributionitem.handlewidgetevent
        actioncontributionitem.javaat
        org.eclipse.jface.action.actioncontributionitem.access
        actioncontributionitem.javaat 
        org.eclipse.jface.action.actioncontributionitemactionlistener.handleevent
        actioncontributionitem.javaat
        org.eclipse.swt.widgets.eventtable.sendeventeventtable.javaat
        org.eclipse.swt.widgets.widget.sendeventwidget.javaat
        org.eclipse.swt.widgets.display.rundeferredeventsdisplay.javaat
        org.eclipse.swt.widgets.display.readanddispatchdisplay.javaat
        org.eclipse.ui.internal.workbench.runeventloopworkbench.javaat
        org.eclipse.ui.internal.workbench.runworkbench.javaat
        org.eclipse.core.internal.boot.internalbootloader.run
        internalbootloader.javaat
        org.eclipse.core.boot.bootloader.runbootloader.javaat
        sun.reflect.nativemethodaccessorimpl.invokenative methodat
        sun.reflect.nativemethodaccessorimpl.invoke
        nativemethodaccessorimpl.javaat
        sun.reflect.delegatingmethodaccessorimpl.invoke
        delegatingmethodaccessorimpl.javaat
        java.lang.reflect.method.invokemethod.javaat
        org.eclipse.core.launcher.main.basicrunmain.javaat
        org.eclipse.core.launcher.main.runmain.javaat
        org.eclipse.core.launcher.main.mainmain.java
      - "npe on startup of java debug ui plugin while launching a runtime workbench this appeared  entry org.eclipse.core.runtimemar   . message problems occurred when invoking code from plug in org.eclipse.core.runtime. stack  java.lang.nullpointerexception \tat  \tat org.eclipse.ui.internal.workbenchpage.getactivepartreference workbenchpage.java \tat org.eclipse.jdt.internal.debug.ui.evaluationcontextmanager.pageopened evaluationcontextmanager.java \tat  org.eclipse.jdt.internal.debug.ui.evaluationcontextmanager.windowopened evaluationcontextmanager.java \tat org.eclipse.jdt.internal.debug.ui.evaluationcontextmanager.startup evaluationcontextmanager.java \tat org.eclipse.jdt.internal.debug.ui.javadebugoptionsmanager.startup javadebugoptionsmanager.java \tat org.eclipse.jdt.internal.debug.ui.jdidebuguiplugin.startup jdidebuguiplugin.java \tat org.eclipse.core.internal.plugins.plugindescriptor.run plugindescriptor.java \tat org.eclipse.core.internal.runtime.internalplatform.run internalplatform.javacompiled code \tat  org.eclipse.core.internal.plugins.plugindescriptor.internaldopluginactivation plugindescriptor.java \tat org.eclipse.core.internal.plugins.plugindescriptor.dopluginactivation plugindescriptor.java \tat org.eclipse.core.internal.plugins.pluginclassloader.activateplugin pluginclassloader.java \tat  org.eclipse.core.internal.plugins.pluginclassloader.internalfindclassparentsself pluginclassloader.javacompiled code \tat  org.eclipse.core.internal.boot.delegatingurlclassloader.findclassparentsself delegatingurlclassloader.javacompiled code \tat org.eclipse.core.internal.boot.delegatingurlclassloader.loadclass delegatingurlclassloader.javacompiled code \tat org.eclipse.core.internal.boot.delegatingurlclassloader.loadclass delegatingurlclassloader.javacompiled code \tat java.lang.classloader.loadclassclassloader.javacompiled code \tat  org.eclipse.core.internal.plugins.plugindescriptor.createexecutableextension plugindescriptor.java \tat  org.eclipse.core.internal.plugins.plugindescriptor.createexecutableextension plugindescriptor.java \tat  org.eclipse.core.internal.plugins.configurationelement.createexecutableextension configurationelement.java \tat  org.eclipse.debug.internal.ui.views.console.consoledocumentmanager.newlinenotifi erconsoledocumentmanager.java \tat  org.eclipse.debug.internal.ui.views.console.consoledocumentprovider.getlinenotif ierconsoledocumentprovider.java \tat  org.eclipse.debug.internal.ui.views.console.consoledocumentprovider.createdocume ntconsoledocumentprovider.java \tat org.eclipse.ui.texteditor.abstractdocumentprovider.createelementinfo abstractdocumentprovider.java \tat org.eclipse.ui.texteditor.abstractdocumentprovider.connect abstractdocumentprovider.java \tat  org.eclipse.debug.internal.ui.views.console.consoledocumentmanager.run consoledocumentmanager.java \tat org.eclipse.swt.widgets.synchronizer.runasyncmessages synchronizer.javacompiled code \tat org.eclipse.swt.widgets.synchronizer.runasyncmessages synchronizer.javacompiled code \tat org.eclipse.jface.operation.modalcontextmodalcontextthread.block modalcontext.javacompiled code \tat org.eclipse.jface.operation.modalcontextmodalcontextthread.block modalcontext.javacompiled code \tat org.eclipse.jface.operation.modalcontextmodalcontextthread.block modalcontext.javacompiled code \tat org.eclipse.jface.operation.modalcontext.runmodalcontext.java \tat org.eclipse.jface.dialogs.progressmonitordialog.run progressmonitordialog.java \tat org.eclipse.debug.ui.debuguitools.launchdebuguitools.java \tat org.eclipse.debug.ui.actions.launchaction.runlaunchaction.java \tat org.eclipse.debug.ui.actions.launchaction.runwithevent launchaction.java \tat org.eclipse.jface.action.actioncontributionitem.handlewidgetselection actioncontributionitem.java \tat org.eclipse.jface.action.actioncontributionitem.handlewidgetevent actioncontributionitem.java \tat org.eclipse.jface.action.actioncontributionitem.access actioncontributionitem.java \tat  org.eclipse.jface.action.actioncontributionitemactionlistener.handleevent actioncontributionitem.java \tat org.eclipse.swt.widgets.display.rundeferredeventsdisplay.java compiled code \tat org.eclipse.swt.widgets.display.rundeferredeventsdisplay.java compiled code \tat org.eclipse.swt.widgets.display.rundeferredeventsdisplay.java compiled code \tat org.eclipse.swt.widgets.display.readanddispatchdisplay.java compiled code \tat org.eclipse.ui.internal.workbench.runeventloopworkbench.java compiled code \tat org.eclipse.ui.internal.workbench.runworkbench.java \tat org.eclipse.core.internal.boot.internalbootloader.run internalbootloader.java \tat org.eclipse.core.boot.bootloader.runbootloader.java \tat java.lang.reflect.method.invokenative method \tat org.eclipse.core.launcher.main.basicrunmain.java \tat org.eclipse.core.launcher.main.runmain.java \tat org.eclipse.core.launcher.main.mainmain.javaresolvedfixed."
  - source_sentence: >-
      an internal error occurred during initialize debug view. with eclipse ..
      it was fine.   while using epic testing ..
      httpepic.sf.netupdatestesting.   details   java.lang.nullpointerexception
      at org.eclipse.debug.internal.ui.views.launch.launchview.findframe
      launchview.java at
      org.eclipse.debug.internal.ui.views.launch.launchview.access
      launchview.java at
      org.eclipse.debug.internal.ui.views.launch.launchview.run launchview.java
      at org.eclipse.core.internal.jobs.worker.runworker.java  eclipse.idi
      java.version.. java.vendorsun microsystems inc. bootloader constants oswin
      archx wswin nlenus commandline arguments  os win ws win arch x
    sentences:
      - "npe in launch view in the debug perspective when a debug session is in running state maximize  any view.  then restore the maximized view to its original size.  got an error  from launch view  entry org.eclipse.core.runtime . message an internal error occurred during initialize debug view. stack  java.lang.nullpointerexception \tat org.eclipse.debug.internal.ui.views.launch.launchview.findframe launchview.java \tat org.eclipse.debug.internal.ui.views.launch.launchview.access launchview.java \tat org.eclipse.debug.internal.ui.views.launch.launchview.run launchview.java \tat org.eclipse.core.internal.jobs.worker.runworker.javaresolvedworksforme."
      - >-
        compare with revision does not allow saves the compare editoe for
        comparing a file with its repository revisions does not  save
        modifications to the workspace file.
      - >-
        tasks filters are not applied to problems view after eclipse start the
        problems view filters are not applied when eclipse first starts up and
        the problems view is present in  the perspective. simply opening the
        filters and clicking ok is enough for the filters to be applied. 
        channing
  - source_sentence: >-
      typing add emacs recenter command emacs has a recenter command that
      centers the text box around the current cursor typically bound to cl. 
      this means that if youve moved the cursor down to the edge of the visible
      area you can quickly center the code around it.  it would be nice if
      eclipse had a similar functionality.
    sentences:
      - >-
        workbench installing new feature from update site resets workbench
        layout after installing a new feature from a local update site i was
        prompted to restart the workbench and accepted. when the workbench
        restarted my perspective layout was reset.  when update restarts the
        workbench does it prevent the layout settings from being stored
      - >-
        navigation request addition of emacs recenter command for text editing
        short request id like to see an analogue of the emacs recenter command
        implemented in eclipse so that i and other emacs users can use it for 
        text editing.   detailed request im a longtime emacs and new eclipse
        user.  i have set up eclipse version ..  id  to use the emacs key
        bindings. yet when editing text or java code my brainstem expects cntll
        i.e. control  lowercase l to result in a recentering of the text view so
        that the current line is in the center of the screen.  this is what the
        default binding for cntll in emacs the recenter command does.  i would
        like to bind an analogous command in eclipse  to cntll but eclipse does
        not appear to have a recenter command.  i searched through the available
        commands in windowpreferenceskeys  and also was told as much on the
        message boards.   thanks david devault
      - >-
        activities ui synch needed org.eclipse.swt.swtexception invalid thread
        access at org.eclipse.swt.swt.errorswt.java at
        org.eclipse.swt.swt.errorswt.java at
        org.eclipse.swt.widgets.widget.errorwidget.java at
        org.eclipse.swt.widgets.widget.checkwidgetwidget.java at
        org.eclipse.swt.widgets.menu.getitemsmenu.java at
        org.eclipse.jface.action.menumanager.updatemenumanager.java at
        org.eclipse.jface.action.menumanager.updatemenumanager.java at 
        org.eclipse.ui.internal.activities.ws.workbenchactivitysupport.activitymanager
        changedworkbenchactivitysupport.java at 
        org.eclipse.ui.internal.activities.abstractactivitymanager.fireactivitymanagerch
        angedabstractactivitymanager.java at 
        org.eclipse.ui.internal.activities.mutableactivitymanager.setenabledactivityids
        mutableactivitymanager.java at 
        org.eclipse.ui.internal.activities.ws.workbenchactivitysupport.setenabledactivit
        yidsworkbenchactivitysupport.java at
        org.eclipse.ui.internal.ide.ideworkbenchactivityhelper.resourcechanged
        ideworkbenchactivityhelper.java at
        org.eclipse.core.internal.events.notificationmanager.run
        notificationmanager.java at
        org.eclipse.core.internal.runtime.internalplatform.run
        internalplatform.java at
        org.eclipse.core.runtime.platform.runplatform.java at
        org.eclipse.core.internal.events.notificationmanager.notify
        notificationmanager.java at
        org.eclipse.core.internal.events.notificationmanager.broadcastchanges
        notificationmanager.java at
        org.eclipse.core.internal.resources.workspace.broadcastchanges
        workspace.java at
        org.eclipse.core.internal.resources.workspace.endoperation
        workspace.java at
        org.eclipse.core.internal.resources.workspace.runworkspace.java at
        org.eclipse.core.internal.resources.workspace.runworkspace.java at
        com.ibm.wtp.common.operation.wtpoperation.runwtpoperation.java at 
        com.ibm.wtp.jee.headless.tests.jee.operations.operationtestcase.runandverify
        operationtestcase.java at 
        com.ibm.wtp.jee.headless.tests.jee.operations.operationtestcase.runandverify
        operationtestcase.java at 
        com.ibm.wtp.jee.headless.tests.ejb.operations.createejbtest.setupproject
        createejbtest.java at 
        com.ibm.wtp.jee.headless.tests.ejb.operations.createbmpbeantest.createentitym
        odelcreatebmpbeantest.java at 
        com.ibm.wtp.jee.headless.tests.ejb.operations.createbmpbeantest.testsimpleent
        itycreatebmpbeantest.java at
        sun.reflect.nativemethodaccessorimpl.invokenative method at
        sun.reflect.nativemethodaccessorimpl.invoke
        nativemethodaccessorimpl.java at
        sun.reflect.delegatingmethodaccessorimpl.invoke
        delegatingmethodaccessorimpl.java at
        java.lang.reflect.method.invokemethod.java at
        junit.framework.testcase.runtesttestcase.java at
        junit.framework.testcase.runbaretestcase.java at
        junit.framework.testresult.protecttestresult.java at
        junit.framework.testresult.runprotectedtestresult.java at
        junit.framework.testresult.runtestresult.java at
        junit.framework.testcase.runtestcase.java at
        junit.framework.testsuite.runtesttestsuite.java at
        junit.framework.testsuite.runtestsuite.java at
        junit.framework.testsuite.runtesttestsuite.java at
        junit.framework.testsuite.runtestsuite.java at
        junit.swingui.testrunner.runtestrunner.java
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on sentence-transformers/all-mpnet-base-v2

This is a sentence-transformers model finetuned from sentence-transformers/all-mpnet-base-v2. It maps sentences & paragraphs to a 768-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: sentence-transformers/all-mpnet-base-v2
  • Maximum Sequence Length: 256 tokens
  • Output Dimensionality: 768 dimensions
  • Similarity Function: Cosine Similarity

Model Sources

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 256, 'do_lower_case': False, 'architecture': 'MPNetModel'})
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, '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:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    'typing add emacs recenter command emacs has a recenter command that centers the text box around the current cursor typically bound to cl.  this means that if youve moved the cursor down to the edge of the visible area you can quickly center the code around it.  it would be nice if eclipse had a similar functionality.',
    'navigation request addition of emacs recenter command for text editing short request id like to see an analogue of the emacs recenter command implemented in eclipse so that i and other emacs users can use it for  text editing.   detailed request im a longtime emacs and new eclipse user.  i have set up eclipse version ..  id  to use the emacs key bindings. yet when editing text or java code my brainstem expects cntll i.e. control  lowercase l to result in a recentering of the text view so that the current line is in the center of the screen.  this is what the default binding for cntll in emacs the recenter command does.  i would like to bind an analogous command in eclipse  to cntll but eclipse does not appear to have a recenter command.  i searched through the available commands in windowpreferenceskeys  and also was told as much on the message boards.   thanks david devault',
    'activities ui synch needed org.eclipse.swt.swtexception invalid thread access at org.eclipse.swt.swt.errorswt.java at org.eclipse.swt.swt.errorswt.java at org.eclipse.swt.widgets.widget.errorwidget.java at org.eclipse.swt.widgets.widget.checkwidgetwidget.java at org.eclipse.swt.widgets.menu.getitemsmenu.java at org.eclipse.jface.action.menumanager.updatemenumanager.java at org.eclipse.jface.action.menumanager.updatemenumanager.java at  org.eclipse.ui.internal.activities.ws.workbenchactivitysupport.activitymanager changedworkbenchactivitysupport.java at  org.eclipse.ui.internal.activities.abstractactivitymanager.fireactivitymanagerch angedabstractactivitymanager.java at  org.eclipse.ui.internal.activities.mutableactivitymanager.setenabledactivityids mutableactivitymanager.java at  org.eclipse.ui.internal.activities.ws.workbenchactivitysupport.setenabledactivit yidsworkbenchactivitysupport.java at org.eclipse.ui.internal.ide.ideworkbenchactivityhelper.resourcechanged ideworkbenchactivityhelper.java at org.eclipse.core.internal.events.notificationmanager.run notificationmanager.java at org.eclipse.core.internal.runtime.internalplatform.run internalplatform.java at org.eclipse.core.runtime.platform.runplatform.java at org.eclipse.core.internal.events.notificationmanager.notify notificationmanager.java at org.eclipse.core.internal.events.notificationmanager.broadcastchanges notificationmanager.java at org.eclipse.core.internal.resources.workspace.broadcastchanges workspace.java at org.eclipse.core.internal.resources.workspace.endoperation workspace.java at org.eclipse.core.internal.resources.workspace.runworkspace.java at org.eclipse.core.internal.resources.workspace.runworkspace.java at com.ibm.wtp.common.operation.wtpoperation.runwtpoperation.java at  com.ibm.wtp.jee.headless.tests.jee.operations.operationtestcase.runandverify operationtestcase.java at  com.ibm.wtp.jee.headless.tests.jee.operations.operationtestcase.runandverify operationtestcase.java at  com.ibm.wtp.jee.headless.tests.ejb.operations.createejbtest.setupproject createejbtest.java at  com.ibm.wtp.jee.headless.tests.ejb.operations.createbmpbeantest.createentitym odelcreatebmpbeantest.java at  com.ibm.wtp.jee.headless.tests.ejb.operations.createbmpbeantest.testsimpleent itycreatebmpbeantest.java at sun.reflect.nativemethodaccessorimpl.invokenative method at sun.reflect.nativemethodaccessorimpl.invoke nativemethodaccessorimpl.java at sun.reflect.delegatingmethodaccessorimpl.invoke delegatingmethodaccessorimpl.java at java.lang.reflect.method.invokemethod.java at junit.framework.testcase.runtesttestcase.java at junit.framework.testcase.runbaretestcase.java at junit.framework.testresult.protecttestresult.java at junit.framework.testresult.runprotectedtestresult.java at junit.framework.testresult.runtestresult.java at junit.framework.testcase.runtestcase.java at junit.framework.testsuite.runtesttestsuite.java at junit.framework.testsuite.runtestsuite.java at junit.framework.testsuite.runtesttestsuite.java at junit.framework.testsuite.runtestsuite.java at junit.swingui.testrunner.runtestrunner.java',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[ 1.0000,  0.8299, -0.1454],
#         [ 0.8299,  1.0000, -0.0903],
#         [-0.1454, -0.0903,  1.0000]])

Training Details

Training Dataset

Unnamed Dataset

  • Size: 5,920 training samples
  • Columns: anchor and positive
  • Approximate statistics based on the first 1000 samples:
    anchor positive
    type string string
    details
    • min: 17 tokens
    • mean: 129.86 tokens
    • max: 256 tokens
    • min: 13 tokens
    • mean: 130.06 tokens
    • max: 256 tokens
  • Samples:
    anchor positive
    ui viewseditors appear active when inactive getkg if you switch to a process outside of eclipse the native active title bar becomes inactive and turns grey. the eclipse views and editors however remain coloured which may appear confusing. to repeat select a view or editor in eclipse note the title bar colourize. switch to another app and restore down so that you can see eclipse in the background. confusing inner windows active when outer inactive gjnku when looking at an inactive eclipse workbench the title is grey to indicate that it is not active but the inner windows viewparts remain in the active color usually the gradiant blue. this is confusing since a cursory look at the window indicates that it is active and then after trying to do something like pressing f to continue to debug it does not work.
    cvs ui creating a patch after creating a new folder does not work properly create a new project get it synced with a cvs repo. create a new folder containing a file in the project root but dont add either of them to cvs. ceate a patch for the project unified output format and save it to either the clipbard or the filesystem. now delete the new folder and apply the patch. it creates only the file but puts it into the project root instead of creating the folder and placing the file there. cvs patch create patch misses new directories i apologize if someone has already reported this i couldnt find a duplicate. if you create a new patch and choose include new files in patch eclipse very unintuitively ignores new files which exist in new directories. please either fix the wording to indicate that new directories will be ignored or preferably include the new files in the patch.
    changing the properties of a cvs location blocks the ide i tried to change the properties of a cvs location. after pressing the ok or apply button a modal dialog progress information appears with buttons details and cancel disabled. behind this dialog another dialog appears which asks me to confirm project sharing changes and blocks the progress. the second dialog cannot be reached because it is blocked by the first dialog. the only way out seems to kill the eclipse process and lose all unsaved changes. i only tried this on mac os x . but maybe the bug occurs also on other operating systems. cant change repository parameters open the cvs repository exploring perspective. select an existing pserver repository that has attached projects. click properties. change the connection type to extssh and click either apply or ok. a dialog box with a title bar progress information opens. inside that box it says operation in progress... behind that dialog another opens that says confirm project sharing changes. there are options ok details cancel. since it is in the background behind the progress information box you cant click any option. while you can move the progress information box out of the way you cant make the confirm project sharing changes box the foreground window. you can no longer click to any other window but must quit eclipse to make it workable again.
  • Loss: MultipleNegativesRankingLoss with these parameters:
    {
        "scale": 20.0,
        "similarity_fct": "cos_sim",
        "gather_across_devices": false
    }
    

Training Hyperparameters

Non-Default Hyperparameters

  • warmup_steps: 100
  • fp16: True

All Hyperparameters

Click to expand
  • do_predict: False
  • eval_strategy: no
  • prediction_loss_only: True
  • per_device_train_batch_size: 8
  • per_device_eval_batch_size: 8
  • gradient_accumulation_steps: 1
  • eval_accumulation_steps: None
  • torch_empty_cache_steps: None
  • learning_rate: 5e-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: 3
  • max_steps: -1
  • lr_scheduler_type: linear
  • lr_scheduler_kwargs: None
  • warmup_ratio: None
  • warmup_steps: 100
  • log_level: passive
  • log_level_replica: warning
  • log_on_each_node: True
  • logging_nan_inf_filter: True
  • enable_jit_checkpoint: False
  • save_on_each_node: False
  • save_only_model: False
  • restore_callback_states_from_checkpoint: False
  • use_cpu: False
  • seed: 42
  • data_seed: None
  • bf16: False
  • fp16: True
  • bf16_full_eval: False
  • fp16_full_eval: False
  • tf32: None
  • local_rank: -1
  • ddp_backend: None
  • debug: []
  • dataloader_drop_last: False
  • dataloader_num_workers: 0
  • dataloader_prefetch_factor: None
  • disable_tqdm: False
  • remove_unused_columns: True
  • label_names: None
  • load_best_model_at_end: False
  • ignore_data_skip: False
  • fsdp: []
  • fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
  • accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
  • parallelism_config: None
  • deepspeed: None
  • label_smoothing_factor: 0.0
  • optim: adamw_torch_fused
  • optim_args: None
  • group_by_length: False
  • length_column_name: length
  • project: huggingface
  • trackio_space_id: trackio
  • 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
  • push_to_hub: False
  • resume_from_checkpoint: None
  • hub_model_id: None
  • hub_strategy: every_save
  • hub_private_repo: None
  • hub_always_push: False
  • hub_revision: None
  • gradient_checkpointing: False
  • gradient_checkpointing_kwargs: None
  • include_for_metrics: []
  • eval_do_concat_batches: True
  • auto_find_batch_size: False
  • full_determinism: False
  • ddp_timeout: 1800
  • torch_compile: False
  • torch_compile_backend: None
  • torch_compile_mode: None
  • include_num_input_tokens_seen: no
  • neftune_noise_alpha: None
  • optim_target_modules: None
  • batch_eval_metrics: False
  • eval_on_start: False
  • use_liger_kernel: False
  • liger_kernel_config: None
  • eval_use_gather_object: False
  • average_tokens_across_devices: True
  • use_cache: False
  • prompts: None
  • batch_sampler: batch_sampler
  • multi_dataset_batch_sampler: proportional
  • router_mapping: {}
  • learning_rate_mapping: {}

Training Logs

Epoch Step Training Loss
0.1351 50 0.3131
0.2703 100 0.2310
0.4054 150 0.3020
0.5405 200 0.2301
0.6757 250 0.2584
0.8108 300 0.2278
0.9459 350 0.2608
1.0811 400 0.1618
1.2162 450 0.0894
1.3514 500 0.0825
1.4865 550 0.1157
1.6216 600 0.1062
1.7568 650 0.0873
1.8919 700 0.0677
2.0270 750 0.0996
2.1622 800 0.0387
2.2973 850 0.0389
2.4324 900 0.0469
2.5676 950 0.0345
2.7027 1000 0.0407
2.8378 1050 0.0403
2.9730 1100 0.0385

Framework Versions

  • Python: 3.12.12
  • Sentence Transformers: 5.2.3
  • Transformers: 5.0.0
  • PyTorch: 2.10.0+cu128
  • Accelerate: 1.12.0
  • Datasets: 4.8.3
  • Tokenizers: 0.22.2

Citation

BibTeX

Sentence Transformers

@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",
}

MultipleNegativesRankingLoss

@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}
}