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---
base_model: sentence-transformers/all-mpnet-base-v2
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: "[Feature Request] Add workbench action to split editor terminal below <!--\
\ ⚠️⚠️ Do Not Delete This! feature_request_template ⚠️⚠️ -->\r\n<!-- Please read\
\ our Rules of Conduct: https://opensource.microsoft.com/codeofconduct/ -->\r\n\
<!-- Please search existing issues to avoid creating duplicates. -->\r\n\r\n<!--\
\ Describe the feature you'd like. -->\r\n\r\nI currently have the following actions\
\ available:\r\n\r\n```\r\nworkbench.action.createTerminalEditor\r\nworkbench.action.createTerminalEditorSameGroup\r\
\nworkbench.action.createTerminalEditorSide\r\n```\r\n\r\nI'd like to be able\
\ to split an editor terminal below. It seems like the UI can do this, because\
\ I can drag a terminal editor below another and have a horizontal split:\r\n\r\
\n<img width=\"1624\" alt=\"image\" src=\"https://github.com/microsoft/vscode/assets/15133041/9694066a-e177-404b-8b1e-e3337a57fc90\"\
>\r\n\r\nSo I would love to have a `workbench.action.createTerminalEditorBelow`\
\ action to split it below \U0001F60A"
- text: "Notebook toolbar foreground color cannot be modified by custom styles: The\
\ unavailable foreground color has been marked with a red arrow, please see the\
\ image\r\n\r\n\r\nExpected behavior:\r\nNotebook toolbar foreground color can\
\ be modified through custom styles.\r\n\r\nUnexpected behavior:\r\nNotebook toolbar\
\ foreground color cannot be modified through custom styles.\r\n\r\nVS Code Version:\
\ 1.81 | 1.82\r\nOS Version: Windows10\r\n"
- text: "Where are the Extensions Stored? \r\nType: <b>Performance Issue</b>\r\n\r\
\nI need to know where are the VS Code Extensions stored. It is not in the VS\
\ Code subdirectory.\r\n\r\nVS Code version: Code 1.82.2 (abd2f3db4bdb28f9e95536dfa84d8479f1eb312d,\
\ 2023-09-14T05:55:25.390Z)\r\nOS version: Windows_NT x64 10.0.22621\r\nModes:\r\
\n\r\n<details>\r\n<summary>System Info</summary>\r\n\r\n|Item|Value|\r\n|---|---|\r\
\n|CPUs|11th Gen Intel(R) Core(TM) i5-1135G7 @ 2.40GHz (8 x 2419)|\r\n|GPU Status|2d_canvas:\
\ enabled<br>canvas_oop_rasterization: enabled_on<br>direct_rendering_display_compositor:\
\ disabled_off_ok<br>gpu_compositing: enabled<br>multiple_raster_threads: enabled_on<br>opengl:\
\ enabled_on<br>rasterization: enabled<br>raw_draw: disabled_off_ok<br>video_decode:\
\ enabled<br>video_encode: enabled<br>vulkan: disabled_off<br>webgl: enabled<br>webgl2:\
\ enabled<br>webgpu: enabled|\r\n|Load (avg)|undefined|\r\n|Memory (System)|15.77GB\
\ (8.81GB free)|\r\n|Process Argv|--crash-reporter-id d28106b3-cd04-490a-b194-f819821f7d80|\r\
\n|Screen Reader|no|\r\n|VM|0%|\r\n</details><details>\r\n<summary>Process Info</summary>\r\
\n\r\n"
- text: 'Terminal multiple action icons overlap <!-- ⚠️⚠️ Do Not Delete This! bug_report_template
⚠️⚠️ -->
<!-- Please read our Rules of Conduct: https://opensource.microsoft.com/codeofconduct/
-->
<!-- 🕮 Read our guide about submitting issues: https://github.com/microsoft/vscode/wiki/Submitting-Bugs-and-Suggestions
-->
<!-- 🔎 Search existing issues to avoid creating duplicates. -->
<!-- 🧪 Test using the latest Insiders build to see if your issue has already been
fixed: https://code.visualstudio.com/insiders/ -->
<!-- 💡 Instead of creating your report here, use ''Report Issue'' from the ''Help''
menu in VS Code to pre-fill useful information. -->
<!-- 🔧 Launch with `code --disable-extensions` to check. -->
Does this issue occur when all extensions are disabled?: Yes/No
<!-- 🪓 If you answered No above, use ''Help: Start Extension Bisect'' from Command
Palette to try to identify the cause. -->
<!-- 📣 Issues caused by an extension need to be reported directly to the extension
publisher. The ''Help > Report Issue'' dialog can assist with this. -->
- VS Code Version: Insiders
- OS Version: macOS
'
- text: "Custom view container menu action contribute <!-- ⚠️⚠️ Do Not Delete This!\
\ feature_request_template ⚠️⚠️ -->\r\n<!-- Please read our Rules of Conduct:\
\ https://opensource.microsoft.com/codeofconduct/ -->\r\n<!-- Please search existing\
\ issues to avoid creating duplicates. -->\r\n\r\n<!-- Describe the feature you'd\
\ like. -->\r\n\r\nI want to be able to add actions to custom view container.\r\
\nI've tried : \r\n```json\r\n\"commands\" : [\r\n {\r\n \"command\": \"test_command_id\"\
,\r\n \"title\": \"Test command\",\r\n \"icon\": \"$(zap)\"\r\n }\r\n],\r\
\n\"viewsContainers\" : {\r\n \"activitybar\": [\r\n {\r\n \"id\": \"\
custiom_view_container\",\r\n \"title\": \"Test title\",\r\n \"icon\"\
: \"$(zap)\"\r\n }\r\n ]\r\n},\r\n\"menus\": {\r\n \"view/title\": [\r\n\
\ {\r\n \"command\": \"test_command_id\",\r\n \"when\": \"view ==\
\ custiom_view_container\",\r\n \"group\": \"navigation\"\r\n }\r\n ],\r\
\n \"custiom_view_container/title\": [\r\n {\r\n \"command\": \"test_command_id\"\
,\r\n \"when\": \"true\",\r\n \"group\": \"navigation\"\r\n }\r\n\
\ ]\r\n}\r\n\r\n```\r\nNon of this works, however i am able to add command for\
\ built in containers : \r\n```json\r\n\"menus\": {\r\n \"scm/title\": [\r\n\
\ {\r\n \"command\": \"test_command_id\",\r\n \"when\": \"true\"\
,\r\n \"group\": \"navigation\"\r\n }\r\n ]\r\n}\r\n```\r\n\r\n"
inference: true
---
# SetFit with sentence-transformers/all-mpnet-base-v2
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.
## Model Details
### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 384 tokens
- **Number of Classes:** 3 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
### Model Labels
| Label | Examples |
|:---------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| feature | <ul><li>'Add Accessibility View and Accessibility Help Menu for Copilot Inline Suggestions Testing #186214\r\n\r\nIf you already have an issue for future plans feel free to close this one.\r\nI think the Copilot Inline (Ghost Text) Suggestions could also profit from the Accessibility View. Currently users are depending on the Copilot View on the side which might get deprecated in the future. And I think we need a native solution for this, so IntelliCode also profits.\r\nI am not sure how exactly to integrate this with the Inline Suggestion Hover.\r\n\r\nA potential start would be. Whenever there is an Inline Suggestion, we play an audio cue (as we do today), and a user can open Accessibility View to inspect the exact suggestion.\r\n\r\nfyi @hediet\r\n'</li><li>'Windows is ignore terminal titles unless they look like paths From @NoelAbrahams in https://github.com/microsoft/vscode/issues/172821#issuecomment-1712935578\n\n> I\'ve been trying to programmatically set the title of a bash terminal without success, and glad that I chanced upon this issue.\n> \n> Here is the repro:\n> \n> System: Windows 11.\n> Git Bash installed.\n> VSCode version: 1.82.0\n> \n> VSCode Workspace Settings:\n> \n> \n> \n> \n> **.bashrc**\n> ```shell\n> echo -en "\\\\033]0;New terminal title\\\\a"\n> ```\n> \n> The title of the bash terminal window remains stubbornly unchanged as `bash myworkspacefolder`.\n> \n> I\'m assuming this issue will fix my use case.\n> \n> Thanks\n\n---\n\nThis section is setting it to undefined:\n\nhttps://github.com/microsoft/vscode/blob/41e940f76f5deda197bc5930b044c55607ba1cbc/src/vs/workbench/contrib/terminal/browser/terminalInstance.ts#L1933-L1946\n\nWe want to keep the path trimming behavior above, but only when it looks like a path.'</li><li>"Toggle Inline Diff not discoverable in inline chat Followup to https://github.com/microsoft/vscode/issues/185040#issuecomment-1612399427\r\n\r\nI spent quite some time messing with the inline chat preview mode setting to get the diff to appear, without success. It didn't occur to me to look in the Discard dropdown for the Toggle Inline Diff action, since I don't associate diffing with discarding. Have we considered surfacing this another way, maybe as a separate icon or through a keybinding with some helper text below the result?"</li></ul> |
| question | <ul><li>'error \nType: <b>Bug</b>\n\n\n\nUser\nMicrosoft Windows [Versión 10.0.22621.1992]\n(c) Microsoft Corporation. Todos los derechos reservados.\n\nC:\\\\Users\\\\primo\\\\OneDrive\\\\Escritorio\\\\otro\\\\ClonTwitter>rails s\n=> Booting Puma\n=> Rails 7.0.6 application starting in development \n=> Run `bin/rails server --help` for more startup options\n*** SIGUSR2 not implemented, signal based restart unavailable!\n*** SIGUSR1 not implemented, signal based restart unavailable!\n*** SIGHUP not implemented, signal based logs reopening unavailable!\nPuma starting in single mode...\n* Version 5.0.0 (ruby 3.1.3-p185), codename: Spoony Bard\n* Min threads: 5, max threads: 5\n* Environment: development\nExiting\nC:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/binder.rb:242:in `initialize\': Only one usage of each socket address (protocol/network address/port) is normally permitted. - bind(2) for "127.0.0.1" port 3000 (Errno::EADDRINUSE)\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/binder.rb:242:in `new\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/binder.rb:242:in `add_tcp_listener\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/binder.rb:236:in `block in add_tcp_listener\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/binder.rb:235:in `each\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/binder.rb:235:in `add_tcp_listener\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/binder.rb:122:in `block in parse\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/binder.rb:106:in `each\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/binder.rb:106:in `parse\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/runner.rb:137:in `load_and_bind\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/single.rb:43:in `run\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/puma/launcher.rb:171:in `run\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/puma-5.0.0/lib/rack/handler/puma.rb:71:in `run\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/rack-2.2.7/lib/rack/server.rb:327:in `start\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/railties-7.0.6/lib/rails/commands/server/server_command.rb:38:in `start\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/railties-7.0.6/lib/rails/commands/server/server_command.rb:143:in `block in perform\'\n from <internal:kernel>:90:in `tap\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/railties-7.0.6/lib/rails/commands/server/server_command.rb:134:in `perform\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/thor-1.2.2/lib/thor/command.rb:27:in `run\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/thor-1.2.2/lib/thor/invocation.rb:127:in `invoke_command\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/thor-1.2.2/lib/thor.rb:392:in `dispatch\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/railties-7.0.6/lib/rails/command/base.rb:87:in `perform\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/railties-7.0.6/lib/rails/command.rb:48:in `invoke\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/railties-7.0.6/lib/rails/commands.rb:18:in `<main>\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/bootsnap-1.16.0/lib/bootsnap/load_path_cache/core_ext/kernel_require.rb:32:in `require\'\n from C:/Ruby31-x64/lib/ruby/gems/3.1.0/gems/bootsnap-1.16.0/lib/bootsnap/load_path_cache/core_ext/kernel_require.rb:32:in `require\'\n from bin/rails:4:in `<main>\'\n\nVS Code version: Code 1.80.2 (2ccd690cbff1569e4a83d7c43d45101f817401dc, 2023-07-27T20:40:28.909Z)\nOS version: Windows_NT x64 10.0.22621\nModes:\n\n<details>\n<summary>System Info</summary>\n\n|Item|Value|\n|---|---|\n|CPUs|Intel(R) Core(TM) i7-9750H CPU @ 2.60GHz (12 x 2592)|\n|GPU Status|2d_canvas: enabled<br>canvas_oop_rasterization: disabled_off<br>direct_rendering_display_compositor: disabled_off_ok<br>gpu_compositing: enabled<br>multiple_raster_threads: enabled_on<br>opengl: enabled_on<br>rasterization: enabled<br>raw_draw: disabled_off_ok<br>video_decode: enabled<br>video_encode: enabled<br>vulkan: disabled_off<br>webgl: enabled<br>webgl2: enabled<br>webgpu: enabled|\n|Load (avg)|undefined|\n|Memory (System)|15.88GB (8.85GB free)|\n|Process Argv|C:\\\\\\\\Users\\\\\\\\primo\\\\\\\\OneDrive\\\\\\\\Escritorio\\\\\\\\ejercitando --crash-reporter-id ddbab503-a4a8-47c1-aa4e-da7cea102e39|\n|Screen Reader|no|\n|VM|0%|\n</details><details><summary>Extensions (22)</summary>\n\nExtension|Author (truncated)|Version\n---|---|---\nrails-partial|aki|0.3.4\nruby-and-rails-snippets|Cja|1.0.0\ncodespaces|Git|1.14.14\nremotehub|Git|0.60.0\nvscode-github-actions|git|0.25.8\nvscode-pull-request-github|Git|0.68.1\nbeautify|Hoo|1.5.0\nrails-snippets|Hri|1.0.8\nvscode-peacock|joh|4.2.2\nvscode-language-pack-es|MS-|1.80.2023071209\nremote-wsl|ms-|0.80.2\nazure-repos|ms-|0.36.0\nlive-server|ms-|0.4.9\nremote-repositories|ms-|0.38.1\nindent-rainbow|ode|8.3.1\nsqlite-viewer|qwt|0.2.5\nvscode-thunder-client|ran|2.10.0\nruby|reb|0.28.1\nLiveServer|rit|5.7.9\ndocxreader|Sha|1.0.0\nvscode-icons|vsc|12.4.0\nvscode-ruby|win|0.28.0\n\n\n</details><details>\n<summary>A/B Experiments</summary>\n\n```\nvsliv368cf:30146710\nvsreu685:30147344\npython383cf:30185419\nvspor879:30202332\nvspor708:30202333\nvspor363:30204092\nvslsvsres303:30308271\nvserr242:30382549\npythontb:30283811\nvsjup518:30340749\npythonptprofiler:30281270\nvshan820:30294714\nvstes263:30335439\nvscorecescf:30445987\nvscod805:30301674\nbinariesv615:30325510\nbridge0708:30335490\nbridge0723:30353136\nvsaa593:30376534\npythonvs932:30410667\nvsclangdc:30486549\nc4g48928:30535728\ndsvsc012cf:30540253\npynewext54:30695312\nazure-dev_surveyone:30548225\nvsccc:30803844\n282f8724:30602487\n89544117:30613380\n2i9eh265:30646982\nshowlangstatbar:30737416\nvsctsb:30748421\npythonfmttext:30731395\npythoncmvfstrcf:30756944\n9b8hh234:30694863\nfixshowwlkth:30771522\nshowindicator:30805244\npythongtdpath:30769146\ni26e3531:30792625\ngsofb:30804716\npythonnosmt12:30797651\npythonidxptcf:30805731\npythonnoceb:30805159\ne537b577:30795824\ndsvsc013:30795093\ndsvsc014:30804076\n\n```\n\n</details>\n\n<!-- generated by issue reporter -->'</li><li>"Markdown files doesn't show as expected Type: <b>Feature Request</b>\r\n\r\nI'm testing IntelliJ after using VS Code for a year and I've noticed that md-files display more like I expect in IntelliJ. That's a pitty. Both are not opimal though since marked lists are not very visible i IntelliJ and absent in VS code.\r\n\r\nhttps://www.markdownguide.org/cheat-sheet/\r\n\r\nExample\r\n- [x] Write the press release\r\n- [ ] Update the website\r\n- [ ] Contact the media\r\n\r\nDefinition lists\r\n: definition\r\n\r\nVS Code version: Code 1.81.1 (6c3e3dba23e8fadc360aed75ce363ba185c49794, 2023-08-09T22:22:42.175Z)\r\nOS version: Windows_NT x64 10.0.22621\r\nModes:\r\n\r\n\r\n<!-- generated by issue reporter -->"</li><li>"Can't connect emulators \nType: <b>Bug</b>\n\nI have tries all posible answers but no luck. Path; re-installation, etc. I can't test my apps. I have windows 10 home edition.\n\nVS Code version: Code 1.81.0 (6445d93c81ebe42c4cbd7a60712e0b17d9463e97, 2023-08-02T12:37:13.485Z)\nOS version: Windows_NT x64 10.0.19045\nModes:\n\n<details>\n<summary>System Info</summary>\n\n|Item|Value|\n|---|---|\n|CPUs|Intel(R) Core(TM) i5-4210U CPU @ 1.70GHz (4 x 2394)|\n|GPU Status|2d_canvas: enabled<br>canvas_oop_rasterization: disabled_off<br>direct_rendering_display_compositor: disabled_off_ok<br>gpu_compositing: enabled<br>multiple_raster_threads: enabled_on<br>opengl: enabled_on<br>rasterization: enabled<br>raw_draw: disabled_off_ok<br>video_decode: enabled<br>video_encode: enabled<br>vulkan: disabled_off<br>webgl: enabled<br>webgl2: enabled<br>webgpu: enabled|\n|Load (avg)|undefined|\n|Memory (System)|11.91GB (6.88GB free)|\n|Process Argv|--crash-reporter-id 77e77cea-893a-42b9-ad6c-1c3dd2e42ab1|\n|Screen Reader|no|\n|VM|0%|\n</details><details><summary>Extensions (4)</summary>\n\nExtension|Author (truncated)|Version\n---|---|---\ndart-code|Dar|3.70.0\nflutter|Dar|3.70.0\nemulate|Die|1.6.0\ngitlens|eam|14.1.1\n\n\n</details><details>\n<summary>A/B Experiments</summary>\n\n```\nvsliv368cf:30146710\nvsreu685:30147344\npython383:30185418\nvspor879:30202332\nvspor708:30202333\nvspor363:30204092\nvswsl492cf:30256860\nvslsvsres303:30308271\nvserr242:30382549\npythontb:30283811\nvsjup518:30340749\npythonptprofiler:30281270\nvshan820:30294714\nvstes263cf:30335440\nvscorecescf:30445987\nvscod805:30301674\nbinariesv615:30325510\nbridge0708:30335490\nbridge0723:30353136\nvsaa593cf:30376535\npythonvs932:30410667\npy29gd2263:30792226\nvsclangdf:30486550\nc4g48928:30535728\ndsvsc012:30540252\npynewext54:30695312\nazure-dev_surveyonecf:30548226\nvscccc:30803845\n2e4cg342:30602488\n89544117:30613380\na9j8j154:30646983\nshowlangstatbar:30737416\nvsctsb:30748421\n03d35959:30757346\npythonfmttext:30731395\npythoncmv:30756943\nfixshowwlkth:30771522\nshowindicator:30805244\npythongtdpath:30769146\ni26e3531:30792625\ngsofb:30804716\npythonnosmt12:30797651\npythonidxpt:30805730\npythonnoceb:30805159\ne537b577:30795824\ndsvsc013:30795093\ndsvsc014:30804076\n\n```\n\n</details>\n\n<!-- generated by issue reporter -->"</li></ul> |
| bug | <ul><li>'Confusing accessibility help message in an editor 1. Open settings.json \n2. Run Open Accessibility Help\n3. See this message \n4. I don\'t really understand what "Disable the aria hint label to open this" means\n\n\n\n'</li><li>'I cannot click on the left hand side to expand: I cannot click on the left hand side to expand:\r\n\r\n\r\n\r\nAlso, is the hover color themable?\r\n\r\n_Originally posted by @bpasero in https://github.com/microsoft/vscode/issues/185781#issuecomment-1697638159_\r\n '</li><li>'Clicking on search result sets the selection in the cell and not in the output Testing #191488\n\n* open https://github.com/donnemartin/data-science-ipython-notebooks\n* enable `"search.experimental.closedNotebookRichContentResults": true`\n* search for `[1, 2, 3, 4, 5]`\n* click on a result in `02.08-Sorting.ipynb`\n* observe the selection is set on the input code and not on the output\n\n\n\n\nhttps://github.com/microsoft/vscode/assets/5047891/bdce58d0-66b1-48c6-91e2-283cccffcc85\n\n\n\n\n```\nVersion: 1.82.0-insider\nCommit: ebd67244fb2da33ab078bb2baa96106fda29f336\nDate: 2023-08-29T05:48:32.218Z\nElectron: 25.5.0\nElectronBuildId: 23084831\nChromium: 114.0.5735.289\nNode.js: 18.15.0\nV8: 11.4.183.29-electron.0\nOS: Darwin arm64 22.6.0\n```'</li></ul> |
## Uses
### Direct Use for Inference
First install the SetFit library:
```bash
pip install setfit
```
Then you can load this model and run inference.
```python
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("setfit_model_id")
# Run inference
preds = model("Notebook toolbar foreground color cannot be modified by custom styles: The unavailable foreground color has been marked with a red arrow, please see the image
Expected behavior:
Notebook toolbar foreground color can be modified through custom styles.
Unexpected behavior:
Notebook toolbar foreground color cannot be modified through custom styles.
VS Code Version: 1.81 | 1.82
OS Version: Windows10
")
```
<!--
### Downstream Use
*List how someone could finetune this model on their own dataset.*
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
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### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:---------|:-----|
| Word count | 5 | 118.4567 | 1482 |
| Label | Training Sample Count |
|:---------|:----------------------|
| bug | 200 |
| feature | 200 |
| question | 200 |
### Training Hyperparameters
- batch_size: (16, 2)
- num_epochs: (1, 1)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 20
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:------:|:----:|:-------------:|:---------------:|
| 0.0007 | 1 | 0.2896 | - |
| 0.0067 | 10 | 0.262 | - |
| 0.0133 | 20 | 0.2299 | - |
| 0.02 | 30 | 0.2345 | - |
| 0.0267 | 40 | 0.235 | - |
| 0.0333 | 50 | 0.2213 | - |
| 0.04 | 60 | 0.3084 | - |
| 0.0467 | 70 | 0.2107 | - |
| 0.0533 | 80 | 0.1596 | - |
| 0.06 | 90 | 0.1916 | - |
| 0.0667 | 100 | 0.2366 | - |
| 0.0733 | 110 | 0.1513 | - |
| 0.08 | 120 | 0.1281 | - |
| 0.0867 | 130 | 0.2217 | - |
| 0.0933 | 140 | 0.1859 | - |
| 0.1 | 150 | 0.1835 | - |
| 0.1067 | 160 | 0.1312 | - |
| 0.1133 | 170 | 0.1415 | - |
| 0.12 | 180 | 0.1287 | - |
| 0.1267 | 190 | 0.1377 | - |
| 0.1333 | 200 | 0.1116 | - |
| 0.14 | 210 | 0.0769 | - |
| 0.1467 | 220 | 0.0548 | - |
| 0.1533 | 230 | 0.0647 | - |
| 0.16 | 240 | 0.0348 | - |
| 0.1667 | 250 | 0.0165 | - |
| 0.1733 | 260 | 0.0043 | - |
| 0.18 | 270 | 0.0038 | - |
| 0.1867 | 280 | 0.0673 | - |
| 0.1933 | 290 | 0.0458 | - |
| 0.2 | 300 | 0.0048 | - |
| 0.2067 | 310 | 0.0054 | - |
| 0.2133 | 320 | 0.0019 | - |
| 0.22 | 330 | 0.0052 | - |
| 0.2267 | 340 | 0.0103 | - |
| 0.2333 | 350 | 0.0163 | - |
| 0.24 | 360 | 0.0022 | - |
| 0.2467 | 370 | 0.0009 | - |
| 0.2533 | 380 | 0.0006 | - |
| 0.26 | 390 | 0.001 | - |
| 0.2667 | 400 | 0.0011 | - |
| 0.2733 | 410 | 0.0005 | - |
| 0.28 | 420 | 0.0007 | - |
| 0.2867 | 430 | 0.0006 | - |
| 0.2933 | 440 | 0.0005 | - |
| 0.3 | 450 | 0.0012 | - |
| 0.3067 | 460 | 0.0006 | - |
| 0.3133 | 470 | 0.0004 | - |
| 0.32 | 480 | 0.0006 | - |
| 0.3267 | 490 | 0.0009 | - |
| 0.3333 | 500 | 0.001 | - |
| 0.34 | 510 | 0.0003 | - |
| 0.3467 | 520 | 0.0003 | - |
| 0.3533 | 530 | 0.0005 | - |
| 0.36 | 540 | 0.0002 | - |
| 0.3667 | 550 | 0.0004 | - |
| 0.3733 | 560 | 0.0603 | - |
| 0.38 | 570 | 0.0014 | - |
| 0.3867 | 580 | 0.0007 | - |
| 0.3933 | 590 | 0.0005 | - |
| 0.4 | 600 | 0.0004 | - |
| 0.4067 | 610 | 0.0053 | - |
| 0.4133 | 620 | 0.0002 | - |
| 0.42 | 630 | 0.0002 | - |
| 0.4267 | 640 | 0.0008 | - |
| 0.4333 | 650 | 0.0001 | - |
| 0.44 | 660 | 0.0002 | - |
| 0.4467 | 670 | 0.0001 | - |
| 0.4533 | 680 | 0.0002 | - |
| 0.46 | 690 | 0.0002 | - |
| 0.4667 | 700 | 0.0001 | - |
| 0.4733 | 710 | 0.0003 | - |
| 0.48 | 720 | 0.0001 | - |
| 0.4867 | 730 | 0.0001 | - |
| 0.4933 | 740 | 0.0002 | - |
| 0.5 | 750 | 0.0001 | - |
| 0.5067 | 760 | 0.0002 | - |
| 0.5133 | 770 | 0.0002 | - |
| 0.52 | 780 | 0.0001 | - |
| 0.5267 | 790 | 0.0001 | - |
| 0.5333 | 800 | 0.0001 | - |
| 0.54 | 810 | 0.0001 | - |
| 0.5467 | 820 | 0.0002 | - |
| 0.5533 | 830 | 0.0001 | - |
| 0.56 | 840 | 0.0001 | - |
| 0.5667 | 850 | 0.0001 | - |
| 0.5733 | 860 | 0.0002 | - |
| 0.58 | 870 | 0.0001 | - |
| 0.5867 | 880 | 0.0002 | - |
| 0.5933 | 890 | 0.0002 | - |
| 0.6 | 900 | 0.0002 | - |
| 0.6067 | 910 | 0.0001 | - |
| 0.6133 | 920 | 0.0001 | - |
| 0.62 | 930 | 0.0001 | - |
| 0.6267 | 940 | 0.0001 | - |
| 0.6333 | 950 | 0.0001 | - |
| 0.64 | 960 | 0.0001 | - |
| 0.6467 | 970 | 0.0001 | - |
| 0.6533 | 980 | 0.0001 | - |
| 0.66 | 990 | 0.0001 | - |
| 0.6667 | 1000 | 0.0001 | - |
| 0.6733 | 1010 | 0.0001 | - |
| 0.68 | 1020 | 0.0001 | - |
| 0.6867 | 1030 | 0.0001 | - |
| 0.6933 | 1040 | 0.0001 | - |
| 0.7 | 1050 | 0.0001 | - |
| 0.7067 | 1060 | 0.0002 | - |
| 0.7133 | 1070 | 0.0001 | - |
| 0.72 | 1080 | 0.0001 | - |
| 0.7267 | 1090 | 0.0001 | - |
| 0.7333 | 1100 | 0.0001 | - |
| 0.74 | 1110 | 0.0002 | - |
| 0.7467 | 1120 | 0.0001 | - |
| 0.7533 | 1130 | 0.0001 | - |
| 0.76 | 1140 | 0.0001 | - |
| 0.7667 | 1150 | 0.0001 | - |
| 0.7733 | 1160 | 0.0001 | - |
| 0.78 | 1170 | 0.0001 | - |
| 0.7867 | 1180 | 0.0001 | - |
| 0.7933 | 1190 | 0.0002 | - |
| 0.8 | 1200 | 0.0001 | - |
| 0.8067 | 1210 | 0.0001 | - |
| 0.8133 | 1220 | 0.0001 | - |
| 0.82 | 1230 | 0.0001 | - |
| 0.8267 | 1240 | 0.0 | - |
| 0.8333 | 1250 | 0.0 | - |
| 0.84 | 1260 | 0.0002 | - |
| 0.8467 | 1270 | 0.0001 | - |
| 0.8533 | 1280 | 0.0001 | - |
| 0.86 | 1290 | 0.0001 | - |
| 0.8667 | 1300 | 0.0001 | - |
| 0.8733 | 1310 | 0.0001 | - |
| 0.88 | 1320 | 0.0001 | - |
| 0.8867 | 1330 | 0.0 | - |
| 0.8933 | 1340 | 0.0001 | - |
| 0.9 | 1350 | 0.0001 | - |
| 0.9067 | 1360 | 0.0001 | - |
| 0.9133 | 1370 | 0.0001 | - |
| 0.92 | 1380 | 0.0001 | - |
| 0.9267 | 1390 | 0.0001 | - |
| 0.9333 | 1400 | 0.0001 | - |
| 0.94 | 1410 | 0.0 | - |
| 0.9467 | 1420 | 0.0001 | - |
| 0.9533 | 1430 | 0.0001 | - |
| 0.96 | 1440 | 0.0001 | - |
| 0.9667 | 1450 | 0.0001 | - |
| 0.9733 | 1460 | 0.0001 | - |
| 0.98 | 1470 | 0.0001 | - |
| 0.9867 | 1480 | 0.0001 | - |
| 0.9933 | 1490 | 0.0001 | - |
| 1.0 | 1500 | 0.0001 | - |
### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- Sentence Transformers: 3.0.1
- Transformers: 4.39.0
- PyTorch: 2.3.0+cu121
- Datasets: 2.20.0
- Tokenizers: 0.15.2
## Citation
### BibTeX
```bibtex
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
```
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