Initial commit with model files

README.md

@@ -0,0 +1,450 @@
+---
+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: "Bug: Radio button onChange not called in current React Canary <!--\r\n  Please\
+    \ provide a clear and concise description of what the bug is. Include\r\n  screenshots\
+    \ if needed. Please test using the latest version of the relevant\r\n  React packages\
+    \ to make sure your issue has not already been fixed.\r\n-->\r\n\r\nReact version:\
+    \ 18.3.0-canary-a1f97589f-20230526\r\n\r\n\r\n## Steps To Reproduce\r\n\r\n1.\
+    \ Create radio buttons that toggle `disabled` in `onChange`\r\n2. After selecting\
+    \ each radio button, `onChange` is no longer called\r\n\r\n<!--\r\n  Your bug\
+    \ will get fixed much faster if we can run your code and it doesn't\r\n  have\
+    \ dependencies other than React. Issues without reproduction steps or\r\n  code\
+    \ examples may be immediately closed as not actionable.\r\n-->\r\n\r\nLink to\
+    \ code example:\r\n\r\nThe following CodeSandbox demonstrates the issue with the\
+    \ current react canary version. The issue is not present when react & react-dom\
+    \ versions are changed to stable 18.2.0\r\n\r\nhttps://codesandbox.io/s/react-canary-radio-buttons-deiqb3?file=/src/App.js\r\
+    \n\r\n<!--\r\n  Please provide a CodeSandbox (https://codesandbox.io/s/new), a\
+    \ link to a\r\n  repository on GitHub, or provide a minimal code example that\
+    \ reproduces the\r\n  problem. You may provide a screenshot of the application\
+    \ if you think it is\r\n  relevant to your bug report. Here are some tips for\
+    \ providing a minimal\r\n  example: https://stackoverflow.com/help/mcve.\r\n-->\r\
+    \n\r\n## The current behavior\r\n`<input type=\"radio\" />`'s `onChange` prop\
+    \ is not called on subsequent clicks of the input\r\n\r\n## The expected behavior\r\
+    \n`<input type=\"radio\" />`'s `onChange` prop should be called on subsequent\
+    \ clicks of the input\r\n"
+- text: "Allow opting out of invokeGuardedCallbackDev At the moment, when in development\
+    \ mode, React uses a special workflow for callbacks, to avoid using `try...catch`.\r\
+    \n\r\nIt works well. So well that several testing frameworks also get their uncaught\
+    \ exception handling triggered.\r\n\r\n**Example with mocha:**\r\n```js\r\nimport\
+    \ React from 'react';\r\nimport { render } from '@testing-library/react';\r\n\r\
+    \nfunction MyComponent({ doThrow }) {\r\n    if (doThrow) { throw new Error('I'm\
+    \ bad'); }\r\n    return <div></div>;\r\n}\r\n\r\nit('should throw', function\
+    \ () {\r\n    expect(() => {\r\n        render(<MyComponent doThrow/>);\r\n  \
+    \  }).to.throw();\r\n});\r\n```\r\n**Behavior:**\r\n- When running the test with\
+    \ the production build of react/react-dom, the test passes (with the usual warning\
+    \ of act being unsupported in prod build).\r\n- When running the test with the\
+    \ development build of react-/react-dom, the test fails with `Error: Uncaught\
+    \ Error: I'm bad`.\r\n\r\nThe root cause is `invokeGuardedCallbackDev` runs the\
+    \ callback in an event to avoid using a `try...catch` block… and trips Mocha.js\
+    \ uncaught exception detector.\r\n\r\n*Note: I am aware of error boundaries, I\
+    \ removed it from the example because the behavior is identical with it.*\r\n\r\
+    \n*Note: I used testing-library for clarity, but using `act` and `RenderDOM` manually\
+    \ yields the same result.*\r\n\r\n**Expected behavior:**\r\n- Either make it work\
+    \ out of the box, or have the possibility to opt out of `invokeGuardedCallbackDev`\
+    \ and force the use of the regular `try...catch` implementation in development\
+    \ too.\r\n"
+- text: "Setting rendering mode to <Surface> component of react-art <!--\r\n  Note:\
+    \ if the issue is about documentation or the website, please file it at:\r\n \
+    \ https://github.com/reactjs/reactjs.org/issues/new\r\n-->\r\n\r\n**Do you want\
+    \ to request a *feature* or report a *bug*?**\r\nfeature\r\n\r\n**What is the\
+    \ current behavior?**\r\n`<Surface>` of canvas mode and `<Surface>` of svg mode\
+    \ cannot be used in a document at the same time.\r\n\r\n**What is the expected\
+    \ behavior?**\r\nTwo more `<Surface>` components with each other modes can be\
+    \ used in a document at the same time.\r\n\r\n\r\nCurrently developers can set\
+    \ only one rending mode globally in react-art, using `setCurrent()` of `art/modes/current`\
+    \ module. So there is no way to use `<Surface>` of canvas mode and `<Surface>`\
+    \ of svg mode in a document together. On the other hand, `art.js` internally used\
+    \ in `react-art` provides a way to use each other modes together as directly importing\
+    \ their corresponding modules.  (e.g. svg.js for svg mode, canvas.js for canvas\
+    \ mode in `art.js` lib). \r\n\r\nI would like to suggest a way to set own rendering\
+    \ mode per instance of `<Surface>` Component by new property `mode`. This feature\
+    \ makes `<Surface>` with canvas mode and `<Surface>` with svg mode to be used\
+    \ together in a document like the following.\r\n\r\n```javascript\r\nconst {\r\
+    \n  Surface,\r\n  Group,\r\n  Shape\r\n} = require('react-art');\r\n\r\nclass\
+    \ TestComponent extends React.Component {\r\n  render() {\r\n    return (\r\n\
+    \      <React.Fragment>\r\n        <Surface mode=\"svg\" width={100} height={100}>\r\
+    \n          <Group>\r\n            <Shape width={10} height={10} />\r\n      \
+    \    </Group>\r\n        </Surface>\r\n        <Surface mode=\"canvas\" width={100}\
+    \ height={100}>\r\n          <Group>\r\n            <Shape width={10} height={10}\
+    \ />\r\n          </Group>\r\n        </Surface>\r\n      </React.Fragment>\r\n\
+    \    );\r\n  }\r\n};\r\n```\r\n\r\nIf `mode` property is not set, `<Surface>`\
+    \ works as canvas mode for compatibility.\r\n\r\nI have made a PR for this feature\
+    \ to show how to work and use it ([#13249](https://github.com/facebook/react/pull/13249)).\r\
+    \nAnd you can check this feature through `art` fixture of my PR.\r\n\r\nFeel free\
+    \ to discuss about this feature.\r\n\r\n\r\n\r\n"
+- text: "[DevTools Bug]: Firefox and Edge show error in console about unrecognized\
+    \ installation on v4.20.0 ### Website or app\r\n\r\nreactjs.org\r\n\r\n### Repro\
+    \ steps\r\n\r\n1. Install React DevTools v4.20.0 in Firefox\r\n2. Load reactjs.org\
+    \ in Firefox\r\n3. Open Firefox DevTools\r\n4. Observe error in console\r\n\r\n\
+    ![image](https://user-images.githubusercontent.com/1271509/137547605-e6ad3045-c20a-4828-9895-af46b8bb4db1.png)\r\
+    \n\r\n\r\n### How often does this bug happen?\r\n\r\nEvery time\r\n"
+- text: "componentWillUpdate discussion <!--\r\n  Note: if the issue is about documentation\
+    \ or the website, please file it at:\r\n  https://github.com/reactjs/reactjs.org/issues/new\r\
+    \n-->\r\n\r\n**Do you want to request a *feature* or report a *bug*?**\r\n\r\n\
+    Feature : componentWillUpdate Discussion\r\n\r\n**What is the current behavior?**\r\
+    \n\r\nThe current behavior calls the function before re-rendering the render target\
+    \ however there is no indication for when the re-render method should be called\r\
+    \n\r\n**If the current behavior is a bug, please provide the steps to reproduce\
+    \ and if possible a minimal demo of the problem. Your bug will get fixed much\
+    \ faster if we can run your code and it doesn't have dependencies other than React.\
+    \ Paste the link to your JSFiddle (https://jsfiddle.net/Luktwrdm/) or CodeSandbox\
+    \ (https://codesandbox.io/s/new) example below:**\r\n\r\n**What is the expected\
+    \ behavior?**\r\n\r\nThe expected behavior should call the function before re-rendering\
+    \ the render target if there is no returned conditional statement and if there\
+    \ is, true should trigger the re-render and false should not\r\n\r\n**Which versions\
+    \ of React, and which browser / OS are affected by this issue? Did this work in\
+    \ previous versions of React?**\r\n\r\n16.4.0\r\n\r\nI have a few questions before\
+    \ I try to solve this problem and it gets rejected. I'm assuming that the team\
+    \ has decided to move in the direction of removing \"Will-Updates\" from React\
+    \ all together and have labeled them \"Unsafe\". I've seen a lot of issues with\
+    \ those functionalities before as well. I was curious if providing a conditional\
+    \ statement inside those functions would satisfy the unexpected renders. \"shouldComponentUpdate\"\
+    \ does trigger when to call these functions however in those functions that \"\
+    will\" run before the render can always be controlled with a conditional statement\
+    \ of it's own. I'm getting comfortable with the code base however I'm curious\
+    \ if the team is removing that functionality all together and using the \"static\"\
+    \ function \"getDerivedStateFromProps\" instead. Has a React lover it is a little\
+    \ confusing and may break a lot of legacy code when updating versions. I believe\
+    \ that may solve the problem of unexpected renders after a \"will\" change lifecycle\
+    \ event.\r\n\r\nI was curious if that was the case, and removing \"will\" lifecycles\
+    \ is the next steps for React then how will the \"did\" lifecycles work instead?\r\
+    \n\r\nI love React and I'm just curious about the future for React as a whole.\
+    \ I'd love to tackle any bugs or feature requests when I have time. I will be\
+    \ writing clean code and create tests for new features or bugs as well."
+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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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+| feature  | <ul><li>"Provide a `testInstance.context` property to facilitate context testing <!--\r\n  Note: if the issue is about documentation or the website, please file it at:\r\n  https://github.com/reactjs/reactjs.org/issues/new\r\n-->\r\n\r\n**Do you want to request a *feature* or report a *bug*?**\r\nFeature Request\r\n\r\n**What is the current behavior?**\r\n`testInstance` provides a `props` property, but does not provide a `context` property allowing for context tests.\r\n\r\n**What is the expected behavior?**\r\n`testInstance.context` should return an object containing the instance's current context\r\n\r\n**Which versions of React, and which browser / OS are affected by this issue? Did this work in previous versions of React?**\r\nAt least 16.4.1"</li><li>'Cursor jumps to end of input when onChange doesn\'t call setState [Edit]: **I\'m asking for a feature**.\r\n\r\n**Current Behaviour**\r\nAn input `onChange` function that returns a value equalling the prior value causes the cursor to jump to the end of the input. This is the same as [this comment from #995](https://github.com/facebook/react/issues/955#issuecomment-327069204) formally raised as a feature request. \r\n\r\nRepro sandbox: https://codesandbox.io/s/n4k3yx47j\r\nThat same code:  \r\n```javascript\r\nimport React from "react";\r\nimport { render } from "react-dom";\r\n\r\nclass Input extends React.Component {\r\n  state = { value: "TypeANumber" };\r\n\r\n  onChange = e => {\r\n    let nextValue = e.target.value;\r\n\r\n    if (/[0-9]/.test(nextValue)) {\r\n      nextValue = this.state.value;\r\n    }\r\n    this.setState({ value: nextValue });\r\n  };\r\n\r\n  render() {\r\n    return (\r\n      <input\r\n        type="text"\r\n        value={this.state.value}\r\n        onChange={this.onChange}\r\n      />\r\n    );\r\n  }\r\n}\r\n\r\nrender(<Input />, document.getElementById("root"));\r\n```\r\n\r\n**What is the expected behavior?**\r\nI\'d like the cursor not to jump in the special case where the returned changed value is a rejected change i.e. the \'noop\' change. \r\n\r\nI understand fully that react cannot predict cursor position if the value is _changed_ in `onChange`, ~however I cannot currently find an npm module that allows free-length regex filters (vs a fixed length mask)~ or a way to implement a filter myself, without the cursor jumping in this case. \r\n\r\n[Edit]: \r\nSince raising I now fully see this as a feature request for handling a special case of a behaviour that indeed is not a bug, differently. It would be a nice to have as it would allow very straightforward implementation of filters. \r\n\r\nRegarding the non-clarity of how to deal with the general case of non-jumping cursors I think a modernized best practice example would be ideal, but that discussion still lives at #955.  \r\n\r\nI\'d be totally fine with this issue being closed by assisting instead with the education of handling the general case. Though, this would still be a nice to have for the API, if possible. \r\n'</li><li>'Allow ReactNode as a type for the child of <option/> **Do you want to request a *feature* or report a *bug*?**\r\nFeature\r\n\r\n**What is the current behavior?**\r\nCurrently, the options element only allows types number and string. \r\n\r\n**What is the expected behavior?**\r\nAn option should allow for a ReactNode as a child in addition to a number + string. \r\n\r\n**Which versions of React, and which browser / OS are affected by this issue? Did this work in previous versions of React?**\r\nAll versions.\r\nAll browser types.\r\nTo the best of my knowledge, no.\r\n\r\np.s. This is my first feature request here, so let me know if I need to adjust the feature request in any way. '</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
+| bug      | <ul><li>' ERROR  TypeError: Cannot read property \'createElement\' of undefined, js engine: hermes ### App\r\n\r\nusing flipper dor react devtools\r\n\r\n### Repro steps\r\n\r\nmigrate to current version of  RN-0.71.1\r\nusing flipper \r\nenable hermes engine\r\nrun the app\r\n\r\n\r\n\r\n\r\n### How often does this bug happen?\r\n\r\nEvery time\r\n\r\n### DevTools package (automated)\r\n\r\n_No response_\r\n\r\n### DevTools version (automated)\r\n\r\n_No response_\r\n\r\n### Error message (automated)\r\n\r\nERROR  TypeError: Cannot read property \'createElement\' of undefined, js engine: hermes \r\n\r\n### Error call stack (automated)\r\n\r\n```text\r\nERROR  TypeError: Cannot read property \'createElement\' of undefined, js engine: hermes \r\n\r\nthis is related to --->> path: node_modules/react-devtools-core/dist/backend.js\r\nfunction initialize() {\r\n  canvas = window.document.createElement(\'canvas\');\r\n  canvas.style.cssText = "\\\\n    xx-background-color: red;\\\\n    xx-opacity: 0.5;\\\\n    bottom: 0;\\\\n    left: 0;\\\\n    pointer-events: none;\\\\n    position: fixed;\\\\n    right: 0;\\\\n    top: 0;\\\\n    z-index: 1000000000;\\\\n  ";\r\n  var root = window.document.documentElement;\r\n  root.insertBefore(canvas, root.firstChild);\r\n}\r\n```\r\n\r\n\r\n### Error component stack (automated)\r\n\r\n_No response_\r\n\r\n### GitHub query string (automated)\r\n\r\n_No response_'</li><li>'[DevTools Bug] Cannot remove node "0" because no matching node was found in the Store. ### Website or app\n\nReact Native App\n\n### Repro steps\n\n1. Run react native app\r\n2. npx react-devtools\r\n3. adb reverse tcp:8097 tcp:8097\r\n4. reload the app, this error should come as mentioned below\n\n### How often does this bug happen?\n\nEvery time\n\n### DevTools package (automated)\n\nreact-devtools-core\n\n### DevTools version (automated)\n\n4.24.7-7f673317f\n\n### Error message (automated)\n\nCannot remove node "0" because no matching node was found in the Store.\n\n### Error call stack (automated)\n\n```text\nat /Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:48:333971\r\n    at f.emit (/Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:48:279464)\r\n    at /Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:48:281005\r\n    at /Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:48:667650\r\n    at Array.forEach (<anonymous>)\r\n    at A.e.onmessage (/Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:48:667634)\r\n    at A.t (/Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:39:2838)\r\n    at A.emit (events.js:315:20)\r\n    at e.exports.L (/Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:3:58322)\r\n    at e.exports.emit (events.js:315:20)\n```\n\n\n### Error component stack (automated)\n\n_No response_\n\n### GitHub query string (automated)\n\n```text\nhttps://api.github.com/search/issues?q=Cannot remove node  because no matching node was found in the Store. in:title is:issue is:open is:public label:"Component: Developer Tools" repo:facebook/react\n```\n'</li><li>'[DevTools Bug] Cannot add node "1" because a node with that id is already in the Store. ### Website or app\r\n\r\nhttps://pasteboard.co/6Ec3lSzDE4Yz.png\r\n\r\n### Repro steps\r\n\r\n1. Open Chrome with 50+ tabs.\r\n2. Run React-based website locally.\r\n3. Open Chrome Dev Tools to investigate [ActiveLink component](https://pasteboard.co/6Ec3lSzDE4Yz.png) hierarchy inside [Navbar component](https://pasteboard.co/ab8kgmDNgn1I.png). \r\n4. ActiveLink component from [Next](https://github.com/vercel/next.js/tree/canary/examples/active-class-name) was used.\r\n5. Get uncaught error [Screenshot](https://pasteboard.co/3ugPX34TF2Xr.png)\r\n\r\n### How often does this bug happen?\r\n\r\nSometimes\r\n\r\n### DevTools package (automated)\r\n\r\nreact-devtools-extensions\r\n\r\n### DevTools version (automated)\r\n\r\n4.21.0-2f8f60ca8\r\n\r\n### Error message (automated)\r\n\r\nCannot add node "1" because a node with that id is already in the Store.\r\n\r\n### Error call stack (automated)\r\n\r\n```text\r\nat chrome-extension://fmkadmapgofadopljbjfkapdkoienihi/build/main.js:26134:41\r\n    at bridge_Bridge.emit (chrome-extension://fmkadmapgofadopljbjfkapdkoienihi/build/main.js:24349:22)\r\n    at chrome-extension://fmkadmapgofadopljbjfkapdkoienihi/build/main.js:24509:12\r\n    at listener (chrome-extension://fmkadmapgofadopljbjfkapdkoienihi/build/main.js:53230:39)\r\n```\r\n\r\n\r\n### Error component stack (automated)\r\n\r\n_No response_\r\n\r\n### GitHub query string (automated)\r\n\r\n```text\r\nhttps://api.github.com/search/issues?q=Cannot add node  because a node with that id is already in the Store. in:title is:issue is:open is:public label:"Component: Developer Tools" repo:facebook/react\r\n```\r\n'</li></ul> |
+| question | <ul><li>'DevTools component filter does not work with location **Do you want to request a *feature* or report a *bug*?**\r\nReport a bug.\r\n\r\n**What is the current behavior?**\r\nIn DevTools when a component filter is added with field set to `location` and regex set to `.*`, nothing is filtered out. (BTW, no documentation in this subject is available anywhere.)\r\n\r\n**What is the expected behavior?**\r\nAt least some components be filtered out.\r\nIt would also be awesome if the `location` was shown somewhere for the selected component, so that users can know what kind of Regex they should put together.\r\n\r\n**Which versions of React, and which browser / OS are affected by this issue? Did this work in previous versions of React?**\r\nReact DevTools 4.2.0 on Firefox 69.0.3.'</li><li>'× Maximum update depth exceeded in controled way **Do you want to request a *feature* or report a *bug*?**\r\n- maybe bug?\r\n\r\n**What is the current behavior?**\r\n\r\nMy case is that I want to update state n times by adding different types of fields to the state and then render them. \r\nEvery updating of dom(adding new field) I have to check whether I should do something more by checking the hight of added elements, for example, add a break between elements. \r\nFields are represented by the tree structure of data, so I created the class which helps me with going through the tree of fields and I keep it in the class property.\r\n\r\nI know how many times I have to modify the DOM so It will be a fully controlled way of state update and it will finish after all fields are added to DOM but before I render all fields I am getting the error "Maximum update depth exceeded".\r\n\r\nDo you know How I can handle with such a problem? \r\nI found a solution by adding setTimeout on the way but I am not sure that is the clean solution?(commented code)\r\nIs it ok that I keep in component class property more complex class to manage structure of data?\r\n\r\nI am providing a simple example in codepage which shows the problem and throw the error.\r\n\r\nhttps://codesandbox.io/s/93w2lp37xw\r\n'</li><li>'Bug: Nested setState and unstable_batchedUpdates (are they ignored?) Nested setState and unstable_batchedUpdates (are them ignored?)\r\n\r\nReact version: 16.12\r\n\r\n## Steps To Reproduce\r\nhttps://codesandbox.io/s/batchedupdates-uselayouteffect-evj8s\r\n\r\nopen profile after click, you will see 3 commit.\r\n\r\nit seems that even if we use unstable_batchedUpdates, nested setStates called on\r\ndidUpdate/layouteffect do not get batched.\r\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("[DevTools Bug]: Firefox and Edge show error in console about unrecognized installation on v4.20.0 ### Website or app
+
+reactjs.org
+
+### Repro steps
+
+1. Install React DevTools v4.20.0 in Firefox
+2. Load reactjs.org in Firefox
+3. Open Firefox DevTools
+4. Observe error in console
+
+![image](https://user-images.githubusercontent.com/1271509/137547605-e6ad3045-c20a-4828-9895-af46b8bb4db1.png)
+
+
+### How often does this bug happen?
+
+Every time
+")
+```
+
+<!--
+### 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.*
+-->
+
+<!--
+### 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   | 11  | 190.23 | 1528 |
+
+| 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    | 0.2882        | -               |
+| 0.0067 | 10   | 0.1652        | -               |
+| 0.0133 | 20   | 0.2361        | -               |
+| 0.02   | 30   | 0.1886        | -               |
+| 0.0267 | 40   | 0.1705        | -               |
+| 0.0333 | 50   | 0.1868        | -               |
+| 0.04   | 60   | 0.1858        | -               |
+| 0.0467 | 70   | 0.1324        | -               |
+| 0.0533 | 80   | 0.1686        | -               |
+| 0.06   | 90   | 0.2588        | -               |
+| 0.0667 | 100  | 0.1911        | -               |
+| 0.0733 | 110  | 0.0388        | -               |
+| 0.08   | 120  | 0.0945        | -               |
+| 0.0867 | 130  | 0.1085        | -               |
+| 0.0933 | 140  | 0.1812        | -               |
+| 0.1    | 150  | 0.0593        | -               |
+| 0.1067 | 160  | 0.1169        | -               |
+| 0.1133 | 170  | 0.0294        | -               |
+| 0.12   | 180  | 0.0867        | -               |
+| 0.1267 | 190  | 0.0392        | -               |
+| 0.1333 | 200  | 0.0454        | -               |
+| 0.14   | 210  | 0.0316        | -               |
+| 0.1467 | 220  | 0.0834        | -               |
+| 0.1533 | 230  | 0.0075        | -               |
+| 0.16   | 240  | 0.0676        | -               |
+| 0.1667 | 250  | 0.0507        | -               |
+| 0.1733 | 260  | 0.0456        | -               |
+| 0.18   | 270  | 0.0174        | -               |
+| 0.1867 | 280  | 0.0093        | -               |
+| 0.1933 | 290  | 0.0029        | -               |
+| 0.2    | 300  | 0.0029        | -               |
+| 0.2067 | 310  | 0.0008        | -               |
+| 0.2133 | 320  | 0.0201        | -               |
+| 0.22   | 330  | 0.0072        | -               |
+| 0.2267 | 340  | 0.0055        | -               |
+| 0.2333 | 350  | 0.0041        | -               |
+| 0.24   | 360  | 0.0057        | -               |
+| 0.2467 | 370  | 0.0015        | -               |
+| 0.2533 | 380  | 0.0071        | -               |
+| 0.26   | 390  | 0.0017        | -               |
+| 0.2667 | 400  | 0.0283        | -               |
+| 0.2733 | 410  | 0.0093        | -               |
+| 0.28   | 420  | 0.001         | -               |
+| 0.2867 | 430  | 0.0026        | -               |
+| 0.2933 | 440  | 0.0011        | -               |
+| 0.3    | 450  | 0.0007        | -               |
+| 0.3067 | 460  | 0.0006        | -               |
+| 0.3133 | 470  | 0.0007        | -               |
+| 0.32   | 480  | 0.0009        | -               |
+| 0.3267 | 490  | 0.0002        | -               |
+| 0.3333 | 500  | 0.0015        | -               |
+| 0.34   | 510  | 0.0005        | -               |
+| 0.3467 | 520  | 0.0002        | -               |
+| 0.3533 | 530  | 0.0003        | -               |
+| 0.36   | 540  | 0.0023        | -               |
+| 0.3667 | 550  | 0.0003        | -               |
+| 0.3733 | 560  | 0.0003        | -               |
+| 0.38   | 570  | 0.0002        | -               |
+| 0.3867 | 580  | 0.0002        | -               |
+| 0.3933 | 590  | 0.0002        | -               |
+| 0.4    | 600  | 0.0002        | -               |
+| 0.4067 | 610  | 0.0004        | -               |
+| 0.4133 | 620  | 0.0004        | -               |
+| 0.42   | 630  | 0.0004        | -               |
+| 0.4267 | 640  | 0.0003        | -               |
+| 0.4333 | 650  | 0.0002        | -               |
+| 0.44   | 660  | 0.0011        | -               |
+| 0.4467 | 670  | 0.0003        | -               |
+| 0.4533 | 680  | 0.0002        | -               |
+| 0.46   | 690  | 0.0001        | -               |
+| 0.4667 | 700  | 0.0002        | -               |
+| 0.4733 | 710  | 0.0002        | -               |
+| 0.48   | 720  | 0.0002        | -               |
+| 0.4867 | 730  | 0.0002        | -               |
+| 0.4933 | 740  | 0.0001        | -               |
+| 0.5    | 750  | 0.0002        | -               |
+| 0.5067 | 760  | 0.0003        | -               |
+| 0.5133 | 770  | 0.0001        | -               |
+| 0.52   | 780  | 0.0001        | -               |
+| 0.5267 | 790  | 0.0001        | -               |
+| 0.5333 | 800  | 0.0002        | -               |
+| 0.54   | 810  | 0.0002        | -               |
+| 0.5467 | 820  | 0.0001        | -               |
+| 0.5533 | 830  | 0.0002        | -               |
+| 0.56   | 840  | 0.0001        | -               |
+| 0.5667 | 850  | 0.0001        | -               |
+| 0.5733 | 860  | 0.0001        | -               |
+| 0.58   | 870  | 0.0001        | -               |
+| 0.5867 | 880  | 0.0001        | -               |
+| 0.5933 | 890  | 0.0001        | -               |
+| 0.6    | 900  | 0.0003        | -               |
+| 0.6067 | 910  | 0.0002        | -               |
+| 0.6133 | 920  | 0.0001        | -               |
+| 0.62   | 930  | 0.0001        | -               |
+| 0.6267 | 940  | 0.0           | -               |
+| 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 | 0.0           | -               |
+| 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 | 0.0001        | -               |
+| 0.7133 | 1070 | 0.0001        | -               |
+| 0.72   | 1080 | 0.0001        | -               |
+| 0.7267 | 1090 | 0.0           | -               |
+| 0.7333 | 1100 | 0.0001        | -               |
+| 0.74   | 1110 | 0.0           | -               |
+| 0.7467 | 1120 | 0.0001        | -               |
+| 0.7533 | 1130 | 0.0002        | -               |
+| 0.76   | 1140 | 0.0           | -               |
+| 0.7667 | 1150 | 0.0001        | -               |
+| 0.7733 | 1160 | 0.0           | -               |
+| 0.78   | 1170 | 0.0001        | -               |
+| 0.7867 | 1180 | 0.0001        | -               |
+| 0.7933 | 1190 | 0.0001        | -               |
+| 0.8    | 1200 | 0.0001        | -               |
+| 0.8067 | 1210 | 0.0001        | -               |
+| 0.8133 | 1220 | 0.0001        | -               |
+| 0.82   | 1230 | 0.0003        | -               |
+| 0.8267 | 1240 | 0.0           | -               |
+| 0.8333 | 1250 | 0.0           | -               |
+| 0.84   | 1260 | 0.0001        | -               |
+| 0.8467 | 1270 | 0.0           | -               |
+| 0.8533 | 1280 | 0.0002        | -               |
+| 0.86   | 1290 | 0.0001        | -               |
+| 0.8667 | 1300 | 0.0002        | -               |
+| 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 | 0.0           | -               |
+| 0.92   | 1380 | 0.0001        | -               |
+| 0.9267 | 1390 | 0.0001        | -               |
+| 0.9333 | 1400 | 0.0           | -               |
+| 0.94   | 1410 | 0.0001        | -               |
+| 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 | 0.0           | -               |
+| 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}
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

@@ -0,0 +1,24 @@
+{
+  "_name_or_path": "sentence-transformers/all-mpnet-base-v2",
+  "architectures": [
+    "MPNetModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "mpnet",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "relative_attention_num_buckets": 32,
+  "torch_dtype": "float32",
+  "transformers_version": "4.39.0",
+  "vocab_size": 30527
+}

config_sentence_transformers.json

@@ -0,0 +1,10 @@
+{
+  "__version__": {
+    "sentence_transformers": "3.0.1",
+    "transformers": "4.39.0",
+    "pytorch": "2.3.0+cu121"
+  },
+  "prompts": {},
+  "default_prompt_name": null,
+  "similarity_fn_name": null
+}

config_setfit.json

@@ -0,0 +1,8 @@
+{
+  "normalize_embeddings": false,
+  "labels": [
+    "bug",
+    "feature",
+    "question"
+  ]
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fda6423ae570394ff5643c64424588ec637c2dd3117bb6714fae2939fbd0571e
+size 437967672

model_head.pkl

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+oid sha256:fed2aac4db00b0be2c46d4fae1a4cfe2d753da4a9e63ce3da53730b4e18351c1
+size 19375

modules.json

@@ -0,0 +1,20 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  },
+  {
+    "idx": 2,
+    "name": "2",
+    "path": "2_Normalize",
+    "type": "sentence_transformers.models.Normalize"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 384,
+  "do_lower_case": false
+}

special_tokens_map.json

@@ -0,0 +1,51 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,72 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
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+      "content": "<pad>",
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+      "rstrip": false,
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+    },
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+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "104": {
+      "content": "[UNK]",
+      "lstrip": false,
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+      "rstrip": false,
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+    },
+    "30526": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "do_lower_case": true,
+  "eos_token": "</s>",
+  "mask_token": "<mask>",
+  "max_length": 128,
+  "model_max_length": 384,
+  "pad_to_multiple_of": null,
+  "pad_token": "<pad>",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sep_token": "</s>",
+  "stride": 0,
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "MPNetTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]"
+}