---
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: "Copy env-production to .env (setting up)\nHi, very sorry to ask, dont know\
    \ if here would be ok... but where can I get the env-production file to be copied\
    \ to .env? because here https://github.com/frappe/frappe_docker/wiki/Easiest-Install\
    \ says so but cant be found...```\r\n\r\nThanks,\r\n\r\n$ **cp env-production\
    \ .env**\r\n$ sed -i -e \"s/FRAPPE_VERSION=edge/FRAPPE_VERSION=v12.9.4/g\" .env\r\
    \n$ sed -i -e \"s/ERPNEXT_VERSION=edge/ERPNEXT_VERSION=v12.6.2/g\" .env\r\n$ sed\
    \ -i -e \"s/email@example.com/hello@myweb.com/g\" .env\r\n$ sed -i -e \"s/erp.example.com/erp.myweb.com/g\"\
    \ .env\r\n$ sed -i -e \"s/ADMIN_PASSWORD=admin/ADMIN_PASSWORD=supersecret/g\"\
    \ .env\r\n$ sed -i -e \"s/MYSQL_ROOT_PASSWORD=admin/MYSQL_ROOT_PASSWORD=longsecretpassword/g\"\
    \ .env\r\n```"
- text: "[BUG] Unwanted \"supported\" or \"unknown\" message\n## User Story\r\nI see\
    \ string \"supported\" on \"start\" command.\r\n\r\n## Basic info\r\n\r\n* **Distro:**\
    \ Ubuntu 20.04.3 LTS\r\n* **Game:** Any\r\n* **Command:** start\r\n* **LinuxGSM\
    \ version:** v21.5.0\r\n\r\n## Further Information\r\n\r\nProbably it is debug\
    \ message from deps check. \"supported\" is replaced by \"unknown\" on unsupported\
    \ distro.\r\nThis LGSM is upgraded from previous version.\r\n```\r\naaa@hostname:~$\
    \ ./arma3server start\r\nsupported\r\nsupported\r\nsupported\r\n[  OK  ] Starting\
    \ arma3server: server name\r\n```\r\n\r\n## To Reproduce\r\n\r\nSteps to reproduce\
    \ the behaviour:\r\n1. Use start command\r\n\r\n## Expected behaviour\r\nSee only\
    \ \"[  OK  ] Starting arma3server: server name\" message,"
- text: 'Docs are still using `DBT_PROJECT_DIR`

    This was switched to `ARTEFACTS_ DBT_PROJECT_DIR` last release.'
- text: 'Document CNI upgrade strategies

    Document supported CNIs + supported CNI upgrade strategies.'
- text: 'Read the Docs

    Implement read the docs for documentation'
inference: true
---

# SetFit

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. 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:** [Unknown](https://huggingface.co/unknown) -->
- **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:** 4 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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|:--------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------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| bug           | <ul><li>'lookatme requirements should specify click<9\n`lookatme` specifies a requirements of `click>=7,<8` but in fact seems to work fine with click 8+. Many tools (including poetry, and soon pip) will refuse to install lookatme in a venv with modern Python packages because those packages require click 8+.\r\n\r\nThis is easily fixed by updating requirements.\r\n\r\nSteps to reproduce the behavior:\r\n\r\n```\r\npoetry shell\r\npoetry add black\r\npoetry add lookatme\r\n```\r\n\r\n**Expected behavior**\r\nlookatme can be installed with black.\r\n\r\n**Actual behavior**\r\npoetry refuses to install lookatme because of the unnecessary requirement.\r\n\r\n**Additional context**\r\nPR inbound.'</li><li>'Quarto error when trying to render a simple .qmd file\n### System details\r\n\r\nVersion 2022.11.0-daily+87 (2022.11.0-daily+87)\r\nsysname\r\n"Darwin"\r\nrelease\r\n"21.5.0"\r\nversion\r\n"Darwin Kernel Version 21.5.0: Tue Apr 26 21:08:37 PDT 2022; root:xnu8020.121.3~4/RELEASE_ARM64_T6000" \r\n\r\n\r\n### Steps to reproduce the problem\r\nthis is an example `qmd file`\r\n```\r\n---\r\ntitle: "An Introduction to data science"\r\nformat: revealjs\r\n---\r\n\r\n\r\n\r\n---\r\n# How is the project is constructed\r\n\r\n1.  Intro\r\n\r\n2.  Literature review\r\n\r\n3.  Hypothesis\r\n\r\n4.  Methods: which tools did you use and how you used them (more on this in a bit)\r\n\r\n5.  Main results\r\n\r\n6.  Conclusions\r\n\r\n<img src="https://www.dropbox.com/s/06o9rixg2r5ocvz/ppic155.jpeg?raw=1" alt="" style="zoom:33%;" />\r\n\r\n---\r\n# Intro\r\n\r\nPresent the research topic and research hypothesis\r\n\r\n---\r\n# Literature review\r\n\r\nat least 5-6 papers you will summarize relating to your project\r\n\r\n\r\n```\r\n\r\n### Describe the problem in detail\r\n\r\nwhen rendering I get errors, here is the error from the example file above\r\n```\r\nERROR: YAMLError: end of the stream or a document separator is expected at line 10, column 12:\r\n    4.  Methods: which tools did you use and ho ... \r\n               ^\r\n```\r\n\r\n\r\n### Describe the behavior you expected\r\n\r\nexpected for the file to render correctly \r\n\r\n- [ X] I have read the guide for [submitting good bug reports](https://github.com/rstudio/rstudio/wiki/Writing-Good-Bug-Reports).\r\n- [ X] I have installed the latest version of RStudio, and confirmed that the issue still persists.\r\n- [ X] If I am reporting an RStudio crash, I have included a [diagnostics report](https://support.rstudio.com/hc/en-us/articles/200321257-Running-a-Diagnostics-Report).\r\n- [ X] I have done my best to include a minimal, self-contained set of instructions for consistently reproducing the issue.\r\n'</li><li>'Nested buttons do not handle enabled properly\nWith 2 nested buttons, if the outside one has the prop `enabled={false}` then then inside one does not receive touch events.\r\n\r\nTested on iOS, not sure about Android.\r\n\r\nSnack: https://snack.expo.io/H15lpZuFQ'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| feature       | <ul><li>'Migrating Woo Comparison table to Sparks\n### Description:\r\nWe need to migrate the current comparison table to Sparks and remove it from Otter.'</li><li>'[bug] Hard code \'movie_id\' in neg_sampler.py\n<img width="914" alt="Screen Shot 2022-06-20 at 3 26 21 PM" src="https://user-images.githubusercontent.com/15731690/174547685-40628045-4d29-466c-a68a-ded28e1ced6d.png">\r\n\r\nUse item parameter instead of hard code \'movie_id\'.'</li><li>"mk: omit transitive shared-library dependencies from linker command line\nRight now, binaries created directly within a build directory are linked slightly different compared to binaries created as depot archive. When created in the build directory, all shared-library dependencies including transitive shared-library dependencies of the target's used shared libraries end up at the linker command line. In contrast, when building a depot archive - where transitive shared libraries are not known because they are hidden behind the library's ABI - only the immediate dependencies appear at the linker command line. To improve the consistency, we should better link without transitive shared objects in both cases."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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| documentation | <ul><li>'Docs are still using `DBT_PROJECT_DIR`\nThis was switched to `ARTEFACTS_ DBT_PROJECT_DIR` last release.'</li><li>'multi-language translation strategy\nWe are aiming to role out a docs versioning system that includes a multi-language translation review on a periodic basis. Should aim for something similar here. @okwme is there any public documentation of this yet?'</li><li>'upgrade docs differ to fresh project setup docs regarding app-routing.module.ts\n**Describe the bug**\r\nWhen creating a fresh project by following [this guide](https://sap.github.io/spartacus-docs/building-the-spartacus-storefront-from-libraries-4-x/), the file `app-routing.module.ts` only get\'s  get\'s created if answering the question "Would you like to add Angular routing?" with "yes". Doing so is not needed according to the Setup Guide.\r\n\r\nWhen updating an existing < 4 Spartacus project to 4.x, Creation of that file is needed according to the update documentation [here](https://sap.github.io/spartacus-docs/updating-to-version-4/#migrating-to-the-reference-app-structure).\r\n\r\n**Tell us the version of Spartacus**\r\n- Library version: 4.2.0\r\n\r\n**To Reproduce**\r\nSteps to reproduce the behavior:\r\n1. Create a fresh Spartacus Project by following the setup guide\r\n2. Notice, that NO file `app-routing.module.ts` get\'s created\r\n\r\n**Expected behavior**\r\nThe update documentation leads to the same files as the fresh setup guide\r\n\r\n**Desktop (please complete the following information):**\r\n - OS: all\r\n - Browser: all\r\n - Version: all\r\n\r\n**Smartphone (please complete the following information):**\r\n - Device: all\r\n - OS: all\r\n - Browser: all\r\n - Version: all\r\n\r\n**Additional context**\r\nAs having the file `app-routing.module.ts` in our projects does not seem to be neccessary, I am wondering why it is explicitly mentioned in the Spartacus 4 migration docs. \r\n'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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| question      | <ul><li>'softmax error\n![image](https://user-images.githubusercontent.com/56188697/171450851-2b1bf25e-1bc5-4245-b163-ff0629868681.png)\r\n\r\n**TensorRT Version**:TensorRT 8.4EA \r\n**NVIDIA GPU**: NVIDIA 2080T\r\n**CUDA Version**: cuda10.2\r\n**Operating System**: windows  \r\n\r\nI made this error when I increased the input tensor size to (1,65536,6). Does Softmax need larger memory to run, or is it caused by some fusion operations\r\n'</li><li>'Terraform 0.14.x not supported\nHi,\r\nI am trying to do a terraform init inside the complete example folder and this is the output I get:\r\n\r\n> terraform init\r\n> Initializing modules...\r\n> - jenkins in ../..\r\n> Downloading cloudposse/cicd/aws 0.11.1 for jenkins.cicd...\r\n> - jenkins.cicd in .terraform/modules/jenkins.cicd\r\n> Downloading cloudposse/codebuild/aws 0.27.0 for jenkins.cicd.codebuild...\r\n> - jenkins.cicd.codebuild in .terraform/modules/jenkins.cicd.codebuild\r\n> Downloading git::https://github.com/cloudposse/terraform-null-label.git?ref=tags/0.21.0 for jenkins.cicd.codebuild.this...\r\n> - jenkins.cicd.codebuild.this in .terraform/modules/jenkins.cicd.codebuild.this\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.cicd.this...\r\n> - jenkins.cicd.this in .terraform/modules/jenkins.cicd.this\r\n> Downloading cloudposse/ecr/aws 0.29.1 for jenkins.ecr...\r\n> - jenkins.ecr in .terraform/modules/jenkins.ecr\r\n> Downloading git::https://github.com/cloudposse/terraform-null-label.git?ref=tags/0.21.0 for jenkins.ecr.this...\r\n> - jenkins.ecr.this in .terraform/modules/jenkins.ecr.this\r\n> Downloading cloudposse/efs/aws 0.25.0 for jenkins.efs...\r\n> - jenkins.efs in .terraform/modules/jenkins.efs\r\n> Downloading cloudposse/route53-cluster-hostname/aws 0.9.0 for jenkins.efs.dns...\r\n> - jenkins.efs.dns in .terraform/modules/jenkins.efs.dns\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.efs.dns.this...\r\n> - jenkins.efs.dns.this in .terraform/modules/jenkins.efs.dns.this\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.efs.this...\r\n> - jenkins.efs.this in .terraform/modules/jenkins.efs.this\r\n> Downloading cloudposse/backup/aws 0.4.0 for jenkins.efs_backup...\r\n> - jenkins.efs_backup in .terraform/modules/jenkins.efs_backup\r\n> Downloading git::https://github.com/cloudposse/terraform-null-label.git?ref=tags/0.19.2 for jenkins.efs_backup.label_backup_role...\r\n> - jenkins.efs_backup.label_backup_role in .terraform/modules/jenkins.efs_backup.label_backup_role\r\n> Downloading git::https://github.com/cloudposse/terraform-null-label.git?ref=tags/0.19.2 for jenkins.efs_backup.this...\r\n> - jenkins.efs_backup.this in .terraform/modules/jenkins.efs_backup.this\r\n> Downloading cloudposse/elastic-beanstalk-application/aws 0.9.0 for jenkins.elastic_beanstalk_application...\r\n> - jenkins.elastic_beanstalk_application in .terraform/modules/jenkins.elastic_beanstalk_application\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.elastic_beanstalk_application.this...\r\n> - jenkins.elastic_beanstalk_application.this in .terraform/modules/jenkins.elastic_beanstalk_application.this\r\n> Downloading cloudposse/elastic-beanstalk-environment/aws 0.32.0 for jenkins.elastic_beanstalk_environment...\r\n> - jenkins.elastic_beanstalk_environment in .terraform/modules/jenkins.elastic_beanstalk_environment\r\n> Downloading cloudposse/route53-cluster-hostname/aws 0.9.0 for jenkins.elastic_beanstalk_environment.dns_hostname...\r\n> - jenkins.elastic_beanstalk_environment.dns_hostname in .terraform/modules/jenkins.elastic_beanstalk_environment.dns_hostname\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.elastic_beanstalk_environment.dns_hostname.this...\r\n> - jenkins.elastic_beanstalk_environment.dns_hostname.this in .terraform/modules/jenkins.elastic_beanstalk_environment.dns_hostname.this\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.elastic_beanstalk_environment.this...\r\n> - jenkins.elastic_beanstalk_environment.this in .terraform/modules/jenkins.elastic_beanstalk_environment.this\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.label_slaves...\r\n> - jenkins.label_slaves in .terraform/modules/jenkins.label_slaves\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.this...\r\n> - jenkins.this in .terraform/modules/jenkins.this\r\n> Downloading cloudposse/dynamic-subnets/aws 0.33.0 for subnets...\r\n> - subnets in .terraform/modules/subnets\r\n> Downloading cloudposse/label/null 0.22.0 for subnets.nat_instance_label...\r\n> - subnets.nat_instance_label in .terraform/modules/subnets.nat_instance_label\r\n> Downloading cloudposse/label/null 0.22.0 for subnets.nat_label...\r\n> - subnets.nat_label in .terraform/modules/subnets.nat_label\r\n> Downloading cloudposse/label/null 0.22.0 for subnets.private_label...\r\n> - subnets.private_label in .terraform/modules/subnets.private_label\r\n> Downloading cloudposse/label/null 0.22.0 for subnets.public_label...\r\n> - subnets.public_label in .terraform/modules/subnets.public_label\r\n> Downloading cloudposse/label/null 0.22.0 for subnets.this...\r\n> - subnets.this in .terraform/modules/subnets.this\r\n> Downloading cloudposse/utils/aws 0.2.0 for subnets.utils...\r\n> - subnets.utils in .terraform/modules/subnets.utils\r\n> Downloading cloudposse/label/null 0.22.0 for subnets.utils.this...\r\n> - subnets.utils.this in .terraform/modules/subnets.utils.this\r\n> Downloading cloudposse/label/null 0.22.1 for this...\r\n> - this in .terraform/modules/this\r\n> Downloading cloudposse/vpc/aws 0.18.1 for vpc...\r\n> - vpc in .terraform/modules/vpc\r\n> Downloading cloudposse/label/null 0.22.0 for vpc.label...\r\n> - vpc.label in .terraform/modules/vpc.label\r\n> Downloading cloudposse/label/null 0.22.0 for vpc.this...\r\n> - vpc.this in .terraform/modules/vpc.this\r\n> \r\n> Error: Unsupported Terraform Core version\r\n> \r\n>   on .terraform/modules/jenkins.efs_backup.label_backup_role/versions.tf line 2, in terraform:\r\n>    2:   required_version = ">= 0.12.0, < 0.14.0"\r\n> \r\n> Module module.jenkins.module.efs_backup.module.label_backup_role (from\r\n> git::https://github.com/cloudposse/terraform-null-label.git?ref=tags/0.19.2)\r\n> does not support Terraform version 0.14.4. To proceed, either choose another\r\n> supported Terraform version or update this version constraint. Version\r\n> constraints are normally set for good reason, so updating the constraint may\r\n> lead to other errors or unexpected behavior.\r\n> \r\n> \r\n> Error: Unsupported Terraform Core version\r\n> \r\n>   on .terraform/modules/jenkins.efs_backup.this/versions.tf line 2, in terraform:\r\n>    2:   required_version = ">= 0.12.0, < 0.14.0"\r\n> \r\n> Module module.jenkins.module.efs_backup.module.this (from\r\n> git::https://github.com/cloudposse/terraform-null-label.git?ref=tags/0.19.2)\r\n> does not support Terraform version 0.14.4. To proceed, either choose another\r\n> supported Terraform version or update this version constraint. Version\r\n> constraints are normally set for good reason, so updating the constraint may\r\n> lead to other errors or unexpected behavior.\r\n\r\nBasically the efs_backup submodule doesn\'t seem to support 0.14.x since it is locked in <0.14.0\r\n\r\nI have terraform 0.14.4\r\n\r\nAppreciate your help with this'</li><li>'Constant propagation computes wrong values\nGiven the following test file, computing the constant values for `x` using scalpel results into a dictionary with three key-value pairs.\r\n\r\n```python\r\nx = "a"\r\nx = "b"\r\nx = 1\r\n````\r\n\r\n```python\r\nwith open("test_file.py", "r", encoding="utf-8") as source:\r\n    code_str = source.read()\r\n\r\ncfg = CFGBuilder().build_from_src(name="", src=code_str)\r\n\r\n_, const_dict = SSA().compute_SSA(cfg)\r\n\r\nprint(const_dict)\r\n````\r\n\r\n````\r\n{(\'x\', 0): <ast.Constant object at 0x0000021BC9EFA430>, (\'x\', 1): <ast.Constant object at 0x0000021BC9EFA430>, (\'x\', 2): <ast.Constant object at 0x0000021BC9EFA430>}\r\n````\r\n\r\nThat is what I expect. However, parsing the `ast.Constant` objects to get the actual values does not result into the correct values. Instead, I get the same value three times.\r\n```python\r\n for key, value in const_dict.items():\r\n        print(key, ast.unparse(value))\r\n```\r\n```\r\n(\'x\', 0) 1\r\n(\'x\', 1) 1\r\n(\'x\', 2) 1\r\n```\r\nThis is not what I expect. Do you agree or am I missing something here?\r\n\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("Read the Docs
Implement read the docs for documentation")
```

<!--
### 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   | 3   | 186.9402 | 10443 |

| Label         | Training Sample Count |
|:--------------|:----------------------|
| bug           | 47                    |
| documentation | 33                    |
| feature       | 60                    |
| question      | 44                    |

### 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
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False

### Training Results
| Epoch  | Step | Training Loss | Validation Loss |
|:------:|:----:|:-------------:|:---------------:|
| 0.0022 | 1    | 0.7229        | -               |
| 0.1087 | 50   | 0.2697        | -               |
| 0.2174 | 100  | 0.1336        | -               |
| 0.3261 | 150  | 0.0209        | -               |
| 0.4348 | 200  | 0.0026        | -               |
| 0.5435 | 250  | 0.001         | -               |
| 0.6522 | 300  | 0.0008        | -               |
| 0.7609 | 350  | 0.0006        | -               |
| 0.8696 | 400  | 0.0005        | -               |
| 0.9783 | 450  | 0.0004        | -               |

### Framework Versions
- Python: 3.11.6
- SetFit: 1.1.0
- Sentence Transformers: 3.0.1
- Transformers: 4.44.2
- PyTorch: 2.4.1+cu121
- Datasets: 2.21.0
- Tokenizers: 0.19.1

## 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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