Collab-uniba/nlbse-multi-class-setfit

SetFit

This is a SetFit model that can be used for Text Classification. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

1. 1.Fine-tuning a Sentence Transformer with contrastive learning.
2. 2.Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

• —Model Type: SetFit <!-- - Sentence Transformer: Unknown -->
• —Classification head: a LogisticRegression instance
• —Maximum Sequence Length: 384 tokens
• —Number of Classes: 4 classes <!-- - Training Dataset: Unknown --> <!-- - Language: Unknown --> <!-- - License: Unknown -->

Model Sources

• —Repository: SetFit on GitHub
• —Paper: Efficient Few-Shot Learning Without Prompts
• —Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
bug	<ul><li>'lookatme requirements should specify click<9\nlookatme 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 \'movieid\' in negsampler.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>
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\nDescribe the bug\r\nWhen creating a fresh project by following this guide, 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.\r\n\r\nTell us the version of Spartacus\r\n- Library version: 4.2.0\r\n\r\nTo 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\nExpected behavior\r\nThe update documentation leads to the same files as the fresh setup guide\r\n\r\nDesktop (please complete the following information):\r\n - OS: all\r\n - Browser: all\r\n - Version: all\r\n\r\nSmartphone (please complete the following information):\r\n - Device: all\r\n - OS: all\r\n - Browser: all\r\n - Version: all\r\n\r\nAdditional 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>
question	<ul><li>'softmax error\n\r\n\r\nTensorRT Version:TensorRT 8.4EA \r\nNVIDIA GPU: NVIDIA 2080T\r\nCUDA Version: cuda10.2\r\nOperating 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.efsbackup...\r\n> - jenkins.efsbackup in .terraform/modules/jenkins.efsbackup\r\n> Downloading git::https://github.com/cloudposse/terraform-null-label.git?ref=tags/0.19.2 for jenkins.efsbackup.labelbackuprole...\r\n> - jenkins.efsbackup.labelbackuprole in .terraform/modules/jenkins.efsbackup.labelbackuprole\r\n> Downloading git::https://github.com/cloudposse/terraform-null-label.git?ref=tags/0.19.2 for jenkins.efsbackup.this...\r\n> - jenkins.efsbackup.this in .terraform/modules/jenkins.efsbackup.this\r\n> Downloading cloudposse/elastic-beanstalk-application/aws 0.9.0 for jenkins.elasticbeanstalkapplication...\r\n> - jenkins.elasticbeanstalkapplication in .terraform/modules/jenkins.elasticbeanstalkapplication\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.elasticbeanstalkapplication.this...\r\n> - jenkins.elasticbeanstalkapplication.this in .terraform/modules/jenkins.elasticbeanstalkapplication.this\r\n> Downloading cloudposse/elastic-beanstalk-environment/aws 0.32.0 for jenkins.elasticbeanstalkenvironment...\r\n> - jenkins.elasticbeanstalkenvironment in .terraform/modules/jenkins.elasticbeanstalkenvironment\r\n> Downloading cloudposse/route53-cluster-hostname/aws 0.9.0 for jenkins.elasticbeanstalkenvironment.dnshostname...\r\n> - jenkins.elasticbeanstalkenvironment.dnshostname in .terraform/modules/jenkins.elasticbeanstalkenvironment.dnshostname\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.elasticbeanstalkenvironment.dnshostname.this...\r\n> - jenkins.elasticbeanstalkenvironment.dnshostname.this in .terraform/modules/jenkins.elasticbeanstalkenvironment.dnshostname.this\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.elasticbeanstalkenvironment.this...\r\n> - jenkins.elasticbeanstalkenvironment.this in .terraform/modules/jenkins.elasticbeanstalkenvironment.this\r\n> Downloading cloudposse/label/null 0.22.1 for jenkins.labelslaves...\r\n> - jenkins.labelslaves in .terraform/modules/jenkins.labelslaves\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.natinstancelabel...\r\n> - subnets.natinstancelabel in .terraform/modules/subnets.natinstancelabel\r\n> Downloading cloudposse/label/null 0.22.0 for subnets.natlabel...\r\n> - subnets.natlabel in .terraform/modules/subnets.natlabel\r\n> Downloading cloudposse/label/null 0.22.0 for subnets.privatelabel...\r\n> - subnets.privatelabel in .terraform/modules/subnets.privatelabel\r\n> Downloading cloudposse/label/null 0.22.0 for subnets.publiclabel...\r\n> - subnets.publiclabel in .terraform/modules/subnets.publiclabel\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.efsbackup.labelbackuprole/versions.tf line 2, in terraform:\r\n> 2: requiredversion = ">= 0.12.0, < 0.14.0"\r\n> \r\n> Module module.jenkins.module.efsbackup.module.labelbackuprole (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.efsbackup.this/versions.tf line 2, in terraform:\r\n> 2: requiredversion = ">= 0.12.0, < 0.14.0"\r\n> \r\n> Module module.jenkins.module.efsbackup.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 efsbackup 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:

pip install setfit

Then you can load this model and run inference.

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")

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Training Details

Training Set Metrics

Training Hyperparameters

• —batch_size: (16, 2)
• —num_epochs: (1, 1)
• —max_steps: -1
• —sampling_strategy: oversampling
• —num_iterations: 20
• —bodylearningrate: (2e-05, 1e-05)
• —headlearningrate: 0.01
• —loss: CosineSimilarityLoss
• —distancemetric: cosinedistance
• —margin: 0.25
• —endtoend: False
• —use_amp: False
• —warmup_proportion: 0.1
• —l2_weight: 0.01
• —seed: 42
• —evalmaxsteps: -1
• —loadbestmodelatend: False

Training Results

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

@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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