| | --- |
| | license: apache-2.0 |
| | library_name: transformers |
| | datasets: |
| | - code_search_net |
| | --- |
| | |
| | # Model Card for Model ID |
| |
|
| | This model identifies foreign code and determines the recognized programming language. |
| | It is currently not further trained and has been completely adopted by huggingface/CodeBERTa-language-id. |
| | [source: https://huggingface.co/huggingface/CodeBERTa-language-id ] |
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|
| | ## Model Details |
| |
|
| | ### Model Description |
| |
|
| | <!-- Provide a longer summary of what this model is. --> |
| |
|
| | This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated. |
| |
|
| | - **Developed by:** Husain, Hamel and Wu, Ho-Hsiang and Gazit, Tiferet and Allamanis, Miltiadis and Brockschmidt, Marc |
| | - **Funded by [optional]:** [More Information Needed] |
| | - **Shared by [optional]:** [More Information Needed] |
| | - **Model type:** [More Information Needed] |
| | - **Language(s) (NLP):** [More Information Needed] |
| | - **License:** apache-2.0 |
| | - **Finetuned from model [optional]:** huggingface/CodeBERTa-language-id |
| | - **base_model**: huggingface/CodeBERTa-small-v1 |
| | |
| | ### Model Sources [optional] |
| | |
| | <!-- Provide the basic links for the model. --> |
| | |
| | - **Repository:** https://huggingface.co/huggingface/CodeBERTa-language-id/edit/main/README.md |
| | - **Paper [optional]:** [More Information Needed] |
| | - **Demo [optional]:** [More Information Needed] |
| | |
| | ## Uses |
| | |
| | <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
| | ```python |
| | from transformers import pipeline, TextClassificationPipeline, AutoTokenizer, AutoModelForSequenceClassification |
| | |
| | checkpoint = "malteklaes/based-CodeBERTa-language-id-llm-module" |
| | |
| | myPipeline = TextClassificationPipeline( |
| | model=AutoModelForSequenceClassification.from_pretrained(checkpoint), |
| | tokenizer=AutoTokenizer.from_pretrained(checkpoint) |
| | ) |
| | |
| | CODE_TO_IDENTIFY = "print('hello world')" |
| | myPipeline(CODE_TO_IDENTIFY) |
| | ``` |
| | |
| | ### Direct Use |
| | |
| | <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> |
| | |
| | [More Information Needed] |
| | |
| | ### Downstream Use [optional] |
| | |
| | <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
| | |
| | [More Information Needed] |
| | |
| | ### Out-of-Scope Use |
| | |
| | <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> |
| | |
| | [More Information Needed] |
| | |
| | ## Bias, Risks, and Limitations |
| | |
| | <!-- This section is meant to convey both technical and sociotechnical limitations. --> |
| | |
| | [More Information Needed] |
| | |
| | ### Recommendations |
| | |
| | <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> |
| | |
| | Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. |
| | |
| | ## How to Get Started with the Model |
| | |
| | Use the code below to get started with the model. |
| | |
| | [More Information Needed] |
| | |
| | ## Training Details |
| | |
| | ### Training Data |
| | |
| | <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> |
| | |
| | code_search_net |
| | |
| | ### Training Procedure |
| | |
| | <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
| | |
| | #### Preprocessing [optional] |
| | |
| | [More Information Needed] |
| | |
| | |
| | #### Training Hyperparameters |
| | |
| | - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision --> |
| | |
| | #### Speeds, Sizes, Times [optional] |
| | |
| | <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
| | |
| | [More Information Needed] |
| | |
| | ## Evaluation |
| | |
| | <!-- This section describes the evaluation protocols and provides the results. --> |
| | |
| | ### Testing Data, Factors & Metrics |
| | |
| | #### Testing Data |
| | |
| | <!-- This should link to a Dataset Card if possible. --> |
| | |
| | [More Information Needed] |
| | |
| | #### Factors |
| | |
| | <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> |
| | |
| | [More Information Needed] |
| | |
| | #### Metrics |
| | |
| | <!-- These are the evaluation metrics being used, ideally with a description of why. --> |
| | |
| | [More Information Needed] |
| | |
| | ### Results |
| | |
| | [More Information Needed] |
| | |
| | #### Summary |
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| | |
| | |
| | ## Model Examination [optional] |
| | |
| | <!-- Relevant interpretability work for the model goes here --> |
| | |
| | [More Information Needed] |
| | |
| | ## Environmental Impact |
| | |
| | <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly --> |
| | |
| | Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). |
| | |
| | - **Hardware Type:** [More Information Needed] |
| | - **Hours used:** [More Information Needed] |
| | - **Cloud Provider:** [More Information Needed] |
| | - **Compute Region:** [More Information Needed] |
| | - **Carbon Emitted:** [More Information Needed] |
| | |
| | ## Technical Specifications [optional] |
| | |
| | ### Model Architecture and Objective |
| | |
| | [More Information Needed] |
| | |
| | ### Compute Infrastructure |
| | |
| | [More Information Needed] |
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| | #### Hardware |
| | |
| | [More Information Needed] |
| | |
| | #### Software |
| | |
| | [More Information Needed] |
| | |
| | ## Citation [optional] |
| | |
| | <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
| | |
| | **BibTeX:** |
| | |
| | [More Information Needed] |
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| | **APA:** |
| | |
| | [More Information Needed] |
| | |
| | ## Glossary [optional] |
| | |
| | <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> |
| | |
| | [More Information Needed] |
| | |
| | ## More Information [optional] |
| | |
| | [More Information Needed] |
| | |
| | ## Model Card Authors [optional] |
| | |
| | [More Information Needed] |
| | |
| | ## Model Card Contact |
| | |
| | [More Information Needed] |