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Parameter descriptions:

Base Model Data
Are datasources for training the base model comprehensively documented and freely made available? In case a distinction between base (foundation) and end (user) model is not applicable, this mirrors the end model data entries.
End User Model Data
Are datasources for training the model that the enduser interacts with comprehensively documented and freely made available?
Base Model Weights
Are the weights of the base models made freely available? In case a distinction between base (foundation) and end (user) model is not applicable, this mirrors the end model data entries.
End User Model Weights
Are the weights of the model that the enduser interacts with made freely available?
Training Code
Is the source code of datasource processing, model training and tuining comprehensively and freely made available?
Code Documentation
Is the source code of datasource processing, model training and tuning comprehensively documented?
Hardware Architecture
Is the hardware architecture used for datasource processing and model training comprehensively documented?
Preprint
Are archived preprint(s) are available that detail all major parts of the system including datasource processing, model training and tuning steps?
Paper
Are peer-reviewed scientific publications available that detail all major parts of the system including datasource processing, model training and tuning steps?
Modelcard
Is a model card in standardized format available that provides comprehensive insight on model architecture, training, fine-tuning, and evaluation are available?
Datasheet
Is a datasheet as defined in "Datasheets for Datasets" (Gebru et al. 2021) available?
Package
Is a packaged release of the model available on a software repository (e.g. a Python Package Index, Homebrew)?
API and Meta Prompts
Is an API available that provides unrestricted access to the model (other than security and CDN restrictions)? If applicable, this entry also collects information on the use and availability of meta prompts.
Licenses
Is the project fully covered by Open Source Initiative (OSI)-approved licenses, including all data sources and training pipeline code?

CodeT5+

by Salesforce

T5-based open code model. Model components initialized with CodeGen.
Code
Full
https://huggingface.co/Salesforce/instructcodet5p-16b
CodeGen-16B-NL
InstructCodeT5p-16B
BSD 3-Clause
Major AI research company.
https://www.salesforceairesearch.com/
May 2023
Availability
Training Code
Repo exists, but does not contain training code.
https://github.com/salesforce/CodeT5/tree/main
Base Model Data
Model trained on The Pile, BigQuery datasets, and BigQuery. Not all datasets were found.
https://pile.eleuther.ai/https://cloud.google.com/bigquery/docs/datasets-intro
End User Model Data
Pretraining data from CodeSearchNet and GitHub Code. Instruction-tuning data from CodeAlpaca.
https://huggingface.co/datasets/code-search-net/code_search_nethttps://huggingface.co/datasets/codeparrot/github-codehttps://github.com/sahil280114/codealpaca
Base Model Weights
Model weights made available on HuggingFace.
https://huggingface.co/Salesforce/codegen-16B-nl
End User Model Weights
Model weights made available on HuggingFace.
https://huggingface.co/Salesforce/instructcodet5p-16b
Documentation
Code Documentation
No training code, so no documentation.
Hardware Architecture
Hardware architecture described in preprint.
https://arxiv.org/pdf/2305.07922
Preprint
Preprint available on arXiv.
https://arxiv.org/pdf/2305.07922
Paper
Paper published as conference paper.
https://aclanthology.org/2023.emnlp-main.68/
Modelcard
Model card provides the requisite detail.
https://huggingface.co/Salesforce/instructcodet5p-16b
Datasheet
Data sheets available for most data sources, with varying levels of detail regarding collection and curation procedures.
https://pile.eleuther.ai/https://cloud.google.com/bigquery/docs/datasets-introhttps://huggingface.co/datasets/code-search-net/code_search_nethttps://huggingface.co/datasets/codeparrot/github-codehttps://github.com/sahil280114/codealpaca
Access
Package
No package found.
API and Meta Prompts
No API found.
Licenses
BSD 3-Clause, an open-source license.
https://huggingface.co/Salesforce/instructcodet5p-16b
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