ManyTypes4Py: A benchmark Python Dataset for Machine Learning-Based Type Inference

Open data API in a single place

Provided by Zenodo

Get early access to ManyTypes4Py: A benchmark Python Dataset for Machine Learning-Based Type Inference API!

Let us know and we will figure it out for you.

Dataset information

Catalog

Zenodo catalog

Country of origin

EU institutions

Updated

2021.08.24 00:00

Created

2021.01.14

Available languages

English

Keywords

ManyTypes4Py, python, dataset, type inference, machine learning, large, type annotations, open source, GitHub, type prediction

Datasource

Official portal for European data link

Quality scoring

Dataset description

The dataset is gathered on Sep. 17th 2020. It has more than 5.4K Python repositories that are hosted on GitHub. Check out the file ManyTypes4PyDataset.spec for repositories URL and their commit SHA. The dataset is also de-duplicated using the CD4Py tool. The list of duplicate files is provided in duplicate_files.txt file. All of its Python projects are processed in JSON-formatted files. They contain a seq2seq representation of each file, type-related hints, and information for machine learning models. The structure of JSON-formatted files is described in JSONOutput.md file. The dataset is split into train, validation and test sets by source code files. The list of files and their corresponding set is provided in dataset_split.csv file.

European data infrastructure with broad catalog discovery, free evaluation access and production-grade API options.

190K+

indexed dataset pages

countries and EU institutions

2019

API-first since

Free API quota

for evaluation and prototypes

SLA

history and push on production APIs

FAQ

Questions before production use

Practical answers on evaluation, licensing, freshness, versioning and support.

api.store is built and operated by Apitalks s.r.o. Company details and a direct contact path are linked in the footer for vendor checks and procurement review.

Yes. Selected APIs include a free API quota, so your team can validate coverage, freshness, response shape and workflow fit before asking for a production plan.

Often yes, but usage rights depend on the source license and dataset. We surface source, license and update metadata where available, and can help review terms before a production integration.

Maintained APIs include update metadata where available. For production integrations, we can add history, monitoring and push updates so changes are easier to detect and act on.

Production APIs can add SLA, stable identifiers, versioning support, history, push updates and direct support around the data your product or AI workflow depends on.

Didn't find the API you need?

Let us know and we will figure it out for you.

api.store Built by Apitalks

European data discovery with free evaluation access and production-grade API options.

About api.storePrivacy Terms of Service