This project enables you to use gensim's Doc2vec implementation as a sklearn Transformer, integrating seamlessly to pipelines.
Make sure to run the setup.sh script. It will install all required dependencies.
Use python sample.py to see it in action. It may take some time, but eventually it will print to the console retrieved documents matching the query, sorted by relevance.