bottleneck VS code2vec

Compare bottleneck vs code2vec and see what are their differences.

bottleneck

Code for the paper: "On the Bottleneck of Graph Neural Networks and Its Practical Implications" (by tech-srl)

code2vec

TensorFlow code for the neural network presented in the paper: "code2vec: Learning Distributed Representations of Code" (by tech-srl)
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bottleneck code2vec
2 3
90 1,076
- 1.8%
0.0 2.5
about 2 years ago 7 months ago
Python Python
MIT License MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

bottleneck

Posts with mentions or reviews of bottleneck. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-12-09.

code2vec

Posts with mentions or reviews of code2vec. We have used some of these posts to build our list of alternatives and similar projects.
  • Word2vec
    1 project | news.ycombinator.com | 9 Oct 2023
  • Why is everyone freaking out about Chat GPT?
    1 project | /r/cscareerquestions | 7 Dec 2022
    This isn't a "mathematician's calculator" or a new language or standard for computer science people. This is a thing that you tell it what you want it to do and it does it, yes it'd need heavy guidance to get a full product out even if it commits no breaking bugs .... NOW... at this specific point in time. For comparison sake, this was roughly the state of the art THREE YEARS AGO: https://code2vec.org/ Ie a model that blurted out some terms it thought could describe your function. Compare it to the what the big models do now and....
  • [D] Security feature labeled dataset for code2vec
    1 project | /r/MachineLearning | 9 Oct 2021
    I am looking for a dataset that would contain code snippets (or vector representing it) and labels that are security specific features such as authentication, encryption, logging etc. I need to apply techniques like code2vec https://github.com/tech-srl/code2vec but with security-specific labels. Any leads where can I find this kind of dataset?

What are some alternatives?

When comparing bottleneck and code2vec you can also consider the following projects:

GraphMixerNetworks - Official Implementation of Graph Mixer Networks

datamodel-code-generator - Pydantic model and dataclasses.dataclass generator for easy conversion of JSON, OpenAPI, JSON Schema, and YAML data sources.

grand-cypher - Implementation of the Cypher language for searching NetworkX graphs

humanWeb - This is a Python project that uses Selenium and OpenAI to scrape data from the web, process it with GPT-3, and generate reports based on the results. The goal was to create a bot that can perform web research and analysis without using any APIs or external tools.

osmnx - OSMnx is a Python package to easily download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap.

GAT - Graph Attention Networks (https://arxiv.org/abs/1710.10903)

how_attentive_are_gats - Code for the paper "How Attentive are Graph Attention Networks?" (ICLR'2022)

TransportPlanningDataset - A graph based strategic transport planning dataset, aimed at creating the next generation of deep graph neural networks for transfer learning. Based on simulation results of the Four Step Model in PTV Visum.