Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "reproducibility" keyword

Top 0.7% on pypi.org
wandb 0.17.0
A CLI and library for interacting with the Weights & Biases API.
266 versions - Latest release: 11 days ago - 620 dependent packages - 9,299 dependent repositories - 13.3 million downloads last month - 8,194 stars on GitHub - 7 maintainers
Top 0.4% on pypi.org
gradio 4.31.4
Python library for easily interacting with trained machine learning models
559 versions - Latest release: 1 day ago - 370 dependent packages - 11,837 dependent repositories - 6.88 million downloads last month - 29,000 stars on GitHub - 4 maintainers
Top 1.1% on pypi.org
snakemake 8.11.6
Workflow management system to create reproducible and scalable data analyses
336 versions - Latest release: 2 days ago - 81 dependent packages - 547 dependent repositories - 74.2 thousand downloads last month - 2,127 stars on GitHub - 1 maintainer
Top 0.6% on pypi.org
dvc 3.50.2
Git for data scientists - manage your code and data together
522 versions - Latest release: 5 days ago - 67 dependent packages - 1,379 dependent repositories - 488 thousand downloads last month - 13,171 stars on GitHub - 3 maintainers
Top 5.4% on pypi.org
pystow 0.5.4 💰
Easily pick a place to store data for your python package.
53 versions - Latest release: about 2 months ago - 40 dependent packages - 100 dependent repositories - 32.6 thousand downloads last month - 31 stars on GitHub - 1 maintainer
Top 4.0% on pypi.org
scooby 0.10.0
A Great Dane turned Python environment detective
36 versions - Latest release: 14 days ago - 25 dependent packages - 335 dependent repositories - 253 thousand downloads last month - 47 stars on GitHub - 2 maintainers
Top 1.4% on pypi.org
sacred 0.8.5
Facilitates automated and reproducible experimental research
29 versions - Latest release: 6 months ago - 19 dependent packages - 599 dependent repositories - 27.7 thousand downloads last month - 4,159 stars on GitHub - 1 maintainer
Top 1.5% on pypi.org
catalyst 22.2.1 💰
Catalyst. Accelerated deep learning R&D with PyTorch.
104 versions - Latest release: about 2 years ago - 13 dependent packages - 179 dependent repositories - 12.7 thousand downloads last month - 3,233 stars on GitHub - 1 maintainer
Top 3.5% on pypi.org
dvclive 3.46.0
Experiments logger for ML projects.
110 versions - Latest release: 24 days ago - 9 dependent packages - 238 dependent repositories - 1.02 million downloads last month - 153 stars on GitHub - 3 maintainers
Top 2.2% on pypi.org
torch-fidelity 0.3.0
High-fidelity performance metrics for generative models in PyTorch
3 versions - Latest release: almost 3 years ago - 9 dependent packages - 773 dependent repositories - 291 thousand downloads last month - 870 stars on GitHub - 1 maintainer
Top 4.6% on pypi.org
hydra-zen 0.13.0
Configurable, reproducible, and scalable workflows in Python, via Hydra
64 versions - Latest release: 18 days ago - 8 dependent packages - 17 dependent repositories - 16.7 thousand downloads last month - 241 stars on GitHub - 2 maintainers
Top 3.5% on pypi.org
rliable 1.0.8
rliable: Reliable evaluation on reinforcement learning and machine learning benchmarks.
9 versions - Latest release: almost 2 years ago - 6 dependent packages - 15 dependent repositories - 5.77 thousand downloads last month - 689 stars on GitHub - 1 maintainer
Top 4.4% on pypi.org
simbench 1.5.3
Electrical Power System Benchmark Models.
8 versions - Latest release: 26 days ago - 6 dependent packages - 9 dependent repositories - 2.11 thousand downloads last month - 90 stars on GitHub - 1 maintainer
Top 6.5% on pypi.org
reprounzip 1.2.1
Linux tool enabling reproducible experiments (unpacker)
32 versions - Latest release: over 1 year ago - 5 dependent packages - 10 dependent repositories - 380 downloads last month - 295 stars on GitHub - 2 maintainers
pipestat 0.9.1
A pipeline results reporter
36 versions - Latest release: 24 days ago - 4 dependent packages - 3 dependent repositories - 25.9 thousand downloads last month - 4 stars on GitHub - 2 maintainers
mlflow-xethub 0.0.0
mlflow[xethub] is a mlflow plugin integrating XetHub with MLflow so that you can use existing MLf...
1 version - Latest release: 7 months ago - 4 dependent packages - 165 downloads last month - 1 stars on GitHub - 1 maintainer
ml-starter 0.1.91
ML project template repository
148 versions - Latest release: 6 months ago - 4 dependent packages - 2 dependent repositories - 335 downloads last month - 9 stars on GitHub - 1 maintainer
Top 6.0% on pypi.org
zntrack 0.7.3 💰
Create, Run and Benchmark DVC Pipelines in Python
35 versions - Latest release: 4 days ago - 4 dependent packages - 4 dependent repositories - 498 downloads last month - 42 stars on GitHub - 1 maintainer
Top 5.0% on pypi.org
signac 2.2.0
Manage large and heterogeneous data spaces on the file system.
34 versions - Latest release: 3 months ago - 3 dependent packages - 27 dependent repositories - 8.84 thousand downloads last month - 129 stars on GitHub - 7 maintainers
fairscape-cli 1.0.1
A utility for packaging objects and validating metadata for FAIRSCAPE
27 versions - Latest release: about 1 year ago - 3 dependent packages - 723 downloads last month - 2 stars on GitHub - 1 maintainer
Top 9.7% on pypi.org
umls-downloader 0.1.3 💰
Automate downloading UMLS data.
7 versions - Latest release: about 2 months ago - 2 dependent packages - 3 dependent repositories - 4.3 thousand downloads last month - 26 stars on GitHub - 1 maintainer
pyxet 0.1.9
pyxet is a Python library that provides a lightweight interface for the XetHub platform.
27 versions - Latest release: 2 months ago - 2 dependent packages - 1 dependent repositories - 1.67 thousand downloads last month - 34 stars on GitHub - 1 maintainer
Top 4.5% on pypi.org
tensorflow-determinism 0.4.0
Providing reproducibility in deep learning frameworks
4 versions - Latest release: about 1 year ago - 2 dependent packages - 15 dependent repositories - 1.17 thousand downloads last month - 417 stars on GitHub - 1 maintainer
gradio-imageslider 0.0.20
A Gradio component for comparing two images. This component can be used in several ways: - as a...
19 versions - Latest release: 29 days ago - 2 dependent packages - 36.6 thousand downloads last month - 8 stars on GitHub - 1 maintainer
Top 8.3% on pypi.org
dlhub-sdk 2.1.0
Python interface and utilities for DLHub
45 versions - Latest release: 12 months ago - 2 dependent packages - 3 dependent repositories - 678 downloads last month - 27 stars on GitHub - 5 maintainers
Top 6.0% on pypi.org
singularity 3.0.0
command line tools for visualization and analysis of singularity containers.
121 versions - Latest release: almost 5 years ago - 2 dependent packages - 29 dependent repositories - 1.65 thousand downloads last month - 39 stars on GitHub - 1 maintainer
valconfig 0.1.1
Simple, extendable configuration files, using Pydantic for validation.
3 versions - Latest release: 9 months ago - 2 dependent packages - 26 downloads last month - 0 stars on GitHub - 1 maintainer
Top 3.5% on pypi.org
moabb 1.0.0
Mother of All BCI Benchmarks
10 versions - Latest release: 7 months ago - 2 dependent packages - 24 dependent repositories - 5.94 thousand downloads last month - 624 stars on GitHub - 2 maintainers
optilog 0.6.0
SAT Heritage: a community-driven effort for archiving, building and running more than thousand SA...
14 versions - Latest release: 7 months ago - 2 dependent packages - 1 dependent repositories - 407 downloads last month - 37 stars on GitHub - 1 maintainer
pytorch-seed 0.2.0
RNG seeding and context management for pytorch
1 version - Latest release: over 1 year ago - 2 dependent packages - 2.06 thousand downloads last month - 1 stars on GitHub - 1 maintainer
Top 8.4% on pypi.org
repro 0.1.6
An open-source library for reproducing results from research papers
10 versions - Latest release: almost 2 years ago - 1 dependent package - 3 dependent repositories - 2.94 thousand downloads last month - 40 stars on GitHub - 1 maintainer
aqme 1.5.2
Automated Quantum Mechanical Environments
17 versions - Latest release: 7 months ago - 1 dependent package - 1 dependent repositories - 250 downloads last month - 88 stars on GitHub - 1 maintainer
timing 0.5.2
Simplify logging of timings of selected parts of an application.
8 versions - Latest release: 2 months ago - 1 dependent package - 7 dependent repositories - 291 downloads last month - 4 stars on GitHub - 1 maintainer
fairscape-models 1.3.0
Pydantic models for B2AI metadata validation
6 versions - Latest release: about 1 year ago - 1 dependent package - 1 dependent repositories - 19 downloads last month - 1 maintainer
Top 8.7% on pypi.org
reprounzip-docker 1.0.16
Allows the ReproZip unpacker to create Docker containers
25 versions - Latest release: over 5 years ago - 1 dependent package - 7 dependent repositories - 221 downloads last month - 295 stars on GitHub - 2 maintainers
Top 9.7% on pypi.org
reprounzip-vagrant 1.0.13
Allows the ReproZip unpacker to create virtual machines
25 versions - Latest release: about 6 years ago - 1 dependent package - 4 dependent repositories - 247 downloads last month - 295 stars on GitHub - 2 maintainers
scityping 0.6.4
Serializable data types for science applications
5 versions - Latest release: 4 months ago - 1 dependent package - 32 downloads last month - 1 stars on GitHub - 1 maintainer
flowcept 0.2.10
FlowCept is a runtime data integration system that empowers any data processing system to capture...
45 versions - Latest release: 3 months ago - 1 dependent package - 406 downloads last month - 1 stars on GitHub - 1 maintainer
wandb-core 0.17.0b11
W&B Core Library
14 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 697 downloads last month - 8,028 stars on GitHub - 2 maintainers
cmdint 3.0.6
Enables detailed logging of command line calls in a very lightweight manner.
35 versions - Latest release: about 1 year ago - 1 dependent package - 1 dependent repositories - 401 downloads last month - 8 stars on GitHub - 2 maintainers
Top 8.0% on pypi.org
torch-mimicry 0.1.16
Mimicry: Towards the Reproducibility of GAN Research
17 versions - Latest release: almost 4 years ago - 1 dependent package - 2 dependent repositories - 17 downloads last month - 596 stars on GitHub - 1 maintainer
gradio-pannellum 0.0.1
Python library for easily interacting with trained machine learning models
1 version - Latest release: 6 months ago - 1 dependent package - 25 downloads last month - 1 maintainer
dlhub-client 0.0.1
DLHub Python client
1 version - Latest release: almost 6 years ago - 1 dependent package - 1 dependent repositories - 12 downloads last month - 0 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
multipy 0.16
Multiple hypothesis testing in Python
7 versions - Latest release: about 5 years ago - 1 dependent package - 3 dependent repositories - 87 downloads last month - 99 stars on GitHub - 1 maintainer
ml2json 0.3.2
A safe, transparent way to share and deploy scikit-learn models.
6 versions - Latest release: about 1 month ago - 1 dependent package - 214 downloads last month - 2 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
quantus 0.5.3
A metrics toolkit to evaluate neural network explanations.
27 versions - Latest release: 6 months ago - 1 dependent package - 1 dependent repositories - 1.08 thousand downloads last month - 505 stars on GitHub - 1 maintainer
spock-config 3.1.0
Spock is a framework designed to help manage complex parameter configurations for Python applicat...
37 versions - Latest release: 7 months ago - 1 dependent package - 1 dependent repositories - 638 downloads last month - 114 stars on GitHub - 1 maintainer
gradio-rich-textbox 0.4.2
Gradio custom component for rich text input
4 versions - Latest release: 4 months ago - 1 dependent package - 149 downloads last month - 1 maintainer
forml 0.93
A development framework and MLOps platform for the lifecycle management of data science projects.
14 versions - Latest release: 12 months ago - 1 dependent package - 1 dependent repositories - 73 downloads last month - 105 stars on GitHub - 2 maintainers
reprounzip-vistrails 1.0.16
Integrates the ReproZip unpacker with the VisTrails workflow management system
12 versions - Latest release: over 5 years ago - 1 dependent package - 4 dependent repositories - 145 downloads last month - 295 stars on GitHub - 2 maintainers
stepup 1.2.2
StepUp Core provides the basic framework for the StepUp build tool
5 versions - Latest release: 3 days ago - 1 dependent package - 762 downloads last month - 3 stars on GitHub - 1 maintainer
Top 3.9% on pypi.org
mlem 0.4.14
Version and deploy your models following GitOps principles
40 versions - Latest release: 10 months ago - 1 dependent package - 23 dependent repositories - 4.17 thousand downloads last month - 713 stars on GitHub - 5 maintainers
gradio-molecule3d 0.0.5
Molecule3D custom component to visualize pdb or sdf files using 3Dmol.js
5 versions - Latest release: 2 months ago - 1 dependent package - 100 downloads last month - 1 maintainer
alchemy-catalyst 20.1.11 💰
Alchemy. Experiments logging & visualization.
12 versions - Latest release: over 4 years ago - 2 dependent repositories - 142 downloads last month - 50 stars on GitHub - 2 maintainers
Top 7.5% on pypi.org
popper 2020.9.1
Popper CLI tool to generate reproducible papers.
19 versions - Latest release: over 3 years ago - 11 dependent repositories - 462 downloads last month - 299 stars on GitHub - 1 maintainer
repro-eval 0.4.0
A tool to quantify the replicability and reproducibility of system-oriented IR experiments.
8 versions - Latest release: over 2 years ago - 2 dependent repositories - 77 downloads last month - 10 stars on GitHub - 1 maintainer
curare 0.6.0
Curare: A Customizable and Reproducible Analysis Pipeline for RNA-Seq Experiments
6 versions - Latest release: 3 months ago - 1 dependent repositories - 66 downloads last month - 7 stars on GitHub - 1 maintainer
kts 0.4.0
A framework for fast and interactive conducting machine learning experiments on tabular data
146 versions - Latest release: about 4 years ago - 1 dependent repositories - 929 downloads last month - 17 stars on GitHub - 1 maintainer
streamlit-gradio 2.8.2
A streamlit wrapper for gradio
6 versions - Latest release: about 2 years ago - 1 dependent repositories - 62 downloads last month - 1 maintainer
swanlab 0.3.2
Python library for streamlined tracking and management of AI training processes.
16 versions - Latest release: 1 day ago - 380 downloads last month - 182 stars on GitHub - 1 maintainer
gradio-test2 0.0.2
This is a test component
1 version - Latest release: 6 months ago - 10 downloads last month - 1 maintainer
powerbook 0.1.0
Generate Powerpoint presentations from a Jupyter Notebook
1 version - Latest release: over 3 years ago - 1 dependent repositories - 14 downloads last month - 1 stars on GitHub - 1 maintainer
expyrun 0.0.8
Run reproducible experiments from yaml configuration file
10 versions - Latest release: 23 days ago - 1 dependent repositories - 133 downloads last month - 7 stars on GitHub - 1 maintainer
reproserver 0.7 removed
A web application reproducing ReproZip packages in the cloud. Runs on Kubernetes
2 versions - Latest release: over 4 years ago - 12 downloads last month - 1 stars on GitLab.com - 2 maintainers
codereef 0.7.25
CodeReef client to deal with portable workflows
21 versions - Latest release: about 4 years ago - 1 dependent repositories - 55 downloads last month - 1 maintainer
catalyst-pdm 22.4.1 💰
Catalyst fork compatible with PDM
1 version - Latest release: about 1 year ago - 35 downloads last month - 3,233 stars on GitHub - 1 maintainer
sciunit2 0.4.post115.dev43584757
Sciunit command line
30 versions - Latest release: about 2 months ago - 1 dependent repositories - 236 downloads last month - 0 stars on GitHub - 3 maintainers
miseval 1.2.2
A Metric Library for Medical Image Segmentation Evaluation
7 versions - Latest release: almost 2 years ago - 1 dependent repositories - 101 downloads last month - 96 stars on GitHub - 1 maintainer
repeatfs 0.10.0
File system providing reproducibility through provenance and automation
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 18 downloads last month - 8 stars on GitHub - 1 maintainer
kerasmodelmanager 0.0.10
A wrapper for Keras models
8 versions - Latest release: over 2 years ago - 1 dependent repositories - 80 downloads last month - 0 stars on GitHub - 1 maintainer
ipsuite 0.1.2
A suite of tools for machine learned interatomic potentials.
6 versions - Latest release: 30 days ago - 114 downloads last month - 14 stars on GitHub - 1 maintainer
rapidae 0.0.4
Rapidae: Python Library for Rapid Creation and Experimentation of Autoencoders
3 versions - Latest release: about 1 month ago - 160 downloads last month - 2 stars on GitHub - 1 maintainer
Top 6.1% on pypi.org
pythae 0.1.2
Unifying Generative Autoencoders in Python
12 versions - Latest release: 9 months ago - 4 dependent repositories - 819 downloads last month - 1,691 stars on GitHub - 1 maintainer
automl-utils 0.1.0a1
Facilitating reproducible AutoML research.
1 version - Latest release: almost 4 years ago - 1 dependent repositories - 29 downloads last month - 1 maintainer
bayle 1.0.7
A Python package that provides reproducible code and data for my scientific research
5 versions - Latest release: almost 7 years ago - 1 dependent repositories - 12 downloads last month - 0 stars on GitHub - 1 maintainer
gradio-multimodalchatbot 0.0.1
Python library for easily interacting with trained machine learning models
1 version - Latest release: 6 months ago - 131 downloads last month - 1 maintainer
benchmark-multiprocess 0.1.2
Simple Workflow Engine for Reproducible Benchmark Templates
1 version - Latest release: almost 5 years ago - 1 dependent repositories - 31 downloads last month - 1 stars on GitHub - 1 maintainer
cbench 1.3.1
A cross-platform client to perform collaborative and reproducible benchmarking, optimization and ...
9 versions - Latest release: over 3 years ago - 1 dependent repositories - 47 downloads last month - 1 maintainer
Top 9.3% on pypi.org
singularity-hpc 0.1.28 💰
Local registry intended for HPC using containers and system modules.
66 versions - Latest release: 2 months ago - 3 dependent repositories - 777 downloads last month - 99 stars on GitHub - 1 maintainer
benchmark-templates 0.1.2
Workflow Templates for Reproducible Data Analysis Benchmarks
2 versions - Latest release: almost 5 years ago - 1 dependent repositories - 32 downloads last month - 0 stars on GitHub - 1 maintainer
texbld 0.4.1
A dockerized build tool for paper compilation
8 versions - Latest release: over 1 year ago - 59 downloads last month - 3 stars on GitHub - 1 maintainer
davos 0.2.3
Install and manage Python packages at runtime using the "smuggle" statement.
6 versions - Latest release: 8 months ago - 1 dependent repositories - 85 downloads last month - 32 stars on GitHub - 1 maintainer
gradio-coolimage 0.0.1
Python library for easily interacting with trained machine learning models
1 version - Latest release: 7 months ago - 11 downloads last month - 1 maintainer
dlhub-cli 0.6.1
DLHub CLI
10 versions - Latest release: almost 4 years ago - 1 dependent repositories - 65 downloads last month - 6 stars on GitHub - 4 maintainers
elaugment 0.1.0
A lightweight data-augmentation library for machine learning
1 version - Latest release: over 4 years ago - 1 dependent repositories - 13 downloads last month - 4 stars on GitHub - 1 maintainer
ey 0.3.5
Simple and easy-to-use library for executing shell commands saving data to the file system withou...
9 versions - Latest release: about 3 years ago - 1 dependent repositories - 61 downloads last month - 3 stars on GitHub - 1 maintainer
fastgradio 0.1
Python library for easily creating Gradio demos from Fastai learners.
1 version - Latest release: over 2 years ago - 1 dependent repositories - 5 downloads last month - 35 stars on GitHub - 1 maintainer
Top 5.9% on pypi.org
garage 2021.3.0
A toolkit for reproducible reinforcement learning research
21 versions - Latest release: about 3 years ago - 9 dependent repositories - 697 downloads last month - 1,807 stars on GitHub - 3 maintainers
getdatadeps 0.0.22
A CLI to map the flow of data in your project
4 versions - Latest release: about 3 years ago - 1 dependent repositories - 23 downloads last month - 1 stars on GitHub - 1 maintainer
flowserv-core 0.9.4
Reproducible and Reusable Data Analysis Workflow Server (Core Infrastructure)
22 versions - Latest release: almost 2 years ago - 6 dependent repositories - 735 downloads last month - 2 stars on GitHub - 1 maintainer
jupyterlab-zenodo 0.2.0
A Jupyter Notebook extension which enables uploading to Zenodo from JupyterLab
7 versions - Latest release: over 4 years ago - 1 dependent repositories - 45 downloads last month - 0 stars on GitHub - 2 maintainers
rob-client 0.2.0
Reproducible Open Benchmarks - Command Line Client
1 version - Latest release: almost 4 years ago - 1 dependent repositories - 15 downloads last month - 0 stars on GitHub - 1 maintainer
machinestate 0.5.0
Gather machine state and dump it as JSON document
8 versions - Latest release: about 3 years ago - 1 dependent repositories - 24 downloads last month - 16 stars on GitHub - 2 maintainers
mach-nix 2.4.1
Tool to create highly reproducible python environments
1 version - Latest release: over 3 years ago - 1 dependent repositories - 25 downloads last month - 833 stars on GitHub - 1 maintainer
moai-hydra-searchpath-plugin 1.0.0
moai Hydra SearchPath plugin
1 version - Latest release: about 2 years ago - 1 dependent repositories - 7 downloads last month - 50 stars on GitHub - 3 maintainers
alphaui 3.1.4
Python library for easily interacting with trained machine learning models
6 versions - Latest release: almost 2 years ago - 1 dependent repositories - 14 downloads last month - 1 maintainer
robert 1.0.5
Refiner and Optimizer of a Bunch of Existing Regression Tools
7 versions - Latest release: 6 months ago - 1 dependent repositories - 41 downloads last month - 21 stars on GitHub - 1 maintainer
nbreproduce 0.4.1
Reproduce Jupyter Notebooks inside Docker Containers.
5 versions - Latest release: over 3 years ago - 1 dependent repositories - 40 downloads last month - 10 stars on GitHub - 1 maintainer
psicons.core 0.1
A tool for documentable and reproducible analysis and research
1 version - Latest release: almost 13 years ago - 2 dependent repositories - 8 downloads last month - 1 stars on GitHub - 1 maintainer
mowgli 0.3.0
Mowgli is a novel method for the integration of paired multi-omics data with any type and number ...
4 versions - Latest release: 11 months ago - 2 dependent repositories - 42 downloads last month - 1 stars on GitHub - 1 maintainer
Related Keywords
python 55 machine-learning 53 machine learning 53 visualization 41 deep-learning 37 data-science 34 pytorch 32 reproducible-research 29 gradio 29 gradio custom component 19 hacktoberfest 17 tensorflow 17 docker 16 reproducible-science 15 science 15 collaboration 15 data-analysis 14 mlops 13 research 12 provenance 11 ai 10 linux 10 interface 10 workflow 10 nyu 9 automation 9 pipeline 9 developer-tools 9 data-visualization 9 reinforcement-learning 9 archiving 8 git 8 reprozip 8 reprounzip 8 ui-components 8 ui 8 python-notebook 8 models 8 gradio-interface 8 deploy 8 keras 8 scientific-computing 8 infrastructure 7 vida 7 computational-science 7 workflows 7 ptrace 7 vagrant 7 data-version-control 7 jax 7 hydra 6 experiment-track 6 model-versioning 6 PyTorch 6 jupyter 6 deep learning 6 tracking 6 bioinformatics 6 containers 5 benchmarking 5 benchmarks 5 experiments 5 vae 5 data 5 Machine Learning 5 computer-vision 5 config 5 artificial-intelligence 5 data-versioning 4 vae-pytorch 4 configuration 4 reproducible 4 hpc 4 pytorch-lightning 4 data publication 4 Data and Learning Hub for Science 4 DLHub 4 hyperparameter-optimization 4 simulation 4 hyperparameter-search 4 ml-platform 4 hyperparameter-tuning 4 statistics 4 Deep Learning 4 gradio-template-Image 4 python3 4 gradio-template-SimpleTextbox 4 portable workflows 3 noise-reduction 3 collaborative experiments 3 r13y 3 seed 3 seeder 3 data science 3 variance-reduction 3 versioning 3 experimentation 3 singularity 3 notebook 3 noise 3