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reproducibility

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dvc

iterative / dvc

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joedicastro / vps-comparison

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A comparison between some VPS providers. It uses Ansible to perform a series of automated benchmark tests over the VPS servers that you specify. It allows the reproducibility of those tests by anyone that wanted to compare these results to their own. All the tests results are available in order to provide independence and transparency.

python ansible cloud independence hosting vps comparison transparency reproducibility
  • Updated May 22, 2018
  • Python

Cloud-CV / EvalAI

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snakemake / snakemake

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Pathlib error when specifying conda env

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Ellis-Anderson
Ellis-Anderson commented Dec 11, 2020

Snakemake version
5.27.4

Describe the bug
When using a pathlib Path object to specify a conda envronment snakemake errors out. Log is below. Converting the Path object to a string serves as a workaround, however I know pathlib support has been extended lately and this seems like something that was missed.

Logs

AttributeError in line 31 of /path/to/my/file.smk:
      'Po
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MaurizioFD / RecSys2019_DeepLearning_Evaluation

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This is the repository of our article published in RecSys 2019 "Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches" and of several follow-up studies.

deep-learning neural-network reproducible-research collaborative-filtering matrix-factorization hyperparameters bpr recommendation-system recommender-system reproducibility recommendation-algorithms knn matrix-completion evaluation-framework content-based-recommendation hybrid-recommender-system funksvd bprmf bprslim slimelasticnet
  • Updated Jan 9, 2021
  • Python

ctuning / ck

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Collective Knowledge framework (CK) helps to organize black-box research software as a database of reusable components and micro-services with common APIs, automation actions and extensible meta descriptions. See real-world use cases from Arm, General Motors, ACM, Raspberry Pi foundation and others:

docker elasticsearch workflow devops automation database rest-api open-science reproducibility knowledge-management reusable-components reusable-artifacts reusability best-practises common-api fair-principles mlops mlperf
  • Updated Mar 4, 2021
  • Python

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