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Questions tagged [trains]

Questions regarding TRAINS pypi package & server (auto-magical experiment manager & version control for AI)

TRAINS is an Auto-Magical Experiment Manager & Version Control for AI. TRAINS tracks and controls ML/DL processes by associating: code version, research projects, performance metrics, and model provenance.

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Can Trains config file be specified dynamically or relative to the running script path?

Suppose I have a server where many users run different experiments, possibly with different Trains Servers. I know about the TRAINS_CONFIG_FILE environment variable, but I wonder if this can be made more flexible in one of the following…
Michael Litvin
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trains with grid search

I would like to test trains usage during grid search and it not clear how to do so. from trains import Task Task.init(project_name="project name", task_name='name') creates an experiment in the demo server and logs all but you can't call init…
Sefi Erlich
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How to Backup/Restore TRAINS-server when moving from AMI to local machine

I recently started using TRAINS, with the server in AWS AMI. We are currently using v0.9.0. I would like to move the TRAINS-server to run on our on-premises kubernetes cluster. However, I don't want to lose the data on the current server in AWS…
Oren
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How to manually register a sci-kit model with TRAINS python auto-magical experiment manager?

I'm working mostly with scikit-learn, as far as I understand, the TRAINS auto-magic doesn't catch scikit-learn model store/load automatically. How do I manually register the model after I have 'pickled' it. For Example: import pickle with…
Yael
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Is there a way to create a graph comparing hyper-parameters vs model accuracy with TRAINS python package?

I would like to run multiple experiments, then report model accuracy per experiment. I'm training a toy MNIST example with pytorch (v1.1.0), but the goal is, once I can compare performance for the toy problem, to have it integrated with the actual…
fidlr
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ClearML How to get configurable hyperparameters?

How do I get args like epochs to show up in the UI configuration panel under hyperparameters? I want to be able to change number of epochs and learning rate from within the UI.
Fawad Nizamani
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Does clone experiment work on sklearn functions?

I'm trying to run a script and I'm constantly getting this while cloning experiment in allegro.ai AttributeError: 'Namespace' object has no attribute 'get' Can anybody help?
deadofwrite
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How resilient is reporting to Trains server?

How would Trains go about sending any missing data to the server in the following scenarios? Internet connection breaks temporarily while running an experiment Internet connection breaks and doesn't come back before the experiment ends (any manual…
Michael Litvin
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