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mle-infrastructure
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mle-toolbox
Lightweight Tool to Manage Distributed ML Experiments ðŸ›
https://mle-infrastructure.github.io/mle_toolbox/toolbox/
MIT License
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`MLE_Experiment` abstraction & refactor `multi_runner`
#49
RobertTLange
closed
3 years ago
1
`mle init` and many small improvements
#48
RobertTLange
closed
3 years ago
0
Flexibility to submit minimal `bash`-based experiments
#47
RobertTLange
closed
3 years ago
2
Simplified experiment setup w/o confusing function imports
#46
RobertTLange
closed
3 years ago
1
Refactor `multi_runner` into `experiments`
#45
RobertTLange
closed
3 years ago
1
Restructure toolbox config `.toml`
#44
RobertTLange
closed
3 years ago
0
Subcommands via `mle-toolbox <subcmd> --option <opt>`
#43
RobertTLange
closed
3 years ago
0
Could renaming the toolbox user scripts make for a better user experience?
#42
denisalevi
closed
3 years ago
3
Animation Visualizer Functions
#41
RobertTLange
closed
3 years ago
0
`mle-laboratory` 👉 StreamLit app
#40
RobertTLange
opened
3 years ago
1
Allow user to easily adapt job submission options/template
#39
RobertTLange
closed
2 years ago
1
Store experiment `.yaml` config file in results directory
#38
RobertTLange
closed
3 years ago
1
Helper to select top-k runs from `hyper_log`
#37
RobertTLange
closed
3 years ago
1
Rich Cluster Dashboard
#36
RobertTLange
closed
3 years ago
0
Make .pdf report generation optional
#35
RobertTLange
closed
3 years ago
1
JAX environment variable setup helper
#34
RobertTLange
closed
3 years ago
2
Monthly clean up of GCS experiments
#33
RobertTLange
closed
2 years ago
1
Clean up after uploading/syncing results
#32
RobertTLange
closed
2 years ago
1
Replace tensorboardX with torch and JAX/trax versions
#31
RobertTLange
closed
3 years ago
1
Enable save plots via DeepLogger
#30
RobertTLange
closed
3 years ago
1
Many small enhancements - Logging, GCS zip, conda/venv
#29
RobertTLange
closed
3 years ago
0
Model/Network reload functionality
#28
RobertTLange
closed
3 years ago
2
Option to install environment/container at experiment startup
#27
RobertTLange
opened
3 years ago
1
monitor-cluster with info from protocol db
#26
RobertTLange
closed
3 years ago
0
monitor-cluster with rich dashboard
#25
RobertTLange
closed
3 years ago
3
mle-init setup of toolbox config
#24
RobertTLange
closed
3 years ago
0
md, html & pdf report generation
#23
RobertTLange
closed
3 years ago
0
Automatic "canceled" experiment status detection in protocol db
#22
RobertTLange
closed
2 years ago
1
`net_config` integration in hypersearch
#21
RobertTLange
closed
3 years ago
3
Population-Based Training for HyperOpt
#20
RobertTLange
closed
2 years ago
1
Better error handling for CLI
#19
RobertTLange
closed
3 years ago
1
Do proper documentation
#18
RobertTLange
closed
3 years ago
3
Make ssh credentials secure
#17
RobertTLange
closed
3 years ago
3
Local remote launch work via screen/tmux
#16
RobertTLange
closed
3 years ago
3
Command line argument for resource to run on
#15
RobertTLange
closed
3 years ago
1
Replace all DotDic with DotMap
#14
RobertTLange
closed
3 years ago
1
Enhance what is tracked in hyper_df (multi-objective, net ckpt)
#13
RobertTLange
closed
3 years ago
1
Improve DeepLogger - Checkpoints + tboard + model formats
#12
RobertTLange
closed
3 years ago
2
Change seed indexing key in meta_log
#11
RobertTLange
closed
3 years ago
1
Gridsearch has to work with residuals in work packages
#10
RobertTLange
closed
3 years ago
1
Better control over resource usage
#9
RobertTLange
closed
3 years ago
2
Asynchronous scheduling of jobs
#8
RobertTLange
closed
3 years ago
2
GCP VM experiment launch
#7
RobertTLange
closed
3 years ago
0
Markdown report generation
#6
RobertTLange
closed
3 years ago
1
Recursively flatten retrieved/uploaded experiment
#5
RobertTLange
closed
3 years ago
1
Allow user to choose between `virtualenv` and `conda` environment setup.
#4
RobertTLange
closed
3 years ago
1
Fix conda path via .bashrc handling
#3
RobertTLange
closed
3 years ago
1
Reduce package dependencies
#2
denisalevi
closed
3 years ago
0
Remote experiment execution with general environment
#1
RobertTLange
closed
3 years ago
1
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