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cada-prio's Introduction

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CADA: The Next Generation

This is a re-implementation of the CADA method for phenotype-similarity prioritization.

Running Hyperparameter Tuning

Install with tune feature enabled:

pip install cada-prio[tune]

Run tuning, e.g., on the "classic" model. Thanks to optuna, you can run this in parallel as long as the database is shared. Each run will use 4 CPUs in the example below and perform 1 trial.

cada-prio tune run-optuna \
    sqlite:///local_data/cada-tune.sqlite \
    --path-hgnc-json data/classic/hgnc_complete_set.json \
    --path-hpo-genes-to-phenotype data/classic/genes_to_phenotype.all_source_all_freqs_etc.txt \
    --path-hpo-obo data/classic/hp.obo \
    --path-clinvar-phenotype-links data/classic/cases_train.jsonl \
    --path-validation-links data/classic/cases_validate.jsonl \
    --n-trials 1 \
    --cpus=4

Managing GitHub Project with Terraform

# export GITHUB_OWNER=bihealth
# export GITHUB_TOKEN=ghp_<thetoken>

# cd utils/terraform

# terraform init
# terraform import github_repository.cada-prio cada-prio
# terraform validate
# terraform fmt
# terraform plan
# terraform apply

cada-prio's People

Contributors

holtgrewe avatar dependabot[bot] avatar varfish-bot avatar

Watchers

 avatar Oliver Stolpe avatar  avatar  avatar

cada-prio's Issues

Allow downloading latest cada-prio-data version from GitHub

Is your feature request related to a problem? Please describe.
Currently, the model must be downloaded manually. It is built weekly to cada-prio-data.

Describe the solution you'd like
Allow to automatically download the latest cada-prio-data release from GitHub. By default the feature should be switched off and it should be able to switch it on via command line argument and environment variable.

Describe alternatives you've considered
N/A

Additional context
N/A

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