Madrigal

    Madrigal: Multimodal AI predicts clinical outcomes of drug combinations from preclinical data

    Language: python

    Author: Daniel Binary (@dbinary)

    6 stars · 222 views

    Files

    • README.md (markdown)
    • sweep.py (python)
    • pretrain_twosides_basal.yaml (yaml)
    • GeomCA.py (python)
    • eval_utils.py (python)
    • run_normalize_scores.sh (bash)
    • normalize_scores.py (python)
    • pretrain.py (python)
    • experiments_run.py (python)
    • train.py (python)
    • LM_decoder ()
    • sweep_config_elated_sweep_163.yaml (yaml)
    • chemcpa_finetune_configs.yaml (yaml)
    • text_augmentation ()
    • configs ()
    • chemcpa ()
    • train_ddi_mistral.py (python)
    • TWOSIDES ()
    • openai_api_request_parallel_processor.py (python)
    • cl_pretrain ()
    • README.md (markdown)
    • data.py (python)
    • ddi_finetune ()
    • DrugBank ()
    • helper.py (python)
    • pretrain_twosides.yaml (yaml)
    • sweep_config_hardy_sweep_321.yaml (yaml)
    • madrigal ()
    • chemcpa ()
    • chemCPA ()
    • sweep_config_good_sweep_105.yaml (yaml)
    • env_new.yaml (yaml)
    • parse_args.py (python)
    • simclr.py (python)
    • utils.py (python)
    • predict.py (python)
    • model.py (python)
    • data ()
    • evaluate ()
    • profiling.py (python)
    • models ()
    • modality_pretraining ()
    • cv ()
    • models.py (python)
    • kg ()
    • str ()
    • tx ()
    • notebooks ()
    • scripts ()
    • analysis ()
    • data.py (python)
    • cv_pretraining.py (python)
    • cl_pretrain ()
    • outcome_mapper.json (json)
    • structure_pretraining_muv.py (python)
    • pretrain_drugbank_basal.yaml (yaml)
    • ATTRIBUTION.md (markdown)
    • paths.py (python)
    • run_pretrain_drugbank.sh (bash)
    • chemcpa_tx_adapting_configs_sweep.yaml (yaml)
    • chemcpa_finetune_configs_no_adapting.yaml (yaml)
    • data.py (python)
    • LICENSE (plaintext)
    • embedding.py (python)
    • model.py (python)
    • embeddings.py (python)
    • chemcpa_tx_adapting_configs.yaml (yaml)
    • pretrain_drugbank_shared_basal.yaml (yaml)
    • manual_run.py (python)
    • chemcpa_config_utils.py (python)
    • data_utils.py (python)
    • chemcpa_utils.py (python)
    • evaluate.py (python)
    • metrics.py (python)
    • kg_pretraining.py (python)

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