diff --git a/runs.ipynb b/runs.ipynb index deae5244..f8037f9e 100644 --- a/runs.ipynb +++ b/runs.ipynb @@ -177,11 +177,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Submitted batch job 7849254\n" + "Submitted batch job 7851343\n" ] } ], "source": [ + "from src.helper import calculate_scores\n", "if False: # consensus: run this after updating grns\n", " run_consensus(par)\n", "\n", @@ -611,6 +612,18 @@ "df_scores.style.background_gradient()" ] }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/src/api/comp_metric.yaml b/src/api/comp_metric.yaml index 86b55a0f..67d45531 100644 --- a/src/api/comp_metric.yaml +++ b/src/api/comp_metric.yaml @@ -49,11 +49,7 @@ functionality: type: boolean required: false default: true - - name: --clip_scores - type: boolean - required: false - default: true - description: clips the r2 scores for each gene to make them within [0, 1] + - name: --layer type: string direction: input diff --git a/src/api/unit_test.yaml b/src/api/unit_test.yaml index fde89592..49c5948e 100644 --- a/src/api/unit_test.yaml +++ b/src/api/unit_test.yaml @@ -2,5 +2,5 @@ functionality: test_resources: - type: python_script path: /src/common/component_tests/run_and_check_output.py - - path: /resources_test/grn-benchmark - dest: resources_test/grn-benchmark \ No newline at end of file + - path: /resources_test/ + dest: resources_test/ \ No newline at end of file diff --git a/src/methods/single_omics/scsgl/config.vsh.yaml b/src/methods/single_omics/scsgl/config.novsh.yaml similarity index 100% rename from src/methods/single_omics/scsgl/config.vsh.yaml rename to src/methods/single_omics/scsgl/config.novsh.yaml diff --git a/src/metrics/script_all.py b/src/metrics/script_all.py index 94b56404..66dd0ff1 100644 --- a/src/metrics/script_all.py +++ b/src/metrics/script_all.py @@ -69,16 +69,16 @@ def define_par(dataset): global_models = False # - run metrics -for dataset in ['op']: #'op', 'replogle2', 'nakatake', 'norman', 'adamson' +for dataset in ['op', 'replogle2', 'nakatake', 'norman', 'adamson']: #'op', 'replogle2', 'nakatake', 'norman', 'adamson' print('------ ', dataset, '------') par = define_par(dataset) os.makedirs(par['scores_dir'], exist_ok=True) main_consensus(par) for binarize in [True]: par['binarize'] = binarize - for max_n_links in [50000]: + for max_n_links in [10000]: par['max_n_links'] = max_n_links - for apply_skeleton in [True]: + for apply_skeleton in [False]: par['apply_skeleton'] = apply_skeleton # - determines models to run grn_files_dict = {} diff --git a/src/workflows/run_benchmark/config.vsh.yaml b/src/workflows/run_benchmark/config.vsh.yaml index 33887f28..d90f7617 100644 --- a/src/workflows/run_benchmark/config.vsh.yaml +++ b/src/workflows/run_benchmark/config.vsh.yaml @@ -88,9 +88,7 @@ functionality: - name: grn_methods/portia - name: grn_methods/grnboost2 - name: grn_methods/scenic - # - name: grn_methods/genie3 - - name: grn_methods/ppcor #needs docker image - name: grn_methods/scgpt diff --git a/src/workflows/run_benchmark/main.nf b/src/workflows/run_benchmark/main.nf index 5bf7a462..228972f0 100644 --- a/src/workflows/run_benchmark/main.nf +++ b/src/workflows/run_benchmark/main.nf @@ -19,6 +19,7 @@ workflow run_wf { ppcor, scenic, scglue, + scgpt, pearson_corr, negative_control,