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update downstream metric config vsh yaml file
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__merge__: ../../api/comp_metric.yaml | ||
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name: downstream | ||
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info: | ||
metrics: | ||
- name: | ||
label: clustering_ari | ||
summary: ARI | ||
description: | | ||
Adjusted Rand Index used in spatial clustering to measure the similarity between two data clusterings, adjusted for chance. | ||
reference: TODO | ||
documentation_url: TODO | ||
repository_url: TODO | ||
min: -Inf | ||
max: +Inf | ||
maximize: true | ||
- name: | ||
label: clustering_nmi | ||
summary: NMI | ||
description: | | ||
Normalized Mutual Information used in spatial clustering to measure the agreement between two different clusterings, scaled to [0, 1]. | ||
reference: TODO | ||
documentation_url: TODO | ||
repository_url: TODO | ||
min: 0 | ||
max: 1 | ||
maximize: true | ||
- name: | ||
label: svg_recall | ||
summary: Recall | ||
description: | | ||
Recall used in identifying spatial variable genes, measuring the true positive rate. | ||
reference: TODO | ||
documentation_url: TODO | ||
repository_url: TODO | ||
min: 0 | ||
max: 1 | ||
maximize: true | ||
- name: | ||
label: svg_precision | ||
summary: Precision (Spatial Variable Gene) | ||
description: | | ||
Precision used in identifying spatial variable genes, measuring the accuracy of positive predictions. | ||
reference: TODO | ||
documentation_url: TODO | ||
repository_url: TODO | ||
min: 0 | ||
max: 1 | ||
maximize: true | ||
- name: | ||
label: ctdeconvolute_rmse | ||
summary: RMSE | ||
description: | | ||
Root Mean Squared Error used in cell type deconvolution to measure the difference between observed and predicted values. | ||
reference: TODO | ||
documentation_url: TODO | ||
repository_url: TODO | ||
min: 0 | ||
max: +Inf | ||
maximize: false | ||
- name: | ||
label: ctdeconcolute_jsd | ||
summary: JSD | ||
description: | | ||
Jensen-Shannon Divergence used in cell type deconvolution to measure the similarity between two probability distributions. | ||
reference: TODO | ||
documentation_url: TODO | ||
repository_url: TODO | ||
min: 0 | ||
max: 1 | ||
maximize: false | ||
- name: | ||
label: crosscor_mantel | ||
summary: Mantel Statistic | ||
description: | | ||
Mantel statistic used in spatial cross-correlation to test the correlation between two distance matrices. | ||
reference: TODO | ||
documentation_url: TODO | ||
repository_url: TODO | ||
min: -1 | ||
max: 1 | ||
maximize: true | ||
- name: | ||
label: crosscor_cosin | ||
summary: Cosine Similarity | ||
description: | | ||
Cosine similarity used in spatial cross-correlation to measure the cosine of the angle between two non-zero vectors. | ||
reference: TODO | ||
documentation_url: TODO | ||
repository_url: TODO | ||
min: 0 | ||
max: 1 | ||
maximize: true | ||
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resources: | ||
- type: r_script | ||
path: script.R | ||
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engines: | ||
- type: docker | ||
image: ghcr.io/openproblems-bio/base_images/r:1.1.0 | ||
setup: | ||
- type: apt | ||
packages: | ||
- git | ||
- r-bioc-edger | ||
- r-cran-ks | ||
- r-cran-resample | ||
- r-cran-reshape2 | ||
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runners: | ||
- type: executable | ||
- type: nextflow | ||
directives: | ||
label: [midtime, midmem, midcpu] |
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