see"To list all available models and weights, use wsinfer ls."
wsinfer run --help
Usage: wsinfer run [OPTIONS]
Run model inference on a directory of whole slide images.
This command will create a tissue mask of each WSI. Then patch coordinates
will be computed. The chosen model will be applied to each patch, and the
results will be saved to a CSV in `RESULTS_DIR/model-output`.
Example:
CUDA_VISIBLE_DEVICES=0 wsinfer run --wsi-dir slides/ --results-dir results
--model breast-tumor-resnet34.tcga-brca --batch-size 32 --num-workers 4
To list all available models and weights, use `wsinfer ls`.
Options:
-i, --wsi-dir DIRECTORY Directory containing whole slide images.
This directory can *only* contain whole
slide images. [required]
-o, --results-dir DIRECTORY Directory to store results. If directory
exists, will skip whole slides for which
outputs exist. [required]
-m, --model [breast-tumor-inception_v4.tcga-brca|breast-tumor-resnet34.tcga-brca|breast-tumor-vgg16mod.tcga-brca|colorectal-tiatoolbox-resnet50.kather100k|lung-tumor-resnet34.tcga-luad|lymphnodes-tiatoolbox-resnet50.patchcamelyon|pancancer-lymphocytes-inceptionv4.tcga|pancreas-tumor-preactresnet34.tcga-paad|prostate-tumor-resnet34.tcga-prad]
Name of the model to use from WSInfer Model
Zoo. Mutually exclusive with --config.
-c, --config FILE Path to configuration for the trained model.
Use this option if the model weights are not
registered in wsinfer. Mutually exclusive
with--model
-p, --model-path FILE Path to the pretrained model. Use only when
--config is passed. Mutually exclusive with
--model.
-b, --batch-size INTEGER RANGE Batch size during model inference. If using
multiple GPUs, increase the batch size.
[default: 32; x>=1]
-n, --num-workers INTEGER RANGE
Number of workers to use for data loading
during model inference (n=0 for single
thread). Set this to the number of cores on
your machine or lower. [default: 8; x>=0]
--speedup / --no-speedup JIT-compile the model and apply inference
optimizations. This imposes a startup cost
but may improve performance overall.
[default: no-speedup]
--help Show this message and exit.
see"To list all available models and weights, use
wsinfer ls
."