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Update model building script
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anwai98 committed Oct 11, 2023
1 parent f2fa218 commit 2073119
Showing 1 changed file with 31 additions and 13 deletions.
44 changes: 31 additions & 13 deletions micro_sam/model_zoo.py
Original file line number Diff line number Diff line change
@@ -1,33 +1,51 @@
import os
import numpy as np
from glob import glob
import imageio.v2 as imageio

from bioimageio.core.build_spec import build_model


def _get_livecell_path(input_dir):
test_img_paths = glob(os.path.join(input_dir, "images", "livecell_test_images", "*"))
return test_img_paths[0]
def _get_livecell_npy_path(input_dir):
test_img_paths = sorted(glob(os.path.join(input_dir, "images", "livecell_test_images", "*")))
input_image = imageio.imread(test_img_paths[0])
save_image_path = "./test-livecell-image.npy"
np.save(save_image_path, input_image)

# TODO: probably we need the prompt inputs here as well

# TODO: get output paths
# outputs: model(inputs) -> outputs: converted to numpy
save_output_path = "<RANDOM_PATH>.npy"

return [save_image_path], [save_output_path]


def _get_documentation(doc_path):
with open(doc_path, "w") as f:
f.write("# Segment Anything for Microscopy\n")
f.write("Lorem Ipsum\n")
return doc_path


def _get_modelzoo_yaml():
input_path = _get_livecell_path("/scratch/usr/nimanwai/data/livecell")
input_list, output_list = _get_livecell_npy_path("/scratch/usr/nimanwai/data/livecell")

build_model(
weight_uri="~/.sam_models/vit_t_mobile_sam.pth",
test_inputs=[input_path],
test_outputs=["./results/"],
test_inputs=input_list, # type: ignore
test_outputs=output_list, # type: ignore
input_axes=["bcyx"],
output_axes=["bcyx"],
name="dinosaur",
description="lorem ipsum",
description="Finetuned Segment Anything models for Microscopy",
authors=[{"name": "Anwai Archit", "affiliation": "Uni Goettingen"},
{"name": "Constantin Pape", "affiliation": "Uni Goettingen"}],
tags=["instance segmentation", "segment anything"],
license="LOREM IPSUM", # FIXME
documentation="README.md", # TODO - check out what to put here
cite=[{"text": "Archit, ..., Pape et al. Segment Anything for Microscopy",
"doi": "10.1101/2023.08.21.554208"}],
output_path="my_micro_sam.zip"
tags=["instance-segmentation", "segment-anything"],
license="CC-BY-4.0", # TODO: check with Constantin
documentation=_get_documentation("./doc.md"),
cite=[{"text": "Archit, ..., Pape et al. Segment Anything for Microscopy", "doi": "10.1101/2023.08.21.554208"}],
output_path="./modelzoo/my_micro_sam.zip"
)


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