From 0701f5ec6294367ff53349bf6658695088965b65 Mon Sep 17 00:00:00 2001
From: Constantin Pape <constantin.pape@iwr.uni-heidelberg.de>
Date: Fri, 7 Feb 2020 20:51:12 +0100
Subject: [PATCH] Clean up intensity correction workflow
---
analysis/correct_intensities.py | 189 --------------------
misc/correct_intensities.py | 92 ++++++++++
misc/intensity_correction_parameters.json | 1 +
mmpb/transformation/intensity_correction.py | 52 +++---
4 files changed, 115 insertions(+), 219 deletions(-)
delete mode 100644 analysis/correct_intensities.py
create mode 100644 misc/correct_intensities.py
create mode 100644 misc/intensity_correction_parameters.json
diff --git a/analysis/correct_intensities.py b/analysis/correct_intensities.py
deleted file mode 100644
index 58853c8..0000000
--- a/analysis/correct_intensities.py
+++ /dev/null
@@ -1,189 +0,0 @@
-#! /g/arendt/EM_6dpf_segmentation/platy-browser-data/software/conda/miniconda3/envs/platybrowser/bin/python
-import os
-import json
-from concurrent import futures
-
-import numpy as np
-import z5py
-import h5py
-import luigi
-import vigra
-
-from scipy.ndimage.morphology import binary_dilation
-from mmpb.transformation import intensity_correction
-from pybdv import make_bdv
-from pybdv.metadata import write_h5_metadata
-
-
-def combine_mask():
- tmp_folder = './tmp_intensity_correction'
- os.makedirs(tmp_folder, exist_ok=True)
-
- mask_path1 = '../data/rawdata/sbem-6dpf-1-whole-mask-inside.h5'
- mask_path2 = '../data/rawdata/sbem-6dpf-1-whole-mask-resin.h5'
-
- print("Load inside mask ...")
- with h5py.File(mask_path1, 'r') as f:
- key = 't00000/s00/0/cells'
- mask1 = f[key][:].astype('bool')
- mask1 = binary_dilation(mask1, iterations=4)
- print("Load resin mask ..")
- with h5py.File(mask_path2, 'r') as f:
- key = 't00000/s00/1/cells'
- mask2 = f[key][:]
-
- print("Resize resin mask ...")
- mask2 = vigra.sampling.resize(mask2.astype('float32'), mask1.shape, order=0).astype('bool')
- mask = np.logical_or(mask1, mask2).astype('uint8')
-
- res = [.4, .32, .32]
- ds_factors = [[2, 2, 2], [2, 2, 2], [2, 2, 2]]
- make_bdv(mask, 'mask.h5', ds_factors,
- resolution=res, unit='micrometer')
-
-
-def correct_intensities_test(target='local', max_jobs=32):
- raw_path = '../../EM-Prospr/em-raw-samplexy.h5'
- tmp_folder = './tmp_intensity_correction'
-
- mask_path = 'mask.n5'
- mask_key = 'data'
-
- out_path = 'em-raw-samplexy-corrected.h5'
-
- # trafo = './new_vals.csv'
- trafo = './new_vals.json'
-
- resolution = [0.025, 0.32, 0.32]
- intensity_correction(raw_path, out_path, mask_path, mask_key,
- trafo, tmp_folder, resolution,
- target=target, max_jobs=max_jobs)
-
-
-def correct_intensities(target='slurm', max_jobs=250):
- raw_path = '../data/rawdata/sbem-6dpf-1-whole-raw.h5'
- tmp_folder = './tmp_intensity_correction'
-
- mask_path = 'mask.h5'
- mask_key = 't00000/s00/0/cells'
-
- out_path = 'em-raw-wholecorrected.h5'
-
- # trafo = './new_vals.csv'
- trafo = './new_vals.json'
- tmp_path = '/g/kreshuk/pape/Work/platy_tmp.n5'
-
- resolution = [0.025, 0.01, 0.01]
- intensity_correction(raw_path, out_path, mask_path, mask_key,
- trafo, tmp_folder, resolution,
- target=target, max_jobs=max_jobs,
- tmp_path=tmp_path)
-
-
-def check_chunks():
- import nifty.tools as nt
- path = '/g/kreshuk/pape/Work/platy_tmp.n5'
- key = 'data'
- f = z5py.File(path, 'r')
- ds = f[key]
-
- shape = ds.shape
- chunks = ds.chunks
- blocking = nt.blocking([0, 0, 0], shape, chunks)
-
- def check_chunk(block_id):
- print("Check", block_id, "/", blocking.numberOfBlocks)
- block = blocking.getBlock(block_id)
- chunk_id = tuple(beg // ch for beg, ch in zip(block.begin, chunks))
- try:
- ds.read_chunk(chunk_id)
- except RuntimeError:
- print("Failed:", chunk_id)
- return chunk_id
-
- print("Start checking", blocking.numberOfBlocks, "blocks")
- with futures.ThreadPoolExecutor(32) as tp:
- tasks = [tp.submit(check_chunk, block_id) for block_id in range(blocking.numberOfBlocks)]
- results = [t.result() for t in tasks]
-
- results = [res for res in results if res is not None]
- print()
- print(results)
- print()
- with open('./failed_chunks.json', 'w') as f:
- json.dump(results, f)
-
-
-# TODO write hdf5 meta-data
-def make_subsampled_volume():
- from cluster_tools.copy_volume import CopyVolumeLocal
- task = CopyVolumeLocal
- p = './em-raw-wholecorrected.h5'
-
- glob_conf = task.default_global_config()
- task_conf = task.default_task_config()
-
- tmp_folder = './tmp_copy'
- config_dir = os.path.join(tmp_folder, 'configs')
- os.makedirs(config_dir, exist_ok=True)
-
- out_path = 'em-raw-small-corrected.h5'
-
- shebang = '/g/kreshuk/pape/Work/software/conda/miniconda3/envs/cluster_env37/bin/python'
- block_shape = [64, 512, 512]
- chunks = [32, 256, 256]
- glob_conf.update({'shebang': shebang, 'block_shape': block_shape})
- task_conf.update({'threads_per_job': 32, 'chunks': chunks})
- with open(os.path.join(config_dir, 'global.config'), 'w') as f:
- json.dump(glob_conf, f)
- with open(os.path.join(config_dir, 'copy_volume.config'), 'w') as f:
- json.dump(task_conf, f)
- for scale in range(5):
- pref = 's%i' % scale
- in_key = 't00000/s00/%i/cells' % (scale + 3,)
- out_key = 't00000/s00/%i/cells' % scale
- t = task(tmp_folder=tmp_folder, config_dir=config_dir,
- max_jobs=1, input_path=p, input_key=in_key,
- output_path=out_path, output_key=out_key,
- prefix=pref)
- luigi.build([t], local_scheduler=True)
-
- scale_factors = 5 * [[2, 2, 2]]
- write_h5_metadata(out_path, scale_factors)
-
-
-def make_extrapolation_mask():
- z0 = 800 # extrapolation for z < z0
- z1 = 9800 # extraplation for z > z1
-
- ref_path = '../data/rawdata/sbem-6dpf-1-whole-raw.h5'
- ref_scale = 4
- ref_key = 't00000/s00/%i/cells' % ref_scale
-
- with h5py.File(ref_path, 'r') as f:
- shape = f[ref_key].shape
- mask = np.zeros(shape, dtype='uint8')
-
- # adapt to the resolution level
- z0 //= (2 ** (ref_scale - 1))
- z1 //= (2 ** (ref_scale - 1))
- print(z0, z1)
-
- mask[:z0] = 255
- mask[z1:] = 255
- print(mask.min(), mask.max())
-
- scales = 3 * [[2, 2, 2]]
- res = [.2, .16, .16]
-
- out_path = './extrapolation_mask'
- make_bdv(mask, out_path, downscale_factors=scales,
- downscale_mode='nearest',
- resolution=res, unit='micrometer',
- convert_dtype=False)
-
-
-if __name__ == '__main__':
- correct_intensities('local', 1)
- # make_subsampled_volume()
- # make_extrapolation_mask()
diff --git a/misc/correct_intensities.py b/misc/correct_intensities.py
new file mode 100644
index 0000000..c3cfa62
--- /dev/null
+++ b/misc/correct_intensities.py
@@ -0,0 +1,92 @@
+#! /g/arendt/EM_6dpf_segmentation/platy-browser-data/software/conda/miniconda3/envs/platybrowser/bin/python
+
+import os
+import numpy as np
+import h5py
+import vigra
+
+from scipy.ndimage.morphology import binary_dilation
+from mmpb.transformation import intensity_correction
+from pybdv import make_bdv
+
+ROOT = '/g/arendt/EM_6dpf_segmentation/platy-browser-data/data'
+
+
+def correct_intensities(target='slurm', max_jobs=250):
+ raw_path = os.path.join(ROOT, 'rawdata/sbem-6dpf-1-whole-raw.h5')
+ tmp_folder = './tmp_intensity_correction'
+
+ # TODO need to check which mask this is and then take it from the data folder
+ mask_path = 'mask.h5'
+ mask_key = 't00000/s00/0/cells'
+
+ out_path = 'em-raw-wholecorrected.n5'
+ trafo = './intensity_correction_parameters.json'
+
+ resolution = [0.025, 0.01, 0.01]
+ intensity_correction(raw_path, out_path, mask_path, mask_key,
+ trafo, tmp_folder, resolution,
+ target=target, max_jobs=max_jobs)
+
+
+def combine_mask():
+ tmp_folder = './tmp_intensity_correction'
+ os.makedirs(tmp_folder, exist_ok=True)
+
+ mask_path1 = '../data/rawdata/sbem-6dpf-1-whole-mask-inside.h5'
+ mask_path2 = '../data/rawdata/sbem-6dpf-1-whole-mask-resin.h5'
+
+ print("Load inside mask ...")
+ with h5py.File(mask_path1, 'r') as f:
+ key = 't00000/s00/0/cells'
+ mask1 = f[key][:].astype('bool')
+ mask1 = binary_dilation(mask1, iterations=4)
+ print("Load resin mask ..")
+ with h5py.File(mask_path2, 'r') as f:
+ key = 't00000/s00/1/cells'
+ mask2 = f[key][:]
+
+ print("Resize resin mask ...")
+ mask2 = vigra.sampling.resize(mask2.astype('float32'), mask1.shape, order=0).astype('bool')
+ mask = np.logical_or(mask1, mask2).astype('uint8')
+
+ res = [.4, .32, .32]
+ ds_factors = [[2, 2, 2], [2, 2, 2], [2, 2, 2]]
+ make_bdv(mask, 'mask.h5', ds_factors,
+ resolution=res, unit='micrometer')
+
+
+def make_extrapolation_mask():
+ z0 = 800 # extrapolation for z < z0
+ z1 = 9800 # extraplation for z > z1
+
+ ref_path = '../data/rawdata/sbem-6dpf-1-whole-raw.h5'
+ ref_scale = 4
+ ref_key = 't00000/s00/%i/cells' % ref_scale
+
+ with h5py.File(ref_path, 'r') as f:
+ shape = f[ref_key].shape
+ mask = np.zeros(shape, dtype='uint8')
+
+ # adapt to the resolution level
+ z0 //= (2 ** (ref_scale - 1))
+ z1 //= (2 ** (ref_scale - 1))
+ print(z0, z1)
+
+ mask[:z0] = 255
+ mask[z1:] = 255
+ print(mask.min(), mask.max())
+
+ scales = 3 * [[2, 2, 2]]
+ res = [.2, .16, .16]
+
+ out_path = './extrapolation_mask'
+ make_bdv(mask, out_path, downscale_factors=scales,
+ downscale_mode='nearest',
+ resolution=res, unit='micrometer',
+ convert_dtype=False)
+
+
+if __name__ == '__main__':
+ correct_intensities()
+ # make_extrapolation_mask()
diff --git a/misc/intensity_correction_parameters.json b/misc/intensity_correction_parameters.json
new file mode 100644
index 0000000..b8b0872
--- /dev/null
+++ b/misc/intensity_correction_parameters.json
@@ -0,0 +1 @@
+{"0": {"a": 1.05, "b": -15.050000000000011}, "1": {"a": 1.05, "b": -15.050000000000011}, "2": {"a": 1.05, "b": -15.050000000000011}, "3": {"a": 1.05, "b": -15.050000000000011}, "4": {"a": 1.05, "b": -15.050000000000011}, "5": {"a": 1.05, "b": -15.050000000000011}, "6": {"a": 1.05, "b": -15.050000000000011}, "7": {"a": 1.05, "b": -15.050000000000011}, "8": {"a": 1.05, "b": -15.050000000000011}, "9": {"a": 1.05, "b": -15.050000000000011}, "10": {"a": 1.05, "b": -15.050000000000011}, "11": {"a": 1.05, "b": -15.050000000000011}, "12": {"a": 1.05, "b": -15.050000000000011}, "13": {"a": 1.05, "b": -15.050000000000011}, "14": {"a": 1.05, "b": -15.050000000000011}, "15": {"a": 1.05, "b": -15.050000000000011}, "16": {"a": 1.05, "b": -15.050000000000011}, "17": {"a": 1.05, "b": -15.050000000000011}, "18": {"a": 1.05, "b": -15.050000000000011}, "19": {"a": 1.05, "b": -15.050000000000011}, "20": {"a": 1.05, "b": -15.050000000000011}, "21": {"a": 1.05, "b": -15.050000000000011}, "22": {"a": 1.05, "b": -15.050000000000011}, "23": {"a": 1.05, "b": -15.050000000000011}, "24": {"a": 1.05, "b": -15.050000000000011}, "25": {"a": 1.05, "b": -15.050000000000011}, "26": {"a": 1.05, "b": -15.050000000000011}, "27": {"a": 1.05, "b": -15.050000000000011}, "28": {"a": 1.05, "b": -15.050000000000011}, "29": {"a": 1.05, "b": -15.050000000000011}, "30": {"a": 1.05, "b": -15.050000000000011}, "31": {"a": 1.05, "b": -15.050000000000011}, "32": {"a": 1.05, "b": -15.050000000000011}, "33": {"a": 1.05, "b": -15.050000000000011}, "34": {"a": 1.05, "b": -15.050000000000011}, "35": {"a": 1.05, "b": -15.050000000000011}, "36": {"a": 1.05, "b": -15.050000000000011}, "37": {"a": 1.05, "b": -15.050000000000011}, "38": {"a": 1.05, "b": -15.050000000000011}, "39": {"a": 1.05, "b": -15.050000000000011}, "40": {"a": 1.05, "b": -15.050000000000011}, "41": {"a": 1.05, "b": -15.050000000000011}, "42": {"a": 1.05, "b": -15.050000000000011}, "43": {"a": 1.05, "b": -15.050000000000011}, "44": {"a": 1.05, "b": -15.050000000000011}, "45": {"a": 1.05, "b": -15.050000000000011}, "46": {"a": 1.05, "b": -15.050000000000011}, "47": {"a": 1.05, "b": -15.050000000000011}, "48": {"a": 1.05, "b": -15.050000000000011}, "49": {"a": 1.05, "b": -15.050000000000011}, "50": {"a": 1.05, "b": -15.050000000000011}, "51": {"a": 1.05, "b": -15.050000000000011}, "52": {"a": 1.05, "b": -15.050000000000011}, "53": {"a": 1.05, "b": -15.050000000000011}, "54": {"a": 1.05, "b": -15.050000000000011}, "55": {"a": 1.05, "b": -15.050000000000011}, "56": {"a": 1.05, "b": -15.050000000000011}, "57": {"a": 1.05, "b": -15.050000000000011}, "58": {"a": 1.05, "b": -15.050000000000011}, "59": {"a": 1.05, "b": -15.050000000000011}, "60": {"a": 1.05, "b": -15.050000000000011}, "61": {"a": 1.05, "b": -15.050000000000011}, "62": {"a": 1.05, "b": -15.050000000000011}, "63": {"a": 1.05, "b": -15.050000000000011}, "64": {"a": 1.05, "b": -15.050000000000011}, "65": {"a": 1.05, "b": -15.050000000000011}, "66": {"a": 1.05, "b": -15.050000000000011}, "67": {"a": 1.05, "b": -15.050000000000011}, "68": {"a": 1.05, "b": -15.050000000000011}, "69": {"a": 1.05, "b": -15.050000000000011}, "70": {"a": 1.05, "b": -15.050000000000011}, "71": {"a": 1.05, "b": -15.050000000000011}, "72": {"a": 1.05, "b": -15.050000000000011}, "73": {"a": 1.05, "b": -15.050000000000011}, "74": {"a": 1.05, "b": -15.050000000000011}, "75": {"a": 1.05, "b": -15.050000000000011}, "76": {"a": 1.05, "b": -15.050000000000011}, "77": {"a": 1.05, "b": -15.050000000000011}, "78": {"a": 1.05, "b": -15.050000000000011}, "79": {"a": 1.05, "b": -15.050000000000011}, "80": {"a": 1.05, "b": -15.050000000000011}, "81": {"a": 1.05, "b": -15.050000000000011}, "82": {"a": 1.05, "b": -15.050000000000011}, "83": {"a": 1.05, "b": -15.050000000000011}, "84": {"a": 1.05, "b": -15.050000000000011}, "85": {"a": 1.05, "b": -15.050000000000011}, "86": {"a": 1.05, "b": -15.050000000000011}, "87": {"a": 1.05, "b": -15.050000000000011}, "88": {"a": 1.05, "b": 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\ No newline at end of file
diff --git a/mmpb/transformation/intensity_correction.py b/mmpb/transformation/intensity_correction.py
index be30d54..804a2e9 100644
--- a/mmpb/transformation/intensity_correction.py
+++ b/mmpb/transformation/intensity_correction.py
@@ -4,8 +4,9 @@ import luigi
import pandas as pd
from elf.io import open_file
+from pybdv.util import get_key
from cluster_tools.transformations import LinearTransformationWorkflow
-from cluster_tools.downscaling import DownscalingWorkflow, PainteraToBdvWorkflow
+from cluster_tools.downscaling import DownscalingWorkflow
from ..default_config import write_default_global_config
@@ -30,15 +31,19 @@ def validate_trafo(trafo_path, in_path, in_key):
def downsample(ref_path, in_path, in_key, out_path, resolution,
tmp_folder, target, max_jobs):
+ ref_is_h5 = os.path.splitext(ref_path)[1].lower() in ('hdf5', 'h5')
+ gkey = get_key(ref_is_h5, 0, 0)
with open_file(ref_path, 'r') as f:
- g = f['t00000/s00']
+ g = f[gkey]
levels = list(g.keys())
levels.sort()
sample_factors = []
for level in range(1, len(levels)):
- ds0 = g['%s/cells' % levels[level - 1]]
- ds1 = g['%s/cells' % levels[level]]
+ k0 = get_key(ref_is_h5, 0, 0, level - 1)
+ k1 = get_key(ref_is_h5, 0, 0, level)
+ ds0 = f[k0]
+ ds1 = f[k1]
s0 = ds0.shape
s1 = ds1.shape
@@ -54,30 +59,17 @@ def downsample(ref_path, in_path, in_key, out_path, resolution,
with open(os.path.join(config_dir, 'downscaling.config'), 'w') as f:
json.dump(config, f)
- tmp_key2 = 'downscaled'
halos = len(sample_factors) * [[0, 0, 0]]
+ # TODO this needs merge of
+ # https://github.com/constantinpape/cluster_tools/pull/17
t = task(tmp_folder=tmp_folder, config_dir=config_dir,
max_jobs=max_jobs, target=target,
input_path=in_path, input_key=in_key,
scale_factors=sample_factors, halos=halos,
- metadata_format='paintera', metadata_dict={'resolution': resolution},
- output_path=in_path, output_key_prefix=tmp_key2)
- ret = luigi.build([t], local_scheduler=True)
- if not ret:
- raise RuntimeError("Downscaling failed")
-
- task = PainteraToBdvWorkflow
- config = task.get_config()['copy_volume']
- config.update({'threads_per_job': 32, 'mem_limit': 64, 'time_limit': 1400})
- with open(os.path.join(config_dir, 'copy_volume.config'), 'w') as f:
- json.dump(config, f)
-
- t = task(tmp_folder=tmp_folder, config_dir=config_dir,
- max_jobs=1, target=target,
- input_path=in_path, input_key_prefix=tmp_key2,
- output_path=out_path,
- metadata_dict={'resolution': resolution})
+ metadata_format='bdv', metadata_dict={'resolution': resolution,
+ 'unit': 'micrometer'},
+ output_path=out_path)
ret = luigi.build([t], local_scheduler=True)
if not ret:
raise RuntimeError("Downscaling failed")
@@ -85,23 +77,23 @@ def downsample(ref_path, in_path, in_key, out_path, resolution,
def intensity_correction(in_path, out_path, mask_path, mask_key,
trafo_path, tmp_folder, resolution,
- target='slurm', max_jobs=250, tmp_path=None):
+ target='slurm', max_jobs=250):
trafo_ext = os.path.splitext(trafo_path)[1]
if trafo_ext == '.csv':
trafo_path = csv_to_json(trafo_path)
elif trafo_ext != '.json':
raise ValueError("Expect trafo as json.")
- key = 't00000/s00/0/cells'
+ in_is_h5 = os.path.splitext(in_path)[1].lower() in ('.h5', '.hdf5')
+ out_is_h5 = os.path.splitext(in_path)[1].lower() in ('.h5', '.hdf5')
+
+ key = get_key(in_is_h5, 0, 0, 0)
+ out_key = get_key(out_is_h5, 0, 0, 0)
validate_trafo(trafo_path, in_path, key)
config_dir = os.path.join(tmp_folder, 'configs')
write_default_global_config(config_dir)
- if tmp_path is None:
- tmp_path = os.path.join(tmp_folder, 'data.n5')
- tmp_key = 'data'
-
task = LinearTransformationWorkflow
conf = task.get_config()['linear']
conf.update({'time_limit': 360, 'mem_limit': 8})
@@ -112,11 +104,11 @@ def intensity_correction(in_path, out_path, mask_path, mask_key,
target=target, max_jobs=max_jobs,
input_path=in_path, input_key=key,
mask_path=mask_path, mask_key=mask_key,
- output_path=tmp_path, output_key=tmp_key,
+ output_path=out_path, output_key=out_key,
transformation=trafo_path)
ret = luigi.build([t], local_scheduler=True)
if not ret:
raise RuntimeError("Transformation failed")
- downsample(in_path, tmp_path, tmp_key, out_path, resolution,
+ downsample(in_path, out_path, out_key, out_path, resolution,
tmp_folder, target, max_jobs)
--
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