Update Mimic4Dataset.py
Browse files- Mimic4Dataset.py +20 -11
Mimic4Dataset.py
CHANGED
@@ -20,6 +20,11 @@ _HOMEPAGE = "https://huggingface.co/datasets/thbndi/Mimic4Dataset"
|
|
20 |
_CITATION = "https://proceedings.mlr.press/v193/gupta22a.html"
|
21 |
_URL = "https://github.com/healthylaife/MIMIC-IV-Data-Pipeline"
|
22 |
_DATA_GEN = 'https://huggingface.co/datasets/thbndi/Mimic4Dataset/blob/main/data_generation_icu_modify.py'
|
|
|
|
|
|
|
|
|
|
|
23 |
class Mimic4DatasetConfig(datasets.BuilderConfig):
|
24 |
"""BuilderConfig for Mimic4Dataset."""
|
25 |
|
@@ -52,25 +57,25 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
|
|
52 |
Mimic4DatasetConfig(
|
53 |
name="Phenotype",
|
54 |
version=VERSION,
|
55 |
-
config_path = '
|
56 |
description="Dataset for mimic4 Phenotype task"
|
57 |
),
|
58 |
Mimic4DatasetConfig(
|
59 |
name="Readmission",
|
60 |
version=VERSION,
|
61 |
-
config_path = '
|
62 |
description="Dataset for mimic4 Readmission task"
|
63 |
),
|
64 |
Mimic4DatasetConfig(
|
65 |
name="Length of Stay",
|
66 |
version=VERSION,
|
67 |
-
config_path = '
|
68 |
description="Dataset for mimic4 Length of Stay task"
|
69 |
),
|
70 |
Mimic4DatasetConfig(
|
71 |
name="Mortality",
|
72 |
version=VERSION,
|
73 |
-
config_path = '
|
74 |
description="Dataset for mimic4 Mortality task"
|
75 |
),
|
76 |
]
|
@@ -137,13 +142,13 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
|
|
137 |
|
138 |
def _split_generators(self, dl_manager: datasets.DownloadManager()):
|
139 |
if self.config_path is None and self.name == 'Phenotype':
|
140 |
-
self.config_path = '
|
141 |
elif self.config_path is None and self.name == 'Readmission':
|
142 |
-
self.config_path = '
|
143 |
elif self.config_path is None and self.name == 'Length of Stay':
|
144 |
-
self.config_path = '
|
145 |
elif self.config_path is None and self.name == 'Mortality':
|
146 |
-
self.config_path = '
|
147 |
|
148 |
repo_url='https://github.com/healthylaife/MIMIC-IV-Data-Pipeline'
|
149 |
if os.path.exists(os.path.dirname(os.path.abspath('MIMIC-IV-Data-Pipeline-main'))):
|
@@ -152,13 +157,17 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
|
|
152 |
repodir = os.getcwd()
|
153 |
path_bench = repodir+'/MIMIC-IV-Data-Pipeline-main'
|
154 |
subprocess.run(["git", "clone", repo_url, path_bench])
|
155 |
-
|
|
|
|
|
|
|
|
|
|
|
156 |
file_path, head = urlretrieve(_DATA_GEN, "data_generation_icu_modify.py")
|
157 |
shutil.move(file_path, path_bench+'/model')
|
158 |
|
159 |
data_dir = path_bench + "/data/dataDic"
|
160 |
-
|
161 |
-
#task_cohort(self.name,self.mimic_path, path_bench, self.config_path)
|
162 |
return [
|
163 |
datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": data_dir}),
|
164 |
]
|
|
|
20 |
_CITATION = "https://proceedings.mlr.press/v193/gupta22a.html"
|
21 |
_URL = "https://github.com/healthylaife/MIMIC-IV-Data-Pipeline"
|
22 |
_DATA_GEN = 'https://huggingface.co/datasets/thbndi/Mimic4Dataset/blob/main/data_generation_icu_modify.py'
|
23 |
+
_CONFIG_URLS = {'los' : 'https://huggingface.co/datasets/thbndi/Mimic4Dataset/blob/main/config/los.config',
|
24 |
+
'mortality' : 'https://huggingface.co/datasets/thbndi/Mimic4Dataset/blob/main/config/mortality.config',
|
25 |
+
'phenotype' : 'https://huggingface.co/datasets/thbndi/Mimic4Dataset/blob/main/config/phenotype.config',
|
26 |
+
'readmission' : 'https://huggingface.co/datasets/thbndi/Mimic4Dataset/blob/main/config/readmission.config'
|
27 |
+
}
|
28 |
class Mimic4DatasetConfig(datasets.BuilderConfig):
|
29 |
"""BuilderConfig for Mimic4Dataset."""
|
30 |
|
|
|
57 |
Mimic4DatasetConfig(
|
58 |
name="Phenotype",
|
59 |
version=VERSION,
|
60 |
+
config_path = _CONFIG_URLS['phenotype'],
|
61 |
description="Dataset for mimic4 Phenotype task"
|
62 |
),
|
63 |
Mimic4DatasetConfig(
|
64 |
name="Readmission",
|
65 |
version=VERSION,
|
66 |
+
config_path = _CONFIG_URLS['readmission'],
|
67 |
description="Dataset for mimic4 Readmission task"
|
68 |
),
|
69 |
Mimic4DatasetConfig(
|
70 |
name="Length of Stay",
|
71 |
version=VERSION,
|
72 |
+
config_path = _CONFIG_URLS['los'],
|
73 |
description="Dataset for mimic4 Length of Stay task"
|
74 |
),
|
75 |
Mimic4DatasetConfig(
|
76 |
name="Mortality",
|
77 |
version=VERSION,
|
78 |
+
config_path = _CONFIG_URLS['mortality'],
|
79 |
description="Dataset for mimic4 Mortality task"
|
80 |
),
|
81 |
]
|
|
|
142 |
|
143 |
def _split_generators(self, dl_manager: datasets.DownloadManager()):
|
144 |
if self.config_path is None and self.name == 'Phenotype':
|
145 |
+
self.config_path = _CONFIG_URLS['phenotype']
|
146 |
elif self.config_path is None and self.name == 'Readmission':
|
147 |
+
self.config_path = _CONFIG_URLS['readmission']
|
148 |
elif self.config_path is None and self.name == 'Length of Stay':
|
149 |
+
self.config_path = _CONFIG_URLS['los']
|
150 |
elif self.config_path is None and self.name == 'Mortality':
|
151 |
+
self.config_path = _CONFIG_URLS['mortality']
|
152 |
|
153 |
repo_url='https://github.com/healthylaife/MIMIC-IV-Data-Pipeline'
|
154 |
if os.path.exists(os.path.dirname(os.path.abspath('MIMIC-IV-Data-Pipeline-main'))):
|
|
|
157 |
repodir = os.getcwd()
|
158 |
path_bench = repodir+'/MIMIC-IV-Data-Pipeline-main'
|
159 |
subprocess.run(["git", "clone", repo_url, path_bench])
|
160 |
+
|
161 |
+
if not os.path.exists(path_bench+'/config'):
|
162 |
+
os.makedirs(path_bench+'/config')
|
163 |
+
file_path, head = urlretrieve(self.config_path)
|
164 |
+
shutil.move(file_path, path_bench+'/config')
|
165 |
+
|
166 |
file_path, head = urlretrieve(_DATA_GEN, "data_generation_icu_modify.py")
|
167 |
shutil.move(file_path, path_bench+'/model')
|
168 |
|
169 |
data_dir = path_bench + "/data/dataDic"
|
170 |
+
task_cohort(self.name,self.mimic_path, path_bench, self.config_path)
|
|
|
171 |
return [
|
172 |
datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": data_dir}),
|
173 |
]
|