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Packages
chemical_checker
Commits
073a1833
Commit
073a1833
authored
Feb 16, 2021
by
Martino Bertoni
🌋
Browse files
added method to submit a test job, which check python version tensorflow and faiss
parent
18ad1334
Changes
2
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package/chemicalchecker/util/hpc/hpc.py
View file @
073a1833
...
...
@@ -4,6 +4,9 @@ Allow the initialization of any of the defined queueing systems.
Provide a shared interface to get job status, check log for errors, and
compress log output.
"""
import
os
import
shutil
import
pathlib
from
.sge
import
sge
from
.slurm
import
slurm
from
.local
import
local
...
...
@@ -120,3 +123,44 @@ class HPC():
* ``ready``: Job finished without errors
"""
return
self
.
hpc
.
status
()
@
classmethod
def
test_job
(
cls
,
job_path
,
config
=
None
,
params
=
None
):
from
chemicalchecker
import
Config
if
config
is
None
:
config
=
Config
()
cluster
=
cls
.
from_config
(
config
)
cc_config_path
=
config
.
config_path
cc_package
=
os
.
path
.
join
(
config
.
PATH
.
CC_REPO
,
'package'
)
singularity_image
=
config
.
PATH
.
SINGULARITY_IMAGE
hpc_path
=
pathlib
.
Path
(
__file__
).
parent
.
absolute
()
script_name_src
=
os
.
path
.
join
(
hpc_path
,
'test_script.py'
)
script_name_dst
=
os
.
path
.
join
(
job_path
,
'test_script.py'
)
shutil
.
copy
(
script_name_src
,
script_name_dst
)
command
=
' '
.
join
([
"SINGULARITYENV_PYTHONPATH={}"
,
"SINGULARITYENV_CC_CONFIG={}"
,
"singularity exec {}"
,
"python {}"
])
command
=
command
.
format
(
cc_package
,
cc_config_path
,
singularity_image
,
script_name_dst
)
print
(
'CMD: {}'
.
format
(
command
))
def_params
=
{}
def_params
[
"num_jobs"
]
=
1
def_params
[
"jobdir"
]
=
job_path
def_params
[
"job_name"
]
=
"TEST"
def_params
[
"wait"
]
=
True
def_params
[
"cpu"
]
=
1
if
params
is
None
:
params
=
def_params
else
:
for
k
,
v
in
def_params
.
items
():
if
k
not
in
params
:
params
[
k
]
=
v
for
k
,
v
in
params
.
items
():
cls
.
__log
.
debug
(
'{:<20} : {}'
.
format
(
k
,
v
))
job
=
cluster
.
submitMultiJob
(
command
,
**
params
)
package/chemicalchecker/util/hpc/test_script.py
0 → 100644
View file @
073a1833
import
logging
import
chemicalchecker
logging
.
log
(
logging
.
INFO
,
'{:<10} : {}'
.
format
(
'chemicalchecker'
,
chemicalchecker
.
__path__
))
logging
.
log
(
logging
.
INFO
,
'********** TEST START **********'
)
# print system info
import
os
import
sys
logging
.
log
(
logging
.
INFO
,
'{:<10} : {}'
.
format
(
'python'
,
os
.
path
.
dirname
(
sys
.
executable
)))
logging
.
log
(
logging
.
INFO
,
sys
.
version
)
# print node info
import
platform
for
k
,
v
in
platform
.
uname
().
_asdict
().
items
():
logging
.
log
(
logging
.
INFO
,
'{:<10} : {}'
.
format
(
k
,
v
))
# test tensorflow
import
tensorflow
as
tf
logging
.
log
(
logging
.
INFO
,
'{:<10} : {}'
.
format
(
'tensorflow'
,
tf
.
__version__
))
mnist
=
tf
.
keras
.
datasets
.
mnist
(
x_train
,
y_train
),
(
x_test
,
y_test
)
=
mnist
.
load_data
()
x_train
,
x_test
=
x_train
/
255.0
,
x_test
/
255.0
model
=
tf
.
keras
.
models
.
Sequential
([
tf
.
keras
.
layers
.
Flatten
(
input_shape
=
(
28
,
28
)),
tf
.
keras
.
layers
.
Dense
(
128
,
activation
=
'relu'
),
tf
.
keras
.
layers
.
Dropout
(
0.2
),
tf
.
keras
.
layers
.
Dense
(
10
)
])
loss_fn
=
tf
.
keras
.
losses
.
SparseCategoricalCrossentropy
(
from_logits
=
True
)
model
.
compile
(
optimizer
=
'adam'
,
loss
=
loss_fn
,
metrics
=
[
'accuracy'
])
model
.
fit
(
x_train
,
y_train
,
epochs
=
5
)
# test faiss
import
faiss
import
numpy
as
np
logging
.
log
(
logging
.
INFO
,
'{:<10} : {}'
.
format
(
'faiss'
,
faiss
.
__version__
))
logging
.
log
(
logging
.
INFO
,
'{:<10} : {}'
.
format
(
'numpy'
,
np
.
__version__
))
faiss
.
Kmeans
(
10
,
20
).
train
(
np
.
random
.
rand
(
1000
,
10
).
astype
(
np
.
float32
))
logging
.
log
(
logging
.
INFO
,
'********** TEST DONE **********'
)
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