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Konstantin Volzhenin
SENSE-PPI
Commits
ccdf1277
Commit
ccdf1277
authored
Jul 27, 2023
by
Konstantin Volzhenin
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0.1.7
GPU running fixed
parent
52747bde
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4 changed files
with
9 additions
and
4 deletions
+9
-4
__init__.py
senseppi/__init__.py
+1
-1
__main__.py
senseppi/__main__.py
+2
-0
esm2_model.py
senseppi/esm2_model.py
+2
-2
network_utils.py
senseppi/network_utils.py
+4
-1
No files found.
senseppi/__init__.py
View file @
ccdf1277
__version__
=
"0.1.
6
"
__version__
=
"0.1.
7
"
__author__
=
"Konstantin Volzhenin"
__author__
=
"Konstantin Volzhenin"
from
.
import
model
,
commands
,
esm2_model
,
dataset
,
utils
,
network_utils
from
.
import
model
,
commands
,
esm2_model
,
dataset
,
utils
,
network_utils
...
...
senseppi/__main__.py
View file @
ccdf1277
...
@@ -42,6 +42,8 @@ def main():
...
@@ -42,6 +42,8 @@ def main():
if
params
.
device
==
'gpu'
:
if
params
.
device
==
'gpu'
:
torch
.
set_float32_matmul_precision
(
'high'
)
torch
.
set_float32_matmul_precision
(
'high'
)
logging
.
info
(
'Device used: {}'
.
format
(
params
.
device
))
params
.
func
(
params
)
params
.
func
(
params
)
...
...
senseppi/esm2_model.py
View file @
ccdf1277
...
@@ -47,7 +47,7 @@ def run(args):
...
@@ -47,7 +47,7 @@ def run(args):
model
,
alphabet
=
pretrained
.
load_model_and_alphabet
(
args
.
model_location_esm
)
model
,
alphabet
=
pretrained
.
load_model_and_alphabet
(
args
.
model_location_esm
)
model
.
eval
()
model
.
eval
()
if
args
.
device
==
'
cuda
'
:
if
args
.
device
==
'
gpu
'
:
model
=
model
.
cuda
()
model
=
model
.
cuda
()
print
(
"Transferred the ESM2 model to GPU"
)
print
(
"Transferred the ESM2 model to GPU"
)
elif
args
.
device
==
'mps'
:
elif
args
.
device
==
'mps'
:
...
@@ -71,7 +71,7 @@ def run(args):
...
@@ -71,7 +71,7 @@ def run(args):
print
(
print
(
f
"Processing {batch_idx + 1} of {len(batches)} batches ({toks.size(0)} sequences)"
f
"Processing {batch_idx + 1} of {len(batches)} batches ({toks.size(0)} sequences)"
)
)
if
args
.
device
==
'
cuda
'
:
if
args
.
device
==
'
gpu
'
:
toks
=
toks
.
to
(
device
=
"cuda"
,
non_blocking
=
True
)
toks
=
toks
.
to
(
device
=
"cuda"
,
non_blocking
=
True
)
elif
args
.
device
==
'mps'
:
elif
args
.
device
==
'mps'
:
toks
=
toks
.
to
(
device
=
"mps"
,
non_blocking
=
True
)
toks
=
toks
.
to
(
device
=
"mps"
,
non_blocking
=
True
)
...
...
senseppi/network_utils.py
View file @
ccdf1277
...
@@ -14,6 +14,7 @@ import shutil
...
@@ -14,6 +14,7 @@ import shutil
DOWNLOAD_LINK_STRING
=
"https://stringdb-downloads.org/download/"
DOWNLOAD_LINK_STRING
=
"https://stringdb-downloads.org/download/"
def
generate_pairs_string
(
fasta_file
,
output_file
,
with_self
=
False
,
delete_proteins
=
None
):
def
generate_pairs_string
(
fasta_file
,
output_file
,
with_self
=
False
,
delete_proteins
=
None
):
ids
=
[]
ids
=
[]
for
record
in
SeqIO
.
parse
(
fasta_file
,
"fasta"
):
for
record
in
SeqIO
.
parse
(
fasta_file
,
"fasta"
):
...
@@ -85,7 +86,8 @@ def get_interactions_from_string(gene_names, species=9606, add_nodes=10, require
...
@@ -85,7 +86,8 @@ def get_interactions_from_string(gene_names, species=9606, add_nodes=10, require
# Download protein sequences for given species if not downloaded yet
# Download protein sequences for given species if not downloaded yet
if
not
os
.
path
.
isfile
(
'{}.protein.sequences.v{}.fa'
.
format
(
species
,
version
)):
if
not
os
.
path
.
isfile
(
'{}.protein.sequences.v{}.fa'
.
format
(
species
,
version
)):
print
(
'Downloading protein sequences'
)
print
(
'Downloading protein sequences'
)
url
=
'{0}protein.sequences.v{1}/{2}.protein.sequences.v{1}.fa.gz'
.
format
(
DOWNLOAD_LINK_STRING
,
version
,
species
)
url
=
'{0}protein.sequences.v{1}/{2}.protein.sequences.v{1}.fa.gz'
.
format
(
DOWNLOAD_LINK_STRING
,
version
,
species
)
urllib
.
request
.
urlretrieve
(
url
,
'{}.protein.sequences.v{}.fa.gz'
.
format
(
species
,
version
))
urllib
.
request
.
urlretrieve
(
url
,
'{}.protein.sequences.v{}.fa.gz'
.
format
(
species
,
version
))
print
(
'Unzipping protein sequences'
)
print
(
'Unzipping protein sequences'
)
with
gzip
.
open
(
'{}.protein.sequences.v{}.fa.gz'
.
format
(
species
,
version
),
'rb'
)
as
f_in
:
with
gzip
.
open
(
'{}.protein.sequences.v{}.fa.gz'
.
format
(
species
,
version
),
'rb'
)
as
f_in
:
...
@@ -145,5 +147,6 @@ def get_interactions_from_string(gene_names, species=9606, add_nodes=10, require
...
@@ -145,5 +147,6 @@ def get_interactions_from_string(gene_names, species=9606, add_nodes=10, require
SeqIO
.
write
(
record
,
f
,
"fasta"
)
SeqIO
.
write
(
record
,
f
,
"fasta"
)
string_interactions
.
to_csv
(
'string_interactions.tsv'
,
sep
=
'
\t
'
,
index
=
False
)
string_interactions
.
to_csv
(
'string_interactions.tsv'
,
sep
=
'
\t
'
,
index
=
False
)
if
__name__
==
'__main__'
:
if
__name__
==
'__main__'
:
get_interactions_from_string
(
'RFC5'
)
get_interactions_from_string
(
'RFC5'
)
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