测试

!python -V

Python 3.9.13

!cat /etc/issue

Debian GNU/Linux 10 \n \l

!uname -a

Linux p-8ae62133-5396-4db7-a072-e1d219f49837 5.4.219-126.411.amzn2.x86_64 #1 SMP Wed Nov 2 17:44:17 UTC 2022 x86_64 GNU/Linux

!cat /proc/cpuinfo

processor	: 0
vendor_id	: GenuineIntel
cpu family	: 6
model		: 106
model name	: Intel(R) Xeon(R) Platinum 8375C CPU @ 2.90GHz
stepping	: 6
microcode	: 0xd000363
cpu MHz		: 3500.007
cache size	: 55296 KB
physical id	: 0
siblings	: 8
core id		: 0
cpu cores	: 4
apicid		: 0
initial apicid	: 0
fpu		: yes
fpu_exception	: yes
cpuid level	: 27
wp		: yes
flags		: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd ida arat avx512vbmi pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg tme avx512_vpopcntdq rdpid md_clear flush_l1d arch_capabilities
bugs		: spectre_v1 spectre_v2 spec_store_bypass swapgs mmio_stale_data eibrs_pbrsb
bogomips	: 5800.06
clflush size	: 64
cache_alignment	: 64
address sizes	: 46 bits physical, 48 bits virtual
power management:

processor	: 1
vendor_id	: GenuineIntel
cpu family	: 6
model		: 106
model name	: Intel(R) Xeon(R) Platinum 8375C CPU @ 2.90GHz
stepping	: 6
microcode	: 0xd000363
cpu MHz		: 3500.027
cache size	: 55296 KB
physical id	: 0
siblings	: 8
core id		: 1
cpu cores	: 4
apicid		: 2
initial apicid	: 2
fpu		: yes
fpu_exception	: yes
cpuid level	: 27
wp		: yes
flags		: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd ida arat avx512vbmi pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg tme avx512_vpopcntdq rdpid md_clear flush_l1d arch_capabilities
bugs		: spectre_v1 spectre_v2 spec_store_bypass swapgs mmio_stale_data eibrs_pbrsb
bogomips	: 5800.06
clflush size	: 64
cache_alignment	: 64
address sizes	: 46 bits physical, 48 bits virtual
power management:

processor	: 2
vendor_id	: GenuineIntel
cpu family	: 6
model		: 106
model name	: Intel(R) Xeon(R) Platinum 8375C CPU @ 2.90GHz
stepping	: 6
microcode	: 0xd000363
cpu MHz		: 3499.871
cache size	: 55296 KB
physical id	: 0
siblings	: 8
core id		: 2
cpu cores	: 4
apicid		: 4
initial apicid	: 4
fpu		: yes
fpu_exception	: yes
cpuid level	: 27
wp		: yes
flags		: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd ida arat avx512vbmi pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg tme avx512_vpopcntdq rdpid md_clear flush_l1d arch_capabilities
bugs		: spectre_v1 spectre_v2 spec_store_bypass swapgs mmio_stale_data eibrs_pbrsb
bogomips	: 5800.06
clflush size	: 64
cache_alignment	: 64
address sizes	: 46 bits physical, 48 bits virtual
power management:

processor	: 3
vendor_id	: GenuineIntel
cpu family	: 6
model		: 106
model name	: Intel(R) Xeon(R) Platinum 8375C CPU @ 2.90GHz
stepping	: 6
microcode	: 0xd000363
cpu MHz		: 3500.034
cache size	: 55296 KB
physical id	: 0
siblings	: 8
core id		: 3
cpu cores	: 4
apicid		: 6
initial apicid	: 6
fpu		: yes
fpu_exception	: yes
cpuid level	: 27
wp		: yes
flags		: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd ida arat avx512vbmi pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg tme avx512_vpopcntdq rdpid md_clear flush_l1d arch_capabilities
bugs		: spectre_v1 spectre_v2 spec_store_bypass swapgs mmio_stale_data eibrs_pbrsb
bogomips	: 5800.06
clflush size	: 64
cache_alignment	: 64
address sizes	: 46 bits physical, 48 bits virtual
power management:

processor	: 4
vendor_id	: GenuineIntel
cpu family	: 6
model		: 106
model name	: Intel(R) Xeon(R) Platinum 8375C CPU @ 2.90GHz
stepping	: 6
microcode	: 0xd000363
cpu MHz		: 3500.069
cache size	: 55296 KB
physical id	: 0
siblings	: 8
core id		: 0
cpu cores	: 4
apicid		: 1
initial apicid	: 1
fpu		: yes
fpu_exception	: yes
cpuid level	: 27
wp		: yes
flags		: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd ida arat avx512vbmi pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg tme avx512_vpopcntdq rdpid md_clear flush_l1d arch_capabilities
bugs		: spectre_v1 spectre_v2 spec_store_bypass swapgs mmio_stale_data eibrs_pbrsb
bogomips	: 5800.06
clflush size	: 64
cache_alignment	: 64
address sizes	: 46 bits physical, 48 bits virtual
power management:

processor	: 5
vendor_id	: GenuineIntel
cpu family	: 6
model		: 106
model name	: Intel(R) Xeon(R) Platinum 8375C CPU @ 2.90GHz
stepping	: 6
microcode	: 0xd000363
cpu MHz		: 3500.122
cache size	: 55296 KB
physical id	: 0
siblings	: 8
core id		: 1
cpu cores	: 4
apicid		: 3
initial apicid	: 3
fpu		: yes
fpu_exception	: yes
cpuid level	: 27
wp		: yes
flags		: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd ida arat avx512vbmi pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg tme avx512_vpopcntdq rdpid md_clear flush_l1d arch_capabilities
bugs		: spectre_v1 spectre_v2 spec_store_bypass swapgs mmio_stale_data eibrs_pbrsb
bogomips	: 5800.06
clflush size	: 64
cache_alignment	: 64
address sizes	: 46 bits physical, 48 bits virtual
power management:

processor	: 6
vendor_id	: GenuineIntel
cpu family	: 6
model		: 106
model name	: Intel(R) Xeon(R) Platinum 8375C CPU @ 2.90GHz
stepping	: 6
microcode	: 0xd000363
cpu MHz		: 3499.913
cache size	: 55296 KB
physical id	: 0
siblings	: 8
core id		: 2
cpu cores	: 4
apicid		: 5
initial apicid	: 5
fpu		: yes
fpu_exception	: yes
cpuid level	: 27
wp		: yes
flags		: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd ida arat avx512vbmi pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg tme avx512_vpopcntdq rdpid md_clear flush_l1d arch_capabilities
bugs		: spectre_v1 spectre_v2 spec_store_bypass swapgs mmio_stale_data eibrs_pbrsb
bogomips	: 5800.06
clflush size	: 64
cache_alignment	: 64
address sizes	: 46 bits physical, 48 bits virtual
power management:

processor	: 7
vendor_id	: GenuineIntel
cpu family	: 6
model		: 106
model name	: Intel(R) Xeon(R) Platinum 8375C CPU @ 2.90GHz
stepping	: 6
microcode	: 0xd000363
cpu MHz		: 3500.775
cache size	: 55296 KB
physical id	: 0
siblings	: 8
core id		: 3
cpu cores	: 4
apicid		: 7
initial apicid	: 7
fpu		: yes
fpu_exception	: yes
cpuid level	: 27
wp		: yes
flags		: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves wbnoinvd ida arat avx512vbmi pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg tme avx512_vpopcntdq rdpid md_clear flush_l1d arch_capabilities
bugs		: spectre_v1 spectre_v2 spec_store_bypass swapgs mmio_stale_data eibrs_pbrsb
bogomips	: 5800.06
clflush size	: 64
cache_alignment	: 64
address sizes	: 46 bits physical, 48 bits virtual
power management:

!cat /proc/cpuinfo| grep "physical id"| sort| uniq| wc -l

!cat /proc/cpuinfo| grep "cpu cores"| uniq

cpu cores	: 4

!cat /proc/cpuinfo| grep "processor"| wc -l

!cat /proc/cpuinfo | grep name | cut -f2 -d: | uniq -c

      8  Intel(R) Xeon(R) Platinum 8375C CPU @ 2.90GHz

!free -h

              total        used        free      shared  buff/cache   available
Mem:           61Gi       4.9Gi        28Gi       2.0Mi        28Gi        56Gi
Swap:            0B          0B          0B

!cat /proc/meminfo | grep MemTotal

MemTotal:       64816236 kB

!pwd

/work

!df -h

Filesystem                                                           Size  Used Avail Use% Mounted on
overlay                                                              100G   67G   34G  67% /
tmpfs                                                                 64M     0   64M   0% /dev
tmpfs                                                                 31G     0   31G   0% /sys/fs/cgroup
172.2.193.144:/projects-pool/_compute-dependencies/libs/deprecated   2.3T  236G  2.1T  11% /shared-libs-deprecated
172.2.193.144:/projects-pool/_compute-dependencies/helpers/v1.33     2.3T  236G  2.1T  11% /compute-helpers
172.2.193.144:/projects-pool/p-8ae62133-5396-4db7-a072-e1d219f49837  5.0G     0  5.0G   0% /work
/dev/nvme0n1p1                                                       100G   67G   34G  67% /datasets
172.2.193.144:/projects-pool/_compute-dependencies/libs/v3.3         2.3T  236G  2.1T  11% /shared-libs
tmpfs                                                                 31G     0   31G   0% /dev/shm
tmpfs                                                                 31G     0   31G   0% /proc/acpi
tmpfs                                                                 31G     0   31G   0% /sys/firmware

!pip list

Package                       Version
----------------------------- -----------
absl-py                       1.3.0
agate                         1.6.3
aiohttp                       3.8.3
aiosignal                     1.2.0
altair                        4.2.0
anyio                         3.6.2
argon2-cffi                   21.3.0
argon2-cffi-bindings          21.2.0
arrow                         1.2.3
asn1crypto                    1.5.1
asttokens                     2.0.8
astunparse                    1.6.3
async-timeout                 4.0.2
attrs                         22.1.0
Automat                       20.2.0
Babel                         2.10.3
backcall                      0.2.0
beautifulsoup4                4.11.1
bleach                        5.0.1
blis                          0.7.9
boto3                         1.24.95
botocore                      1.27.95
branca                        0.5.0
cachetools                    5.2.0
catalogue                     2.0.8
certifi                       2022.9.24
cffi                          1.15.1
charset-normalizer            2.1.1
click                         8.1.3
click-plugins                 1.1.1
clickhouse-driver             0.2.4
clickhouse-sqlalchemy         0.2.2
cligj                         0.7.2
confection                    0.0.3
constantly                    15.1.0
contourpy                     1.0.5
cryptography                  36.0.2
cssselect                     1.1.0
cycler                        0.11.0
cymem                         2.0.7
datascience                   0.17.5
debugpy                       1.6.3
decorator                     5.1.1
defusedxml                    0.7.1
dill                          0.3.5.1
dnspython                     2.2.1
duckdb                        0.3.4
duckdb-engine                 0.6.2
entrypoints                   0.4
executing                     1.1.1
fastjsonschema                2.16.2
filelock                      3.8.0
Fiona                         1.8.22
flatbuffers                   22.9.24
folium                        0.13.0
fonttools                     4.37.4
frozenlist                    1.3.1
future                        0.18.2
gast                          0.4.0
geopandas                     0.11.1
google-api-core               2.10.2
google-auth                   2.13.0
google-auth-oauthlib          0.4.6
google-cloud-bigquery         3.3.5
google-cloud-bigquery-storage 2.16.2
google-cloud-core             2.3.2
google-crc32c                 1.5.0
google-pasta                  0.2.0
google-resumable-media        2.4.0
googleapis-common-protos      1.56.4
greenlet                      1.1.3.post0
grpcio                        1.50.0
grpcio-status                 1.48.2
h5py                          3.7.0
hyperlink                     21.0.0
idna                          3.4
importlib-metadata            5.0.0
incremental                   22.10.0
ipykernel                     6.16.1
ipython                       8.5.0
ipython-genutils              0.2.0
isodate                       0.6.1
itemadapter                   0.7.0
itemloaders                   1.0.6
jedi                          0.17.2
Jinja2                        2.11.3
jinjasql                      0.1.8
jmespath                      1.0.1
joblib                        1.2.0
jsonify                       0.5
jsonschema                    3.2.0
jupyter_client                7.4.3
jupyter_core                  4.11.2
jupyter-server                1.21.0
jupyterlab-pygments           0.2.2
keras                         2.10.0
Keras-Preprocessing           1.1.2
kiwisolver                    1.4.4
langcodes                     3.3.0
leather                       0.3.4
libclang                      14.0.6
lxml                          4.9.1
Markdown                      3.4.1
MarkupSafe                    2.0.1
matplotlib                    3.6.0
matplotlib-inline             0.1.6
mistune                       0.8.4
mpmath                        1.2.1
multidict                     6.0.2
munch                         2.5.0
murmurhash                    1.0.9
nbclassic                     0.4.5
nbclient                      0.5.13
nbconvert                     6.4.5
nbformat                      5.7.0
nest-asyncio                  1.5.6
nltk                          3.7
notebook                      6.5.1
notebook_shim                 0.2.0
numpy                         1.23.4
oauthlib                      3.2.2
opt-einsum                    3.3.0
oscrypto                      1.3.0
packaging                     21.3
pandas                        1.2.5
pandocfilters                 1.5.0
parsedatetime                 2.4
parsel                        1.6.0
parso                         0.7.1
pathy                         0.6.2
pexpect                       4.8.0
pickleshare                   0.7.5
Pillow                        9.2.0
pip                           22.0.4
plotly                        5.10.0
pluggy                        1.0.0
preshed                       3.0.8
prometheus-client             0.15.0
prompt-toolkit                3.0.31
Protego                       0.2.1
proto-plus                    1.22.1
protobuf                      3.19.6
psutil                        5.9.3
psycopg2-binary               2.9.4
ptyprocess                    0.7.0
pure-eval                     0.2.2
pyarrow                       9.0.0
pyasn1                        0.4.8
pyasn1-modules                0.2.8
pyathena                      2.14.0
pybigquery                    0.10.2
pycparser                     2.21
pycryptodomex                 3.15.0
pydantic                      1.10.2
PyDispatcher                  2.0.6
Pygments                      2.13.0
PyJWT                         2.6.0
pymongo                       4.3.2
pymssql                       2.2.5
PyMySQL                       1.0.2
pyOpenSSL                     22.0.0
pyparsing                     3.0.9
pyproj                        3.4.0
pyrsistent                    0.18.1
python-dateutil               2.8.2
python-jsonrpc-server         0.4.0
python-language-server        0.5
python-slugify                6.1.2
pytimeparse                   1.1.8
pytz                          2022.5
pytz-deprecation-shim         0.1.0.post0
pyzmq                         24.0.1
queuelib                      1.6.2
regex                         2022.9.13
requests                      2.28.1
requests-file                 1.5.1
requests-oauthlib             1.3.1
rsa                           4.9
s3transfer                    0.6.0
scikit-learn                  1.1.2
scipy                         1.9.3
Scrapy                        2.7.0
seaborn                       0.12.1
Send2Trash                    1.8.0
service-identity              21.1.0
setuptools                    58.1.0
Shapely                       1.8.5.post1
six                           1.16.0
smart-open                    5.2.1
sniffio                       1.3.0
snowflake-connector-python    2.8.0
snowflake-sqlalchemy          1.4.3
soupsieve                     2.3.2.post1
spacy                         3.4.2
spacy-legacy                  3.0.10
spacy-loggers                 1.0.3
sql-metadata                  2.1.0
SQLAlchemy                    1.4.42
sqlalchemy-redshift           0.8.11
sqlparse                      0.4.3
squarify                      0.4.3
srsly                         2.4.5
stack-data                    0.5.1
sympy                         1.11.1
tabulate                      0.9.0
tenacity                      8.1.0
tensorboard                   2.10.1
tensorboard-data-server       0.6.1
tensorboard-plugin-wit        1.8.1
tensorflow                    2.10.0
tensorflow-estimator          2.10.0
tensorflow-io-gcs-filesystem  0.27.0
termcolor                     2.0.1
terminado                     0.16.0
testpath                      0.6.0
text-unidecode                1.3
textblob                      0.17.1
thinc                         8.1.5
threadpoolctl                 3.1.0
tldextract                    3.4.0
toolz                         0.12.0
torch                         1.12.1
torchvision                   0.13.1
tornado                       6.2
tqdm                          4.64.1
traitlets                     5.5.0
Twisted                       22.8.0
typer                         0.4.2
typing_extensions             4.4.0
tzdata                        2022.5
tzlocal                       4.2
ujson                         5.5.0
urllib3                       1.26.12
w3lib                         2.0.1
wasabi                        0.10.1
wcwidth                       0.2.5
webencodings                  0.5.1
websocket-client              1.4.1
Werkzeug                      2.2.2
wheel                         0.37.1
wrapt                         1.14.1
yarl                          1.8.1
zipp                          3.9.0
zope.interface                5.5.0
WARNING: You are using pip version 22.0.4; however, version 23.0 is available.
You should consider upgrading via the '/root/venv/bin/python -m pip install --upgrade pip' command.

!curl https://www.google.com

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