I am trying to use ray[tune] on a linux server where I am just a user without the root permission.
After installing ray[tune] and running python code from ray import tune
, I got an error message:
ImportError: /lib64/libc.so.6: version `GLIBC_2.14' not found
Followed the instructions online, I changed the environment variables:
LD_LIBRARY_PATH=/home/USERNAME/dependency/glibc-2.17/lib/:/lib64/:/usr/local/gcc-5.3.0/lib64/
/home/USERNAME/dependency/glibc-2.17/lib/ld-2.17.so /home/USERNAME/python3.8.6/bin/python
Then I was able to run the python code from ray import tune
.
But when I ran the below code in link
from ray import tune
def objective(step, alpha, beta):
return (0.1 + alpha * step / 100)**(-1) + beta * 0.1
def training_function(config):
# Hyperparameters
alpha, beta = config["alpha"], config["beta"]
for step in range(10):
# Iterative training function - can be any arbitrary training procedure.
intermediate_score = objective(step, alpha, beta)
# Feed the score back back to Tune.
tune.report(mean_loss=intermediate_score)
analysis = tune.run(
training_function,
config={
"alpha": tune.grid_search([0.001, 0.01, 0.1]),
"beta": tune.choice([1, 2, 3])
})
print("Best config: ", analysis.get_best_config(
metric="mean_loss", mode="min"))
# Get a dataframe for analyzing trial results.
df = analysis.results_df
I got error: RuntimeError: Couldn't start Redis
logs/redis.err says:
thirdparty/redis/src/redis-server: error while loading shared libraries: __vdso_time: invalid mode for dlopen(): Invalid argument
*Ray version is 1.0.0, Python version is 3.8.6
Any fix/reason for this failure?