GRU4Rec is the original Theano implementation of the algorithm in "Session-based Recommendations with Recurrent Neural Networks" paper, published at ICLR 2016 and its follow-up "Recurrent Neural Networks with Top-k Gains for Session-based Recommendations". The code is optimized for execution on the GPU.
WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.
Can not use cuDNN on context None: cannot compile with cuDNN. We got this error:
b'/tmp/try_flags_b5qyyrtx.c:4:10: fatal error: cudnn.h: No such file or directory\n #include \n ^~~~~\ncompilation terminated.\n'
Traceback (most recent call last):
File "run.py", line 122, in
gru.fit(data, sample_store=args.sample_store_size, store_type='gpu', ckpt_path=args.save_model)
File "/hdd/lhz/cll/baselines/GRU4Rec+_beauty/gru4rec.py", line 553, in fit
updates_st[self.ST] = gpu_searchsorted(P, X, dtype_int64=True).reshape((generate_length, self.n_sample))
File "/hdd/lhz/cll/baselines/GRU4Rec+_beauty/gpu_ops.py", line 43, in gpu_searchsorted
return cto.GpuBinarySearchSorted(dtype_int64=dtype_int64)(P, X)
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gof/op.py", line 615, in call
node = self.make_node(*inputs, *kwargs)
File "/hdd/lhz/cll/baselines/GRU4Rec+_beauty/custom_theano_ops.py", line 292, in make_node
d = as_gpuarray_variable(d, context_name=self.context_name)
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gpuarray/basic_ops.py", line 79, in as_gpuarray_variable
return copy_stack_trace(x, GpuFromHost(context_name)(x))
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gof/op.py", line 615, in call
node = self.make_node(inputs, **kwargs)
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gpuarray/basic_ops.py", line 674, in make_node
dtype=x.dtype)()
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gpuarray/type.py", line 186, in init
get_context(self.context_name)
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gpuarray/type.py", line 104, in get_context
raise ContextNotDefined("context name %s not defined" % (name,))
theano.gpuarray.type.ContextNotDefined: context name None not defined
I run this command:
$python run.py ../GRU4Rec_TensorFlow_beauty/data/train.tsv -t ../GRU4Rec_TensorFlow_beauty/data/valid.tsv -m 1 5 10 20 \ -ps loss=bpr-max,final_act=elu-0.5,hidden_act=tanh,layers=100,adapt=adagrad,n_epochs=10,batch_size=32,dropout_p_embed=0.0,dropout_p_hidden=0.0
But I get this error:
WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions. Can not use cuDNN on context None: cannot compile with cuDNN. We got this error: b'/tmp/try_flags_b5qyyrtx.c:4:10: fatal error: cudnn.h: No such file or directory\n #include\n ^
~~~~\ncompilation terminated.\n'Traceback (most recent call last): File "run.py", line 122, in
gru.fit(data, sample_store=args.sample_store_size, store_type='gpu', ckpt_path=args.save_model)
File "/hdd/lhz/cll/baselines/GRU4Rec+_beauty/gru4rec.py", line 553, in fit
updates_st[self.ST] = gpu_searchsorted(P, X, dtype_int64=True).reshape((generate_length, self.n_sample))
File "/hdd/lhz/cll/baselines/GRU4Rec+_beauty/gpu_ops.py", line 43, in gpu_searchsorted
return cto.GpuBinarySearchSorted(dtype_int64=dtype_int64)(P, X)
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gof/op.py", line 615, in call
node = self.make_node(*inputs, *kwargs)
File "/hdd/lhz/cll/baselines/GRU4Rec+_beauty/custom_theano_ops.py", line 292, in make_node
d = as_gpuarray_variable(d, context_name=self.context_name)
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gpuarray/basic_ops.py", line 79, in as_gpuarray_variable
return copy_stack_trace(x, GpuFromHost(context_name)(x))
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gof/op.py", line 615, in call
node = self.make_node(inputs, **kwargs)
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gpuarray/basic_ops.py", line 674, in make_node
dtype=x.dtype)()
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gpuarray/type.py", line 186, in init
get_context(self.context_name)
File "/home/anaconda3/envs/theano/lib/python3.6/site-packages/theano/gpuarray/type.py", line 104, in get_context
raise ContextNotDefined("context name %s not defined" % (name,))
theano.gpuarray.type.ContextNotDefined: context name None not defined
CUDA Version 10.1.105
Anyone could help?