The old server crash and trying to run my code on the new server. I 
installed theano 0.9.0-dev and lasagne 0.2.0 dev. When I ran my previous 
code, it shows me error as below:

69         
70 {
71 // Op class DnnVersion
72 
73 #if defined(CUDNN_VERSION)
74 V1 = PyTuple_Pack(2, PyInt_FromLong(CUDNN_VERSION), 
PyInt_FromLong(cudnnGetVersion()));
75 #else
76 V1 = PyInt_FromLong(-1);
77 #endif
78 __label_3:
79 
80 double __DUMMY_3;
81 
82 }
83 __label_2:
84 
85     if (!__failure) {
86       
87         assert(py_V1->ob_refcnt > 1);
88         Py_DECREF(py_V1);
89         py_V1 = V1 ? V1 : Py_None;
90         Py_INCREF(py_V1);
91         
92       PyObject* old = PyList_GET_ITEM(storage_V1, 0);
93       {Py_XINCREF(py_V1);}
94       PyList_SET_ITEM(storage_V1, 0, py_V1);
95       {Py_XDECREF(old);}
96     }
97     
98         Py_XDECREF(V1);
99         
100     {Py_XDECREF(py_V1);}
101     
102 double __DUMMY_2;
103 
104 }
105 
106             
107         if (__failure) {
108             // When there is a failure, this code puts the exception
109             // in __ERROR.
110             PyObject* err_type = NULL;
111             PyObject* err_msg = NULL;
112             PyObject* err_traceback = NULL;
113             PyErr_Fetch(&err_type, &err_msg, &err_traceback);
114             if (!err_type) {err_type = Py_None;Py_INCREF(Py_None);}
115             if (!err_msg) {err_msg = Py_None; Py_INCREF(Py_None);}
116             if (!err_traceback) {err_traceback = Py_None; 
Py_INCREF(Py_None);}
117             PyObject* old_err_type = PyList_GET_ITEM(__ERROR, 0);
118             PyObject* old_err_msg = PyList_GET_ITEM(__ERROR, 1);
119             PyObject* old_err_traceback = PyList_GET_ITEM(__ERROR, 2);
120             PyList_SET_ITEM(__ERROR, 0, err_type);
121             PyList_SET_ITEM(__ERROR, 1, err_msg);
122             PyList_SET_ITEM(__ERROR, 2, err_traceback);
123             {Py_XDECREF(old_err_type);}
124             {Py_XDECREF(old_err_msg);}
125             {Py_XDECREF(old_err_traceback);}
126         }
127         // The failure code is returned to index what code block failed.
128         return __failure;
129         
130         }
131     };
132     }
133     
134 
135         static int 
__struct_compiled_op_3442132e74e76f61361fb1c73112eef4_executor(__struct_compiled_op_3442132e74e76f61361fb1c73112eef4*
 
self) {
136             return self->run();
137         }
138 
139         static void 
__struct_compiled_op_3442132e74e76f61361fb1c73112eef4_destructor(void* 
executor, void* self) {
140             delete 
((__struct_compiled_op_3442132e74e76f61361fb1c73112eef4*)self);
141         }
142         
143 //////////////////////
144 ////  Functions
145 //////////////////////
146 static PyObject * instantiate(PyObject * self, PyObject *argtuple) {
147   assert(PyTuple_Check(argtuple));
148   if (2 != PyTuple_Size(argtuple)){ 
149      PyErr_Format(PyExc_TypeError, "Wrong number of arguments, expected 
2, got %i", (int)PyTuple_Size(argtuple));
150      return NULL;
151   }
152   __struct_compiled_op_3442132e74e76f61361fb1c73112eef4* struct_ptr = 
new __struct_compiled_op_3442132e74e76f61361fb1c73112eef4();
153   if (struct_ptr->init( PyTuple_GET_ITEM(argtuple, 
0),PyTuple_GET_ITEM(argtuple, 1) ) != 0) {
154     delete struct_ptr;
155     return NULL;
156   }
157   PyObject* thunk = 
PyCObject_FromVoidPtrAndDesc((void*)(&__struct_compiled_op_3442132e74e76f61361fb1c73112eef4_executor),
 
struct_ptr, 
__struct_compiled_op_3442132e74e76f61361fb1c73112eef4_destructor);
158   return thunk; }
159 
160 //////////////////////
161 ////  Module init
162 //////////////////////
163 static PyMethodDef MyMethods[] = {
164     {"instantiate", instantiate, METH_VARARGS, "undocumented"} ,
165     {NULL, NULL, 0, NULL}
166 };
167 PyMODINIT_FUNC init3442132e74e76f61361fb1c73112eef4(void){
168    (void) Py_InitModule("3442132e74e76f61361fb1c73112eef4", MyMethods);
169 }
170 
===============================
nvcc warning : The 'compute_20', 'sm_20', and 'sm_21' architectures are 
deprecated, and may be removed in a future release (Use 
-Wno-deprecated-gpu-targets to suppress warning).
In file included from 
/var/home/xzhang/anaconda2/include/python2.7/Python.h:8:0,
                 from mod.cu:1:
/var/home/xzhang/anaconda2/include/python2.7/pyconfig.h:1190:0: warning: 
"_POSIX_C_SOURCE" redefined [enabled by default]
 #define _POSIX_C_SOURCE 200112L
 ^
In file included from /usr/local/cuda/include/host_config.h:173:0,
                 from /usr/local/cuda/include/cuda_runtime.h:78,
                 from <command-line>:0:
/usr/include/features.h:230:0: note: this is the location of the previous 
definition
 # define _POSIX_C_SOURCE 200809L
 ^
In file included from 
/var/home/xzhang/anaconda2/include/python2.7/Python.h:8:0,
                 from mod.cu:1:
/var/home/xzhang/anaconda2/include/python2.7/pyconfig.h:1212:0: warning: 
"_XOPEN_SOURCE" redefined [enabled by default]
 #define _XOPEN_SOURCE 600
 ^
In file included from /usr/local/cuda/include/host_config.h:173:0,
                 from /usr/local/cuda/include/cuda_runtime.h:78,
                 from <command-line>:0:
/usr/include/features.h:162:0: note: this is the location of the previous 
definition
 # define _XOPEN_SOURCE 700
 ^
In file included from 
/var/home/xzhang/anaconda2/include/python2.7/Python.h:8:0,
                 from mod.cu:1:
/var/home/xzhang/anaconda2/include/python2.7/pyconfig.h:1190:0: warning: 
"_POSIX_C_SOURCE" redefined [enabled by default]
 #define _POSIX_C_SOURCE 200112L
 ^
In file included from /usr/local/cuda/include/host_config.h:173:0,
                 from /usr/local/cuda/include/cuda_runtime.h:78,
                 from <command-line>:0:
/usr/include/features.h:230:0: note: this is the location of the previous 
definition
 # define _POSIX_C_SOURCE 200809L
 ^
In file included from 
/var/home/xzhang/anaconda2/include/python2.7/Python.h:8:0,
                 from mod.cu:1:
/var/home/xzhang/anaconda2/include/python2.7/pyconfig.h:1212:0: warning: 
"_XOPEN_SOURCE" redefined [enabled by default]
 #define _XOPEN_SOURCE 600
 ^
In file included from /usr/local/cuda/include/host_config.h:173:0,
                 from /usr/local/cuda/include/cuda_runtime.h:78,
                 from <command-line>:0:
/usr/include/features.h:162:0: note: this is the location of the previous 
definition
 # define _XOPEN_SOURCE 700
 ^
/usr/bin/ld: cannot find -lcudnn
collect2: error: ld returned 1 exit status

['nvcc', '-shared', '-O3', '-Xlinker', '-rpath,/usr/local/cuda/lib64', 
'-m64', '-Xcompiler', 
'-fno-math-errno,-Wno-unused-label,-Wno-unused-variable,-Wno-write-strings,-DCUDA_NDARRAY_CUH=c72d035fdf91890f3b36710688069b2e,-DNPY_NO_DEPRECATED_API=NPY_1_7_API_VERSION,-fPIC,-fvisibility=hidden',
 
'-Xlinker', 
'-rpath,/var/home/xzhang/.theano/compiledir_Linux-3.13--generic-x86_64-with-debian-jessie-sid-x86_64-2.7.13-64/cuda_ndarray',
 
'-I/usr/local/cuda/include', 
'-I/var/home/xzhang/anaconda2/lib/python2.7/site-packages/numpy/core/include', 
'-I/var/home/xzhang/anaconda2/include/python2.7', 
'-I/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof', 
'-I/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/sandbox/cuda', 
'-L/var/home/xzhang/anaconda2/lib', '-o', 
'/var/home/xzhang/.theano/compiledir_Linux-3.13--generic-x86_64-with-debian-jessie-sid-x86_64-2.7.13-64/tmpSrZcvj/3442132e74e76f61361fb1c73112eef4.so',
 
'mod.cu', '-lcudnn', '-lpython2.7', '-lcudart']
Using gpu device 0: Tesla K80 (CNMeM is disabled, cuDNN None)
Using Theano backend.
Compiling...
1 #include <Python.h>
2 #include <iostream>
3 #include "theano_mod_helper.h"
4 #include "cudnn.h"
5 //////////////////////
6 ////  Support Code
7 //////////////////////
8 
9 #if PY_MAJOR_VERSION >= 3
10 #define PyInt_FromLong PyLong_FromLong
11 #endif
12 
13 
14     namespace {
15     struct __struct_compiled_op_3442132e74e76f61361fb1c73112eef4 {
16         PyObject* __ERROR;
17 
18         PyObject* storage_V1;
19         
20 
21         __struct_compiled_op_3442132e74e76f61361fb1c73112eef4() {
22             // This is only somewhat safe because we:
23             //  1) Are not a virtual class
24             //  2) Do not use any virtual classes in the members
25             //  3) Deal with mostly POD and pointers
26 
27             // If this changes, we would have to revise this, but for
28             // now I am tired of chasing segfaults because
29             // initialization code had an error and some pointer has
30             // a junk value.
31             memset(this, 0, sizeof(*this));
32         }
33         ~__struct_compiled_op_3442132e74e76f61361fb1c73112eef4(void) {
34             cleanup();
35         }
36 
37         int init(PyObject* __ERROR, PyObject* storage_V1) {
38             Py_XINCREF(storage_V1);
39             this->storage_V1 = storage_V1;
40             
41 
42 
43             this->__ERROR = __ERROR;
44             return 0;
45         }
46         void cleanup(void) {
47             __label_1:
48 
49 double __DUMMY_1;
50 __label_4:
51 
52 double __DUMMY_4;
53 
54             Py_XDECREF(this->storage_V1);
55         }
56         int run(void) {
57             int __failure = 0;
58             
59     PyObject* py_V1;
60     
61         PyObject* V1;
62         
63 {
64 
65     py_V1 = Py_None;
66     {Py_XINCREF(py_V1);}
67     
68         V1 = NULL;
69         
70 {
71 // Op class DnnVersion
72 
73 #if defined(CUDNN_VERSION)
74 V1 = PyTuple_Pack(2, PyInt_FromLong(CUDNN_VERSION), 
PyInt_FromLong(cudnnGetVersion()));
75 #else
76 V1 = PyInt_FromLong(-1);
77 #endif
78 __label_3:
79 
80 double __DUMMY_3;
81 
82 }
83 __label_2:
84 
85     if (!__failure) {
86       
87         assert(py_V1->ob_refcnt > 1);
88         Py_DECREF(py_V1);
89         py_V1 = V1 ? V1 : Py_None;
90         Py_INCREF(py_V1);
91         
92       PyObject* old = PyList_GET_ITEM(storage_V1, 0);
93       {Py_XINCREF(py_V1);}
94       PyList_SET_ITEM(storage_V1, 0, py_V1);
95       {Py_XDECREF(old);}
96     }
97     
98         Py_XDECREF(V1);
99         
100     {Py_XDECREF(py_V1);}
101     
102 double __DUMMY_2;
103 
104 }
105 
106             
107         if (__failure) {
108             // When there is a failure, this code puts the exception
109             // in __ERROR.
110             PyObject* err_type = NULL;
111             PyObject* err_msg = NULL;
112             PyObject* err_traceback = NULL;
113             PyErr_Fetch(&err_type, &err_msg, &err_traceback);
114             if (!err_type) {err_type = Py_None;Py_INCREF(Py_None);}
115             if (!err_msg) {err_msg = Py_None; Py_INCREF(Py_None);}
116             if (!err_traceback) {err_traceback = Py_None; 
Py_INCREF(Py_None);}
117             PyObject* old_err_type = PyList_GET_ITEM(__ERROR, 0);
118             PyObject* old_err_msg = PyList_GET_ITEM(__ERROR, 1);
119             PyObject* old_err_traceback = PyList_GET_ITEM(__ERROR, 2);
120             PyList_SET_ITEM(__ERROR, 0, err_type);
121             PyList_SET_ITEM(__ERROR, 1, err_msg);
122             PyList_SET_ITEM(__ERROR, 2, err_traceback);
123             {Py_XDECREF(old_err_type);}
124             {Py_XDECREF(old_err_msg);}
125             {Py_XDECREF(old_err_traceback);}
126         }
127         // The failure code is returned to index what code block failed.
128         return __failure;
129         
130         }
131     };
132     }
133     
134 
135         static int 
__struct_compiled_op_3442132e74e76f61361fb1c73112eef4_executor(__struct_compiled_op_3442132e74e76f61361fb1c73112eef4*
 
self) {
136             return self->run();
137         }
138 
139         static void 
__struct_compiled_op_3442132e74e76f61361fb1c73112eef4_destructor(void* 
executor, void* self) {
140             delete 
((__struct_compiled_op_3442132e74e76f61361fb1c73112eef4*)self);
141         }
142         
143 //////////////////////
144 ////  Functions
145 //////////////////////
146 static PyObject * instantiate(PyObject * self, PyObject *argtuple) {
147   assert(PyTuple_Check(argtuple));
148   if (2 != PyTuple_Size(argtuple)){ 
149      PyErr_Format(PyExc_TypeError, "Wrong number of arguments, expected 
2, got %i", (int)PyTuple_Size(argtuple));
150      return NULL;
151   }
152   __struct_compiled_op_3442132e74e76f61361fb1c73112eef4* struct_ptr = 
new __struct_compiled_op_3442132e74e76f61361fb1c73112eef4();
153   if (struct_ptr->init( PyTuple_GET_ITEM(argtuple, 
0),PyTuple_GET_ITEM(argtuple, 1) ) != 0) {
154     delete struct_ptr;
155     return NULL;
156   }
157   PyObject* thunk = 
PyCObject_FromVoidPtrAndDesc((void*)(&__struct_compiled_op_3442132e74e76f61361fb1c73112eef4_executor),
 
struct_ptr, 
__struct_compiled_op_3442132e74e76f61361fb1c73112eef4_destructor);
158   return thunk; }
159 
160 //////////////////////
161 ////  Module init
162 //////////////////////
163 static PyMethodDef MyMethods[] = {
164     {"instantiate", instantiate, METH_VARARGS, "undocumented"} ,
165     {NULL, NULL, 0, NULL}
166 };
167 PyMODINIT_FUNC init3442132e74e76f61361fb1c73112eef4(void){
168    (void) Py_InitModule("3442132e74e76f61361fb1c73112eef4", MyMethods);
169 }
170 
===============================
In file included from 
/var/home/xzhang/anaconda2/include/python2.7/Python.h:8:0,
                 from mod.cu:1:
/var/home/xzhang/anaconda2/include/python2.7/pyconfig.h:1190:0: warning: 
"_POSIX_C_SOURCE" redefined [enabled by default]
 #define _POSIX_C_SOURCE 200112L
 ^
In file included from /usr/local/cuda/include/host_config.h:173:0,
                 from /usr/local/cuda/include/cuda_runtime.h:78,
                 from <command-line>:0:
/usr/include/features.h:230:0: note: this is the location of the previous 
definition
 # define _POSIX_C_SOURCE 200809L
 ^
In file included from 
/var/home/xzhang/anaconda2/include/python2.7/Python.h:8:0,
                 from mod.cu:1:
/var/home/xzhang/anaconda2/include/python2.7/pyconfig.h:1212:0: warning: 
"_XOPEN_SOURCE" redefined [enabled by default]
 #define _XOPEN_SOURCE 600
 ^
In file included from /usr/local/cuda/include/host_config.h:173:0,
                 from /usr/local/cuda/include/cuda_runtime.h:78,
                 from <command-line>:0:
/usr/include/features.h:162:0: note: this is the location of the previous 
definition
 # define _XOPEN_SOURCE 700
 ^
In file included from 
/var/home/xzhang/anaconda2/include/python2.7/Python.h:8:0,
                 from mod.cu:1:
/var/home/xzhang/anaconda2/include/python2.7/pyconfig.h:1190:0: warning: 
"_POSIX_C_SOURCE" redefined [enabled by default]
 #define _POSIX_C_SOURCE 200112L
 ^
In file included from /usr/local/cuda/include/host_config.h:173:0,
                 from /usr/local/cuda/include/cuda_runtime.h:78,
                 from <command-line>:0:
/usr/include/features.h:230:0: note: this is the location of the previous 
definition
 # define _POSIX_C_SOURCE 200809L
 ^
In file included from 
/var/home/xzhang/anaconda2/include/python2.7/Python.h:8:0,
                 from mod.cu:1:
/var/home/xzhang/anaconda2/include/python2.7/pyconfig.h:1212:0: warning: 
"_XOPEN_SOURCE" redefined [enabled by default]
 #define _XOPEN_SOURCE 600
 ^
In file included from /usr/local/cuda/include/host_config.h:173:0,
                 from /usr/local/cuda/include/cuda_runtime.h:78,
                 from <command-line>:0:
/usr/include/features.h:162:0: note: this is the location of the previous 
definition
 # define _XOPEN_SOURCE 700
 ^
/usr/bin/ld: cannot find -lcudnn
collect2: error: ld returned 1 exit status

['nvcc', '-shared', '-O3', '-Xlinker', '-rpath,/usr/local/cuda/lib64', 
'-arch=sm_37', '-m64', '-Xcompiler', 
'-fno-math-errno,-Wno-unused-label,-Wno-unused-variable,-Wno-write-strings,-DCUDA_NDARRAY_CUH=c72d035fdf91890f3b36710688069b2e,-DNPY_NO_DEPRECATED_API=NPY_1_7_API_VERSION,-fPIC,-fvisibility=hidden',
 
'-Xlinker', 
'-rpath,/var/home/xzhang/.theano/compiledir_Linux-3.13--generic-x86_64-with-debian-jessie-sid-x86_64-2.7.13-64/cuda_ndarray',
 
'-I/usr/local/cuda/include', 
'-I/var/home/xzhang/anaconda2/lib/python2.7/site-packages/numpy/core/include', 
'-I/var/home/xzhang/anaconda2/include/python2.7', 
'-I/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof', 
'-I/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/sandbox/cuda', 
'-L/var/home/xzhang/anaconda2/lib', '-o', 
'/var/home/xzhang/.theano/compiledir_Linux-3.13--generic-x86_64-with-debian-jessie-sid-x86_64-2.7.13-64/tmpKcdE1p/3442132e74e76f61361fb1c73112eef4.so',
 
'mod.cu', '-lcudnn', '-lpython2.7', '-lcudart']
Traceback (most recent call last):
  File "test_convnet_binary_bias3.py", line 159, in <module>
    main(**kargs)
  File "test_convnet_binary_bias3.py", line 94, in main
    temp, temp1, temp2, temp3,conv1_spikes=second_l.get_output() 
  File 
"/var/home/xzhang/code_repository/binarizednetwork_08_03/timefirstspike/relulastlayer/theano_layers.py",
 
line 169, in get_output
    border_mode=(pad_x, pad_y))
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/sandbox/cuda/dnn.py",
 
line 1186, in dnn_conv
    return GpuDnnConv(algo=algo)(img, kerns, out, desc)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/sandbox/cuda/dnn.py",
 
line 359, in __init__
    if version() < (5000, 5000):
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/sandbox/cuda/__init__.py",
 
line 429, in dnn_version
    profile=False)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/compile/function.py",
 
line 326, in function
    output_keys=output_keys)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/compile/pfunc.py",
 
line 486, in pfunc
    output_keys=output_keys)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/compile/function_module.py",
 
line 1795, in orig_function
    defaults)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/compile/function_module.py",
 
line 1661, in create
    input_storage=input_storage_lists, storage_map=storage_map)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof/link.py", 
line 699, in make_thunk
    storage_map=storage_map)[:3]
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof/vm.py", 
line 1047, in make_all
    impl=impl))
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof/op.py", 
line 935, in make_thunk
    no_recycling)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof/op.py", 
line 839, in make_c_thunk
    output_storage=node_output_storage)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof/cc.py", 
line 1190, in make_thunk
    keep_lock=keep_lock)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof/cc.py", 
line 1131, in __compile__
    keep_lock=keep_lock)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof/cc.py", 
line 1586, in cthunk_factory
    key=key, lnk=self, keep_lock=keep_lock)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof/cmodule.py", 
line 1159, in module_from_key
    module = lnk.compile_cmodule(location)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof/cc.py", 
line 1489, in compile_cmodule
    preargs=preargs)
  File 
"/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/sandbox/cuda/nvcc_compiler.py",
 
line 405, in compile_str
    'for cmd', ' '.join(cmd))
Exception: ('The following error happened while compiling the node', 
<theano.sandbox.cuda.DnnVersion object at 0x7f4feef0de50>(), '\n', 'nvcc 
return status', 1, 'for cmd', 'nvcc -shared -O3 -Xlinker 
-rpath,/usr/local/cuda/lib64 -arch=sm_37 -m64 -Xcompiler 
-fno-math-errno,-Wno-unused-label,-Wno-unused-variable,-Wno-write-strings,-DCUDA_NDARRAY_CUH=c72d035fdf91890f3b36710688069b2e,-DNPY_NO_DEPRECATED_API=NPY_1_7_API_VERSION,-fPIC,-fvisibility=hidden
 
-Xlinker 
-rpath,/var/home/xzhang/.theano/compiledir_Linux-3.13--generic-x86_64-with-debian-jessie-sid-x86_64-2.7.13-64/cuda_ndarray
 
-I/usr/local/cuda/include 
-I/var/home/xzhang/anaconda2/lib/python2.7/site-packages/numpy/core/include 
-I/var/home/xzhang/anaconda2/include/python2.7 
-I/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/gof 
-I/var/home/xzhang/anaconda2/lib/python2.7/site-packages/theano/sandbox/cuda 
-L/var/home/xzhang/anaconda2/lib -o 
/var/home/xzhang/.theano/compiledir_Linux-3.13--generic-x86_64-with-debian-jessie-sid-x86_64-2.7.13-64/tmpKcdE1p/3442132e74e76f61361fb1c73112eef4.so
 
mod.cu -lcudnn -lpython2.7 -lcudart', '[<theano.sandbox.cuda.DnnVersion 
object at 0x7f4feef0de50>()]')

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