def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time();
bvpl_octree_batch.init_process("bvplComputeTaylorCoefficients");
bvpl_octree_batch.set_input_string(0,job.taylor_path);
bvpl_octree_batch.set_input_int(1, job.scene_id);
bvpl_octree_batch.set_input_int(2, job.block_i);
bvpl_octree_batch.set_input_int(3, job.block_j);
bvpl_octree_batch.set_input_int(4, job.block_k);
bvpl_octree_batch.set_input_int(5, job.dimension);
bvpl_octree_batch.run_process();
bvpl_octree_batch.clear();
print ("Runing time for worker:", self.name)
print(time.time() - start_time);
#output exit code in this case
#important: having a result queue makes the execute_jobs wait for all jobs in the queue before exiting
self.result_queue.put(0);
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time();
bvpl_octree_batch.init_process("bvpl_taylor_global_add_error_process");
bvpl_octree_batch.set_input_from_db(0,job.global_taylor);
bvpl_octree_batch.set_input_int(1, job.scene_id);
bvpl_octree_batch.set_input_int(2, job.block_i);
bvpl_octree_batch.set_input_int(3, job.block_j);
bvpl_octree_batch.set_input_int(4, job.block_k);
bvpl_octree_batch.run_process();
(id, type) = bvpl_octree_batch.commit_output(0);
error_val = dbvalue(id, type);
error = bvpl_octree_batch.get_output_double(id);
self.result_queue.put(error);
bvpl_octree_batch.clear();
print ("Runing time for worker:", self.name)
print(time.time() - start_time);
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time();
bvpl_octree_batch.init_process("bvplThresholdCornersProcess");
bvpl_octree_batch.set_input_from_db(0,job.global_taylor);
bvpl_octree_batch.set_input_from_db(1,job.global_corners);
bvpl_octree_batch.set_input_int(2, job.scene_id);
bvpl_octree_batch.set_input_float(3, job.harris_threshold);
bvpl_octree_batch.set_input_string(4, job.output_path);
bvpl_octree_batch.run_process();
#Save dristhi raw scene
drishti_dir = job.output_path + "/drishti";
if not os.path.isdir(drishti_dir +"/"):
os.mkdir(drishti_dir +"/");
path_scene_out = drishti_dir + "/valid_scene";
print("Creating a Scene");
bvpl_octree_batch.init_process("boxmCreateSceneProcess");
bvpl_octree_batch.set_input_string(0, job.output_path + "/valid_scene_" + str(job.scene_id) + ".xml");
bvpl_octree_batch.run_process();
(id, type) = bvpl_octree_batch.commit_output(0);
scene= dbvalue(id, type);
print("Save Scene");
bvpl_octree_batch.init_process("boxmSaveSceneRawProcess");
bvpl_octree_batch.set_input_from_db(0,scene);
bvpl_octree_batch.set_input_string(1, path_scene_out);
bvpl_octree_batch.set_input_unsigned(2,0);
bvpl_octree_batch.set_input_unsigned(3,1);
bvpl_octree_batch.run_process();
bvpl_octree_batch.clear();
print ("Runing time for worker:", self.name)
print(time.time() - start_time);
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time()
bvpl_octree_batch.init_process("bvplCornerStatisticsProcess")
bvpl_octree_batch.set_input_from_db(0, job.global_taylor)
bvpl_octree_batch.set_input_from_db(1, job.global_corners)
bvpl_octree_batch.set_input_int(2, job.scene_id)
bvpl_octree_batch.run_process()
bvpl_octree_batch.clear()
print ("Runing time for worker:", self.name)
print (time.time() - start_time)
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time()
print("Adding Errors")
bvpl_octree_batch.init_process("bvplAddTaylorErrorsProcess")
bvpl_octree_batch.set_input_from_db(0, job.error_scene)
bvpl_octree_batch.set_input_double(1, job.fraction)
bvpl_octree_batch.set_input_int(2, job.block_i)
bvpl_octree_batch.set_input_int(3, job.block_j)
bvpl_octree_batch.set_input_int(4, job.block_k)
bvpl_octree_batch.run_process()
(id, type) = bvpl_octree_batch.commit_output(0)
error_val = dbvalue(id, type)
error = bvpl_octree_batch.get_output_double(id)
self.result_queue.put(error)
print("error")
print(error)
print("Runing time for worker:", self.name)
print(time.time() - start_time)
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time()
print("Creating taylor kernel")
bvpl_octree_batch.init_process("bvplLoadTaylorKernelProcess")
bvpl_octree_batch.set_input_string(0, job.kernel_path)
bvpl_octree_batch.run_process()
(kernel_id, kernel_type) = bvpl_octree_batch.commit_output(0)
kernel = dbvalue(kernel_id, kernel_type)
print("Running Kernel")
bvpl_octree_batch.init_process("bvplBlockKernelOperatorProcess")
bvpl_octree_batch.set_input_from_db(0, job.scene)
bvpl_octree_batch.set_input_from_db(1, kernel)
bvpl_octree_batch.set_input_int(2, job.block_i)
bvpl_octree_batch.set_input_int(3, job.block_j)
bvpl_octree_batch.set_input_int(4, job.block_k)
bvpl_octree_batch.set_input_string(5, "algebraic")
bvpl_octree_batch.set_input_string(6, job.output_path)
bvpl_octree_batch.run_process()
print("Runing time for worker:", self.name)
print(time.time() - start_time)
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time()
print("Creating taylor kernel")
batch.init_process("bvplLoadTaylorKernelProcess")
batch.set_input_string(0, job.kernel_path)
batch.run_process()
(kernel_id, kernel_type) = batch.commit_output(0)
kernel = dbvalue(kernel_id, kernel_type)
print("Running Kernel")
batch.init_process("bvplBlockKernelOperatorProcess")
batch.set_input_from_db(0, job.scene)
batch.set_input_from_db(1, kernel)
batch.set_input_int(2, job.block_i)
batch.set_input_int(3, job.block_j)
batch.set_input_int(4, job.block_k)
batch.set_input_string(5, "algebraic")
batch.set_input_string(6, job.output_path)
batch.run_process()
print ("Runing time for worker:", self.name)
print(time.time() - start_time)
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time()
print("Adding Errors")
bvpl_octree_batch.init_process("bvplAddTaylorErrorsProcess")
bvpl_octree_batch.set_input_from_db(0, job.error_scene)
bvpl_octree_batch.set_input_double(1, job.fraction)
bvpl_octree_batch.set_input_int(2, job.block_i)
bvpl_octree_batch.set_input_int(3, job.block_j)
bvpl_octree_batch.set_input_int(4, job.block_k)
bvpl_octree_batch.run_process()
(id, type) = bvpl_octree_batch.commit_output(0)
error_val = dbvalue(id, type)
error = bvpl_octree_batch.get_output_double(id)
self.result_queue.put(error)
print("error")
print(error)
print("Runing time for worker:", self.name)
print(time.time() - start_time)
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait();
except Queue.Empty:
break;
start_time = time.time();
print("Adding Errors");
bvpl_octree_batch.init_process("bvplAddPCAErrorsProcess");
bvpl_octree_batch.set_input_from_db(0,job.pca_scenes);
bvpl_octree_batch.set_input_unsigned(1, job.dim);
bvpl_octree_batch.set_input_double(2,job.fraction);
bvpl_octree_batch.set_input_int(3, job.block_i);
bvpl_octree_batch.set_input_int(4, job.block_j)
bvpl_octree_batch.set_input_int(5, job.block_k)
bvpl_octree_batch.run_process();
(id, type) = bvpl_octree_batch.commit_output(0);
error_val = dbvalue(id, type);
error = bvpl_octree_batch.get_output_double(id);
self.result_queue.put(error);
print("Runing time for worker:", self.name);
print(time.time() - start_time);
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time();
bvpl_octree_batch.init_process("bvplPCAProjectProcess");
bvpl_octree_batch.set_input_from_db(0,job.global_pca);
bvpl_octree_batch.set_input_int(1, job.scene_id);
bvpl_octree_batch.set_input_int(2, job.block_i);
bvpl_octree_batch.set_input_int(3, job.block_j);
bvpl_octree_batch.set_input_int(4, job.block_k);
bvpl_octree_batch.run_process();
bvpl_octree_batch.clear();
print ("Runing time for worker:", self.name)
print(time.time() - start_time);
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time();
print("Creating Gauss kernel");
bvpl_octree_batch.init_process("bvpl_create_gauss3d_kernel_process");
bvpl_octree_batch.set_input_float(0,job.sigma);
bvpl_octree_batch.set_input_float(1,job.sigma);
bvpl_octree_batch.set_input_float(2,job.sigma);
bvpl_octree_batch.set_input_float(3,1.0);
bvpl_octree_batch.set_input_float(4,0.0);
bvpl_octree_batch.set_input_float(5,0.0);
bvpl_octree_batch.set_input_float(6,0.0);
bvpl_octree_batch.run_process();
(kernel_id,kernel_type)= bvpl_octree_batch.commit_output(0);
kernel = dbvalue(kernel_id,kernel_type);
print("Running Kernel");
bvpl_octree_batch.init_process("bvplBlockKernelOperatorProcess");
bvpl_octree_batch.set_input_from_db(0,job.scene);
bvpl_octree_batch.set_input_from_db(1,kernel);
bvpl_octree_batch.set_input_int(2, job.block_i);
bvpl_octree_batch.set_input_int(3, job.block_j)
bvpl_octree_batch.set_input_int(4, job.block_k)
bvpl_octree_batch.set_input_string(5,"algebraic");
bvpl_octree_batch.set_input_string(6, job.output_path);
bvpl_octree_batch.set_input_double(7, job.cell_length);
bvpl_octree_batch.run_process();
print ("Runing time for worker:", self.name)
print(time.time() - start_time);
#output exit code in this case
#important: having a result queue makes the execute_jobs wait for all jobs in the queue before exiting
self.result_queue.put(0);
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time()
print("Computing Error Scene")
batch.init_process("bvplComputeTaylorErrorProcess")
batch.set_input_from_db(0, job.data_scene)
batch.set_input_from_db(1, job.taylor_scenes)
batch.set_input_int(2, job.block_i)
batch.set_input_int(3, job.block_j)
batch.set_input_int(4, job.block_k)
batch.run_process()
print("Runing time for worker:", self.name)
print(time.time() - start_time)
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time();
print("Computing Error Scene");
bvpl_octree_batch.init_process("bvplComputeTaylorErrorProcess");
bvpl_octree_batch.set_input_from_db(0,job.data_scene);
bvpl_octree_batch.set_input_from_db(1,job.taylor_scenes);
bvpl_octree_batch.set_input_int(2, job.block_i);
bvpl_octree_batch.set_input_int(3, job.block_j)
bvpl_octree_batch.set_input_int(4, job.block_k)
bvpl_octree_batch.run_process();
print ("Runing time for worker:", self.name)
print(time.time() - start_time);
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time()
print("Computing Error Scene")
batch.init_process("bvplComputePCAErrorBlockProcess")
batch.set_input_from_db(0, job.pca_info)
batch.set_input_from_db(1, job.pca_error_scenes)
batch.set_input_int(2, job.block_i)
batch.set_input_int(3, job.block_j)
batch.set_input_int(4, job.block_k)
batch.set_input_unsigned(5, job.dim)
batch.run_process()
print("Runing time for worker:", self.name)
print(time.time() - start_time)
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time()
print("Computing Error Scene")
bvpl_octree_batch.init_process("bvplComputePCAErrorBlockProcess")
bvpl_octree_batch.set_input_from_db(0, job.pca_info)
bvpl_octree_batch.set_input_from_db(1, job.pca_error_scenes)
bvpl_octree_batch.set_input_int(2, job.block_i)
bvpl_octree_batch.set_input_int(3, job.block_j)
bvpl_octree_batch.set_input_int(4, job.block_k)
bvpl_octree_batch.set_input_unsigned(5, job.dim)
bvpl_octree_batch.run_process()
print("Runing time for worker:", self.name)
print(time.time() - start_time)
def run(self):
while not self.kill_received:
# get a task
try:
job = self.work_queue.get_nowait()
except Queue.Empty:
break
start_time = time.time();
bvpl_octree_batch.set_stdout('logs/log_' + str(os.getpid())+ ".txt");
print("Running Kernel");
bvpl_octree_batch.init_process("bvplBlockKernelOperatorProcess");
bvpl_octree_batch.set_input_from_db(0,job.scene);
bvpl_octree_batch.set_input_from_db(1,job.kernel);
bvpl_octree_batch.set_input_int(2, job.block_i);
bvpl_octree_batch.set_input_int(3, job.block_j)
bvpl_octree_batch.set_input_int(4, job.block_k)
bvpl_octree_batch.set_input_string(5,"algebraic");
bvpl_octree_batch.set_input_string(6, job.output_path);
bvpl_octree_batch.set_input_double(7, job.cell_length);
bvpl_octree_batch.run_process();
print ("Runing time for worker:", self.name)
print(time.time() - start_time);
#free memory
bvpl_octree_batch.reset_stdout();
bvpl_octree_batch.clear();
#output exit code in this case
#important: having a result queue makes the execute_jobs wait for all jobs in the queue before exiting
self.result_queue.put(0);
for i in range(0, blocks_x):
for j in range(0, blocks_y):
for k in range(0, blocks_z):
curr_kernel_path = kernel_path + "/" + kernel_list[curr_kernel]+ ".txt";
output_path = output_dir + "/" + kernel_list[curr_kernel];
if not os.path.isdir( output_path + "/"):
os.mkdir( output_path + "/");
print("Creating taylor kernel");
bvpl_octree_batch.init_process("bvplLoadTaylorKernelProcess");
bvpl_octree_batch.set_input_string(0, curr_kernel_path);
bvpl_octree_batch.run_process();
(kernel_id,kernel_type)= bvpl_octree_batch.commit_output(0);
kernel = dbvalue(kernel_id,kernel_type);
print("Running Kernel");
bvpl_octree_batch.init_process("bvplBlockKernelOperatorProcess");
bvpl_octree_batch.set_input_from_db(0,scene);
bvpl_octree_batch.set_input_from_db(1,kernel);
bvpl_octree_batch.set_input_int(2, i);
bvpl_octree_batch.set_input_int(3, j)
bvpl_octree_batch.set_input_int(4, k)
bvpl_octree_batch.set_input_string(5,"algebraic");
bvpl_octree_batch.set_input_string(6, output_path);
bvpl_octree_batch.run_process();
elapsed = (time.time() - start)
print(elapsed);
if not os.path.isdir(taylor_dir + "/"):
print "Invalid Taylor Dir"
sys.exit(-1)
print("Loading Data Scene")
bvpl_octree_batch.init_process("boxmCreateSceneProcess")
bvpl_octree_batch.set_input_string(0, model_dir + "/mean_color_scene.xml")
bvpl_octree_batch.run_process()
(scene_id, scene_type) = bvpl_octree_batch.commit_output(0)
data_scene = dbvalue(scene_id, scene_type)
#Load taylor scenes
print("Loading Taylor Scenes")
bvpl_octree_batch.init_process("bvplLoadTaylorScenesProcess")
bvpl_octree_batch.set_input_string(0, taylor_dir)
bvpl_octree_batch.set_input_int(1, -2)
#min and max points of the kernel
bvpl_octree_batch.set_input_int(2, -2)
bvpl_octree_batch.set_input_int(3, -2)
bvpl_octree_batch.set_input_int(4, 2)
bvpl_octree_batch.set_input_int(5, 2)
bvpl_octree_batch.set_input_int(6, 2)
bvpl_octree_batch.run_process()
(id, type) = bvpl_octree_batch.commit_output(0)
taylor_scenes = dbvalue(id, type)
#Begin multiprocessing
work_queue = multiprocessing.Queue()
job_list = []
blocks_x = [i for i in range(0, nblocks_x)]
if not os.path.isdir(pca_dir + "/"):
os.makedirs(pca_dir + "/")
print("Extracting Principal Components patches")
print("Creating a Scene")
batch.init_process("boxmCreateSceneProcess")
batch.set_input_string(0, model_dir + "/mean_color_scene.xml")
batch.run_process()
(scene_id, scene_type) = batch.commit_output(0)
scene = dbvalue(scene_id, scene_type)
start_time = time.time()
print("Extract PC")
batch.init_process("bvplDiscoverPCAFeaturesProcess")
batch.set_input_from_db(0, scene)
batch.set_input_string(1, pca_dir)
batch.set_input_double(2, train_fraction)
batch.set_input_int(3, -2) # min and max points of the kernel
batch.set_input_int(4, -2)
batch.set_input_int(5, -2)
batch.set_input_int(6, 2)
batch.set_input_int(7, 2)
batch.set_input_int(8, 2)
batch.run_process()
print("Runing time forbvplDiscoverPCAFeaturesProcess:")
print(time.time() - start_time)
if not os.path.isdir(pca_dir + "/"):
os.makedirs(pca_dir + "/")
print("Extracting Principal Components patches")
print("Creating a Scene")
bvpl_octree_batch.init_process("boxmCreateSceneProcess")
bvpl_octree_batch.set_input_string(0, model_dir + "/mean_color_scene.xml")
bvpl_octree_batch.run_process()
(scene_id, scene_type) = bvpl_octree_batch.commit_output(0)
scene = dbvalue(scene_id, scene_type)
start_time = time.time()
print("Extract PC")
bvpl_octree_batch.init_process("bvplDiscoverPCAFeaturesProcess")
bvpl_octree_batch.set_input_from_db(0, scene)
bvpl_octree_batch.set_input_string(1, pca_dir)
bvpl_octree_batch.set_input_double(2, train_fraction)
bvpl_octree_batch.set_input_int(3, -2)
#min and max points of the kernel
bvpl_octree_batch.set_input_int(4, -2)
bvpl_octree_batch.set_input_int(5, -2)
bvpl_octree_batch.set_input_int(6, 2)
bvpl_octree_batch.set_input_int(7, 2)
bvpl_octree_batch.set_input_int(8, 2)
bvpl_octree_batch.run_process()
print("Runing time forbvplDiscoverPCAFeaturesProcess:")
print(time.time() - start_time)
#model_dir = "/Users/isa/Experiments/boxm_cit_only_filtered"
#output_dir = "/Users/isa/Experiments/boxm_cit_only_filtered/steerable_filters_alpha";
if not os.path.isdir( output_dir + "/"):
os.mkdir( output_dir + "/");
print("Creating a Scene");
bvpl_octree_batch.init_process("boxmCreateSceneProcess");
bvpl_octree_batch.set_input_string(0, model_dir +"/alpha_scene.xml");
bvpl_octree_batch.run_process();
(scene_id, scene_type) = bvpl_octree_batch.commit_output(0);
scene= dbvalue(scene_id, scene_type);
print("Init responses scene");
bvpl_octree_batch.init_process("bvplInitSFResponseSceneProcess");
bvpl_octree_batch.set_input_from_db(0, scene);
bvpl_octree_batch.set_input_string(1, output_dir);
bvpl_octree_batch.run_process();
(scene_id, scene_type) = bvpl_octree_batch.commit_output(0);
response_scene= dbvalue(scene_id, scene_type);
(scene_id, scene_type) = bvpl_octree_batch.commit_output(1);
valid_scene= dbvalue(scene_id, scene_type);
print("Compute responses scene");
bvpl_octree_batch.init_process("bvplComputeSFRawResponseProcess");
bvpl_octree_batch.set_input_from_db(0, response_scene);
bvpl_octree_batch.set_input_from_db(1, valid_scene);
bvpl_octree_batch.set_input_int(2, 0);
bvpl_octree_batch.set_input_int(3, 0);
bvpl_octree_batch.set_input_int(4, 0);
bvpl_octree_batch.run_process();
scene_blocks.append([2,1,1,1]);
#Enqueue jobs
i = 0;
for s_idx in range (0, len(scene_blocks)):
nblocks = scene_blocks[s_idx];
for block_i in range (0, nblocks[1]):
for block_j in range (0, nblocks[2]):
for block_k in range (0, nblocks[3]):
file_out = temp_results_dir + "/stats_pass_0_" + str(i) + ".txt";
idx = scene_blocks[i];
bvpl_octree_batch.init_process("bvplPCAGlobalStatisticsProcess");
bvpl_octree_batch.set_input_string(0,pca_dir);
bvpl_octree_batch.set_input_int(1,s_idx);
bvpl_octree_batch.set_input_int(2,block_i);
bvpl_octree_batch.set_input_int(3,block_j);
bvpl_octree_batch.set_input_int(4,block_k);
bvpl_octree_batch.set_input_string(5, file_out);
bvpl_octree_batch.run_process();
i=i+1;
nfiles_prev_pass = i;
#Number of leyers in the binary (pairing) tree
nlevels = int(ceil(log(nfiles_prev_pass)/log(2)))
print (" Number of levels to process: " + str(nlevels))
if not os.path.isdir( pca_dir + "/"):
os.makedirs( pca_dir + "/");
print("Extracting Principal Components patches");
print("Creating a Scene");
bvpl_octree_batch.init_process("boxmCreateSceneProcess");
bvpl_octree_batch.set_input_string(0, model_dir +"/mean_color_scene.xml");
bvpl_octree_batch.run_process();
(scene_id, scene_type) = bvpl_octree_batch.commit_output(0);
scene= dbvalue(scene_id, scene_type);
start_time = time.time();
print("Extract PC");
bvpl_octree_batch.init_process("bvplDiscoverPCAFeaturesProcess");
bvpl_octree_batch.set_input_from_db(0, scene);
bvpl_octree_batch.set_input_string(1, pca_dir);
bvpl_octree_batch.set_input_double(2, train_fraction);
bvpl_octree_batch.set_input_int(3, -2); #min and max points of the kernel
bvpl_octree_batch.set_input_int(4, -2);
bvpl_octree_batch.set_input_int(5, -2);
bvpl_octree_batch.set_input_int(6, 2);
bvpl_octree_batch.set_input_int(7, 2);
bvpl_octree_batch.set_input_int(8, 2);
bvpl_octree_batch.run_process();
print ("Runing time for bvplDiscoverPCAFeaturesProcess:")
print(time.time() - start_time);
print "Invalid Taylor Dir"
sys.exit(-1);
print("Loading Data Scene");
bvpl_octree_batch.init_process("boxmCreateSceneProcess");
bvpl_octree_batch.set_input_string(0, model_dir +"/mean_color_scene.xml");
bvpl_octree_batch.run_process();
(scene_id, scene_type) = bvpl_octree_batch.commit_output(0);
data_scene= dbvalue(scene_id, scene_type);
#Load taylor scenes
print("Loading Taylor Scenes");
bvpl_octree_batch.init_process("bvplLoadTaylorScenesProcess");
bvpl_octree_batch.set_input_string(0, taylor_dir);
bvpl_octree_batch.set_input_int(1, -2); #min and max points of the kernle
bvpl_octree_batch.set_input_int(2, -2);
bvpl_octree_batch.set_input_int(3, -2);
bvpl_octree_batch.set_input_int(4, 2);
bvpl_octree_batch.set_input_int(5, 2);
bvpl_octree_batch.set_input_int(6, 2);
bvpl_octree_batch.run_process();
(id, type) = bvpl_octree_batch.commit_output(0);
taylor_scenes = dbvalue(id, type);
#Begin multiprocessing
work_queue=multiprocessing.Queue();
job_list=[];
blocks_x = [i for i in range(0,nblocks_x)];
temp_results_dir = taylor_dir + "/temp";
if not os.path.isdir(taylor_dir +"/"):
print "Invalid taylor Dir"
sys.exit(-1);
start_time = time.time();
scene_id = 9;
component = 3;
bvpl_octree_batch.init_process("bvplExploreCoefficientSceneProcess");
bvpl_octree_batch.set_input_string(0,taylor_dir);
bvpl_octree_batch.set_input_int(1,scene_id); #scene id
bvpl_octree_batch.set_input_int(2,component); #component
bvpl_octree_batch.run_process();
(id,type)= bvpl_octree_batch.commit_output(0);
scene = dbvalue(id,type);
print("Save Scene");
bvpl_octree_batch.init_process("boxmSaveSceneRawProcess");
bvpl_octree_batch.set_input_from_db(0,scene);
bvpl_octree_batch.set_input_string(1, aux_scene_dir + "/scene" + str(scene_id) + "coeff" + str(component));
bvpl_octree_batch.set_input_unsigned(2,0);
bvpl_octree_batch.set_input_unsigned(3,1);
bvpl_octree_batch.run_process();
print ("Total running time: ");
print(time.time() - start_time);
if not os.path.isdir(taylor_dir + "/"):
print "Invalid Taylor Dir"
sys.exit(-1)
print("Loading Data Scene")
batch.init_process("boxmCreateSceneProcess")
batch.set_input_string(0, model_dir + "/mean_color_scene.xml")
batch.run_process()
(scene_id, scene_type) = batch.commit_output(0)
data_scene = dbvalue(scene_id, scene_type)
# Load taylor scenes
print("Loading Taylor Scenes")
batch.init_process("bvplLoadTaylorScenesProcess")
batch.set_input_string(0, taylor_dir)
batch.set_input_int(1, -2) # min and max points of the kernel
batch.set_input_int(2, -2)
batch.set_input_int(3, -2)
batch.set_input_int(4, 2)
batch.set_input_int(5, 2)
batch.set_input_int(6, 2)
batch.run_process()
(id, type) = batch.commit_output(0)
taylor_scenes = dbvalue(id, type)
# Begin multiprocessing
work_queue = multiprocessing.Queue()
job_list = []
blocks_x = [i for i in range(0, nblocks_x)]
blocks_y = [i for i in range(0, nblocks_y)]
taylor_dir = options.taylor_dir;
aux_scene_dir = options.aux_scene_dir;
temp_results_dir = taylor_dir + "/temp";
if not os.path.isdir(taylor_dir +"/"):
print "Invalid taylor Dir"
sys.exit(-1);
start_time = time.time();
bvpl_octree_batch.init_process("bvplExploreCoefficientSceneProcess");
bvpl_octree_batch.set_input_string(0,taylor_dir);
bvpl_octree_batch.set_input_int(1,13);
bvpl_octree_batch.set_input_int(2,2);
bvpl_octree_batch.run_process();
(id,type)= bvpl_octree_batch.commit_output(0);
scene = dbvalue(id,type);
print("Save Scene");
bvpl_octree_batch.init_process("boxmSaveSceneRawProcess");
bvpl_octree_batch.set_input_from_db(0,scene);
bvpl_octree_batch.set_input_string(1, aux_scene_dir + "/site22/scene13coeff2");
bvpl_octree_batch.set_input_unsigned(2,0);
bvpl_octree_batch.set_input_unsigned(3,1);
bvpl_octree_batch.run_process();
print ("Total running time: ");
print(time.time() - start_time);
if not os.path.isdir(pca_dir + "/"):
os.makedirs(pca_dir + "/")
print("Extracting Principal Components patches")
print("Creating a Scene")
bvpl_octree_batch.init_process("boxmCreateSceneProcess")
bvpl_octree_batch.set_input_string(0, model_dir + "/mean_color_scene.xml")
bvpl_octree_batch.run_process()
(scene_id, scene_type) = bvpl_octree_batch.commit_output(0)
scene = dbvalue(scene_id, scene_type)
start_time = time.time()
print("Extract PC")
bvpl_octree_batch.init_process("bvplDiscoverPCAFeaturesProcess")
bvpl_octree_batch.set_input_from_db(0, scene)
bvpl_octree_batch.set_input_string(1, pca_dir)
bvpl_octree_batch.set_input_double(2, train_fraction)
bvpl_octree_batch.set_input_int(3, -2) # min and max points of the kernel
bvpl_octree_batch.set_input_int(4, -2)
bvpl_octree_batch.set_input_int(5, -2)
bvpl_octree_batch.set_input_int(6, 2)
bvpl_octree_batch.set_input_int(7, 2)
bvpl_octree_batch.set_input_int(8, 2)
bvpl_octree_batch.run_process()
print("Runing time forbvplDiscoverPCAFeaturesProcess:")
print(time.time() - start_time)
print("**********Executing init_global_taylor.py **********")
bvpl_octree_batch.register_processes();
bvpl_octree_batch.register_datatypes();
#Parse inputs
parser = optparse.OptionParser(description='Init taylor');
parser.add_option('--taylor_dir', action="store", dest="taylor_dir");
parser.add_option('--dimension', action="store", dest="dimension", type ="int", default=10);
options, args = parser.parse_args();
taylor_dir = options.taylor_dir;
dimension = options.dimension;
temp_results_dir = taylor_dir + "/temp";
if not os.path.isdir(taylor_dir +"/"):
print "Invalid taylor Dir"
sys.exit(-1);
start_time = time.time();
bvpl_octree_batch.init_process("bvplInitGlobalTaylorProcess");
bvpl_octree_batch.set_input_string(0,taylor_dir);
bvpl_octree_batch.set_input_int(1, dimension);
bvpl_octree_batch.run_process();
print ("Total running time: ");
print(time.time() - start_time);
(scene_id, scene_type) = bvpl_octree_batch.commit_output(0);
scene= dbvalue(scene_id, scene_type);
for i in range(0,len(output_dirs)) :
output_dir = output_dirs[i];
axis_x = axes_x[i];
axis_y = axes_y[i];
axis_z = axes_z[i];
if not os.path.isdir( output_dir + "/"):
os.mkdir( output_dir + "/");
print("Creating 3D edge kernel");
bvpl_octree_batch.init_process("bvplCreateEdge3dKernelProcess");
bvpl_octree_batch.set_input_int(0,min_x);
bvpl_octree_batch.set_input_int(1,max_x);
bvpl_octree_batch.set_input_int(2,min_y);
bvpl_octree_batch.set_input_int(3,max_y);
bvpl_octree_batch.set_input_int(4,min_z);
bvpl_octree_batch.set_input_int(5,max_z);
bvpl_octree_batch.set_input_float(6,axis_x);
bvpl_octree_batch.set_input_float(7,axis_y);
bvpl_octree_batch.set_input_float(8,axis_z);
bvpl_octree_batch.set_input_float(9,angle);
bvpl_octree_batch.run_process();
(kernel_id,kernel_type)= bvpl_octree_batch.commit_output(0);
kernel = dbvalue(kernel_id,kernel_type);
print("Running Operator");
bvpl_octree_batch.init_process("bvplSceneKernelOperatorProcess");
