# HG changeset patch
# User bgruening
# Date 1570832694 14400
# Node ID 76251d1ccdcc515619356eb9c9c212e8b54cca01
# Parent 12764915e1c5e2000af40d8406fce9fde3e26f41
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/recommendation_training/tools/tool_recommendation_model commit 6fa2a0294d615c9f267b766337dca0b2d3637219"
diff -r 12764915e1c5 -r 76251d1ccdcc create_tool_recommendation_model.xml
--- a/create_tool_recommendation_model.xml Wed Sep 25 06:42:40 2019 -0400
+++ b/create_tool_recommendation_model.xml Fri Oct 11 18:24:54 2019 -0400
@@ -2,11 +2,11 @@
using deep learning
python
- tensorflow
- keras
- scikit-learn
+ tensorflow
+ keras
+ scikit-learn
h5py
- csvkit
+ csvkit
hyperopt
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diff -r 12764915e1c5 -r 76251d1ccdcc main.py
--- a/main.py Wed Sep 25 06:42:40 2019 -0400
+++ b/main.py Fri Oct 11 18:24:54 2019 -0400
@@ -8,6 +8,8 @@
import time
# machine learning library
+import tensorflow as tf
+from keras import backend as K
import keras.callbacks as callbacks
import extract_workflow_connections
@@ -19,8 +21,16 @@
class PredictTool:
@classmethod
- def __init__(self):
+ def __init__(self, num_cpus):
""" Init method. """
+ # set the number of cpus
+ cpu_config = tf.ConfigProto(
+ device_count={"CPU": num_cpus},
+ intra_op_parallelism_threads=num_cpus,
+ inter_op_parallelism_threads=num_cpus,
+ allow_soft_placement=True
+ )
+ K.set_session(tf.Session(config=cpu_config))
@classmethod
def find_train_best_network(self, network_config, reverse_dictionary, train_data, train_labels, test_data, test_labels, n_epochs, class_weights, usage_pred, compatible_next_tools):
@@ -29,39 +39,43 @@
"""
print("Start hyperparameter optimisation...")
hyper_opt = optimise_hyperparameters.HyperparameterOptimisation()
- best_params = hyper_opt.train_model(network_config, reverse_dictionary, train_data, train_labels, test_data, test_labels, class_weights)
-
- # retrieve the model and train on complete dataset without validation set
- model, best_params = utils.set_recurrent_network(best_params, reverse_dictionary, class_weights)
+ best_params, best_model = hyper_opt.train_model(network_config, reverse_dictionary, train_data, train_labels, class_weights)
# define callbacks
+ early_stopping = callbacks.EarlyStopping(monitor='loss', mode='min', verbose=1, min_delta=1e-4, restore_best_weights=True)
predict_callback_test = PredictCallback(test_data, test_labels, reverse_dictionary, n_epochs, compatible_next_tools, usage_pred)
- # tensor_board = callbacks.TensorBoard(log_dir=log_directory, histogram_freq=0, write_graph=True, write_images=True)
- callbacks_list = [predict_callback_test]
+
+ callbacks_list = [predict_callback_test, early_stopping]
print("Start training on the best model...")
- model_fit = model.fit(
- train_data,
- train_labels,
- batch_size=int(best_params["batch_size"]),
- epochs=n_epochs,
- verbose=2,
- callbacks=callbacks_list,
- shuffle="batch",
- validation_data=(test_data, test_labels)
- )
-
- train_performance = {
- "train_loss": np.array(model_fit.history["loss"]),
- "model": model,
- "best_parameters": best_params
- }
-
- # if there is test data, add more information
+ train_performance = dict()
if len(test_data) > 0:
- train_performance["validation_loss"] = np.array(model_fit.history["val_loss"])
+ trained_model = best_model.fit(
+ train_data,
+ train_labels,
+ batch_size=int(best_params["batch_size"]),
+ epochs=n_epochs,
+ verbose=2,
+ callbacks=callbacks_list,
+ shuffle="batch",
+ validation_data=(test_data, test_labels)
+ )
+ train_performance["validation_loss"] = np.array(trained_model.history["val_loss"])
train_performance["precision"] = predict_callback_test.precision
train_performance["usage_weights"] = predict_callback_test.usage_weights
+ else:
+ trained_model = best_model.fit(
+ train_data,
+ train_labels,
+ batch_size=int(best_params["batch_size"]),
+ epochs=n_epochs,
+ verbose=2,
+ callbacks=callbacks_list,
+ shuffle="batch"
+ )
+ train_performance["train_loss"] = np.array(trained_model.history["loss"])
+ train_performance["model"] = best_model
+ train_performance["best_parameters"] = best_params
return train_performance
@@ -90,6 +104,7 @@
if __name__ == "__main__":
start_time = time.time()
+
arg_parser = argparse.ArgumentParser()
arg_parser.add_argument("-wf", "--workflow_file", required=True, help="workflows tabular file")
arg_parser.add_argument("-tu", "--tool_usage_file", required=True, help="tool usage file")
@@ -112,6 +127,7 @@
arg_parser.add_argument("-lr", "--learning_rate", required=True, help="learning rate")
arg_parser.add_argument("-ar", "--activation_recurrent", required=True, help="activation function for recurrent layers")
arg_parser.add_argument("-ao", "--activation_output", required=True, help="activation function for output layers")
+
# get argument values
args = vars(arg_parser.parse_args())
tool_usage_path = args["tool_usage_file"]
@@ -133,6 +149,7 @@
learning_rate = args["learning_rate"]
activation_recurrent = args["activation_recurrent"]
activation_output = args["activation_output"]
+ num_cpus = 16
config = {
'cutoff_date': cutoff_date,
@@ -161,7 +178,7 @@
data = prepare_data.PrepareData(maximum_path_length, test_share)
train_data, train_labels, test_data, test_labels, data_dictionary, reverse_dictionary, class_weights, usage_pred = data.get_data_labels_matrices(workflow_paths, tool_usage_path, cutoff_date, compatible_next_tools)
# find the best model and start training
- predict_tool = PredictTool()
+ predict_tool = PredictTool(num_cpus)
# start training with weighted classes
print("Training with weighted classes and samples ...")
results_weighted = predict_tool.find_train_best_network(config, reverse_dictionary, train_data, train_labels, test_data, test_labels, n_epochs, class_weights, usage_pred, compatible_next_tools)
diff -r 12764915e1c5 -r 76251d1ccdcc optimise_hyperparameters.py
--- a/optimise_hyperparameters.py Wed Sep 25 06:42:40 2019 -0400
+++ b/optimise_hyperparameters.py Fri Oct 11 18:24:54 2019 -0400
@@ -22,7 +22,7 @@
""" Init method. """
@classmethod
- def train_model(self, config, reverse_dictionary, train_data, train_labels, test_data, test_labels, class_weights):
+ def train_model(self, config, reverse_dictionary, train_data, train_labels, class_weights):
"""
Train a model and report accuracy
"""
@@ -46,7 +46,7 @@
# get dimensions
dimensions = len(reverse_dictionary) + 1
best_model_params = dict()
- early_stopping = EarlyStopping(monitor='val_loss', mode='min', min_delta=1e-4, verbose=1, patience=1)
+ early_stopping = EarlyStopping(monitor='val_loss', mode='min', verbose=1, min_delta=1e-4)
# specify the search space for finding the best combination of parameters using Bayesian optimisation
params = {
@@ -82,11 +82,12 @@
validation_split=validation_split,
callbacks=[early_stopping]
)
- return {'loss': model_fit.history["val_loss"][-1], 'status': STATUS_OK}
- # minimize the objective function using the set of parameters above4
+ return {'loss': model_fit.history["val_loss"][-1], 'status': STATUS_OK, 'model': model}
+ # minimize the objective function using the set of parameters above
trials = Trials()
learned_params = fmin(create_model, params, trials=trials, algo=tpe.suggest, max_evals=int(config["max_evals"]))
- print(learned_params)
+ best_model = trials.results[np.argmin([r['loss'] for r in trials.results])]['model']
+
# set the best params with respective values
for item in learned_params:
item_val = learned_params[item]
@@ -96,4 +97,4 @@
best_model_params[item] = l_recurrent_activations[item_val]
else:
best_model_params[item] = item_val
- return best_model_params
+ return best_model_params, best_model
diff -r 12764915e1c5 -r 76251d1ccdcc test-data/test_tool_usage
--- a/test-data/test_tool_usage Wed Sep 25 06:42:40 2019 -0400
+++ b/test-data/test_tool_usage Fri Oct 11 18:24:54 2019 -0400
@@ -998,5219 +998,3 @@
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diff -r 12764915e1c5 -r 76251d1ccdcc test-data/test_workflows
--- a/test-data/test_workflows Wed Sep 25 06:42:40 2019 -0400
+++ b/test-data/test_workflows Fri Oct 11 18:24:54 2019 -0400
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-577 2013-10-21 10:42:00 11484 Remove_ending 1.0.0 11437 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11485 Remove_ending 1.0.0 11438 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11464 cat1 1.0.0 11439 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11464 cat1 1.0.0 11440 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11468 Remove beginning1 1.0.0 11441 heatmapper 1.3
-577 2013-10-21 10:42:00 11471 Remove beginning1 1.0.0 11448 heatmapper 1.3
-577 2013-10-21 10:42:00 11455 cshl_word_list_grep 1.0.0 11450 Cut1 1.0.2
-577 2013-10-21 10:42:00 11457 cshl_word_list_grep 1.0.0 11452 Cut1 1.0.2
-577 2013-10-21 10:42:00 11270 Filter1 1.1.0 11455 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11271 Filter1 1.1.0 11455 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11277 Filter1 1.1.0 11455 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11385 Filter1 1.1.0 11455 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11386 Filter1 1.1.0 11455 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11275 cshl_word_list_grep 1.0.0 11456 Cut1 1.0.2
-577 2013-10-21 10:42:00 11490 Filter1 1.1.0 11457 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11491 Filter1 1.1.0 11457 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11492 Filter1 1.1.0 11457 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11493 Filter1 1.1.0 11457 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11494 Filter1 1.1.0 11457 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11495 Filter1 1.1.0 11457 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11496 Filter1 1.1.0 11457 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11497 Filter1 1.1.0 11457 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11382 Filter1 1.1.0 11458 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11383 Filter1 1.1.0 11458 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11384 Filter1 1.1.0 11458 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11389 Filter1 1.1.0 11458 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11391 Filter1 1.1.0 11458 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11498 Filter1 1.1.0 11458 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11499 Filter1 1.1.0 11458 cshl_word_list_grep 1.0.0
-577 2013-10-21 10:42:00 11475 cat1 1.0.0 11460 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11393 Cut1 1.0.2 11464 cat1 1.0.0
-577 2013-10-21 10:42:00 11249 Remove_ending 1.0.0 11465 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11248 Remove_ending 1.0.0 11466 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11247 Remove_ending 1.0.0 11467 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11246 Remove_ending 1.0.0 11468 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11245 Remove_ending 1.0.0 11469 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11244 Remove_ending 1.0.0 11470 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11256 Remove_ending 1.0.0 11471 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11433 Remove_ending 1.0.0 11473 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11427 Remove_ending 1.0.0 11474 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11287 Cut1 1.0.2 11475 cat1 1.0.0
-577 2013-10-21 10:42:00 11464 cat1 1.0.0 11476 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11303 Remove_ending 1.0.0 11480 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11464 cat1 1.0.0 11481 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11464 cat1 1.0.0 11483 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11464 cat1 1.0.0 11484 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11464 cat1 1.0.0 11485 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11464 cat1 1.0.0 11486 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11464 cat1 1.0.0 11487 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11363 cat1 1.0.0 11488 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11343 heatmapper 1.3 11491 Filter1 1.1.0
-577 2013-10-21 10:42:00 11369 heatmapper 1.3 11492 Filter1 1.1.0
-577 2013-10-21 10:42:00 11341 heatmapper 1.3 11493 Filter1 1.1.0
-577 2013-10-21 10:42:00 11379 heatmapper 1.3 11494 Filter1 1.1.0
-577 2013-10-21 10:42:00 11368 heatmapper 1.3 11495 Filter1 1.1.0
-577 2013-10-21 10:42:00 11381 heatmapper 1.3 11496 Filter1 1.1.0
-577 2013-10-21 10:42:00 11378 heatmapper 1.3 11497 Filter1 1.1.0
-577 2013-10-21 10:42:00 11375 heatmapper 1.3 11498 Filter1 1.1.0
-577 2013-10-21 10:42:00 11479 Cut1 1.0.2 11502 cat1 1.0.0
-577 2013-10-21 10:42:00 11511 Remove beginning1 1.0.0 11504 heatmapper 1.3
-577 2013-10-21 10:42:00 11480 Remove beginning1 1.0.0 11506 heatmapper 1.3
-577 2013-10-21 10:42:00 11395 Remove beginning1 1.0.0 11508 heatmapper 1.3
-577 2013-10-21 10:42:00 11414 Remove beginning1 1.0.0 11510 heatmapper 1.3
-577 2013-10-21 10:42:00 11291 Remove_ending 1.0.0 11511 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11531 Remove_ending 1.0.0 11512 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11251 Remove_ending 1.0.0 11514 Remove beginning1 1.0.0
-577 2013-10-21 10:42:00 11265 heatmapper 1.3 11515 Filter1 1.1.0
-577 2013-10-21 10:42:00 11266 heatmapper 1.3 11516 Filter1 1.1.0
-577 2013-10-21 10:42:00 11261 heatmapper 1.3 11517 Filter1 1.1.0
-577 2013-10-21 10:42:00 11262 heatmapper 1.3 11518 Filter1 1.1.0
-577 2013-10-21 10:42:00 11263 heatmapper 1.3 11519 Filter1 1.1.0
-577 2013-10-21 10:42:00 11264 heatmapper 1.3 11520 Filter1 1.1.0
-577 2013-10-21 10:42:00 11257 heatmapper 1.3 11521 Filter1 1.1.0
-577 2013-10-21 10:42:00 11258 heatmapper 1.3 11522 Filter1 1.1.0
-577 2013-10-21 10:42:00 11510 heatmapper 1.3 11524 Filter1 1.1.0
-577 2013-10-21 10:42:00 11523 cat1 1.0.0 11526 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11475 cat1 1.0.0 11527 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11523 cat1 1.0.0 11528 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11363 cat1 1.0.0 11529 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11523 cat1 1.0.0 11530 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11523 cat1 1.0.0 11532 Remove_ending 1.0.0
-577 2013-10-21 10:42:00 11257 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11258 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11259 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11261 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11262 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11263 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11264 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11265 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11266 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11290 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11293 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11294 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11300 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11301 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11302 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11306 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11337 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11341 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11342 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11343 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11349 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11368 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11369 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11374 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11375 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11376 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11377 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11378 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11379 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11381 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11409 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11435 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11444 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11445 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11447 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11448 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11459 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11503 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11505 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11506 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11507 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11508 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11510 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11533 heatmapper 1.3 11536
-577 2013-10-21 10:42:00 11275 cshl_word_list_grep 1.0.0 11537
-577 2013-10-21 10:42:00 11455 cshl_word_list_grep 1.0.0 11537
-577 2013-10-21 10:42:00 11457 cshl_word_list_grep 1.0.0 11537
-577 2013-10-21 10:42:00 11281 Filter1 1.1.0 11538
-577 2013-10-21 10:42:00 11283 Filter1 1.1.0 11538
-577 2013-10-21 10:42:00 11361 Filter1 1.1.0 11538
-577 2013-10-21 10:42:00 11426 Filter1 1.1.0 11538
-578 2013-10-21 10:57:00 11798 cat1 1.0.0 11540 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11798 cat1 1.0.0 11541 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11798 cat1 1.0.0 11542 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11798 cat1 1.0.0 11543 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11798 cat1 1.0.0 11544 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11798 cat1 1.0.0 11545 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11798 cat1 1.0.0 11546 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11798 cat1 1.0.0 11547 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11617 cat1 1.0.0 11549 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11617 cat1 1.0.0 11550 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11798 cat1 1.0.0 11551 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11659 cat1 1.0.0 11552 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11625 Remove beginning1 1.0.0 11554 heatmapper 1.3
-578 2013-10-21 10:57:00 11631 Remove beginning1 1.0.0 11556 heatmapper 1.3
-578 2013-10-21 10:57:00 11621 Remove beginning1 1.0.0 11557 heatmapper 1.3
-578 2013-10-21 10:57:00 11634 heatmapper 1.3 11565 Filter1 1.1.0
-578 2013-10-21 10:57:00 11635 heatmapper 1.3 11566 Filter1 1.1.0
-578 2013-10-21 10:57:00 11603 Filter1 1.1.0 11568 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11604 Filter1 1.1.0 11568 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11605 Filter1 1.1.0 11568 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11607 Filter1 1.1.0 11568 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11611 Filter1 1.1.0 11568 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11612 Filter1 1.1.0 11568 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11695 Filter1 1.1.0 11569 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11697 Filter1 1.1.0 11569 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11698 Filter1 1.1.0 11569 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11699 Filter1 1.1.0 11569 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11700 Filter1 1.1.0 11569 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11701 Filter1 1.1.0 11569 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11703 Filter1 1.1.0 11570 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11811 Filter1 1.1.0 11570 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11812 Filter1 1.1.0 11570 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11813 Filter1 1.1.0 11570 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11816 Filter1 1.1.0 11570 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11643 Filter1 1.1.0 11571 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11820 Filter1 1.1.0 11571 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11821 Filter1 1.1.0 11571 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11711 Remove_ending 1.0.0 11572 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11618 Paste1 1.0.0 11576 Paste1 1.0.0
-578 2013-10-21 10:57:00 11712 Remove_ending 1.0.0 11580 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11661 Remove_ending 1.0.0 11581 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11616 Paste1 1.0.0 11583 Cut1 1.0.2
-578 2013-10-21 10:57:00 11618 Paste1 1.0.0 11584 Cut1 1.0.2
-578 2013-10-21 10:57:00 11576 Paste1 1.0.0 11585 Paste1 1.0.0
-578 2013-10-21 10:57:00 11713 Remove beginning1 1.0.0 11586 heatmapper 1.3
-578 2013-10-21 10:57:00 11617 cat1 1.0.0 11587 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11716 Remove beginning1 1.0.0 11589 heatmapper 1.3
-578 2013-10-21 10:57:00 11724 Remove beginning1 1.0.0 11593 heatmapper 1.3
-578 2013-10-21 10:57:00 11720 Remove beginning1 1.0.0 11594 heatmapper 1.3
-578 2013-10-21 10:57:00 11628 Remove beginning1 1.0.0 11598 heatmapper 1.3
-578 2013-10-21 10:57:00 11617 cat1 1.0.0 11599 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11617 cat1 1.0.0 11600 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11735 Remove_ending 1.0.0 11601 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11602 heatmapper 1.3 11608 Filter1 1.1.0
-578 2013-10-21 10:57:00 11633 heatmapper 1.3 11609 Filter1 1.1.0
-578 2013-10-21 10:57:00 11616 Paste1 1.0.0 11618 Paste1 1.0.0
-578 2013-10-21 10:57:00 11652 Remove_ending 1.0.0 11619 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11822 Remove_ending 1.0.0 11620 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11650 Remove_ending 1.0.0 11625 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11714 Remove_ending 1.0.0 11628 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11690 Remove_ending 1.0.0 11629 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11660 Remove_ending 1.0.0 11630 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11656 Remove_ending 1.0.0 11631 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11655 Remove beginning1 1.0.0 11632 heatmapper 1.3
-578 2013-10-21 10:57:00 11693 Remove beginning1 1.0.0 11633 heatmapper 1.3
-578 2013-10-21 10:57:00 11762 Remove beginning1 1.0.0 11635 heatmapper 1.3
-578 2013-10-21 10:57:00 11705 heatmapper 1.3 11639 heatmapper 1.3
-578 2013-10-21 10:57:00 11801 heatmapper 1.3 11640 Filter1 1.1.0
-578 2013-10-21 10:57:00 11802 heatmapper 1.3 11641 Filter1 1.1.0
-578 2013-10-21 10:57:00 11803 heatmapper 1.3 11642 Filter1 1.1.0
-578 2013-10-21 10:57:00 11804 heatmapper 1.3 11643 Filter1 1.1.0
-578 2013-10-21 10:57:00 11809 Remove beginning1 1.0.0 11645 heatmapper 1.3
-578 2013-10-21 10:57:00 11799 heatmapper 1.3 11646 Filter1 1.1.0
-578 2013-10-21 10:57:00 11828 Remove_ending 1.0.0 11649 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11659 cat1 1.0.0 11652 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11750 Cut1 1.0.2 11657 Filter1 1.1.0
-578 2013-10-21 10:57:00 11785 Cut1 1.0.2 11659 cat1 1.0.0
-578 2013-10-21 10:57:00 11659 cat1 1.0.0 11661 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11734 Remove beginning1 1.0.0 11664 heatmapper 1.3
-578 2013-10-21 10:57:00 11709 Remove beginning1 1.0.0 11665 heatmapper 1.3
-578 2013-10-21 10:57:00 11581 Remove beginning1 1.0.0 11670 heatmapper 1.3
-578 2013-10-21 10:57:00 11672 heatmapper 1.3 11684 Filter1 1.1.0
-578 2013-10-21 10:57:00 11732 heatmapper 1.3 11686 Filter1 1.1.0
-578 2013-10-21 10:57:00 11743 heatmapper 1.3 11687 Filter1 1.1.0
-578 2013-10-21 10:57:00 11576 Paste1 1.0.0 11689 Cut1 1.0.2
-578 2013-10-21 10:57:00 11659 cat1 1.0.0 11692 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11773 Remove_ending 1.0.0 11693 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11592 heatmapper 1.3 11695 Filter1 1.1.0
-578 2013-10-21 10:57:00 11598 heatmapper 1.3 11701 Filter1 1.1.0
-578 2013-10-21 10:57:00 11556 heatmapper 1.3 11702 Filter1 1.1.0
-578 2013-10-21 10:57:00 11555 heatmapper 1.3 11703 Filter1 1.1.0
-578 2013-10-21 10:57:00 11779 Remove_ending 1.0.0 11704 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11777 Remove_ending 1.0.0 11706 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11550 Remove_ending 1.0.0 11710 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11659 cat1 1.0.0 11711 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11617 cat1 1.0.0 11712 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11663 Remove_ending 1.0.0 11716 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11662 Remove_ending 1.0.0 11717 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11669 Remove_ending 1.0.0 11718 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11659 cat1 1.0.0 11723 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11756 Remove_ending 1.0.0 11725 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11648 Remove_ending 1.0.0 11726 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11588 Remove_ending 1.0.0 11728 Remove beginning1 1.0.0
-578 2013-10-21 10:57:00 11659 cat1 1.0.0 11729 Remove_ending 1.0.0
-578 2013-10-21 10:57:00 11572 Remove beginning1 1.0.0 11731 heatmapper 1.3
-578 2013-10-21 10:57:00 11761 Remove beginning1 1.0.0 11738 heatmapper 1.3
-578 2013-10-21 10:57:00 11768 Remove beginning1 1.0.0 11741 heatmapper 1.3
-578 2013-10-21 10:57:00 11765 Remove beginning1 1.0.0 11742 heatmapper 1.3
-578 2013-10-21 10:57:00 11770 Remove beginning1 1.0.0 11743 heatmapper 1.3
-578 2013-10-21 10:57:00 11767 Remove beginning1 1.0.0 11744 heatmapper 1.3
-578 2013-10-21 10:57:00 11751 cshl_word_list_grep 1.0.0 11746 Cut1 1.0.2
-578 2013-10-21 10:57:00 11753 cshl_word_list_grep 1.0.0 11748 Cut1 1.0.2
-578 2013-10-21 10:57:00 11569 cshl_word_list_grep 1.0.0 11750 Cut1 1.0.2
-578 2013-10-21 10:57:00 11564 Filter1 1.1.0 11751 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11681 Filter1 1.1.0 11751 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11682 Filter1 1.1.0 11751 cshl_word_list_grep 1.0.0
-578 2013-10-21 10:57:00 11683 Filter1 1.1.0 11751 cshl_word_list_grep 1.0.0
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-9 2013-02-07 16:59:00 85 addValue 1.0.0 83 Cut1 1.0.1
-9 2013-02-07 16:59:00 83 Cut1 1.0.1 84 Remove beginning1 1.0.0
-9 2013-02-07 16:59:00 86 Cut1 1.0.1 84 Remove beginning1 1.0.0
-9 2013-02-07 16:59:00 87 addValue 1.0.0 88 Paste1 1.0.0
-11 2013-02-07 17:03:00 136 cat1 1.0.0 135 addValue 1.0.0
-11 2013-02-07 17:03:00 147 Paste1 1.0.0 141 Cut1 1.0.1
-11 2013-02-07 17:03:00 147 Paste1 1.0.0 142 Cut1 1.0.1
-11 2013-02-07 17:03:00 136 cat1 1.0.0 148 addValue 1.0.0
-11 2013-02-07 17:03:00 136 cat1 1.0.0 149 addValue 1.0.0
-11 2013-02-07 17:03:00 150 Filter1 1.1.0 151 gops_coverage_1 1.0.0
-11 2013-02-07 17:03:00 152 cshl_grep_tool 1.0.0 151 gops_coverage_1 1.0.0
-11 2013-02-07 17:03:00 153 Filter1 1.1.0 151 gops_coverage_1 1.0.0
-11 2013-02-07 17:03:00 154 Filter1 1.1.0 151 gops_coverage_1 1.0.0
-11 2013-02-07 17:03:00 166 Summary_Statistics1 1.1.0 154 Filter1 1.1.0
-11 2013-02-07 17:03:00 167 Summary_Statistics1 1.1.0 154 Filter1 1.1.0
-11 2013-02-07 17:03:00 164 Summary_Statistics1 1.1.0 155 Filter1 1.1.0
-11 2013-02-07 17:03:00 165 Summary_Statistics1 1.1.0 155 Filter1 1.1.0
-11 2013-02-07 17:03:00 169 Cut1 1.0.1 157 Summary_Statistics1 1.1.0
-11 2013-02-07 17:03:00 136 cat1 1.0.0 158 addValue 1.0.0
-11 2013-02-07 17:03:00 136 cat1 1.0.0 159 addValue 1.0.0
-11 2013-02-07 17:03:00 142 Cut1 1.0.1 160 Summary_Statistics1 1.1.0
-11 2013-02-07 17:03:00 143 Cut1 1.0.1 163 Summary_Statistics1 1.1.0
-11 2013-02-07 17:03:00 138 Cut1 1.0.1 164 Summary_Statistics1 1.1.0
-11 2013-02-07 17:03:00 140 Cut1 1.0.1 166 Summary_Statistics1 1.1.0
-11 2013-02-07 17:03:00 139 Cut1 1.0.1 167 Summary_Statistics1 1.1.0
-11 2013-02-07 17:03:00 135 addValue 1.0.0 172 Add_a_column1 1.1.0
-11 2013-02-07 17:03:00 159 addValue 1.0.0 176 Add_a_column1 1.1.0
-11 2013-02-07 17:03:00 172 Add_a_column1 1.1.0 177 Paste1 1.0.0
-11 2013-02-07 17:03:00 151 gops_coverage_1 1.0.0 178
-11 2013-02-07 17:03:00 151 gops_coverage_1 1.0.0 179
-12 2013-02-07 17:04:00 189 barchart_gnuplot 1.0.0 180 cat1 1.0.0
-12 2013-02-07 17:04:00 183 wc_gnu 1.0.0 181 bedtools_intersectBed
-12 2013-02-07 17:04:00 184 sort1 1.0.1 182 bedtools_intersectBed
-19 2013-02-14 15:51:00 205 gops_subtract_1 1.0.0 199
-19 2013-02-14 15:51:00 210 cshl_awk_tool 200 gops_intersect_1 1.0.0
-19 2013-02-14 15:51:00 215 Count1 1.0.0 200 gops_intersect_1 1.0.0
-19 2013-02-14 15:51:00 205 gops_subtract_1 1.0.0 201 cshl_find_and_replace 1.0.0
-19 2013-02-14 15:51:00 202 get_flanks1 1.0.0 203
-19 2013-02-14 15:51:00 204 cshl_grep_tool 1.0.0 203
-19 2013-02-14 15:51:00 206 cshl_awk_tool 205 gops_subtract_1 1.0.0
-19 2013-02-14 15:51:00 214 Show beginning1 1.0.0 207 Extract genomic DNA 1 2.2.2
-19 2013-02-14 15:51:00 211 Show beginning1 1.0.0 209 Extract genomic DNA 1 2.2.2
-19 2013-02-14 15:51:00 212 meme_meme 1.0.0 211 Show beginning1 1.0.0
-29 2013-02-14 17:12:00 246 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1 245
-29 2013-02-14 17:12:00 246 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1 247
-29 2013-02-14 17:12:00 252 gops_intersect_1 1.0.0 251
-29 2013-02-14 17:12:00 267 Count1 1.0.0 252 gops_intersect_1 1.0.0
-29 2013-02-14 17:12:00 252 gops_intersect_1 1.0.0 253 cshl_find_and_replace 1.0.0
-29 2013-02-14 17:12:00 253 cshl_find_and_replace 1.0.0 254 get_flanks1 1.0.0
-29 2013-02-14 17:12:00 258 cshl_awk_tool 257 gops_subtract_1 1.0.0
-29 2013-02-14 17:12:00 259 Extract genomic DNA 1 2.2.2 258 cshl_awk_tool
-29 2013-02-14 17:12:00 259 Extract genomic DNA 1 2.2.2 260
-29 2013-02-14 17:12:00 261 Extract genomic DNA 1 2.2.2 260
-29 2013-02-14 17:12:00 261 Extract genomic DNA 1 2.2.2 262 cshl_awk_tool
-29 2013-02-14 17:12:00 268 barchart_gnuplot 1.0.0 267 Count1 1.0.0
-31 2013-02-18 11:33:00 277 Cut1 1.0.1 276 mergeCols1 1.0.1
-33 2013-02-16 18:11:00 286 Count1 1.0.0 284 gops_intersect_1 1.0.0
-37 2013-02-18 11:33:00 295 cshl_sed_tool 1.0.0 294
-38 2013-02-18 15:28:00 297 Count1 296 gops_intersect_1
-62 2013-02-18 16:20:00 397 barchart_gnuplot 1.0.0 396 Count1 1.0.0
-64 2013-02-18 16:19:00 403 barchart_gnuplot 1.0.0 402 Count1 1.0.0
-66 2013-02-18 16:19:00 408 Count1 1.0.0 407
-66 2013-02-18 16:19:00 409 barchart_gnuplot 1.0.0 408 Count1 1.0.0
-72 2013-02-18 16:20:00 427 barchart_gnuplot 1.0.0 426 Count1 1.0.0
-74 2013-02-18 16:20:00 432 Count1 1.0.0 431
-74 2013-02-18 16:20:00 433 barchart_gnuplot 1.0.0 432 Count1 1.0.0
-75 2013-02-18 16:20:00 437 barchart_gnuplot 436 Count1
-76 2013-02-18 16:20:00 439 Count1 1.0.0 438
-80 2013-02-18 16:22:00 463 Count1 1.0.0 462
-80 2013-02-18 16:22:00 464 barchart_gnuplot 1.0.0 463 Count1 1.0.0
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-81 2013-02-18 16:22:00 470 cshl_find_and_replace 1.0.0 469 cshl_find_and_replace 1.0.0
-81 2013-02-18 16:22:00 473 Count1 1.0.0 472 gops_intersect_1 1.0.0
-82 2013-02-18 16:22:00 476 CONVERTER_interval_to_bedstrict_0 1.0.0 475
-82 2013-02-18 16:22:00 479 Cut1 1.0.1 478 mergeCols1 1.0.1
-82 2013-02-18 16:22:00 482 get_flanks1 1.0.0 481
-82 2013-02-18 16:22:00 487 Count1 1.0.0 483 gops_intersect_1 1.0.0
-82 2013-02-18 16:22:00 486 CONVERTER_interval_to_bedstrict_0 1.0.0 485 CONVERTER_interval_to_bed_0 1.0.0
-83 2013-02-18 19:10:00 490 gops_intersect_1 1.0.0 489
-83 2013-02-18 19:10:00 490 gops_intersect_1 1.0.0 491
-83 2013-02-18 19:10:00 493 barchart_gnuplot 1.0.0 492 Count1 1.0.0
-84 2013-02-19 12:02:00 496 Count1 495 gops_intersect_1
-84 2013-02-19 12:02:00 497 barchart_gnuplot 496 Count1
-86 2013-02-19 12:08:00 507 Count1 1.0.0 505 gops_intersect_1 1.0.0
-95 2013-02-20 10:03:00 674 Count1 1.0.0 672 gops_intersect_1 1.0.0
-95 2013-02-20 10:03:00 675 barchart_gnuplot 1.0.0 674 Count1 1.0.0
-97 2013-02-20 10:11:00 703 cshl_awk_tool 1.0.0 701 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1
-97 2013-02-20 10:11:00 704 gops_subtract_1 1.0.0 703 cshl_awk_tool 1.0.0
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-97 2013-02-20 10:11:00 705 cshl_awk_tool 1.0.0 706 get_flanks1 1.0.0
-97 2013-02-20 10:11:00 709 Extract genomic DNA 1 2.2.2 708 gops_intersect_1 1.0.0
-97 2013-02-20 10:11:00 720 Count1 1.0.0 708 gops_intersect_1 1.0.0
-97 2013-02-20 10:11:00 716 fasta2tab 1.1.0 709 Extract genomic DNA 1 2.2.2
-97 2013-02-20 10:11:00 709 Extract genomic DNA 1 2.2.2 710
-97 2013-02-20 10:11:00 712 fasta2tab 1.1.0 711 Extract genomic DNA 1 2.2.2
-97 2013-02-20 10:11:00 713 Show beginning1 1.0.0 712 fasta2tab 1.1.0
-97 2013-02-20 10:11:00 719 meme_meme 1.0.0 718 tab2fasta 1.1.0
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-98 2013-02-20 10:44:00 725 addValue 1.0.0 724
-98 2013-02-20 10:44:00 727 Cut1 1.0.1 726 mergeCols1 1.0.1
-101 2013-02-20 14:16:00 738 mergeCols1 1.0.1 737 addValue 1.0.0
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-103 2013-02-20 15:32:00 754 gops_intersect_1 753
-103 2013-02-20 15:32:00 757 gops_subtract_1 753
-103 2013-02-20 15:32:00 758 Count1 754 gops_intersect_1
-103 2013-02-20 15:32:00 754 gops_intersect_1 755 get_flanks1
-103 2013-02-20 15:32:00 757 gops_subtract_1 755 get_flanks1
-103 2013-02-20 15:32:00 759 barchart_gnuplot 758 Count1
-106 2013-02-20 15:46:00 813 cshl_awk_tool 1.0.0 810 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1
-106 2013-02-20 15:46:00 814 gops_subtract_1 1.0.0 813 cshl_awk_tool 1.0.0
-106 2013-02-20 15:46:00 818 gops_intersect_1 1.0.0 813 cshl_awk_tool 1.0.0
-106 2013-02-20 15:46:00 814 gops_subtract_1 1.0.0 815 cshl_awk_tool 1.0.0
-106 2013-02-20 15:46:00 818 gops_intersect_1 1.0.0 815 cshl_awk_tool 1.0.0
-106 2013-02-20 15:46:00 815 cshl_awk_tool 1.0.0 816 get_flanks1 1.0.0
-106 2013-02-20 15:46:00 816 get_flanks1 1.0.0 817
-106 2013-02-20 15:46:00 819 Extract genomic DNA 1 2.2.2 818 gops_intersect_1 1.0.0
-106 2013-02-20 15:46:00 821 Count1 1.0.0 818 gops_intersect_1 1.0.0
-106 2013-02-20 15:46:00 819 Extract genomic DNA 1 2.2.2 820
-106 2013-02-20 15:46:00 831 Show beginning1 1.0.0 824 fasta2tab 1.1.0
-106 2013-02-20 15:46:00 829 tab2fasta 1.1.0 828 Show beginning1 1.0.0
-106 2013-02-20 15:46:00 832 tab2fasta 1.1.0 831 Show beginning1 1.0.0
-109 2013-02-20 15:49:00 881 cshl_awk_tool 879 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1
-109 2013-02-20 15:49:00 884 gops_intersect_1 883
-109 2013-02-20 15:49:00 888 Extract genomic DNA 1 884 gops_intersect_1
-109 2013-02-20 15:49:00 884 gops_intersect_1 885 get_flanks1
-109 2013-02-20 15:49:00 885 get_flanks1 886
-109 2013-02-20 15:49:00 890 fasta2tab 888 Extract genomic DNA 1
-109 2013-02-20 15:49:00 888 Extract genomic DNA 1 889
-110 2013-02-20 15:54:00 895 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1 894
-110 2013-02-20 15:54:00 895 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1 896
-110 2013-02-20 15:54:00 904 gops_intersect_1 1.0.0 900
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-110 2013-02-20 15:54:00 904 gops_intersect_1 1.0.0 902 get_flanks1 1.0.0
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-111 2013-02-20 15:51:00 917 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 916
-111 2013-02-20 15:51:00 919 cshl_awk_tool 917 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1
-111 2013-02-20 15:51:00 917 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 918
-111 2013-02-20 15:51:00 923 gops_intersect_1 922
-111 2013-02-20 15:51:00 923 gops_intersect_1 924 get_flanks1
-111 2013-02-20 15:51:00 927 Extract genomic DNA 1 924 get_flanks1
-111 2013-02-20 15:51:00 924 get_flanks1 925
-111 2013-02-20 15:51:00 927 Extract genomic DNA 1 928
-111 2013-02-20 15:51:00 931 tab2fasta 930 Show beginning1
-111 2013-02-20 15:51:00 932 meme_meme 931 tab2fasta
-111 2013-02-20 15:51:00 934 barchart_gnuplot 933 Count1
-112 2013-02-20 15:51:00 937 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 936
-112 2013-02-20 15:51:00 939 cshl_awk_tool 937 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1
-112 2013-02-20 15:51:00 940 cshl_awk_tool 937 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1
-112 2013-02-20 15:51:00 937 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 938
-112 2013-02-20 15:51:00 943 gops_intersect_1 942
-112 2013-02-20 15:51:00 943 gops_intersect_1 944 get_flanks1
-112 2013-02-20 15:51:00 949 gops_intersect_1 944 get_flanks1
-112 2013-02-20 15:51:00 947 gops_intersect_1 946 get_flanks1
-112 2013-02-20 15:51:00 950 gops_subtract_1 947 gops_intersect_1
-112 2013-02-20 15:51:00 947 gops_intersect_1 948
-112 2013-02-20 15:51:00 949 gops_intersect_1 948
-112 2013-02-20 15:51:00 950 gops_subtract_1 948
-112 2013-02-20 15:51:00 951 Count1 950 gops_subtract_1
-112 2013-02-20 15:51:00 959 meme_meme 958 tab2fasta
-113 2013-02-20 15:52:00 961 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 960
-113 2013-02-20 15:52:00 963 cshl_awk_tool 961 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1
-113 2013-02-20 15:52:00 961 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 962
-113 2013-02-20 15:52:00 975 Count1 968 gops_intersect_1
-113 2013-02-20 15:52:00 977 Extract genomic DNA 1 968 gops_intersect_1
-113 2013-02-20 15:52:00 972 Count1 971 gops_subtract_1
-113 2013-02-20 15:52:00 973 barchart_gnuplot 972 Count1
-113 2013-02-20 15:52:00 974 barchart_gnuplot 972 Count1
-113 2013-02-20 15:52:00 976 barchart_gnuplot 975 Count1
-113 2013-02-20 15:52:00 977 Extract genomic DNA 1 978
-113 2013-02-20 15:52:00 980 Show beginning1 979 fasta2tab
-113 2013-02-20 15:52:00 981 tab2fasta 980 Show beginning1
-113 2013-02-20 15:52:00 982 meme_meme 981 tab2fasta
-114 2013-02-20 15:58:00 994 gops_subtract_1 990
-114 2013-02-20 15:58:00 996 Count1 991 gops_intersect_1
-114 2013-02-20 15:58:00 994 gops_subtract_1 992 get_flanks1
-114 2013-02-20 15:58:00 992 get_flanks1 993
-114 2013-02-20 15:58:00 1003 meme_meme 1002 tab2fasta
-114 2013-02-20 15:58:00 1004 meme_meme 1002 tab2fasta
-115 2013-02-20 16:00:00 1008 cshl_awk_tool 1.0.0 1006 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1
-115 2013-02-20 16:00:00 1013 gops_intersect_1 1.0.0 1008 cshl_awk_tool 1.0.0
-115 2013-02-20 16:00:00 1016 Extract genomic DNA 1 2.2.2 1009 gops_subtract_1 1.0.0
-115 2013-02-20 16:00:00 1013 gops_intersect_1 1.0.0 1010 cshl_awk_tool 1.0.0
-115 2013-02-20 16:00:00 1010 cshl_awk_tool 1.0.0 1011 get_flanks1 1.0.0
-115 2013-02-20 16:00:00 1014 Extract genomic DNA 1 2.2.2 1013 gops_intersect_1 1.0.0
-115 2013-02-20 16:00:00 1014 Extract genomic DNA 1 2.2.2 1015
-115 2013-02-20 16:00:00 1016 Extract genomic DNA 1 2.2.2 1015
-115 2013-02-20 16:00:00 1018 Show beginning1 1.0.0 1017 fasta2tab 1.1.0
-115 2013-02-20 16:00:00 1020 meme_meme 1.0.0 1019 tab2fasta 1.1.0
-115 2013-02-20 16:00:00 1022 Show beginning1 1.0.0 1021 fasta2tab 1.1.0
-115 2013-02-20 16:00:00 1023 tab2fasta 1.1.0 1022 Show beginning1 1.0.0
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-115 2013-02-20 16:00:00 1028 barchart_gnuplot 1.0.0 1027 Count1 1.0.0
-116 2013-02-20 16:00:00 1030 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1 1029
-116 2013-02-20 16:00:00 1032 cshl_awk_tool 1.0.0 1030 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1
-116 2013-02-20 16:00:00 1030 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1 1031
-116 2013-02-20 16:00:00 1038 Extract genomic DNA 1 2.2.2 1037 gops_intersect_1 1.0.0
-116 2013-02-20 16:00:00 1049 Count1 1.0.0 1037 gops_intersect_1 1.0.0
-116 2013-02-20 16:00:00 1045 fasta2tab 1.1.0 1038 Extract genomic DNA 1 2.2.2
-116 2013-02-20 16:00:00 1038 Extract genomic DNA 1 2.2.2 1039
-116 2013-02-20 16:00:00 1042 Show beginning1 1.0.0 1041 fasta2tab 1.1.0
-116 2013-02-20 16:00:00 1043 tab2fasta 1.1.0 1042 Show beginning1 1.0.0
-116 2013-02-20 16:00:00 1046 Show beginning1 1.0.0 1045 fasta2tab 1.1.0
-116 2013-02-20 16:00:00 1047 tab2fasta 1.1.0 1046 Show beginning1 1.0.0
-116 2013-02-20 16:00:00 1048 meme_meme 1.0.0 1047 tab2fasta 1.1.0
-116 2013-02-20 16:00:00 1052 barchart_gnuplot 1.0.0 1051 Count1 1.0.0
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-117 2013-02-20 16:00:00 1061 gops_intersect_1 1.0.0 1058 cshl_awk_tool 1.0.0
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-117 2013-02-20 16:00:00 1059 get_flanks1 1.0.0 1060
-117 2013-02-20 16:00:00 1062 Extract genomic DNA 1 2.2.2 1061 gops_intersect_1 1.0.0
-117 2013-02-20 16:00:00 1069 fasta2tab 1.1.0 1062 Extract genomic DNA 1 2.2.2
-117 2013-02-20 16:00:00 1062 Extract genomic DNA 1 2.2.2 1063
-117 2013-02-20 16:00:00 1065 fasta2tab 1.1.0 1064 Extract genomic DNA 1 2.2.2
-117 2013-02-20 16:00:00 1066 Show beginning1 1.0.0 1065 fasta2tab 1.1.0
-117 2013-02-20 16:00:00 1068 meme_meme 1.0.0 1067 tab2fasta 1.1.0
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-117 2013-02-20 16:00:00 1072 meme_meme 1.0.0 1071 tab2fasta 1.1.0
-117 2013-02-20 16:00:00 1074 barchart_gnuplot 1.0.0 1073 Count1 1.0.0
-118 2013-02-20 16:00:00 1099 Count1 1.0.0 1081 gops_subtract_1 1.0.0
-118 2013-02-20 16:00:00 1097 Count1 1.0.0 1085 gops_intersect_1 1.0.0
-118 2013-02-20 16:00:00 1093 fasta2tab 1.1.0 1086 Extract genomic DNA 1 2.2.2
-118 2013-02-20 16:00:00 1089 fasta2tab 1.1.0 1088 Extract genomic DNA 1 2.2.2
-118 2013-02-20 16:00:00 1091 tab2fasta 1.1.0 1090 Show beginning1 1.0.0
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diff -r 12764915e1c5 -r 76251d1ccdcc utils.py
--- a/utils.py Wed Sep 25 06:42:40 2019 -0400
+++ b/utils.py Fri Oct 11 18:24:54 2019 -0400
@@ -3,11 +3,6 @@
import json
import h5py
-from keras.models import model_from_json, Sequential
-from keras.layers import Dense, GRU, Dropout
-from keras.layers.embeddings import Embedding
-from keras.layers.core import SpatialDropout1D
-from keras.optimizers import RMSprop
from keras import backend as K
@@ -37,17 +32,6 @@
workflows_file.write(workflow_paths_unique)
-def load_saved_model(model_config, model_weights):
- """
- Load the saved trained model using the saved network and its weights
- """
- # load the network
- loaded_model = model_from_json(model_config)
- # load the saved weights into the model
- loaded_model.set_weights(model_weights)
- return loaded_model
-
-
def format_tool_id(tool_link):
"""
Extract tool id from tool link
@@ -57,22 +41,6 @@
return tool_id
-def get_HDF5(hf, d_key):
- """
- Read h5 file to get train and test data
- """
- return hf.get(d_key).value
-
-
-def save_HDF5(hf_file, d_key, data, d_type=""):
- """
- Save datasets as h5 file
- """
- if (d_type == 'json'):
- data = json.dumps(data)
- hf_file.create_dataset(d_key, data=data)
-
-
def set_trained_model(dump_file, model_values):
"""
Create an h5 file with the trained weights and associated dicts
@@ -100,44 +68,6 @@
os.remove(file_path)
-def extract_configuration(config_object):
- config_loss = dict()
- for index, item in enumerate(config_object):
- config_loss[index] = list()
- d_config = dict()
- d_config['loss'] = item['result']['loss']
- d_config['params_config'] = item['misc']['vals']
- config_loss[index].append(d_config)
- return config_loss
-
-
-def get_best_parameters(mdl_dict):
- """
- Get param values (defaults as well)
- """
- lr = float(mdl_dict.get("learning_rate", "0.001"))
- embedding_size = int(mdl_dict.get("embedding_size", "512"))
- dropout = float(mdl_dict.get("dropout", "0.2"))
- recurrent_dropout = float(mdl_dict.get("recurrent_dropout", "0.2"))
- spatial_dropout = float(mdl_dict.get("spatial_dropout", "0.2"))
- units = int(mdl_dict.get("units", "512"))
- batch_size = int(mdl_dict.get("batch_size", "512"))
- activation_recurrent = mdl_dict.get("activation_recurrent", "elu")
- activation_output = mdl_dict.get("activation_output", "sigmoid")
-
- return {
- "lr": lr,
- "embedding_size": embedding_size,
- "dropout": dropout,
- "recurrent_dropout": recurrent_dropout,
- "spatial_dropout": spatial_dropout,
- "units": units,
- "batch_size": batch_size,
- "activation_recurrent": activation_recurrent,
- "activation_output": activation_output,
- }
-
-
def weighted_loss(class_weights):
"""
Create a weighted loss function. Penalise the misclassification
@@ -152,27 +82,6 @@
return weighted_binary_crossentropy
-def set_recurrent_network(mdl_dict, reverse_dictionary, class_weights):
- """
- Create a RNN network and set its parameters
- """
- dimensions = len(reverse_dictionary) + 1
- model_params = get_best_parameters(mdl_dict)
-
- # define the architecture of the neural network
- model = Sequential()
- model.add(Embedding(dimensions, model_params["embedding_size"], mask_zero=True))
- model.add(SpatialDropout1D(model_params["spatial_dropout"]))
- model.add(GRU(model_params["units"], dropout=model_params["spatial_dropout"], recurrent_dropout=model_params["recurrent_dropout"], activation=model_params["activation_recurrent"], return_sequences=True))
- model.add(Dropout(model_params["dropout"]))
- model.add(GRU(model_params["units"], dropout=model_params["spatial_dropout"], recurrent_dropout=model_params["recurrent_dropout"], activation=model_params["activation_recurrent"], return_sequences=False))
- model.add(Dropout(model_params["dropout"]))
- model.add(Dense(dimensions, activation=model_params["activation_output"]))
- optimizer = RMSprop(lr=model_params["lr"])
- model.compile(loss=weighted_loss(class_weights), optimizer=optimizer)
- return model, model_params
-
-
def compute_precision(model, x, y, reverse_data_dictionary, next_compatible_tools, usage_scores, actual_classes_pos, topk):
"""
Compute absolute and compatible precision