# HG changeset patch # User bgruening # Date 1589017084 0 # Node ID 50753817983a8ca453466e518e2dea9e36bd18dd # Parent 275e98795e993113595b5fe30350899af67d556b "planemo upload for repository https://github.com/bgruening/galaxytools/tree/recommendation_training/tools/tool_recommendation_model commit c635df659fe1835679438589ded43136b0e515c6" diff -r 275e98795e99 -r 50753817983a create_tool_recommendation_model.xml --- a/create_tool_recommendation_model.xml Wed Sep 25 06:42:18 2019 -0400 +++ b/create_tool_recommendation_model.xml Sat May 09 09:38:04 2020 +0000 @@ -1,12 +1,12 @@ - + using deep learning python - tensorflow - keras - scikit-learn + tensorflow + keras + scikit-learn h5py - csvkit + csvkit hyperopt echo "@VERSION@" @@ -21,7 +21,6 @@ --optimize_n_epochs '$training_parameters.optimize_n_epochs' --max_evals '$training_parameters.max_evals' --test_share '$training_parameters.test_share' - --validation_share '$training_parameters.validation_share' --batch_size '$nn_parameters.batch_size' --units '$nn_parameters.units' --embedding_size '$nn_parameters.embedding_size' @@ -29,8 +28,6 @@ --spatial_dropout '$nn_parameters.spatial_dropout' --recurrent_dropout '$nn_parameters.recurrent_dropout' --learning_rate '$nn_parameters.learning_rate' - --activation_recurrent '$nn_parameters.activation_recurrent' - --activation_output '$nn_parameters.activation_output' --output_model '$outfile_model' ]]> @@ -38,26 +35,36 @@
+ + +
- - - + + + + + + - +
- - - + + + + + + + + + - -
@@ -66,13 +73,71 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + >". ]]> @@ -153,8 +215,8 @@ @ARTICLE{anuprulez_galaxytools, Author = {Anup Kumar and Björn Grüning}, keywords = {bioinformatics, recommendation system, deep learning}, - title = {{Tool recommendation system for Galaxy workflows}}, - url = {https://github.com/anuprulez/galaxytools} + title = {{Tool recommendation system for Galaxy}}, + url = {https://github.com/bgruening/galaxytools} } diff -r 275e98795e99 -r 50753817983a extract_workflow_connections.py --- a/extract_workflow_connections.py Wed Sep 25 06:42:18 2019 -0400 +++ b/extract_workflow_connections.py Sat May 09 09:38:04 2020 +0000 @@ -11,11 +11,17 @@ class ExtractWorkflowConnections: - @classmethod def __init__(self): """ Init method. """ - @classmethod + def collect_standard_connections(self, row): + published = row[8] + deleted = row[9] + has_errors = row[10] + if published == "t" and deleted == "f" and has_errors == "f": + return True + return False + def read_tabular_file(self, raw_file_path): """ Read tabular file and extract workflow connections @@ -25,7 +31,8 @@ workflow_paths_dup = "" workflow_parents = dict() workflow_paths = list() - unique_paths = list() + unique_paths = dict() + standard_connections = dict() with open(raw_file_path, 'rt') as workflow_connections_file: workflow_connections = csv.reader(workflow_connections_file, delimiter='\t') for index, row in enumerate(workflow_connections): @@ -35,7 +42,15 @@ if wf_id not in workflows: workflows[wf_id] = list() if out_tool and in_tool and out_tool != in_tool: - workflows[wf_id].append((in_tool, out_tool)) + workflows[wf_id].append((out_tool, in_tool)) + qc = self.collect_standard_connections(row) + if qc: + i_t = utils.format_tool_id(in_tool) + o_t = utils.format_tool_id(out_tool) + if i_t not in standard_connections: + standard_connections[i_t] = list() + if o_t not in standard_connections[i_t]: + standard_connections[i_t].append(o_t) print("Processing workflows...") wf_ctr = 0 for wf_id in workflows: @@ -54,7 +69,6 @@ if len(paths) > 0: flow_paths.extend(paths) workflow_paths.extend(flow_paths) - print("Workflows processed: %d" % wf_ctr) # remove slashes from the tool ids @@ -75,9 +89,8 @@ print("Finding compatible next tools...") compatible_next_tools = self.set_compatible_next_tools(no_dup_paths) - return unique_paths, compatible_next_tools + return unique_paths, compatible_next_tools, standard_connections - @classmethod def set_compatible_next_tools(self, workflow_paths): """ Find next tools for each tool @@ -97,7 +110,6 @@ next_tools[tool] = ",".join(list(set(next_tools[tool].split(",")))) return next_tools - @classmethod def read_workflow(self, wf_id, workflow_rows): """ Read all connections for a workflow @@ -112,7 +124,6 @@ tool_parents[out_tool].append(in_tool) return tool_parents - @classmethod def get_roots_leaves(self, graph): roots = list() leaves = list() @@ -125,7 +136,6 @@ leaves = list(set(children).difference(set(all_parents))) return roots, leaves - @classmethod def find_tool_paths_workflow(self, graph, start, end, path=[]): path = path + [end] if start == end: diff -r 275e98795e99 -r 50753817983a main.py --- a/main.py Wed Sep 25 06:42:18 2019 -0400 +++ b/main.py Sat May 09 09:38:04 2020 +0000 @@ -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 @@ -18,78 +20,101 @@ 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): + def find_train_best_network(self, network_config, reverse_dictionary, train_data, train_labels, test_data, test_labels, n_epochs, class_weights, usage_pred, standard_connections, l_tool_freq, l_tool_tr_samples): """ Define recurrent neural network and train sequential data """ + # get tools with lowest representation + lowest_tool_ids = utils.get_lowest_tools(l_tool_freq) + 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, test_data, test_labels, l_tool_tr_samples, class_weights) # define callbacks - 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] + early_stopping = callbacks.EarlyStopping(monitor='loss', mode='min', verbose=1, min_delta=1e-1, restore_best_weights=True) + predict_callback_test = PredictCallback(test_data, test_labels, reverse_dictionary, n_epochs, usage_pred, standard_connections, lowest_tool_ids) + + callbacks_list = [predict_callback_test, early_stopping] + + batch_size = int(best_params["batch_size"]) print("Start training on the best model...") - model_fit = model.fit( - train_data, - train_labels, - batch_size=int(best_params["batch_size"]), + train_performance = dict() + trained_model = best_model.fit_generator( + utils.balanced_sample_generator( + train_data, + train_labels, + batch_size, + l_tool_tr_samples + ), + steps_per_epoch=len(train_data) // batch_size, epochs=n_epochs, + callbacks=callbacks_list, + validation_data=(test_data, test_labels), verbose=2, - callbacks=callbacks_list, - shuffle="batch", - validation_data=(test_data, test_labels) + shuffle=True ) - - train_performance = { - "train_loss": np.array(model_fit.history["loss"]), - "model": model, - "best_parameters": best_params - } - - # if there is test data, add more information - if len(test_data) > 0: - train_performance["validation_loss"] = np.array(model_fit.history["val_loss"]) - train_performance["precision"] = predict_callback_test.precision - train_performance["usage_weights"] = predict_callback_test.usage_weights + 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 + train_performance["published_precision"] = predict_callback_test.published_precision + train_performance["lowest_pub_precision"] = predict_callback_test.lowest_pub_precision + train_performance["lowest_norm_precision"] = predict_callback_test.lowest_norm_precision + train_performance["train_loss"] = np.array(trained_model.history["loss"]) + train_performance["model"] = best_model + train_performance["best_parameters"] = best_params return train_performance class PredictCallback(callbacks.Callback): - def __init__(self, test_data, test_labels, reverse_data_dictionary, n_epochs, next_compatible_tools, usg_scores): + def __init__(self, test_data, test_labels, reverse_data_dictionary, n_epochs, usg_scores, standard_connections, lowest_tool_ids): self.test_data = test_data self.test_labels = test_labels self.reverse_data_dictionary = reverse_data_dictionary self.precision = list() self.usage_weights = list() + self.published_precision = list() self.n_epochs = n_epochs - self.next_compatible_tools = next_compatible_tools self.pred_usage_scores = usg_scores + self.standard_connections = standard_connections + self.lowest_tool_ids = lowest_tool_ids + self.lowest_pub_precision = list() + self.lowest_norm_precision = list() def on_epoch_end(self, epoch, logs={}): """ Compute absolute and compatible precision for test data """ if len(self.test_data) > 0: - precision, usage_weights = utils.verify_model(self.model, self.test_data, self.test_labels, self.reverse_data_dictionary, self.next_compatible_tools, self.pred_usage_scores) + usage_weights, precision, precision_pub, low_pub_prec, low_norm_prec, low_num = utils.verify_model(self.model, self.test_data, self.test_labels, self.reverse_data_dictionary, self.pred_usage_scores, self.standard_connections, self.lowest_tool_ids) self.precision.append(precision) self.usage_weights.append(usage_weights) - print("Epoch %d precision: %s" % (epoch + 1, precision)) + self.published_precision.append(precision_pub) + self.lowest_pub_precision.append(low_pub_prec) + self.lowest_norm_precision.append(low_norm_prec) print("Epoch %d usage weights: %s" % (epoch + 1, usage_weights)) + print("Epoch %d normal precision: %s" % (epoch + 1, precision)) + print("Epoch %d published precision: %s" % (epoch + 1, precision_pub)) + print("Epoch %d lowest published precision: %s" % (epoch + 1, low_pub_prec)) + print("Epoch %d lowest normal precision: %s" % (epoch + 1, low_norm_prec)) + print("Epoch %d number of test samples with lowest tool ids: %s" % (epoch + 1, low_num)) 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") @@ -101,7 +126,6 @@ arg_parser.add_argument("-oe", "--optimize_n_epochs", required=True, help="number of iterations to run to find best model parameters") arg_parser.add_argument("-me", "--max_evals", required=True, help="maximum number of configuration evaluations") arg_parser.add_argument("-ts", "--test_share", required=True, help="share of data to be used for testing") - arg_parser.add_argument("-vs", "--validation_share", required=True, help="share of data to be used for validation") # neural network parameters arg_parser.add_argument("-bs", "--batch_size", required=True, help="size of the tranining batch i.e. the number of samples per batch") arg_parser.add_argument("-ut", "--units", required=True, help="number of hidden recurrent units") @@ -110,8 +134,7 @@ arg_parser.add_argument("-sd", "--spatial_dropout", required=True, help="1d dropout used for embedding layer") arg_parser.add_argument("-rd", "--recurrent_dropout", required=True, help="dropout for the recurrent layers") 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"] @@ -123,7 +146,6 @@ optimize_n_epochs = int(args["optimize_n_epochs"]) max_evals = int(args["max_evals"]) test_share = float(args["test_share"]) - validation_share = float(args["validation_share"]) batch_size = args["batch_size"] units = args["units"] embedding_size = args["embedding_size"] @@ -131,8 +153,7 @@ spatial_dropout = args["spatial_dropout"] recurrent_dropout = args["recurrent_dropout"] learning_rate = args["learning_rate"] - activation_recurrent = args["activation_recurrent"] - activation_output = args["activation_output"] + num_cpus = 16 config = { 'cutoff_date': cutoff_date, @@ -141,35 +162,28 @@ 'optimize_n_epochs': optimize_n_epochs, 'max_evals': max_evals, 'test_share': test_share, - 'validation_share': validation_share, 'batch_size': batch_size, 'units': units, 'embedding_size': embedding_size, 'dropout': dropout, 'spatial_dropout': spatial_dropout, 'recurrent_dropout': recurrent_dropout, - 'learning_rate': learning_rate, - 'activation_recurrent': activation_recurrent, - 'activation_output': activation_output + 'learning_rate': learning_rate } # Extract and process workflows connections = extract_workflow_connections.ExtractWorkflowConnections() - workflow_paths, compatible_next_tools = connections.read_tabular_file(workflows_path) + workflow_paths, compatible_next_tools, standard_connections = connections.read_tabular_file(workflows_path) # Process the paths from workflows print("Dividing data...") 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) + train_data, train_labels, test_data, test_labels, data_dictionary, reverse_dictionary, class_weights, usage_pred, l_tool_freq, l_tool_tr_samples = data.get_data_labels_matrices(workflow_paths, tool_usage_path, cutoff_date, compatible_next_tools, standard_connections) # 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) - print() - print("Best parameters \n") - print(results_weighted["best_parameters"]) - print() - utils.save_model(results_weighted, data_dictionary, compatible_next_tools, trained_model_path, class_weights) + 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, standard_connections, l_tool_freq, l_tool_tr_samples) + utils.save_model(results_weighted, data_dictionary, compatible_next_tools, trained_model_path, class_weights, standard_connections) end_time = time.time() print() print("Program finished in %s seconds" % str(end_time - start_time)) diff -r 275e98795e99 -r 50753817983a optimise_hyperparameters.py --- a/optimise_hyperparameters.py Wed Sep 25 06:42:18 2019 -0400 +++ b/optimise_hyperparameters.py Sat May 09 09:38:04 2020 +0000 @@ -17,18 +17,13 @@ class HyperparameterOptimisation: - @classmethod def __init__(self): """ 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, test_data, test_labels, l_tool_tr_samples, class_weights): """ Train a model and report accuracy """ - l_recurrent_activations = config["activation_recurrent"].split(",") - l_output_activations = config["activation_output"].split(",") - # convert items to integer l_batch_size = list(map(int, config["batch_size"].split(","))) l_embedding_size = list(map(int, config["embedding_size"].split(","))) @@ -41,20 +36,17 @@ l_recurrent_dropout = list(map(float, config["recurrent_dropout"].split(","))) optimize_n_epochs = int(config["optimize_n_epochs"]) - validation_split = float(config["validation_share"]) # 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-1, restore_best_weights=True) # specify the search space for finding the best combination of parameters using Bayesian optimisation params = { "embedding_size": hp.quniform("embedding_size", l_embedding_size[0], l_embedding_size[1], 1), "units": hp.quniform("units", l_units[0], l_units[1], 1), "batch_size": hp.quniform("batch_size", l_batch_size[0], l_batch_size[1], 1), - "activation_recurrent": hp.choice("activation_recurrent", l_recurrent_activations), - "activation_output": hp.choice("activation_output", l_output_activations), "learning_rate": hp.loguniform("learning_rate", np.log(l_learning_rate[0]), np.log(l_learning_rate[1])), "dropout": hp.uniform("dropout", l_dropout[0], l_dropout[1]), "spatial_dropout": hp.uniform("spatial_dropout", l_spatial_dropout[0], l_spatial_dropout[1]), @@ -65,35 +57,36 @@ model = Sequential() model.add(Embedding(dimensions, int(params["embedding_size"]), mask_zero=True)) model.add(SpatialDropout1D(params["spatial_dropout"])) - model.add(GRU(int(params["units"]), dropout=params["dropout"], recurrent_dropout=params["recurrent_dropout"], return_sequences=True, activation=params["activation_recurrent"])) + model.add(GRU(int(params["units"]), dropout=params["dropout"], recurrent_dropout=params["recurrent_dropout"], return_sequences=True, activation="elu")) + model.add(Dropout(params["dropout"])) + model.add(GRU(int(params["units"]), dropout=params["dropout"], recurrent_dropout=params["recurrent_dropout"], return_sequences=False, activation="elu")) model.add(Dropout(params["dropout"])) - model.add(GRU(int(params["units"]), dropout=params["dropout"], recurrent_dropout=params["recurrent_dropout"], return_sequences=False, activation=params["activation_recurrent"])) - model.add(Dropout(params["dropout"])) - model.add(Dense(dimensions, activation=params["activation_output"])) + model.add(Dense(2 * dimensions, activation="sigmoid")) optimizer_rms = RMSprop(lr=params["learning_rate"]) + batch_size = int(params["batch_size"]) model.compile(loss=utils.weighted_loss(class_weights), optimizer=optimizer_rms) - model_fit = model.fit( - train_data, - train_labels, - batch_size=int(params["batch_size"]), + print(model.summary()) + model_fit = model.fit_generator( + utils.balanced_sample_generator( + train_data, + train_labels, + batch_size, + l_tool_tr_samples + ), + steps_per_epoch=len(train_data) // batch_size, epochs=optimize_n_epochs, - shuffle="batch", + callbacks=[early_stopping], + validation_data=(test_data, test_labels), verbose=2, - validation_split=validation_split, - callbacks=[early_stopping] + shuffle=True ) - 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] - if item == 'activation_output': - best_model_params[item] = l_output_activations[item_val] - elif item == 'activation_recurrent': - best_model_params[item] = l_recurrent_activations[item_val] - else: - best_model_params[item] = item_val - return best_model_params + best_model_params[item] = item_val + return best_model_params, best_model diff -r 275e98795e99 -r 50753817983a predict_tool_usage.py --- a/predict_tool_usage.py Wed Sep 25 06:42:18 2019 -0400 +++ b/predict_tool_usage.py Sat May 09 09:38:04 2020 +0000 @@ -21,11 +21,9 @@ class ToolPopularity: - @classmethod def __init__(self): """ Init method. """ - @classmethod def extract_tool_usage(self, tool_usage_file, cutoff_date, dictionary): """ Extract the tool usage over time for each tool @@ -63,7 +61,6 @@ tool_usage_dict[tool] = collections.OrderedDict(sorted(usage.items())) return tool_usage_dict - @classmethod def learn_tool_popularity(self, x_reshaped, y_reshaped): """ Fit a curve for the tool usage over time to predict future tool usage @@ -93,7 +90,6 @@ except Exception: return epsilon - @classmethod def get_pupularity_prediction(self, tools_usage): """ Get the popularity prediction for each tool diff -r 275e98795e99 -r 50753817983a prepare_data.py --- a/prepare_data.py Wed Sep 25 06:42:18 2019 -0400 +++ b/prepare_data.py Sat May 09 09:38:04 2020 +0000 @@ -10,19 +10,18 @@ import random import predict_tool_usage +import utils main_path = os.getcwd() class PrepareData: - @classmethod def __init__(self, max_seq_length, test_data_share): """ Init method. """ self.max_tool_sequence_len = max_seq_length self.test_share = test_data_share - @classmethod def process_workflow_paths(self, workflow_paths): """ Get all the tools and complete set of individual paths for each workflow @@ -40,7 +39,6 @@ tokens = np.reshape(tokens, [-1, ]) return tokens, raw_paths - @classmethod def create_new_dict(self, new_data_dict): """ Create new data dictionary @@ -48,7 +46,6 @@ reverse_dict = dict((v, k) for k, v in new_data_dict.items()) return new_data_dict, reverse_dict - @classmethod def assemble_dictionary(self, new_data_dict, old_data_dictionary={}): """ Create/update tools indices in the forward and backward dictionary @@ -56,7 +53,6 @@ new_data_dict, reverse_dict = self.create_new_dict(new_data_dict) return new_data_dict, reverse_dict - @classmethod def create_data_dictionary(self, words, old_data_dictionary={}): """ Create two dictionaries having tools names and their indexes @@ -68,7 +64,6 @@ dictionary, reverse_dictionary = self.assemble_dictionary(dictionary, old_data_dictionary) return dictionary, reverse_dictionary - @classmethod def decompose_paths(self, paths, dictionary): """ Decompose the paths to variable length sub-paths keeping the first tool fixed @@ -86,7 +81,6 @@ sub_paths_pos = list(set(sub_paths_pos)) return sub_paths_pos - @classmethod def prepare_paths_labels_dictionary(self, dictionary, reverse_dictionary, paths, compatible_next_tools): """ Create a dictionary of sequences with their labels for training and test paths @@ -116,8 +110,7 @@ paths_labels[item] = ",".join(list(set(paths_labels[item].split(",")))) return paths_labels - @classmethod - def pad_paths(self, paths_dictionary, num_classes): + def pad_test_paths(self, paths_dictionary, num_classes): """ Add padding to the tools sequences and create multi-hot encoded labels """ @@ -135,7 +128,35 @@ train_counter += 1 return data_mat, label_mat - @classmethod + def pad_paths(self, paths_dictionary, num_classes, standard_connections, reverse_dictionary): + """ + Add padding to the tools sequences and create multi-hot encoded labels + """ + size_data = len(paths_dictionary) + data_mat = np.zeros([size_data, self.max_tool_sequence_len]) + label_mat = np.zeros([size_data, 2 * (num_classes + 1)]) + pos_flag = 1.0 + train_counter = 0 + for train_seq, train_label in list(paths_dictionary.items()): + pub_connections = list() + positions = train_seq.split(",") + last_tool_id = positions[-1] + last_tool_name = reverse_dictionary[int(last_tool_id)] + start_pos = self.max_tool_sequence_len - len(positions) + for id_pos, pos in enumerate(positions): + data_mat[train_counter][start_pos + id_pos] = int(pos) + if last_tool_name in standard_connections: + pub_connections = standard_connections[last_tool_name] + for label_item in train_label.split(","): + label_pos = int(label_item) + label_row = label_mat[train_counter] + if reverse_dictionary[label_pos] in pub_connections: + label_row[label_pos] = pos_flag + else: + label_row[label_pos + num_classes + 1] = pos_flag + train_counter += 1 + return data_mat, label_mat + def split_test_train_data(self, multilabels_paths): """ Split into test and train data randomly for each run @@ -152,15 +173,6 @@ train_dict[path] = multilabels_paths[path] return train_dict, test_dict - @classmethod - def verify_overlap(self, train_paths, test_paths): - """ - Verify the overlapping of samples in train and test data - """ - intersection = list(set(train_paths).intersection(set(test_paths))) - print("Overlap in train and test: %d" % len(intersection)) - - @classmethod def get_predicted_usage(self, data_dictionary, predicted_usage): """ Get predicted usage for tools @@ -180,43 +192,53 @@ continue return usage - @classmethod def assign_class_weights(self, n_classes, predicted_usage): """ Compute class weights using usage """ class_weights = dict() class_weights[str(0)] = 0.0 - for key in range(1, n_classes): + for key in range(1, n_classes + 1): u_score = predicted_usage[key] if u_score < 1.0: u_score += 1.0 - class_weights[key] = np.log(u_score) + class_weights[key] = np.round(np.log(u_score), 6) return class_weights - @classmethod - def get_sample_weights(self, train_data, reverse_dictionary, paths_frequency): + def get_train_last_tool_freq(self, train_paths, reverse_dictionary): """ - Compute the frequency of paths in training data + Get the frequency of last tool of each tool sequence + to estimate the frequency of tool sequences """ - path_weights = np.zeros(len(train_data)) - for path_index, path in enumerate(train_data): - sample_pos = np.where(path > 0)[0] - sample_tool_pos = path[sample_pos[0]:] - path_name = ",".join([reverse_dictionary[int(tool_pos)] for tool_pos in sample_tool_pos]) - try: - path_weights[path_index] = int(paths_frequency[path_name]) - except Exception: - path_weights[path_index] = 1 - return path_weights + last_tool_freq = dict() + inv_freq = dict() + for path in train_paths: + last_tool = path.split(",")[-1] + if last_tool not in last_tool_freq: + last_tool_freq[last_tool] = 0 + last_tool_freq[last_tool] += 1 + max_freq = max(last_tool_freq.values()) + for t in last_tool_freq: + inv_freq[t] = int(np.round(max_freq / float(last_tool_freq[t]), 0)) + return last_tool_freq, inv_freq - @classmethod - def get_data_labels_matrices(self, workflow_paths, tool_usage_path, cutoff_date, compatible_next_tools, old_data_dictionary={}): + def get_toolid_samples(self, train_data, l_tool_freq): + l_tool_tr_samples = dict() + for tool_id in l_tool_freq: + for index, tr_sample in enumerate(train_data): + last_tool_id = str(int(tr_sample[-1])) + if last_tool_id == tool_id: + if last_tool_id not in l_tool_tr_samples: + l_tool_tr_samples[last_tool_id] = list() + l_tool_tr_samples[last_tool_id].append(index) + return l_tool_tr_samples + + def get_data_labels_matrices(self, workflow_paths, tool_usage_path, cutoff_date, compatible_next_tools, standard_connections, old_data_dictionary={}): """ Convert the training and test paths into corresponding numpy matrices """ processed_data, raw_paths = self.process_workflow_paths(workflow_paths) - dictionary, reverse_dictionary = self.create_data_dictionary(processed_data, old_data_dictionary) + dictionary, rev_dict = self.create_data_dictionary(processed_data, old_data_dictionary) num_classes = len(dictionary) print("Raw paths: %d" % len(raw_paths)) @@ -227,25 +249,32 @@ random.shuffle(all_unique_paths) print("Creating dictionaries...") - multilabels_paths = self.prepare_paths_labels_dictionary(dictionary, reverse_dictionary, all_unique_paths, compatible_next_tools) + multilabels_paths = self.prepare_paths_labels_dictionary(dictionary, rev_dict, all_unique_paths, compatible_next_tools) print("Complete data: %d" % len(multilabels_paths)) train_paths_dict, test_paths_dict = self.split_test_train_data(multilabels_paths) + # get sample frequency + l_tool_freq, inv_last_tool_freq = self.get_train_last_tool_freq(train_paths_dict, rev_dict) + print("Train data: %d" % len(train_paths_dict)) print("Test data: %d" % len(test_paths_dict)) - test_data, test_labels = self.pad_paths(test_paths_dict, num_classes) - train_data, train_labels = self.pad_paths(train_paths_dict, num_classes) + print("Padding train and test data...") + # pad training and test data with leading zeros + test_data, test_labels = self.pad_paths(test_paths_dict, num_classes, standard_connections, rev_dict) + train_data, train_labels = self.pad_paths(train_paths_dict, num_classes, standard_connections, rev_dict) + + l_tool_tr_samples = self.get_toolid_samples(train_data, l_tool_freq) # Predict tools usage print("Predicting tools' usage...") usage_pred = predict_tool_usage.ToolPopularity() usage = usage_pred.extract_tool_usage(tool_usage_path, cutoff_date, dictionary) tool_usage_prediction = usage_pred.get_pupularity_prediction(usage) - tool_predicted_usage = self.get_predicted_usage(dictionary, tool_usage_prediction) + t_pred_usage = self.get_predicted_usage(dictionary, tool_usage_prediction) # get class weights using the predicted usage for each tool - class_weights = self.assign_class_weights(train_labels.shape[1], tool_predicted_usage) + class_weights = self.assign_class_weights(num_classes, t_pred_usage) - return train_data, train_labels, test_data, test_labels, dictionary, reverse_dictionary, class_weights, tool_predicted_usage + return train_data, train_labels, test_data, test_labels, dictionary, rev_dict, class_weights, t_pred_usage, l_tool_freq, l_tool_tr_samples diff -r 275e98795e99 -r 50753817983a test-data/test_tool_usage --- a/test-data/test_tool_usage Wed Sep 25 06:42:18 2019 -0400 +++ b/test-data/test_tool_usage Sat May 09 09:38:04 2020 +0000 @@ -1,6216 +1,500 @@ -upload1 2019-03-01 176 -toolshed.g2.bx.psu.edu/repos/devteam/fastqc/fastqc/0.72 2019-03-01 97 -toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/3.0.2.0 2019-03-01 67 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2013-10-21 10:42:00 11475 cat1 1.0.0 11352 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11523 cat1 1.0.0 11354 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11363 cat1 1.0.0 11356 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11523 cat1 1.0.0 11357 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11478 Remove_ending 1.0.0 11359 Remove beginning1 1.0.0 -577 2013-10-21 10:42:00 11475 cat1 1.0.0 11360 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11454 Cut1 1.0.2 11361 Filter1 1.1.0 -577 2013-10-21 10:42:00 11475 cat1 1.0.0 11362 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11533 heatmapper 1.3 11362 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11489 Cut1 1.0.2 11363 cat1 1.0.0 -577 2013-10-21 10:42:00 11523 cat1 1.0.0 11364 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11363 cat1 1.0.0 11365 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11438 Remove beginning1 1.0.0 11368 heatmapper 1.3 -577 2013-10-21 10:42:00 11285 Remove beginning1 1.0.0 11374 heatmapper 1.3 -577 2013-10-21 10:42:00 11423 Remove beginning1 1.0.0 11377 heatmapper 1.3 -577 2013-10-21 10:42:00 11252 Remove beginning1 1.0.0 11380 heatmapper 1.3 -577 2013-10-21 10:42:00 11267 Remove beginning1 1.0.0 11381 heatmapper 1.3 -577 2013-10-21 10:42:00 11374 heatmapper 1.3 11382 Filter1 1.1.0 -577 2013-10-21 10:42:00 11377 heatmapper 1.3 11383 Filter1 1.1.0 -577 2013-10-21 10:42:00 11448 heatmapper 1.3 11384 Filter1 1.1.0 -577 2013-10-21 10:42:00 11445 heatmapper 1.3 11385 Filter1 1.1.0 -577 2013-10-21 10:42:00 11376 heatmapper 1.3 11388 Filter1 1.1.0 -577 2013-10-21 10:42:00 11435 heatmapper 1.3 11389 Filter1 1.1.0 -577 2013-10-21 10:42:00 11447 heatmapper 1.3 11391 Filter1 1.1.0 -577 2013-10-21 10:42:00 11475 cat1 1.0.0 11392 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11280 Paste1 1.0.0 11393 Cut1 1.0.2 -577 2013-10-21 10:42:00 11475 cat1 1.0.0 11394 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11363 cat1 1.0.0 11396 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11300 heatmapper 1.3 11403 Filter1 1.1.0 -577 2013-10-21 10:42:00 11301 heatmapper 1.3 11404 Filter1 1.1.0 -577 2013-10-21 10:42:00 11302 heatmapper 1.3 11405 Filter1 1.1.0 -577 2013-10-21 10:42:00 11259 heatmapper 1.3 11407 Filter1 1.1.0 -577 2013-10-21 10:42:00 11482 Remove beginning1 1.0.0 11409 heatmapper 1.3 -577 2013-10-21 10:42:00 11487 Remove_ending 1.0.0 11412 Remove beginning1 1.0.0 -577 2013-10-21 10:42:00 11254 Remove_ending 1.0.0 11414 Remove beginning1 1.0.0 -577 2013-10-21 10:42:00 11363 cat1 1.0.0 11415 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11475 cat1 1.0.0 11418 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11475 cat1 1.0.0 11419 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11367 Remove_ending 1.0.0 11420 Remove beginning1 1.0.0 -577 2013-10-21 10:42:00 11366 Remove_ending 1.0.0 11421 Remove beginning1 1.0.0 -577 2013-10-21 10:42:00 11488 Remove_ending 1.0.0 11423 Remove beginning1 1.0.0 -577 2013-10-21 10:42:00 11392 Remove_ending 1.0.0 11425 Remove beginning1 1.0.0 -577 2013-10-21 10:42:00 11363 cat1 1.0.0 11427 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11253 Remove_ending 1.0.0 11431 Remove beginning1 1.0.0 -577 2013-10-21 10:42:00 11292 Remove_ending 1.0.0 11432 Remove beginning1 1.0.0 -577 2013-10-21 10:42:00 11363 cat1 1.0.0 11433 Remove_ending 1.0.0 -577 2013-10-21 10:42:00 11362 Remove_ending 1.0.0 11434 Remove beginning1 1.0.0 -577 2013-10-21 10:42:00 11473 Remove beginning1 1.0.0 11436 heatmapper 1.3 -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 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1.0.1 35 Paste1 1.0.0 f t f +5 2013-02-07 16:49:04.367628 58 Cut1 1.0.1 35 Paste1 1.0.0 f t f +5 2013-02-07 16:49:04.367628 59 Paste1 1.0.0 62 Add_a_column1 1.1.0 f t f +5 2013-02-07 16:49:04.367628 60 Paste1 1.0.0 63 Add_a_column1 1.1.0 f t f +5 2013-02-07 16:49:04.367628 61 Add_a_column1 1.1.0 25 addValue 1.0.0 f t f +5 2013-02-07 16:49:04.367628 62 Add_a_column1 1.1.0 38 addValue 1.0.0 f t f +5 2013-02-07 16:49:04.367628 63 Add_a_column1 1.1.0 37 addValue 1.0.0 f t f +5 2013-02-07 16:49:04.367628 64 Add_a_column1 1.1.0 47 addValue 1.0.0 f t f +5 2013-02-07 16:49:04.367628 65 Add_a_column1 1.1.0 48 addValue 1.0.0 f t f +5 2013-02-07 16:49:04.367628 66 Paste1 1.0.0 61 Add_a_column1 1.1.0 f t f +5 2013-02-07 16:49:04.367628 68 40 gops_coverage_1 1.0.0 f t f +5 2013-02-07 16:49:04.367628 69 40 gops_coverage_1 1.0.0 f t f +6 2013-02-07 16:57:18.016313 71 70 cshl_awk_tool1 1.0.0 f t f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 t f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f t f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 82 Grep1 1.0.1 84 Remove beginning1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 t f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f t f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 83 Cut1 1.0.1 85 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 84 Remove 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beginning1 1.0.0 86 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 t f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f t f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove beginning1 1.0.0 83 Cut1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 84 Remove 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88 Paste1 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 t f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f t f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 88 Paste1 1.0.0 87 addValue 1.0.0 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 t f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f t f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +9 2013-02-07 16:59:41.215802 89 82 Grep1 1.0.1 f f f +11 2013-02-07 17:03:54.795316 135 addValue 1.0.0 136 cat1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 136 cat1 1.0.0 145 barchart_gnuplot 1.0.0 f t f +11 2013-02-07 17:03:54.795316 137 Cut1 1.0.1 170 Paste1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 138 Cut1 1.0.1 170 Paste1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 139 Cut1 1.0.1 177 Paste1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 140 Cut1 1.0.1 177 Paste1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 141 Cut1 1.0.1 147 Paste1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 142 Cut1 1.0.1 147 Paste1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 143 Cut1 1.0.1 171 Paste1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 144 Cut1 1.0.1 171 Paste1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 146 Paste1 1.0.0 176 Add_a_column1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 147 Paste1 1.0.0 175 Add_a_column1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 148 addValue 1.0.0 136 cat1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 149 addValue 1.0.0 136 cat1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 150 Filter1 1.1.0 157 Summary_Statistics1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 150 Filter1 1.1.0 156 Summary_Statistics1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 151 gops_coverage_1 1.0.0 155 Filter1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 151 gops_coverage_1 1.0.0 154 Filter1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 151 gops_coverage_1 1.0.0 153 Filter1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 151 gops_coverage_1 1.0.0 152 cshl_grep_tool 1.0.0 f t f +11 2013-02-07 17:03:54.795316 151 gops_coverage_1 1.0.0 150 Filter1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 152 cshl_grep_tool 1.0.0 163 Summary_Statistics1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 152 cshl_grep_tool 1.0.0 162 Summary_Statistics1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 153 Filter1 1.1.0 161 Summary_Statistics1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 153 Filter1 1.1.0 160 Summary_Statistics1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 154 Filter1 1.1.0 167 Summary_Statistics1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 154 Filter1 1.1.0 166 Summary_Statistics1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 155 Filter1 1.1.0 165 Summary_Statistics1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 155 Filter1 1.1.0 164 Summary_Statistics1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 156 Summary_Statistics1 1.1.0 168 Cut1 1.0.1 f t f +11 2013-02-07 17:03:54.795316 157 Summary_Statistics1 1.1.0 169 Cut1 1.0.1 f t f +11 2013-02-07 17:03:54.795316 158 addValue 1.0.0 136 cat1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 159 addValue 1.0.0 136 cat1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 160 Summary_Statistics1 1.1.0 142 Cut1 1.0.1 f t f +11 2013-02-07 17:03:54.795316 161 Summary_Statistics1 1.1.0 141 Cut1 1.0.1 f t f +11 2013-02-07 17:03:54.795316 162 Summary_Statistics1 1.1.0 144 Cut1 1.0.1 f t f +11 2013-02-07 17:03:54.795316 163 Summary_Statistics1 1.1.0 143 Cut1 1.0.1 f t f +11 2013-02-07 17:03:54.795316 164 Summary_Statistics1 1.1.0 138 Cut1 1.0.1 f t f +11 2013-02-07 17:03:54.795316 165 Summary_Statistics1 1.1.0 137 Cut1 1.0.1 f t f +11 2013-02-07 17:03:54.795316 166 Summary_Statistics1 1.1.0 140 Cut1 1.0.1 f t f +11 2013-02-07 17:03:54.795316 167 Summary_Statistics1 1.1.0 139 Cut1 1.0.1 f t f +11 2013-02-07 17:03:54.795316 168 Cut1 1.0.1 146 Paste1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 169 Cut1 1.0.1 146 Paste1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 170 Paste1 1.0.0 173 Add_a_column1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 171 Paste1 1.0.0 174 Add_a_column1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 172 Add_a_column1 1.1.0 135 addValue 1.0.0 f t f +11 2013-02-07 17:03:54.795316 173 Add_a_column1 1.1.0 149 addValue 1.0.0 f t f +11 2013-02-07 17:03:54.795316 174 Add_a_column1 1.1.0 148 addValue 1.0.0 f t f +11 2013-02-07 17:03:54.795316 175 Add_a_column1 1.1.0 158 addValue 1.0.0 f t f +11 2013-02-07 17:03:54.795316 176 Add_a_column1 1.1.0 159 addValue 1.0.0 f t f +11 2013-02-07 17:03:54.795316 177 Paste1 1.0.0 172 Add_a_column1 1.1.0 f t f +11 2013-02-07 17:03:54.795316 178 151 gops_coverage_1 1.0.0 f t f +11 2013-02-07 17:03:54.795316 179 151 gops_coverage_1 1.0.0 f t f +12 2013-02-07 17:04:38.354863 180 cat1 1.0.0 189 barchart_gnuplot 1.0.0 t t f +12 2013-02-07 17:04:38.354863 180 cat1 1.0.0 189 barchart_gnuplot 1.0.0 f t f +12 2013-02-07 17:04:38.354863 181 bedtools_intersectBed 183 wc_gnu 1.0.0 t t f +12 2013-02-07 17:04:38.354863 181 bedtools_intersectBed 183 wc_gnu 1.0.0 f t f +12 2013-02-07 17:04:38.354863 182 bedtools_intersectBed 184 sort1 1.0.1 t t f +12 2013-02-07 17:04:38.354863 182 bedtools_intersectBed 184 sort1 1.0.1 f t f +12 2013-02-07 17:04:38.354863 183 wc_gnu 1.0.0 185 addValue 1.0.0 t t f +12 2013-02-07 17:04:38.354863 183 wc_gnu 1.0.0 185 addValue 1.0.0 f t f +12 2013-02-07 17:04:38.354863 184 sort1 1.0.1 186 cshl_awk_tool t t f +12 2013-02-07 17:04:38.354863 184 sort1 1.0.1 186 cshl_awk_tool f t f +12 2013-02-07 17:04:38.354863 185 addValue 1.0.0 180 cat1 1.0.0 t t f +12 2013-02-07 17:04:38.354863 185 addValue 1.0.0 180 cat1 1.0.0 f t f +12 2013-02-07 17:04:38.354863 186 cshl_awk_tool 188 cshl_uniq_tool 1.0.0 t t f +12 2013-02-07 17:04:38.354863 186 cshl_awk_tool 188 cshl_uniq_tool 1.0.0 f t f +12 2013-02-07 17:04:38.354863 187 Count1 1.0.0 180 cat1 1.0.0 t t f +12 2013-02-07 17:04:38.354863 187 Count1 1.0.0 180 cat1 1.0.0 f t f +12 2013-02-07 17:04:38.354863 188 cshl_uniq_tool 1.0.0 187 Count1 1.0.0 t t f +12 2013-02-07 17:04:38.354863 188 cshl_uniq_tool 1.0.0 187 Count1 1.0.0 f t f +12 2013-02-07 17:04:38.354863 190 182 bedtools_intersectBed t t f +12 2013-02-07 17:04:38.354863 190 182 bedtools_intersectBed f t f +12 2013-02-07 17:04:38.354863 190 181 bedtools_intersectBed t t f +12 2013-02-07 17:04:38.354863 190 181 bedtools_intersectBed f t f +12 2013-02-07 17:04:38.354863 191 182 bedtools_intersectBed t t f +12 2013-02-07 17:04:38.354863 191 182 bedtools_intersectBed f t f +12 2013-02-07 17:04:38.354863 191 181 bedtools_intersectBed t t f +12 2013-02-07 17:04:38.354863 191 181 bedtools_intersectBed f t f +19 2013-02-14 15:51:02.598429 193 194 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 f t f +19 2013-02-14 15:51:02.598429 193 194 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gops_subtract_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 199 200 gops_intersect_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 199 200 gops_intersect_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 199 200 gops_intersect_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 199 200 gops_intersect_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 200 gops_intersect_1 1.0.0 215 Count1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 200 gops_intersect_1 1.0.0 215 Count1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 200 gops_intersect_1 1.0.0 215 Count1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 200 gops_intersect_1 1.0.0 215 Count1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 200 gops_intersect_1 1.0.0 210 cshl_awk_tool f t f +19 2013-02-14 15:51:02.598429 200 gops_intersect_1 1.0.0 210 cshl_awk_tool f t f +19 2013-02-14 15:51:02.598429 200 gops_intersect_1 1.0.0 210 cshl_awk_tool f t f +19 2013-02-14 15:51:02.598429 200 gops_intersect_1 1.0.0 210 cshl_awk_tool f t f +19 2013-02-14 15:51:02.598429 201 cshl_find_and_replace 1.0.0 205 gops_subtract_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 201 cshl_find_and_replace 1.0.0 205 gops_subtract_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 201 cshl_find_and_replace 1.0.0 205 gops_subtract_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 201 cshl_find_and_replace 1.0.0 205 gops_subtract_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 201 cshl_find_and_replace 1.0.0 200 gops_intersect_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 201 cshl_find_and_replace 1.0.0 200 gops_intersect_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 201 cshl_find_and_replace 1.0.0 200 gops_intersect_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 201 cshl_find_and_replace 1.0.0 200 gops_intersect_1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 202 get_flanks1 1.0.0 201 cshl_find_and_replace 1.0.0 f t f +19 2013-02-14 15:51:02.598429 202 get_flanks1 1.0.0 201 cshl_find_and_replace 1.0.0 f t f +19 2013-02-14 15:51:02.598429 202 get_flanks1 1.0.0 201 cshl_find_and_replace 1.0.0 f t f +19 2013-02-14 15:51:02.598429 202 get_flanks1 1.0.0 201 cshl_find_and_replace 1.0.0 f t f +19 2013-02-14 15:51:02.598429 203 204 cshl_grep_tool 1.0.0 f t f +19 2013-02-14 15:51:02.598429 203 204 cshl_grep_tool 1.0.0 f t f +19 2013-02-14 15:51:02.598429 203 204 cshl_grep_tool 1.0.0 f t f +19 2013-02-14 15:51:02.598429 203 204 cshl_grep_tool 1.0.0 f t f +19 2013-02-14 15:51:02.598429 203 202 get_flanks1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 203 202 get_flanks1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 203 202 get_flanks1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 203 202 get_flanks1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 205 gops_subtract_1 1.0.0 206 cshl_awk_tool f t f +19 2013-02-14 15:51:02.598429 205 gops_subtract_1 1.0.0 206 cshl_awk_tool f t f +19 2013-02-14 15:51:02.598429 205 gops_subtract_1 1.0.0 206 cshl_awk_tool f t f +19 2013-02-14 15:51:02.598429 205 gops_subtract_1 1.0.0 206 cshl_awk_tool f t f +19 2013-02-14 15:51:02.598429 206 cshl_awk_tool 207 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 206 cshl_awk_tool 207 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 206 cshl_awk_tool 207 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 206 cshl_awk_tool 207 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 207 Extract genomic DNA 1 2.2.2 214 Show beginning1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 207 Extract genomic DNA 1 2.2.2 214 Show beginning1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 207 Extract genomic DNA 1 2.2.2 214 Show beginning1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 207 Extract genomic DNA 1 2.2.2 214 Show beginning1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 208 213 trap f t f +19 2013-02-14 15:51:02.598429 208 213 trap f t f +19 2013-02-14 15:51:02.598429 208 213 trap f t f +19 2013-02-14 15:51:02.598429 208 213 trap f t f +19 2013-02-14 15:51:02.598429 208 209 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 208 209 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 208 209 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 208 209 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 208 207 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 208 207 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 208 207 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 208 207 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 209 Extract genomic DNA 1 2.2.2 211 Show beginning1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 209 Extract genomic DNA 1 2.2.2 211 Show beginning1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 209 Extract genomic DNA 1 2.2.2 211 Show beginning1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 209 Extract genomic DNA 1 2.2.2 211 Show beginning1 1.0.0 f t f +19 2013-02-14 15:51:02.598429 210 cshl_awk_tool 209 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 210 cshl_awk_tool 209 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 210 cshl_awk_tool 209 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 210 cshl_awk_tool 209 Extract genomic DNA 1 2.2.2 f t f +19 2013-02-14 15:51:02.598429 211 Show beginning1 1.0.0 212 meme_meme 1.0.0 f t f +19 2013-02-14 15:51:02.598429 211 Show beginning1 1.0.0 212 meme_meme 1.0.0 f t f +19 2013-02-14 15:51:02.598429 211 Show beginning1 1.0.0 212 meme_meme 1.0.0 f t f +19 2013-02-14 15:51:02.598429 211 Show beginning1 1.0.0 212 meme_meme 1.0.0 f t f +19 2013-02-14 15:51:02.598429 215 Count1 1.0.0 216 barchart_gnuplot 1.0.0 f t f +19 2013-02-14 15:51:02.598429 215 Count1 1.0.0 216 barchart_gnuplot 1.0.0 f t f +19 2013-02-14 15:51:02.598429 215 Count1 1.0.0 216 barchart_gnuplot 1.0.0 f t f +19 2013-02-14 15:51:02.598429 215 Count1 1.0.0 216 barchart_gnuplot 1.0.0 f t f +28 2013-02-14 16:08:08.300397 242 243 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1 f t f +28 2013-02-14 16:08:08.300397 244 243 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1 f t f +29 2013-02-14 17:12:23.558236 245 246 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1 f t f +29 2013-02-14 17:12:23.558236 247 246 toolshed.g2.bx.psu.edu/repos/ryo-tas/macs14/peakcalling_macs14/1.4.1 1.4.1 f t f +29 2013-02-14 17:12:23.558236 251 257 gops_subtract_1 1.0.0 f t f +29 2013-02-14 17:12:23.558236 251 252 gops_intersect_1 1.0.0 f t f +29 2013-02-14 17:12:23.558236 252 gops_intersect_1 1.0.0 267 Count1 1.0.0 f t f +29 2013-02-14 17:12:23.558236 252 gops_intersect_1 1.0.0 262 cshl_awk_tool f t f +29 2013-02-14 17:12:23.558236 253 cshl_find_and_replace 1.0.0 257 gops_subtract_1 1.0.0 f t f +29 2013-02-14 17:12:23.558236 253 cshl_find_and_replace 1.0.0 252 gops_intersect_1 1.0.0 f t f +29 2013-02-14 17:12:23.558236 254 get_flanks1 1.0.0 253 cshl_find_and_replace 1.0.0 f t f +29 2013-02-14 17:12:23.558236 255 256 cshl_grep_tool 1.0.0 f t f +29 2013-02-14 17:12:23.558236 255 254 get_flanks1 1.0.0 f t f +29 2013-02-14 17:12:23.558236 257 gops_subtract_1 1.0.0 258 cshl_awk_tool f t f +29 2013-02-14 17:12:23.558236 258 cshl_awk_tool 259 Extract genomic DNA 1 2.2.2 f t f +29 2013-02-14 17:12:23.558236 259 Extract genomic DNA 1 2.2.2 266 Show beginning1 1.0.0 f t f +29 2013-02-14 17:12:23.558236 260 265 trap f t f +29 2013-02-14 17:12:23.558236 260 261 Extract genomic DNA 1 2.2.2 f t f +29 2013-02-14 17:12:23.558236 260 259 Extract genomic DNA 1 2.2.2 f t f +29 2013-02-14 17:12:23.558236 261 Extract genomic DNA 1 2.2.2 263 Show beginning1 1.0.0 f t f +29 2013-02-14 17:12:23.558236 262 cshl_awk_tool 261 Extract genomic DNA 1 2.2.2 f t f +29 2013-02-14 17:12:23.558236 263 Show beginning1 1.0.0 264 meme_meme 1.0.0 f t f +29 2013-02-14 17:12:23.558236 267 Count1 1.0.0 268 barchart_gnuplot 1.0.0 f t f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f t f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f t f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f t f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f t f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f t f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 274 275 addValue 1.0.0 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f t f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f t f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f t f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f t f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f t f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 275 addValue 1.0.0 276 mergeCols1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f t f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f t f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f t f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f t f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f t f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +31 2013-02-18 11:33:27.210212 276 mergeCols1 1.0.1 277 Cut1 1.0.1 f f f +33 2013-02-16 18:11:23.558371 283 284 gops_intersect_1 1.0.0 f f f +33 2013-02-16 18:11:23.558371 284 gops_intersect_1 1.0.0 286 Count1 1.0.0 f f f +33 2013-02-16 18:11:23.558371 285 284 gops_intersect_1 1.0.0 f f f +33 2013-02-16 18:11:23.558371 286 Count1 1.0.0 287 barchart_gnuplot 1.0.0 f f f +34 2013-02-18 11:26:21.436462 288 289 cshl_awk_tool 1.0.0 f t f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f t f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f +36 2013-02-18 11:32:52.783849 293 292 cshl_awk_tool 1.0.0 f f f 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11:33:15.657316 294 295 cshl_sed_tool 1.0.0 f f f +37 2013-02-18 11:33:15.657316 294 295 cshl_sed_tool 1.0.0 f t f +38 2013-02-18 15:28:07.450169 296 gops_intersect_1 297 Count1 f t +38 2013-02-18 15:28:07.450169 297 Count1 298 barchart_gnuplot f t +39 2013-02-18 15:29:31.466754 301 gops_intersect_1 302 Count1 f t +39 2013-02-18 15:29:31.466754 302 Count1 303 barchart_gnuplot f t +41 2013-02-18 15:36:23.707574 309 310 gops_intersect_1 1.0.0 f f f +41 2013-02-18 15:36:23.707574 310 gops_intersect_1 1.0.0 312 Count1 1.0.0 f f f +41 2013-02-18 15:36:23.707574 311 310 gops_intersect_1 1.0.0 f f f +41 2013-02-18 15:36:23.707574 312 Count1 1.0.0 313 barchart_gnuplot 1.0.0 f f f +51 2013-02-18 16:17:59.001902 344 Count1 345 barchart_gnuplot f f +62 2013-02-18 16:20:10.5904 395 396 Count1 1.0.0 f t f +62 2013-02-18 16:20:10.5904 396 Count1 1.0.0 397 barchart_gnuplot 1.0.0 f t f +64 2013-02-18 16:19:51.115314 401 402 Count1 1.0.0 f f f +64 2013-02-18 16:19:51.115314 402 Count1 1.0.0 403 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gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 t t f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f t f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 703 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 t t f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f t f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 722 Count1 1.0.0 t t f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f t f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 704 gops_subtract_1 1.0.0 711 Extract genomic DNA 1 2.2.2 t t f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f t f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 708 gops_intersect_1 1.0.0 t t f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f t f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 705 cshl_awk_tool 1.0.0 704 gops_subtract_1 1.0.0 t t f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f t f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 f f f +97 2013-02-20 10:11:21.312214 706 get_flanks1 1.0.0 705 cshl_awk_tool 1.0.0 t t f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f t f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 707 706 get_flanks1 1.0.0 t t f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f t f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 720 Count1 1.0.0 t t f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f t f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 708 gops_intersect_1 1.0.0 709 Extract genomic DNA 1 2.2.2 t t f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f t f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 709 Extract genomic DNA 1 2.2.2 716 fasta2tab 1.1.0 t t f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f t f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 711 Extract genomic DNA 1 2.2.2 t t f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f t f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 f f f +97 2013-02-20 10:11:21.312214 710 709 Extract genomic DNA 1 2.2.2 t t f +97 2013-02-20 10:11:21.312214 711 Extract genomic DNA 1 2.2.2 712 fasta2tab 1.1.0 f f f +97 2013-02-20 10:11:21.312214 711 Extract genomic DNA 1 2.2.2 712 fasta2tab 1.1.0 f f f diff -r 275e98795e99 -r 50753817983a utils.py --- a/utils.py Wed Sep 25 06:42:18 2019 -0400 +++ b/utils.py Sat May 09 09:38:04 2020 +0000 @@ -2,12 +2,8 @@ import numpy as np import json import h5py +import random -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 @@ -20,34 +16,6 @@ return file_content -def write_file(file_path, content): - """ - Write a file - """ - remove_file(file_path) - with open(file_path, "w") as json_file: - json_file.write(json.dumps(content)) - - -def save_processed_workflows(file_path, unique_paths): - workflow_paths_unique = "" - for path in unique_paths: - workflow_paths_unique += path + "\n" - with open(file_path, "w") as workflows_file: - 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 +25,6 @@ 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 @@ -95,55 +47,13 @@ hf_file.close() -def remove_file(file_path): - if os.path.exists(file_path): - 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 of classes more with the higher usage """ weight_values = list(class_weights.values()) + weight_values.extend(weight_values) def weighted_binary_crossentropy(y_true, y_pred): # add another dimension to compute dot product @@ -152,67 +62,101 @@ 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 balanced_sample_generator(train_data, train_labels, batch_size, l_tool_tr_samples): + while True: + dimension = train_data.shape[1] + n_classes = train_labels.shape[1] + tool_ids = list(l_tool_tr_samples.keys()) + generator_batch_data = np.zeros([batch_size, dimension]) + generator_batch_labels = np.zeros([batch_size, n_classes]) + for i in range(batch_size): + random_toolid_index = random.sample(range(0, len(tool_ids)), 1)[0] + random_toolid = tool_ids[random_toolid_index] + sample_indices = l_tool_tr_samples[str(random_toolid)] + random_index = random.sample(range(0, len(sample_indices)), 1)[0] + random_tr_index = sample_indices[random_index] + generator_batch_data[i] = train_data[random_tr_index] + generator_batch_labels[i] = train_labels[random_tr_index] + yield generator_batch_data, generator_batch_labels -def compute_precision(model, x, y, reverse_data_dictionary, next_compatible_tools, usage_scores, actual_classes_pos, topk): +def compute_precision(model, x, y, reverse_data_dictionary, usage_scores, actual_classes_pos, topk, standard_conn, last_tool_id, lowest_tool_ids): """ Compute absolute and compatible precision """ - absolute_precision = 0.0 + pred_t_name = "" + top_precision = 0.0 + mean_usage = 0.0 + usage_wt_score = list() + pub_precision = 0.0 + lowest_pub_prec = 0.0 + lowest_norm_prec = 0.0 + pub_tools = list() + actual_next_tool_names = list() test_sample = np.reshape(x, (1, len(x))) # predict next tools for a test path prediction = model.predict(test_sample, verbose=0) + # divide the predicted vector into two halves - one for published and + # another for normal workflows nw_dimension = prediction.shape[1] - - # remove the 0th position as there is no tool at this index - prediction = np.reshape(prediction, (nw_dimension,)) + half_len = int(nw_dimension / 2) - prediction_pos = np.argsort(prediction, axis=-1) - topk_prediction_pos = prediction_pos[-topk:] + # predict tools + prediction = np.reshape(prediction, (nw_dimension,)) + # get predictions of tools from published workflows + standard_pred = prediction[:half_len] + # get predictions of tools from normal workflows + normal_pred = prediction[half_len:] - # remove the wrong tool position from the predicted list of tool positions - topk_prediction_pos = [x for x in topk_prediction_pos if x > 0] + standard_prediction_pos = np.argsort(standard_pred, axis=-1) + standard_topk_prediction_pos = standard_prediction_pos[-topk] + + normal_prediction_pos = np.argsort(normal_pred, axis=-1) + normal_topk_prediction_pos = normal_prediction_pos[-topk] - # read tool names using reverse dictionary - actual_next_tool_names = [reverse_data_dictionary[int(tool_pos)] for tool_pos in actual_classes_pos] - top_predicted_next_tool_names = [reverse_data_dictionary[int(tool_pos)] for tool_pos in topk_prediction_pos] - - # compute the class weights of predicted tools - mean_usg_score = 0 - usg_wt_scores = list() - for t_id in topk_prediction_pos: - t_name = reverse_data_dictionary[int(t_id)] - if t_id in usage_scores and t_name in actual_next_tool_names: - usg_wt_scores.append(np.log(usage_scores[t_id] + 1.0)) - if len(usg_wt_scores) > 0: - mean_usg_score = np.sum(usg_wt_scores) / float(topk) - false_positives = [tool_name for tool_name in top_predicted_next_tool_names if tool_name not in actual_next_tool_names] - absolute_precision = 1 - (len(false_positives) / float(topk)) - return mean_usg_score, absolute_precision + # get true tools names + for a_t_pos in actual_classes_pos: + if a_t_pos > half_len: + t_name = reverse_data_dictionary[int(a_t_pos - half_len)] + else: + t_name = reverse_data_dictionary[int(a_t_pos)] + actual_next_tool_names.append(t_name) + last_tool_name = reverse_data_dictionary[x[-1]] + # compute scores for published recommendations + if standard_topk_prediction_pos in reverse_data_dictionary: + pred_t_name = reverse_data_dictionary[int(standard_topk_prediction_pos)] + if last_tool_name in standard_conn: + pub_tools = standard_conn[last_tool_name] + if pred_t_name in pub_tools: + pub_precision = 1.0 + if last_tool_id in lowest_tool_ids: + lowest_pub_prec = 1.0 + if standard_topk_prediction_pos in usage_scores: + usage_wt_score.append(np.log(usage_scores[standard_topk_prediction_pos] + 1.0)) + # compute scores for normal recommendations + if normal_topk_prediction_pos in reverse_data_dictionary: + pred_t_name = reverse_data_dictionary[int(normal_topk_prediction_pos)] + if pred_t_name in actual_next_tool_names: + if normal_topk_prediction_pos in usage_scores: + usage_wt_score.append(np.log(usage_scores[normal_topk_prediction_pos] + 1.0)) + top_precision = 1.0 + if last_tool_id in lowest_tool_ids: + lowest_norm_prec = 1.0 + if len(usage_wt_score) > 0: + mean_usage = np.mean(usage_wt_score) + return mean_usage, top_precision, pub_precision, lowest_pub_prec, lowest_norm_prec -def verify_model(model, x, y, reverse_data_dictionary, next_compatible_tools, usage_scores, topk_list=[1, 2, 3]): +def get_lowest_tools(l_tool_freq, fraction=0.25): + l_tool_freq = dict(sorted(l_tool_freq.items(), key=lambda kv: kv[1], reverse=True)) + tool_ids = list(l_tool_freq.keys()) + lowest_ids = tool_ids[-int(len(tool_ids) * fraction):] + return lowest_ids + + +def verify_model(model, x, y, reverse_data_dictionary, usage_scores, standard_conn, lowest_tool_ids, topk_list=[1, 2, 3]): """ Verify the model on test data """ @@ -221,31 +165,49 @@ size = y.shape[0] precision = np.zeros([len(y), len(topk_list)]) usage_weights = np.zeros([len(y), len(topk_list)]) + epo_pub_prec = np.zeros([len(y), len(topk_list)]) + epo_lowest_tools_pub_prec = list() + epo_lowest_tools_norm_prec = list() + # loop over all the test samples and find prediction precision for i in range(size): + lowest_pub_topk = list() + lowest_norm_topk = list() actual_classes_pos = np.where(y[i] > 0)[0] + test_sample = x[i, :] + last_tool_id = str(int(test_sample[-1])) for index, abs_topk in enumerate(topk_list): - abs_mean_usg_score, absolute_precision = compute_precision(model, x[i, :], y, reverse_data_dictionary, next_compatible_tools, usage_scores, actual_classes_pos, abs_topk) + usg_wt_score, absolute_precision, pub_prec, lowest_p_prec, lowest_n_prec = compute_precision(model, test_sample, y, reverse_data_dictionary, usage_scores, actual_classes_pos, abs_topk, standard_conn, last_tool_id, lowest_tool_ids) precision[i][index] = absolute_precision - usage_weights[i][index] = abs_mean_usg_score + usage_weights[i][index] = usg_wt_score + epo_pub_prec[i][index] = pub_prec + if last_tool_id in lowest_tool_ids: + lowest_pub_topk.append(lowest_p_prec) + lowest_norm_topk.append(lowest_n_prec) + if last_tool_id in lowest_tool_ids: + epo_lowest_tools_pub_prec.append(lowest_pub_topk) + epo_lowest_tools_norm_prec.append(lowest_norm_topk) mean_precision = np.mean(precision, axis=0) mean_usage = np.mean(usage_weights, axis=0) - return mean_precision, mean_usage + mean_pub_prec = np.mean(epo_pub_prec, axis=0) + mean_lowest_pub_prec = np.mean(epo_lowest_tools_pub_prec, axis=0) + mean_lowest_norm_prec = np.mean(epo_lowest_tools_norm_prec, axis=0) + return mean_usage, mean_precision, mean_pub_prec, mean_lowest_pub_prec, mean_lowest_norm_prec, len(epo_lowest_tools_pub_prec) -def save_model(results, data_dictionary, compatible_next_tools, trained_model_path, class_weights): +def save_model(results, data_dictionary, compatible_next_tools, trained_model_path, class_weights, standard_connections): # save files trained_model = results["model"] best_model_parameters = results["best_parameters"] model_config = trained_model.to_json() model_weights = trained_model.get_weights() - model_values = { 'data_dictionary': data_dictionary, 'model_config': model_config, 'best_parameters': best_model_parameters, 'model_weights': model_weights, "compatible_tools": compatible_next_tools, - "class_weights": class_weights + "class_weights": class_weights, + "standard_connections": standard_connections } set_trained_model(trained_model_path, model_values)