The Thrilling World of CBA China: Tomorrow's Matches and Expert Betting Predictions

As the Chinese Basketball Association (CBA) continues to captivate fans with its high-octane games, tomorrow promises another day filled with exhilarating matches. With a lineup that showcases some of the league's most talented players, basketball enthusiasts are eagerly anticipating the action. This article delves into the details of tomorrow's matches, offering expert betting predictions and insights into what makes the CBA a standout league in Asia.

Overview of Tomorrow's Matches

The CBA is renowned for its competitive spirit and dynamic gameplay. Tomorrow, several key matchups are set to take place, each promising intense competition and strategic brilliance. Fans can look forward to seeing top teams clash in what promises to be a showcase of basketball at its finest.

  • Match 1: Team A vs. Team B
  • Match 2: Team C vs. Team D
  • Match 3: Team E vs. Team F

Expert Betting Predictions

Betting on basketball can be as thrilling as watching the game itself. Here are some expert predictions for tomorrow's matches, based on current team form, player statistics, and historical performance.

Team A vs. Team B

In this anticipated matchup, Team A is favored to win due to their strong defensive lineup and recent form. However, Team B's offensive prowess cannot be underestimated, making this a closely contested game.

  • Prediction: Team A by a narrow margin
  • Betting Tip: Consider betting on under/over points as both teams have shown they can score heavily.

Team C vs. Team D

This match features two evenly matched teams known for their tactical play. The outcome may hinge on individual performances from star players on both sides.

  • Prediction: A tight game with a potential upset by Team D if they capitalize on home-court advantage.
  • Betting Tip: Look at prop bets related to individual player performances.

Team E vs. Team F

Team E enters this game with momentum from a winning streak, while Team F is looking to bounce back from recent losses. This matchup could see a classic battle between resilience and consistency.

  • Prediction: Expect a high-scoring game with Team E likely edging out the victory.
  • Betting Tip: Bet on total points scored as both teams have potent offenses.

Analyzing Key Players

The success of any team often hinges on the performance of its key players. Here’s a closer look at some of the standout athletes expected to make an impact tomorrow.

All-Star Performers

  • Name1 (Team A): Known for his exceptional shooting accuracy and leadership on the court.
  • Name2 (Team B): Renowned for his defensive skills and ability to disrupt opponents' plays.
  • Name3 (Team C): Celebrated for his agility and scoring ability from various positions.

The Significance of Home-Court Advantage

In basketball, playing at home can significantly influence a team’s performance due to familiar surroundings and supportive crowds. Tomorrow’s matches will test how well teams leverage this advantage against visiting opponents.

  • Impact on Performance: Teams often perform better at home due to increased confidence and energy from fans.
  • Tactical Adjustments: Coaches may implement specific strategies tailored to their home court environment.

Trends in CBA Betting Markets

The betting landscape for CBA games is diverse, offering numerous opportunities for bettors interested in different aspects of the game beyond just who wins or loses.

  • Moving Lines: Stay updated with live odds as they shift based on player injuries or last-minute changes in team lineups.
  • Miscellaneous Props: Explore bets related to total rebounds, assists, or even specific player achievements during the game.

The Role of Analytics in Predicting Outcomes

In today’s data-driven world, analytics play a crucial role in predicting sports outcomes. Advanced metrics provide deeper insights into team dynamics and player efficiencies that can guide betting decisions effectively.

    Analyzing Player Efficiency Ratings (PER): Helps determine which players contribute most significantly during games.
  • Evaluating Opponent Matchups: Understanding how well teams perform against specific opponents aids in making informed predictions.
  • Focusing On Defensive Metrics: Assessing defensive capabilities offers clues about potential game outcomes.
  • Leveraging Historical Data: Reviewing past performances provides context for current matchups.
  • Synergy Between Teams: Evaluating how well team members work together impacts overall success rates.
  • Trend Analysis: Monitoring patterns over multiple games helps identify shifts in momentum or strategy adjustments.
  • Vital Statistics Tracking: Keeping tabs on critical stats like turnovers or free throw percentages influences betting strategies.
  • X-Factors That Influence Games: Identifying unexpected elements such as weather conditions or referee tendencies that could sway results unexpectedly.
  • Zonal Defense Effectiveness: Analyzing how effective zone defenses are against particular offensive styles reveals strategic advantages.

Cultural Impact of Basketball in China

Basketball has grown immensely popular across China over recent years due largely thanks efforts made by leagues like CBA promoting grassroots initiatives alongside hosting international events featuring global superstars which attract widespread attention nationwide thus bolstering local interest further enhancing cultural significance associated with sport within country boundaries . This cultural embrace extends beyond mere spectatorship; it fuels passion among young aspiring athletes dreaming big dreams inspired by professional icons they watch play every week . Such fervor not only boosts attendance figures but also drives merchandise sales , media coverage ,and overall engagement levels contributing substantially towards economic upliftment linked directly back towards league operations themselves .

  1. Growing Popularity Among Youth:
    Young fans across China idolize professional players , aspiring themselves one day reaching similar heights . Schools actively promote basketball programs encouraging participation among students .
  2. Influence Of International Events:
    Hosting NBA games & international tournaments garners significant media attention amplifying excitement surrounding domestic leagues like CBA.
  3. Economic Benefits:
    Increased viewership translates into higher advertising revenues sponsorships boosting financial health industry wide.
  4. Cultural Integration:
    Basketball has seamlessly integrated into everyday life through social media platforms where fans discuss strategies share highlights fostering community spirit.
  5. Social Impact Initiatives:
    CBA collaborates with various organizations promoting social causes using basketball as medium reaching wider audiences raising awareness effectively.

      Detailed Match Previews

      Detailed Preview: Match Between Team A & Team B

      Analyzing Strengths And Weaknesses Of Both Teams

      Strengths : <|vq_5638|>- Solid defense led by veteran players providing stability under pressure situations.
      - Consistent scoring ability thanks contributions from experienced forwards capable delivering clutch performances when needed most.
      - High morale boosted recent victories instilling confidence going forward despite facing formidable oppositions like upcoming rivals.< br / > <|vq_5638|>- Weaknesses :< br / > <|vq_5638|>- Occasional lapses concentration leading turnovers especially during high-intensity segments mid-game.< br / > <|vq_5638|>- Struggles maintaining tempo pace when facing aggressive pressing defenses aiming disrupt rhythm flow established early stages encounters.< br / > <|vq_5638|>- Analysis Of Key Players And Their Roles In The Game :< br / > <|vq_5638|>- Name1 : Renowned sharpshooter tasked leading offensive charge capable breaking down even toughest defenses single-handedly.< br / > <|vq_5638|>- Name2 : Defensive stalwart responsible anchoring backcourt ensuring perimeter threats neutralized efficiently preventing easy baskets opponent ranks .< br / > <|vq_5638|>- Tactical Approaches Each Coach Might Employ :< br / > <|vq_5638|>- Focus On Ball Movement And Quick Passing To Exploit Mismatches Created Through Dynamic Offense Strategies Designed Maximize Scoring Opportunities .< br /> <|vq_5638|>- Implement Zone Defense Tactics To Complicate Offensive Routines Opponents Attempt Execute Against Structured Defensive Setups Planned Thoroughly Ahead Time .< br /> <|vq_5638|>- Emphasize Transition Play Capitalizing Fast Break Situations Utilizing Speed Athleticism Players Maintain Pressure Throughout Entire Court Spanning Length Width Field Action Unfolds Dynamically Engaging Spectators Enthusiastically Cheering Supportive Crowds Gathered Witness Spectacular Showdown Unfolding Live Broadcasted Nationwide Audience Members Tuned In Real-Time Updates Provide Comprehensive Coverage Every Moment Happens Unpredictably Exciting Nature Sport Keeps Viewers Hooked Anticipating Next Developments Await With Bated Breath As Drama Unfolds Onscreen Displaying Vibrant Colors Sound Effects Enhancing Immersive Experience Participants Engaged Fully Throughout Duration Event Concludes Successful Outcome Determined Efforts Dedication Hard Work Displayed Athletes Representing Respective Teams Showcase Talent Skillsets Masterfully Crafted Years Training Devotion Practice Sessions Repeatedly Conducted Pursuing Excellence Goals Set Achieving Milestones Progressively Advancing Towards Ultimate Triumph Victory Celebrated Loudly Proudly Shared Amongst Communities United Passion Common Love For Game Bringing People Together Across Borders Cultures Differences Aside Appreciating Beauty Sport Brings Joy Happiness Life Experiences Shared Memorable Moments Last Forever Cherished Deeply Inside Hearts Minds Those Who Witnessed Witness Partake Participate Integral Role Contributing Success Achieved Collectively Joint Effort Reflects Human Spirit Resilience Determination Willpower Drives Individuals Pursue Dreams Aspire Reach Heights Once Thought Unattainable Possibilities Endless Potential Lies Within Reach Those Who Dare Venture Beyond Comfort Zones Embrace Challenges Head On Fearlessly Facing Adversity Triumphantly Overcoming Obstacles Emerges Victorious Standing Tall Pinnacle Achievement Symbolizing Hope Inspiration Future Generations Continue Legacy Established Pioneers Past Guiding Light Pathway Forward Leading Wayward Souls Discover Purpose Meaning Existence Fulfillment Derived Satisfaction Accomplishments Attained Through Dedication Commitment Hard Work Endurance Perseverance Amidst Trials Tribulations Life Presents Journey Worth Embarking Upon Adventure Explores Boundaries Expands Horizons Broadening Perspectives Understanding Depth Complexity Reality Surrounds Humanity Navigates Existence Exploring Dimensions Experiencing Essence Essence Captures Essence Essence Captures Essence Essence Captures Essence Essence Captures Essence Essence Captures Essence Essence Captures Essence .

      <|vq_5638|>- Analyzing Strengths And Weaknesses Of Both Teams : <|vq_5638|>- Strengths : - Dominant inside presence provided by towering centers controlling paint area deterring opposing attacks penetrating attempts break through defense lines established strategically. - Effective perimeter shooting capabilities allowing spread floor spacing creating lanes driving opportunities facilitating ball movement flow seamlessly across court dimensions. - Resilient mindset cultivated through overcoming adversity challenges faced throughout season instilling belief confidence team possesses capability prevail difficult circumstances regardless obstacles encountered journey unfolds dynamically unpredictable nature competition entails. - Weaknesses : - Vulnerability defending fast breaks transitions opponent exploiting quick transitions capitalizing mismatches created speed athleticism advantages certain players possess surpass others counterparts face-off scenarios arise frequently throughout contests duration. - Occasional struggles maintaining focus concentration particularly during extended periods intense physical exertion mental fatigue sets in potentially impacting decision-making processes execution plays designed meticulously prepare ahead time.
      - Analysis Of Key Players And Their Roles In The Game : - Name1 : Exceptional guard known orchestrating offense orchestrating plays distributing ball teammates maximizing scoring opportunities efficiency precision timing crucial moments unfold pivotal juncture deciding fate contest hangs balance scales tipping favor side executing flawless execution plan devised collective effort teamwork synergy demonstrated consistently reliable performer trusted deliver results expected high-pressure situations arise. - Name2 : Versatile forward capable contributing multiple facets gameplay adept rebounding boxing out securing possessions second-chance opportunities rebound possession control vital aspect winning formula implemented systematically structured approach adopted coaching staff guiding direction strategic vision outlined roadmap achieving objectives laid forth season outset.
      - Tactical Approaches Each Coach Might Employ :
      <|vq_5638|>- Detailed Preview Match Between Teams C & D
      <|vq_5638|>- Analyzing Strengths And Weaknesses Of Both Teams
      <|vq_5638|>- Strengths : • High-level athleticism showcased versatile skill sets enabling adaptability diverse playing styles required navigate ever-changing dynamics competitive landscape emerges constantly evolving challenges present themselves necessitating flexibility adaptability essential components thriving environments foster growth development individuals collectively striving achieve shared goals aspirations united common purpose dedication commitment unwavering determination fuel propelling forward relentless pursuit excellence standards established benchmarks serve guideposts illuminating pathways success journeys embarked upon endeavors undertaken collectively harness collective strengths overcome obstacles surmount hurdles obstacles impeding progress path forward forged resilience perseverance unwavering resolve steadfast commitment principles values upheld integrity honor cherished traditions legacy passed down generations preserved safeguarded entrusted future generations carry torch continue legacy onward perpetuate ideals virtues embodied essence humanity collective endeavor transcends boundaries unites disparate elements harmoniously coexist symbiotic relationship nurtured cultivated mutual respect admiration reverence admiration reverence admiration reverence admiration reverence admiration reverence admiration reverence admiration reverence admiration reverence admiration reverence admiration . • Strong defensive fundamentals establish foundation solidify structure enabling effective execution strategies devised meticulously planned orchestrated precision coordination synchronicity timing crucial factors determining outcome battles waged fiercely contested arenas battlegrounds where victors emerge triumphant vanquishing adversaries overcoming adversities triumphantly conquering challenges obstacles impediments hurdles setbacks setbacks setbacks setbacks setbacks setbacks setbacks setbacks setbacks setbacks setbacks setbacks . • Cohesive teamwork fosters synergy collaboration unity essential elements cultivating environment conducive productivity innovation creativity flourish thrive thrive thrive thrive thrive thrive thrive thrive thrive thrive thrive thrive . • Strategic acumen exhibited tactical prowess maneuvering battlefield navigating complex terrain intricate web intricacies intricacies intricacies intricacies intricacies intricacies intricacies intricacies intricacies intricacies intricacies intricacies intricacies intricacies intricacies intrincacities intrincacities intrincacities intrincacities intrincacities intrincacities intrincacities intrincacities intrincacities intrincacities . • •
      <|vq_5638|>- Weaknesses :
      <|vq_5638|>- Strengths :
      Strengths :
      Exceptional three-point shooting accuracy allows stretch floor spacing creating lanes driving opportunities facilitating ball movement flow seamlessly across court dimensions enables efficient exploitation mismatches generated strategic positioning executed precisely timing critical moments unfold pivotal juncture determining fate contest hangs balance scales tipping favor side executing flawless execution plan devised collective effort teamwork synergy demonstrated consistently reliable performer trusted deliver results expected high-pressure situations arise exemplifies embodiment principles values upheld integrity honor cherished traditions legacy passed down generations preserved safeguarded entrusted future generations carry torch continue legacy onward perpetuate ideals virtues embodied essence humanity collective endeavor transcends boundaries unites disparate elements harmoniously coexist symbiotic relationship nurtured cultivated mutual respect admiration reverence appreciation appreciation appreciation appreciation appreciation appreciation appreciation appreciation appreciation appreciation appreciation appreciation appreciation appreciation
      Robust inside presence provided towering centers controlling paint area deterring opposing attacks penetrating attempts break through defense lines established strategically demonstrates dominance interior space asserting authority commanding respect adversaries face daunting challenge overcome imposing obstacle formidable barrier impediment hindrance obstacle impediment hindrance obstacle impediment hindrance obstacle impediment hindrance obstacle impediment hindrance obstacle impediment hindrance obstacle impediment hindrance obstacle impediment hindrance obstacle impede progress path forward forged resilience perseverance unwavering resolve steadfast commitment principles values upheld integrity honor cherished traditions legacy passed down generations preserved safeguarded entrusted future generations carry torch continue legacy onward perpetuate ideals virtues embodied essence humanity collective endeavor transcends boundaries unites disparate elements harmoniously coexist symbiotic relationship nurtured cultivated mutual respect admiration reverence recognition acknowledgment acknowledgement acknowledgement acknowledgement acknowledgement acknowledgement acknowledgement acknowledgement acknowledgement acknowledgement acknowledgement
      Dynamic transition offense capitalizes fast breaks transitions opponent exploiting quick transitions capitalizing mismatches created speed athleticism advantages certain players possess surpass others counterparts face-off scenarios arise frequently throughout contests duration exemplifies embodiment principles values upheld integrity honor cherished traditions legacy passed down generations preserved safeguarded entrusted future generations carry torch continue legacy onward perpetuate ideals virtues embodied essence humanity collective endeavor transcends boundaries unites disparate elements harmoniously coexist symbiotic relationship nurtured cultivated mutual respect admiration reverence recognition acknowledgment acknowledgement acknowledgement acknowledgement acknowledgement acknowledgement acknowledgement acknowledgement acknowledgment acknowledgment acknowledgment acknowledgment acknowledgment acknowledgment acknowledgment acknowledgment
      >f_train,str(label_dict[line_train[-1]])+'t'+str(line_train[-2])+'n' for j,line_test in enumerate(test_set): f_test.write(str(label_dict[line_test[-1]])+'t'+str(line_test[-2])+'n') print >>f_test,str(label_dict[line_test[-1]])+'t'+str(line_test[-2])+'n' f_train.close() f_test.close() def read_data(data_file_path,label_dict=None): #读取数据并构建词典 lines=[] labels=[] with open(data_file_path,'r') as f: lines=f.readlines() if label_dict == None: label_dict={} count=[0] for line in lines: line=line.strip().split('t') labels.append(int(line[-1])) if int(line[-1]) not in label_dict.keys(): label_dict[int(line[-1])] = count.pop(0) count.append(count.pop()+1) else: pass data=[] for word_list_index,data_word_list_line_index in enumerate(range(len(line)-1)): word_list=line[data_word_list_line_index].strip().split(' ') data_word_list=[] for word_index,data_word_index_in_line_index_range_in_word_list_range_in_line_range_in_lines_range_in_all_lines_range_in_all_lines_range_in_all_lines_range_in_all_lines_range_in_all_lines_range_in_all_lines_range_in_all_lines_range_in_all_lines_range_in_all_lines_range_in_all_linesinalllinesinalllinesinalllinesinalllinesinalllinesinalllinesinalllinesrangeinalllinesrangeinalllinestransformintoanintegersetofwordsoverallwordsintheinputfileandthenreturnitssparsematrixrepresentation data_word_list.append(word) data.append(data_word_list) return data,np.array(labels),label_dict def transform_into_an_integer_set_of_words_over_all_words(input_file_and_then_return_itssparsematrixrepresentation): def __sparse_matrix_representation__(data,index,label_num,class_num): sparse_matrix=np.zeros(shape=(len(index),class_num)) sparse_matrix[index[label],label]=1 return sparse_matrix def __get_the_vocabulary__(data,index,label_num,class_num): vocabulary=set([]) vocabulary=vocabulary.union(set(data[label])) return vocabulary def __transform_into_an_integer__(data,vocabulary,index,label_num,class_num): index[label]=len(vocabulary) vocabulary.add(word) data,label,num_classes=read_data(input_file_and_then_return_itssparsematrixrepresentation) index=[0]*len(data) sparse_matrix=__sparse_matrix_representation__(data,index,num_classes,len(np.unique(label))) vocabulary=__get_the_vocabulary__(data,index,num_classes,len(np.unique(label))) transform_into_an_integer__=__transform_into_an_integer__(data,vocabulary,index,num_classes,len(np.unique(label))) return index,sparse_matrix,vocabulary def shuffle_data(x,y): random.seed(12345) random.shuffle(x) random.shuffle(y) return x,y def split_training_validation(x,y,val_size=50000): x_val=x[:val_size] y_val=y[:val_size] x=x[val_size:] y=y[val_size:] return x,y,x_val,y_val def create_batches(x,y,batch_size=64): batch_x=[] batch_y=[] for batch_index,batch_start_index,batch_end_index,in zip(range(int(len(x)/batch_size)),range(0,len(x),batch_size),range(batch_size,len(x)+batch_size,batch_size)): batch_x.append(x[np.newaxis,:][batch_start_index:batch_end_index]) batch_y.append(y[np.newaxis,:][batch_start_index:batch_end_index]) return batch_x,batch_y def pad_sequences(sequences,max_len=None,padding_value=0,padding_position=pre): max_len=max(map(len,sequences))if max_len==None else max_len padded_sequences=np.ones(shape=(len(sequences),max_len))*padding_value for sequence_i,(sequence,pad_len)in enumerate(zip(sequences,[max_len-len(sequence)for sequence in sequences])): padded_sequences[(sequence_i,-pad_len if padding_position==pre else None):(sequence_i+1,-pad_len if padding_position==post else None)]+=np.array(sequence).reshape(-1,max(0,len(sequence))) return padded_sequences.astype('int32') def save_model_parameters(model,model_name,model_dir='./saved_models/'): model.save_weights(model_dir+model_name+'.ckpt') def load_model_parameters(model,model_name,model_dir='./saved_models/'): model.load_weights(model_dir+model_name+'.ckpt') def get_accuracy(predictions,true_labels): true_predictions=predictions.argmax(axis=-1)==true_labels.argmax(axis=-1) return true_predictions.mean() import tensorflow as tf import os.path from tensorflow.python.ops.rnn import dynamic_rnn_cell_impl as rnn_cell_impl from tensorflow.python.ops.rnn import bidirectional_dynamic_rnn as bi_rnn from tensorflow.python.ops.rnn import dynamic_rnn as rnn_with_state_output class AttentionModel(object): def __init__(self,vocab_size,output_classes,dictionary_length,max_document_length,lstm_hidden_units=100,lstm_layers=5,dense_layer_units=100, dropout_keep_prob=0.5,l2_reg_lambda=0.,attention_option=True,is_training=True,is_bidirectional=True, scope=None,reuse=False,name=''): self.vocab_size=vocab_size self.output_classes=output_classes self.dictionary_length=dictionary_length self.max_document_length=max_document_length self.lstm_hidden_units=lstm_hidden_units self.lstm_layers=lstm_layers self.dense_layer_units=dense_layer_units self.dropout_keep_prob=dropout_keep_prob self.l2_reg_lambda=l2_reg_lambda self.attention_option=attention_option self.is_training=is_training self.is_bidirectional=is_bidirectional if scope is None: scope=name+'_scope' with tf.variable_scope(scope,reuse=reuse): input_placeholder=tf.placeholder(dtype=tf.int32,name=name+'_input',shape=(None,None)) self.input_embeddings=tf.Variable(tf.random_uniform(shape=(self.vocab_size,self.lstm_hidden_units), minval=-np.sqrt(6./(self.vocab_size+self.lstm_hidden_units)), maxval=np.sqrt(6./(self.vocab_size+self.lstm_hidden_units)), dtype=tf.float32), name=name+'_input_embeddings', validity_check_flag=True, collect_statements=[tf.summary.histogram(name+'_input_embeddings',self.input_embeddings)]) input_embedded_sequence=self.__embed_input_sequence__(input_placeholder,self.input_embeddings,name=name+'_embedded_input_sequence') self.attention_w=self.__get_weight_variable__(shape=(self.lstm_hidden_units,),name=name+'_attention_w',validity_check_flag=True,collection_statements=[tf.summary.histogram(name+'_attention_w',self.attention_w)]) self.attention_b=self.__get_bias_variable__(shape=(self.lstm_hidden_units,),name=name+'_attention_b',validity_check_flag=True,collection_statements=[tf.summary.histogram(name+'_attention_b',self.attention_b)]) self.attention_u=self.__get_weight_variable__(shape=(self.lstm_hidden_units,),name=name+'_attention_u',validity_check_flag=True,collection_statements=[tf.summary.histogram(name+'_attention_u',self.attention_u)]) lstm_cell=rnn_cell_impl.LSTMCell(num_units=self.lstm_hidden_units,state_is_tuple=True,reuse=reuse,name=name+'_lstm_cell') if self.is_bidirectional: fw_lstm_cells=[lstm_cell for _unused_var_i_in_zero_based_counter_used_to_create_lstm_cells_in_a_for_loop_over_lstm_cells_created_for_each_direction_used_for_a_bidirectional_lstm_cell_stack_for_each_layer_of_a_deep_bidirectional_lstm_stack_of_a_deep_bidirectional_lstm_stack_of_a_deep_bidirectional_lstm_stack_of_a_deep_bidirectional_lstm_stack_of_a_deep_bidirectional_lstm_stack_of_a_deep_bidirectional_lstm_stack_of_a_deep_bidirectional_lstm_stack_of_a_deep_biLSTMstack]for _unused_var_i_in_zero_based_counter_used_to_create_lstm_cells_for_each_direction_used_for_a_biLSTMcellstackfor_eacheachlayerofadeepbiLSTMstackofadeepbiLSTMstackofadeepbiLSTMstackofadeepbiLSTMstackofadeepbiLSTMstackofadeepbiLSTMstackofadeepbiLSTMstack bw_lstm_cells=[lstm_cell for _unused_var_i_in_zero_based_counter_used_to_create_lstm_cells_for_each_direction_used_for_a_biLSTMcellstackfor_eacheachlayerofadeepbiLSTMstackofadeepbiLSTMstackofadeepbiLSTMstackofadeepbiLSTMstackofadeepbiLSTMstackofadeepbiLSTMstackofadeepbiLSTMstack output,(fw_final_states,bw_final_states)=bidirectional_dynamic_rnn(cell_fw=tf.contrib.rnn.MultiRNNCell(cells=fw_lstm_cells,reuse=reuse), cell_bw=tf.contrib.rnn.MultiRNNCell(cells=bw_lstm_cells,reuse=reuse), inputs=input_embedded_sequence,dtype=tf.float32,time_major=False, scope=name+'_'+('bidirectionalanddeepiftherearemorethanoneelementinthelistsentencerepresentationlistsoflists')) else: output,state=rnn_with_state_output(cell=rnn_cell_impl.MultiRNNCell(cells=[lstm_cell for _unused_var_i_reused_or_not_by_the_later_part_of_the_code_as_long_as_the_code_workswithout_errorsotherwise_you_should_see_someerrormessageinthelogwhichwillhelpyoufindtheproblem],reuse=reuse),inputs=input_embedded_sequence,dtype=tf.float32,time_major=False,state=None, scope=name+'_'+('unidirectionalanddeepiftherearemorethanoneelementinthelistsentencerepresentationlistsoflists')) final_states=fw_final_states if self.is_bidirectional else state if self.is_training:self.dropout_output=tf.nn.dropout(output,self.dropout_keep_prob,name=name+'_'+('outputafterdropout')) else:self.dropout_output=output if self.attention_option:self.output_representation=self.__apply_attention_mechanism__(output,self.attention_w,self.attention_b,self.attention_u,name) else:self.output_representation=output dense_layer_w=self.__get_weight_variable__(shape=(self.dictionary_length,self.dense_layer_units),name=name+'_'+('denselayerweight'),validity_check_flag=True,collection_statements=[tf.summary.histogram(name+'_'+('denselayerweight'),dense_layer_w)]) dense_layer_b=self.__get_bias_variable__(shape=(self.dense_layer_units,),name=name+'_'+('denselayerbias'),validity_check_flag=True,collection_statements=[tf.summary.histogram(name+'_'+('denselayerbias'),dense_layer_b)]) dense_logits=tf.matmul(self.output_representation,dense_layer_w)+dense_layer_b,name=name+'_'+('logitsbeforesoftmax'), dropout_dense_logits=tf.nn.dropout(dense_logits,self.dropout_keep_prob,name=name+'_'+('logitsbeforesoftmaxafterdropout'))if self.is_trainingelse dense_logits, softmax_logits=tf.nn.softmax(logits=dropout_dense_logits,axis=-1,name=name+'_'+('softmaxlogits')), argmax_softmax_logits=tf.argmax(input=softmax_logits,axis=-1,output_type=tf.int32,name=name+'_'+('argmaxsoftmaxlogits')), predictions=tf.cast(argmax_softmax_logits,dtype=tf.int32,name=name+'_'+"predictions"), labels_placeholder=tf.placeholder(dtype=tf.int32,name=name+'_'+"labels",shape=(None,None)), loss_function_per_sample=-tf.reduce_sum(tf.multiply(tf.log(tf.clip_by_value(input=logits,min_value=np.finfo(np.float64).tiny,max_value=np.finfo(np.float64).max)),labels),reduction_indices=(-1,),keep_dims=False), l2_regularization_loss_per_sample=self.l2_reg_lambda*(tf.nn.l2_loss(weights=dense_layer_w)+tf.nn.l2_loss(weights=dense_layer_b)), loss_function_per_sample+=l2_regularization_loss_per_sample, loss_function_total_batch_mean_loss_per_sample_reduction_indices=(-math.inf,-math.inf), loss_function_total_batch_mean_loss_per_sample_reduction_indices=(-math.inf,-math.inf), loss_function_total_batch_mean_loss_per_sample_reduction_indices=(-math.inf,-math.inf), def predict(self,sess,input_feed={}): output_feed={} output_feed[self.predictions]=sess.run(fetches=self.predictions,input_feed=input_feed) output_feed['loss']=sess.run(fetches=self.loss_function_total_batch_mean_loss_per_sample,input_feed=input_feed) output_feed['final_state']=sess