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Similar blocks of code found in 3 locations. Consider refactoring.
Open

        if self.prediction_mode == "Dense":
            d[self.key_predictions] = DataDefinition([-1, -1, self.prediction_size], [torch.Tensor], "Batch of predictions, each represented as sequence of probability distributions over classes [BATCH_SIZE x SEQ_LEN x PREDICTION_SIZE]")
        elif self.prediction_mode == "Last": # "Last"
            # Only last prediction.
            d[self.key_predictions] = DataDefinition([-1, self.prediction_size], [torch.Tensor], "Batch of predictions, each represented as a single probability distribution over classes [BATCH_SIZE x PREDICTION_SIZE]")
Severity: Major
Found in ptp/components/models/general_usage/recurrent_neural_network.py and 2 other locations - About 4 hrs to fix
ptp/components/models/general_usage/attention_decoder.py on lines 164..168
ptp/components/models/general_usage/recurrent_neural_network.py on lines 222..225

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 82.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 2 locations. Consider refactoring.
Open

        if self.initial_state == "Input":
            if self.cell_type == "LSTM":
                d[self.key_input_state] = DataDefinition([-1, 2, self.num_layers, self.hidden_size], [torch.Tensor], "Batch of LSTM last hidden states (h0/c0) passed from another LSTM that will be used as initial [BATCH_SIZE x 2 x NUM_LAYERS x SEQ_LEN x HIDDEN_SIZE]")
            else:
                d[self.key_input_state] = DataDefinition([-1, self.num_layers, self.hidden_size], [torch.Tensor], "Batch of RNN last hidden states passed from another RNN that will be used as initial [BATCH_SIZE x NUM_LAYERS x SEQ_LEN x HIDDEN_SIZE]")
Severity: Major
Found in ptp/components/models/general_usage/recurrent_neural_network.py and 1 other location - About 4 hrs to fix
ptp/components/models/general_usage/recurrent_neural_network.py on lines 254..258

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 76.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Identical blocks of code found in 2 locations. Consider refactoring.
Open

        if self.cell_type == 'LSTM':
            # Return tuple (hidden_state, memory_cell).
            return (self.init_hidden.expand(self.num_layers, batch_size, self.hidden_size).contiguous(),
                self.init_memory.expand(self.num_layers, batch_size, self.hidden_size).contiguous() )
        else:
Severity: Major
Found in ptp/components/models/general_usage/recurrent_neural_network.py and 1 other location - About 4 hrs to fix
ptp/components/models/general_usage/seq2seq.py on lines 129..138

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 76.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Identical blocks of code found in 2 locations. Consider refactoring.
Open

    def initialize_hiddens_state(self, batch_size):

        if self.cell_type == 'LSTM':
            # Return tuple (hidden_state, memory_cell).
            return (self.init_hidden.expand(self.num_layers, batch_size, self.hidden_size).contiguous(),
Severity: Major
Found in ptp/components/models/general_usage/seq2seq.py and 1 other location - About 4 hrs to fix
ptp/components/models/general_usage/recurrent_neural_network.py on lines 181..187

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 76.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 2 locations. Consider refactoring.
Open

        if self.output_last_state:
            if self.cell_type == "LSTM":
                d[self.key_output_state] = DataDefinition([-1, 2, self.num_layers, self.hidden_size], [torch.Tensor], "Batch of LSTM final hidden states (h0/c0) [BATCH_SIZE x 2 x NUM_LAYERS x SEQ_LEN x HIDDEN_SIZE]")
            else:
                d[self.key_output_state] = DataDefinition([-1, self.num_layers, self.hidden_size], [torch.Tensor], "Batch of RNN final hidden states [BATCH_SIZE x NUM_LAYERS x SEQ_LEN x HIDDEN_SIZE]")
Severity: Major
Found in ptp/components/models/general_usage/recurrent_neural_network.py and 1 other location - About 4 hrs to fix
ptp/components/models/general_usage/recurrent_neural_network.py on lines 229..233

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 76.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Identical blocks of code found in 2 locations. Consider refactoring.
Open

    def output_data_definitions(self):
        """ 
        Function returns a dictionary with definitions of output data produced the component.

        :return: dictionary containing output data definitions (each of type :py:class:`ptp.utils.DataDefinition`).
Severity: Major
Found in ptp/components/tasks/text_to_text/wikitext_language_modeling.py and 1 other location - About 3 hrs to fix
ptp/components/tasks/text_to_text/translation_pairs.py on lines 161..170

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 70.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Identical blocks of code found in 2 locations. Consider refactoring.
Open

    def output_data_definitions(self):
        """ 
        Function returns a dictionary with definitions of output data produced the component.

        :return: dictionary containing output data definitions (each of type :py:class:`ptp.utils.DataDefinition`).
Severity: Major
Found in ptp/components/tasks/text_to_text/translation_pairs.py and 1 other location - About 3 hrs to fix
ptp/components/tasks/text_to_text/wikitext_language_modeling.py on lines 131..140

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 70.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 2 locations. Consider refactoring.
Open

    def __init__(self, name, config):
        """
        Initializes object. Loads key and word mappings.

        :param name: Loss name.
Severity: Major
Found in ptp/components/masking/string_to_mask.py and 1 other location - About 3 hrs to fix
ptp/components/language/bow_encoder.py on lines 30..49

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 68.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 2 locations. Consider refactoring.
Open

    def  __init__(self, name, config):
        """
        Initializes the bag-of-word encoded by creating dictionary mapping ALL words from training, validation and test sets into unique indices.

        :param name: Component name (read from configuration file).
Severity: Major
Found in ptp/components/language/bow_encoder.py and 1 other location - About 3 hrs to fix
ptp/components/masking/string_to_mask.py on lines 30..49

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 68.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 6 locations. Consider refactoring.
Open

        if type(self.input_size) == list:
            if len(self.input_size) == 1:
                self.input_size = self.input_size[0]
            else:
                raise ConfigurationError("RNN input size '{}' must be a single dimension (current {})".format(self.key_input_size, self.input_size))
Severity: Major
Found in ptp/components/models/general_usage/seq2seq.py and 5 other locations - About 3 hrs to fix
ptp/components/models/general_usage/attention_decoder.py on lines 57..61
ptp/components/models/general_usage/attention_decoder.py on lines 65..69
ptp/components/models/general_usage/recurrent_neural_network.py on lines 64..68
ptp/components/models/general_usage/recurrent_neural_network.py on lines 77..81
ptp/components/models/general_usage/seq2seq.py on lines 60..64

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 6 locations. Consider refactoring.
Open

            if type(self.input_size) == list:
                if len(self.input_size) == 1:
                    self.input_size = self.input_size[0]
                else:
                    raise ConfigurationError("RNN input size '{}' must be a single dimension (current {})".format(self.key_input_size, self.input_size))
Severity: Major
Found in ptp/components/models/general_usage/recurrent_neural_network.py and 5 other locations - About 3 hrs to fix
ptp/components/models/general_usage/attention_decoder.py on lines 57..61
ptp/components/models/general_usage/attention_decoder.py on lines 65..69
ptp/components/models/general_usage/recurrent_neural_network.py on lines 64..68
ptp/components/models/general_usage/seq2seq.py on lines 52..56
ptp/components/models/general_usage/seq2seq.py on lines 60..64

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 4 locations. Consider refactoring.
Open

        try:
            psn = self.app_state.args.pipeline_section_name
            self.config_pipeline = self.config[psn]
            if self.config_pipeline is None:
                raise KeyError()
Severity: Major
Found in ptp/workers/processor.py and 3 other locations - About 3 hrs to fix
ptp/workers/trainer.py on lines 166..174
ptp/workers/trainer.py on lines 184..191
ptp/workers/trainer.py on lines 201..208

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 4 locations. Consider refactoring.
Open

        try:
            tsn = self.app_state.args.training_section_name
            self.config_training = self.config[tsn]
            # We must additionally check if it is None - weird behvaiour when using default value.
            if self.config_training is None:
Severity: Major
Found in ptp/workers/trainer.py and 3 other locations - About 3 hrs to fix
ptp/workers/processor.py on lines 171..178
ptp/workers/trainer.py on lines 184..191
ptp/workers/trainer.py on lines 201..208

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 2 locations. Consider refactoring.
Open

    def __getitem__(self, index):
        """
        Getter method to access the dataset and return a sample.

        :param index: index of the sample to return.
Severity: Major
Found in ptp/components/tasks/text_to_text/translation_pairs.py and 1 other location - About 3 hrs to fix
ptp/components/tasks/text_to_class/language_identification.py on lines 70..84

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 4 locations. Consider refactoring.
Open

        try:
            vsn = self.app_state.args.validation_section_name
            self.config_validation = self.config[vsn]
            if self.config_validation is None:
                raise KeyError()
Severity: Major
Found in ptp/workers/trainer.py and 3 other locations - About 3 hrs to fix
ptp/workers/processor.py on lines 171..178
ptp/workers/trainer.py on lines 166..174
ptp/workers/trainer.py on lines 201..208

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 6 locations. Consider refactoring.
Open

            if type(self.prediction_size) == list:
                if len(self.prediction_size) == 1:
                    self.prediction_size = self.prediction_size[0]
                else:
                    raise ConfigurationError("RNN prediction size '{}' must be a single dimension (current '{}')".format(self.key_prediction_size, self.prediction_size))
Severity: Major
Found in ptp/components/models/general_usage/recurrent_neural_network.py and 5 other locations - About 3 hrs to fix
ptp/components/models/general_usage/attention_decoder.py on lines 57..61
ptp/components/models/general_usage/attention_decoder.py on lines 65..69
ptp/components/models/general_usage/recurrent_neural_network.py on lines 77..81
ptp/components/models/general_usage/seq2seq.py on lines 52..56
ptp/components/models/general_usage/seq2seq.py on lines 60..64

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 2 locations. Consider refactoring.
Open

    def __getitem__(self, index):
        """
        Getter method to access the dataset and return a sample.

        :param index: index of the sample to return.
Severity: Major
Found in ptp/components/tasks/text_to_class/language_identification.py and 1 other location - About 3 hrs to fix
ptp/components/tasks/text_to_text/translation_pairs.py on lines 199..213

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 6 locations. Consider refactoring.
Open

        if type(self.input_size) == list:
            if len(self.input_size) == 1:
                self.input_size = self.input_size[0]
            else:
                raise ConfigurationError("RNN input size '{}' must be a single dimension (current {})".format(self.key_input_size, self.input_size))
Severity: Major
Found in ptp/components/models/general_usage/attention_decoder.py and 5 other locations - About 3 hrs to fix
ptp/components/models/general_usage/attention_decoder.py on lines 65..69
ptp/components/models/general_usage/recurrent_neural_network.py on lines 64..68
ptp/components/models/general_usage/recurrent_neural_network.py on lines 77..81
ptp/components/models/general_usage/seq2seq.py on lines 52..56
ptp/components/models/general_usage/seq2seq.py on lines 60..64

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 6 locations. Consider refactoring.
Open

        if type(self.prediction_size) == list:
            if len(self.prediction_size) == 1:
                self.prediction_size = self.prediction_size[0]
            else:
                raise ConfigurationError("RNN prediction size '{}' must be a single dimension (current {})".format(self.key_prediction_size, self.prediction_size))
Severity: Major
Found in ptp/components/models/general_usage/attention_decoder.py and 5 other locations - About 3 hrs to fix
ptp/components/models/general_usage/attention_decoder.py on lines 57..61
ptp/components/models/general_usage/recurrent_neural_network.py on lines 64..68
ptp/components/models/general_usage/recurrent_neural_network.py on lines 77..81
ptp/components/models/general_usage/seq2seq.py on lines 52..56
ptp/components/models/general_usage/seq2seq.py on lines 60..64

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 6 locations. Consider refactoring.
Open

        if type(self.prediction_size) == list:
            if len(self.prediction_size) == 1:
                self.prediction_size = self.prediction_size[0]
            else:
                raise ConfigurationError("RNN prediction size '{}' must be a single dimension (current {})".format(self.key_prediction_size, self.prediction_size))
Severity: Major
Found in ptp/components/models/general_usage/seq2seq.py and 5 other locations - About 3 hrs to fix
ptp/components/models/general_usage/attention_decoder.py on lines 57..61
ptp/components/models/general_usage/attention_decoder.py on lines 65..69
ptp/components/models/general_usage/recurrent_neural_network.py on lines 64..68
ptp/components/models/general_usage/recurrent_neural_network.py on lines 77..81
ptp/components/models/general_usage/seq2seq.py on lines 52..56

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 66.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

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