Sign upLogin

IBM/pytorchpipe

View on GitHub
Star

Showing 320 of 320 total issues

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

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/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 184..191

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

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

        if self.use_prediction_distributions:
            # Get indices of the max log-probability.
            preds = data_streams[self.key_predictions].max(1)[1].data.cpu().numpy()
        else: 
            preds = data_streams[self.key_predictions].data.cpu().numpy()
Severity: Major
Found in ptp/components/statistics/precision_recall_statistics.py and 1 other location - About 3 hrs to fix
ptp/components/statistics/accuracy_statistics.py on lines 111..115

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 65.

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

                with open(os.path.join(os.path.join(self.data_folder, dataset), self.lang_source + ".test.txt"), mode='w+') as f:
                    f.write('\n'.join(lines_source[0:test_index]))
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/translation_pairs.py on lines 114..115

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 65.

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

                with open(os.path.join(os.path.join(self.data_folder, dataset), self.lang_source + ".valid.txt"), mode='w+') as f:
                    f.write('\n'.join(lines_source[test_index:valid_index]))
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/translation_pairs.py on lines 119..120

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 65.

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

                with open(os.path.join(os.path.join(self.data_folder, dataset), self.lang_target + ".test.txt"), mode='w+') as f:
                    f.write('\n'.join(lines_target[0:test_index]))
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/translation_pairs.py on lines 112..113

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 65.

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

                with open(os.path.join(os.path.join(self.data_folder, dataset), self.lang_target + ".valid.txt"), mode='w+') as f:
                    f.write('\n'.join(lines_target[test_index:valid_index]))
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/translation_pairs.py on lines 117..118

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 65.

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

Function calculate_BLEU has a Cognitive Complexity of 23 (exceeds 5 allowed). Consider refactoring.
Open

    def calculate_BLEU(self, data_streams):
        """
        Calculates BLEU for predictions of a given batch.

        :param data_streams: DataStreams containing the targets and predictions (and optionally masks).
Severity: Minor
Found in ptp/components/statistics/bleu_statistics.py - About 3 hrs to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function __init__ has a Cognitive Complexity of 23 (exceeds 5 allowed). Consider refactoring.
Open

    def __init__(self, name, config):
        """
        Initializes the model.

        :param config: Dictionary of parameters (read from configuration ``.yaml`` file).
Severity: Minor
Found in ptp/components/models/general_usage/seq2seq.py - About 3 hrs to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Severity
Category
Status
Source
Language