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apple/turicreate
src/unity/python/turicreate/toolkits/text_analytics/_util.py
drop_words
def drop_words(text, threshold=2, to_lower=True, delimiters=DEFAULT_DELIMITERS, stop_words=None): ''' Remove words that occur below a certain number of times in an SArray. This is a common method of cleaning text before it is used, and can increase the quality and explainability of the mo...
python
def drop_words(text, threshold=2, to_lower=True, delimiters=DEFAULT_DELIMITERS, stop_words=None): ''' Remove words that occur below a certain number of times in an SArray. This is a common method of cleaning text before it is used, and can increase the quality and explainability of the mo...
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Remove words that occur below a certain number of times in an SArray. This is a common method of cleaning text before it is used, and can increase the quality and explainability of the models learned on the transformed data. RareWordTrimmer can be applied to all the string-, dictionary-, and list-typed ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/text_analytics/_util.py#L298-L410
train
This method removes words that occur below a certain number of times in a given text.
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apple/turicreate
src/unity/python/turicreate/toolkits/text_analytics/_util.py
tokenize
def tokenize(text, to_lower=False, delimiters=DEFAULT_DELIMITERS): """ Tokenize the input SArray of text strings and return the list of tokens. Parameters ---------- text : SArray[str] Input data of strings representing English text. This tokenizer is not intended to process XML, HT...
python
def tokenize(text, to_lower=False, delimiters=DEFAULT_DELIMITERS): """ Tokenize the input SArray of text strings and return the list of tokens. Parameters ---------- text : SArray[str] Input data of strings representing English text. This tokenizer is not intended to process XML, HT...
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Tokenize the input SArray of text strings and return the list of tokens. Parameters ---------- text : SArray[str] Input data of strings representing English text. This tokenizer is not intended to process XML, HTML, or other structured text formats. to_lower : bool, optional If...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/text_analytics/_util.py#L412-L478
train
Tokenize the input SArray of text and return a list of tokens.
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apple/turicreate
src/unity/python/turicreate/toolkits/text_analytics/_util.py
bm25
def bm25(dataset, query, k1=1.5, b=.75): """ For a given query and set of documents, compute the BM25 score for each document. If we have a query with words q_1, ..., q_n the BM25 score for a document is: .. math:: \sum_{i=1}^N IDF(q_i)\\frac{f(q_i) * (k_1+1)}{f(q_i) + k_1 * (1-b+b*|D|/d_avg))}...
python
def bm25(dataset, query, k1=1.5, b=.75): """ For a given query and set of documents, compute the BM25 score for each document. If we have a query with words q_1, ..., q_n the BM25 score for a document is: .. math:: \sum_{i=1}^N IDF(q_i)\\frac{f(q_i) * (k_1+1)}{f(q_i) + k_1 * (1-b+b*|D|/d_avg))}...
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For a given query and set of documents, compute the BM25 score for each document. If we have a query with words q_1, ..., q_n the BM25 score for a document is: .. math:: \sum_{i=1}^N IDF(q_i)\\frac{f(q_i) * (k_1+1)}{f(q_i) + k_1 * (1-b+b*|D|/d_avg))} where * :math:`\mbox{IDF}(q_i) = log((N - ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/text_analytics/_util.py#L480-L590
train
Compute the BM25 score for a given query and set of documents.
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apple/turicreate
src/unity/python/turicreate/toolkits/text_analytics/_util.py
parse_sparse
def parse_sparse(filename, vocab_filename): """ Parse a file that's in libSVM format. In libSVM format each line of the text file represents a document in bag of words format: num_unique_words_in_doc word_id:count another_id:count The word_ids have 0-based indexing, i.e. 0 corresponds to the first...
python
def parse_sparse(filename, vocab_filename): """ Parse a file that's in libSVM format. In libSVM format each line of the text file represents a document in bag of words format: num_unique_words_in_doc word_id:count another_id:count The word_ids have 0-based indexing, i.e. 0 corresponds to the first...
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Parse a file that's in libSVM format. In libSVM format each line of the text file represents a document in bag of words format: num_unique_words_in_doc word_id:count another_id:count The word_ids have 0-based indexing, i.e. 0 corresponds to the first word in the vocab filename. Parameters ---...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/text_analytics/_util.py#L593-L662
train
Parse a file that s in libSVM format.
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apple/turicreate
src/unity/python/turicreate/toolkits/text_analytics/_util.py
parse_docword
def parse_docword(filename, vocab_filename): """ Parse a file that's in "docword" format. This consists of a 3-line header comprised of the document count, the vocabulary count, and the number of tokens, i.e. unique (doc_id, word_id) pairs. After the header, each line contains a space-separated trip...
python
def parse_docword(filename, vocab_filename): """ Parse a file that's in "docword" format. This consists of a 3-line header comprised of the document count, the vocabulary count, and the number of tokens, i.e. unique (doc_id, word_id) pairs. After the header, each line contains a space-separated trip...
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Parse a file that's in "docword" format. This consists of a 3-line header comprised of the document count, the vocabulary count, and the number of tokens, i.e. unique (doc_id, word_id) pairs. After the header, each line contains a space-separated triple of (doc_id, word_id, frequency), where frequency i...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/text_analytics/_util.py#L665-L716
train
Parse a file that s in docword format.
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apple/turicreate
src/unity/python/turicreate/toolkits/text_analytics/_util.py
random_split
def random_split(dataset, prob=.5): """ Utility for performing a random split for text data that is already in bag-of-words format. For each (word, count) pair in a particular element, the counts are uniformly partitioned in either a training set or a test set. Parameters ---------- dat...
python
def random_split(dataset, prob=.5): """ Utility for performing a random split for text data that is already in bag-of-words format. For each (word, count) pair in a particular element, the counts are uniformly partitioned in either a training set or a test set. Parameters ---------- dat...
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Utility for performing a random split for text data that is already in bag-of-words format. For each (word, count) pair in a particular element, the counts are uniformly partitioned in either a training set or a test set. Parameters ---------- dataset : SArray of type dict, SFrame with columns ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/text_analytics/_util.py#L719-L778
train
Utility for performing a random split for text data that is already in the bag - of - words format.
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apple/turicreate
src/external/xgboost/python-package/xgboost/training.py
train
def train(params, dtrain, num_boost_round=10, evals=(), obj=None, feval=None, maximize=False, early_stopping_rounds=None, evals_result=None, verbose_eval=True, learning_rates=None, xgb_model=None): # pylint: disable=too-many-statements,too-many-branches, attribute-defined-outside-init """Tra...
python
def train(params, dtrain, num_boost_round=10, evals=(), obj=None, feval=None, maximize=False, early_stopping_rounds=None, evals_result=None, verbose_eval=True, learning_rates=None, xgb_model=None): # pylint: disable=too-many-statements,too-many-branches, attribute-defined-outside-init """Tra...
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Train a booster with given parameters. Parameters ---------- params : dict Booster params. dtrain : DMatrix Data to be trained. num_boost_round: int Number of boosting iterations. watchlist (evals): list of pairs (DMatrix, string) List of items to be evaluated du...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/xgboost/python-package/xgboost/training.py#L12-L192
train
Train a booster with given parameters.
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apple/turicreate
src/external/xgboost/python-package/xgboost/training.py
mknfold
def mknfold(dall, nfold, param, seed, evals=(), fpreproc=None): """ Make an n-fold list of CVPack from random indices. """ evals = list(evals) np.random.seed(seed) randidx = np.random.permutation(dall.num_row()) kstep = len(randidx) / nfold idset = [randidx[(i * kstep): min(len(randidx),...
python
def mknfold(dall, nfold, param, seed, evals=(), fpreproc=None): """ Make an n-fold list of CVPack from random indices. """ evals = list(evals) np.random.seed(seed) randidx = np.random.permutation(dall.num_row()) kstep = len(randidx) / nfold idset = [randidx[(i * kstep): min(len(randidx),...
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Make an n-fold list of CVPack from random indices.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/xgboost/python-package/xgboost/training.py#L213-L233
train
Make an n - fold list of CVPacks from random indices.
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apple/turicreate
src/external/xgboost/python-package/xgboost/training.py
aggcv
def aggcv(rlist, show_stdv=True, show_progress=None, as_pandas=True): # pylint: disable=invalid-name """ Aggregate cross-validation results. """ cvmap = {} idx = rlist[0].split()[0] for line in rlist: arr = line.split() assert idx == arr[0] for it in arr[1:]: ...
python
def aggcv(rlist, show_stdv=True, show_progress=None, as_pandas=True): # pylint: disable=invalid-name """ Aggregate cross-validation results. """ cvmap = {} idx = rlist[0].split()[0] for line in rlist: arr = line.split() assert idx == arr[0] for it in arr[1:]: ...
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Aggregate cross-validation results.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/xgboost/python-package/xgboost/training.py#L236-L291
train
Aggregate cross - validation results.
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apple/turicreate
src/external/xgboost/python-package/xgboost/training.py
cv
def cv(params, dtrain, num_boost_round=10, nfold=3, metrics=(), obj=None, feval=None, fpreproc=None, as_pandas=True, show_progress=None, show_stdv=True, seed=0): # pylint: disable = invalid-name """Cross-validation with given paramaters. Parameters ---------- params : dict Boo...
python
def cv(params, dtrain, num_boost_round=10, nfold=3, metrics=(), obj=None, feval=None, fpreproc=None, as_pandas=True, show_progress=None, show_stdv=True, seed=0): # pylint: disable = invalid-name """Cross-validation with given paramaters. Parameters ---------- params : dict Boo...
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Cross-validation with given paramaters. Parameters ---------- params : dict Booster params. dtrain : DMatrix Data to be trained. num_boost_round : int Number of boosting iterations. nfold : int Number of folds in CV. metrics : list of strings Evaluati...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/xgboost/python-package/xgboost/training.py#L294-L354
train
Cross - validation with given paramaters.
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apple/turicreate
src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py
create
def create(dataset, target, feature=None, model = 'resnet-50', l2_penalty=0.01, l1_penalty=0.0, solver='auto', feature_rescaling=True, convergence_threshold = _DEFAULT_SOLVER_OPTIONS['convergence_threshold'], step_size = _DEFAULT_SOLVER_OPTIONS['step_size'], lbfgs_memory_level = _DEFAULT_SOLVER...
python
def create(dataset, target, feature=None, model = 'resnet-50', l2_penalty=0.01, l1_penalty=0.0, solver='auto', feature_rescaling=True, convergence_threshold = _DEFAULT_SOLVER_OPTIONS['convergence_threshold'], step_size = _DEFAULT_SOLVER_OPTIONS['step_size'], lbfgs_memory_level = _DEFAULT_SOLVER...
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Create a :class:`ImageClassifier` model. Parameters ---------- dataset : SFrame Input data. The column named by the 'feature' parameter will be extracted for modeling. target : string, or int Name of the column containing the target variable. The values in this column m...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py#L38-L307
train
Creates a new image classifier model for the specified dataset and target.
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apple/turicreate
src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py
ImageClassifier._get_native_state
def _get_native_state(self): """ Save the model as a dictionary, which can be loaded with the :py:func:`~turicreate.load_model` method. """ state = self.__proxy__.get_state() state['classifier'] = state['classifier'].__proxy__ del state['feature_extractor'] ...
python
def _get_native_state(self): """ Save the model as a dictionary, which can be loaded with the :py:func:`~turicreate.load_model` method. """ state = self.__proxy__.get_state() state['classifier'] = state['classifier'].__proxy__ del state['feature_extractor'] ...
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Save the model as a dictionary, which can be loaded with the :py:func:`~turicreate.load_model` method.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py#L329-L338
train
Get the state of the current model as a dictionary.
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apple/turicreate
src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py
ImageClassifier._load_version
def _load_version(cls, state, version): """ A function to load a previously saved ImageClassifier instance. """ _tkutl._model_version_check(version, cls._PYTHON_IMAGE_CLASSIFIER_VERSION) from turicreate.toolkits.classifier.logistic_classifier import LogisticClassifier ...
python
def _load_version(cls, state, version): """ A function to load a previously saved ImageClassifier instance. """ _tkutl._model_version_check(version, cls._PYTHON_IMAGE_CLASSIFIER_VERSION) from turicreate.toolkits.classifier.logistic_classifier import LogisticClassifier ...
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A function to load a previously saved ImageClassifier instance.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py#L341-L362
train
Load a previously saved ImageClassifier instance.
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apple/turicreate
src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py
ImageClassifier.predict
def predict(self, dataset, output_type='class', batch_size=64): """ Return predictions for ``dataset``, using the trained logistic regression model. Predictions can be generated as class labels, probabilities that the target value is True, or margins (i.e. the distance of the obs...
python
def predict(self, dataset, output_type='class', batch_size=64): """ Return predictions for ``dataset``, using the trained logistic regression model. Predictions can be generated as class labels, probabilities that the target value is True, or margins (i.e. the distance of the obs...
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Return predictions for ``dataset``, using the trained logistic regression model. Predictions can be generated as class labels, probabilities that the target value is True, or margins (i.e. the distance of the observations from the hyperplane separating the classes). `probability_vector` ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py#L433-L499
train
Predict the logistic model of the specified dataset.
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apple/turicreate
src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py
ImageClassifier.predict_topk
def predict_topk(self, dataset, output_type="probability", k=3, batch_size=64): """ Return top-k predictions for the ``dataset``, using the trained model. Predictions are returned as an SFrame with three columns: `id`, `class`, and `probability`, `margin`, or `rank`, depending on the ``...
python
def predict_topk(self, dataset, output_type="probability", k=3, batch_size=64): """ Return top-k predictions for the ``dataset``, using the trained model. Predictions are returned as an SFrame with three columns: `id`, `class`, and `probability`, `margin`, or `rank`, depending on the ``...
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Return top-k predictions for the ``dataset``, using the trained model. Predictions are returned as an SFrame with three columns: `id`, `class`, and `probability`, `margin`, or `rank`, depending on the ``output_type`` parameter. Input dataset size must be the same as for training of the model. ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py#L546-L609
train
Predicts the top - k class of the dataset using the trained model.
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apple/turicreate
src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py
ImageClassifier.evaluate
def evaluate(self, dataset, metric='auto', verbose=True, batch_size=64): """ Evaluate the model by making predictions of target values and comparing these to actual values. Parameters ---------- dataset : SFrame Dataset of new observations. Must include colum...
python
def evaluate(self, dataset, metric='auto', verbose=True, batch_size=64): """ Evaluate the model by making predictions of target values and comparing these to actual values. Parameters ---------- dataset : SFrame Dataset of new observations. Must include colum...
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Evaluate the model by making predictions of target values and comparing these to actual values. Parameters ---------- dataset : SFrame Dataset of new observations. Must include columns with the same names as the target and features used for model training. Additi...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py#L611-L816
train
Evaluate the model by making predictions of target values and comparing them to actual values.
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apple/turicreate
src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py
ImageClassifier.export_coreml
def export_coreml(self, filename): """ Save the model in Core ML format. See Also -------- save Examples -------- >>> model.export_coreml('myModel.mlmodel') """ import coremltools # First define three internal helper functions ...
python
def export_coreml(self, filename): """ Save the model in Core ML format. See Also -------- save Examples -------- >>> model.export_coreml('myModel.mlmodel') """ import coremltools # First define three internal helper functions ...
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Save the model in Core ML format. See Also -------- save Examples -------- >>> model.export_coreml('myModel.mlmodel')
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/image_classifier/image_classifier.py#L824-L1021
train
Export the Core ML model to a file.
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apple/turicreate
src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_topology2.py
NetGraph.make_input_layers
def make_input_layers(self): """ Extract the ordering of the input layers. """ self.input_layers = [] in_nodes = self.model._inbound_nodes if hasattr( self.model,'_inbound_nodes') else self.model.inbound_nodes if hasattr(self.model, 'input_layers'): ...
python
def make_input_layers(self): """ Extract the ordering of the input layers. """ self.input_layers = [] in_nodes = self.model._inbound_nodes if hasattr( self.model,'_inbound_nodes') else self.model.inbound_nodes if hasattr(self.model, 'input_layers'): ...
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Extract the ordering of the input layers.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_topology2.py#L148-L179
train
This method extracts the ordering of the input layers.
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apple/turicreate
src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_topology2.py
NetGraph.make_output_layers
def make_output_layers(self): """ Extract the ordering of output layers. """ self.output_layers = [] # import pytest; pytest.set_trace() if hasattr(self.model, 'output_layers'): # find corresponding output layers in CoreML model # assume output lay...
python
def make_output_layers(self): """ Extract the ordering of output layers. """ self.output_layers = [] # import pytest; pytest.set_trace() if hasattr(self.model, 'output_layers'): # find corresponding output layers in CoreML model # assume output lay...
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Extract the ordering of output layers.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_topology2.py#L181-L216
train
Extract the ordering of output layers.
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apple/turicreate
src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_topology2.py
NetGraph._remove_layer_and_reconnect
def _remove_layer_and_reconnect(self, layer): """ Remove the layer, and reconnect each of its predecessor to each of its successor """ successors = self.get_successors(layer) predecessors = self.get_predecessors(layer) # remove layer's edges for succ in successors...
python
def _remove_layer_and_reconnect(self, layer): """ Remove the layer, and reconnect each of its predecessor to each of its successor """ successors = self.get_successors(layer) predecessors = self.get_predecessors(layer) # remove layer's edges for succ in successors...
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Remove the layer, and reconnect each of its predecessor to each of its successor
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_topology2.py#L387-L421
train
Remove the layer and reconnect each of its predecessor to each of its successor
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apple/turicreate
src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_topology2.py
NetGraph.defuse_activation
def defuse_activation(self): """ Defuse the fused activation layers in the network. """ idx, nb_layers = 0, len(self.layer_list) while idx < nb_layers: layer = self.layer_list[idx] k_layer = self.keras_layer_map[layer] if (isinstance(k_layer, _keras.la...
python
def defuse_activation(self): """ Defuse the fused activation layers in the network. """ idx, nb_layers = 0, len(self.layer_list) while idx < nb_layers: layer = self.layer_list[idx] k_layer = self.keras_layer_map[layer] if (isinstance(k_layer, _keras.la...
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Defuse the fused activation layers in the network.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_topology2.py#L498-L524
train
Defuse the fused activation layers in the network.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.from_const
def from_const(cls, value, size, dtype=type(None)): """ Constructs an SArray of size with a const value. Parameters ---------- value : [int | float | str | array.array | list | dict | datetime] The value to fill the SArray size : int The size of the S...
python
def from_const(cls, value, size, dtype=type(None)): """ Constructs an SArray of size with a const value. Parameters ---------- value : [int | float | str | array.array | list | dict | datetime] The value to fill the SArray size : int The size of the S...
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Constructs an SArray of size with a const value. Parameters ---------- value : [int | float | str | array.array | list | dict | datetime] The value to fill the SArray size : int The size of the SArray dtype : type The type of the SArray. If not spec...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L478-L508
train
Construct an unity sarray of size with a const value.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.from_sequence
def from_sequence(cls, *args): """ from_sequence(start=0, stop) Create an SArray from sequence .. sourcecode:: python Construct an SArray of integer values from 0 to 999 >>> tc.SArray.from_sequence(1000) This is equivalent, but more efficient than...
python
def from_sequence(cls, *args): """ from_sequence(start=0, stop) Create an SArray from sequence .. sourcecode:: python Construct an SArray of integer values from 0 to 999 >>> tc.SArray.from_sequence(1000) This is equivalent, but more efficient than...
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from_sequence(start=0, stop) Create an SArray from sequence .. sourcecode:: python Construct an SArray of integer values from 0 to 999 >>> tc.SArray.from_sequence(1000) This is equivalent, but more efficient than: >>> tc.SArray(range(1000)) ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L511-L563
train
Create an SArray from a sequence of integers.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.read_json
def read_json(cls, filename): """ Construct an SArray from a json file or glob of json files. The json file must contain a list of dictionaries. The returned SArray type will be of dict type Parameters ---------- filename : str The filename or glob to l...
python
def read_json(cls, filename): """ Construct an SArray from a json file or glob of json files. The json file must contain a list of dictionaries. The returned SArray type will be of dict type Parameters ---------- filename : str The filename or glob to l...
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Construct an SArray from a json file or glob of json files. The json file must contain a list of dictionaries. The returned SArray type will be of dict type Parameters ---------- filename : str The filename or glob to load into an SArray. Examples ----...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L566-L590
train
Read an SArray from a json file or glob of json files.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.where
def where(cls, condition, istrue, isfalse, dtype=None): """ Selects elements from either istrue or isfalse depending on the value of the condition SArray. Parameters ---------- condition : SArray An SArray of values such that for each value, if non-zero, yields a...
python
def where(cls, condition, istrue, isfalse, dtype=None): """ Selects elements from either istrue or isfalse depending on the value of the condition SArray. Parameters ---------- condition : SArray An SArray of values such that for each value, if non-zero, yields a...
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Selects elements from either istrue or isfalse depending on the value of the condition SArray. Parameters ---------- condition : SArray An SArray of values such that for each value, if non-zero, yields a value from istrue, otherwise from isfalse. istrue : SArray...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L593-L675
train
This function returns an SArray of elements from istrue or isfalse depending on the value of the condition SArray.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.save
def save(self, filename, format=None): """ Saves the SArray to file. The saved SArray will be in a directory named with the `targetfile` parameter. Parameters ---------- filename : string A local path or a remote URL. If format is 'text', it will be...
python
def save(self, filename, format=None): """ Saves the SArray to file. The saved SArray will be in a directory named with the `targetfile` parameter. Parameters ---------- filename : string A local path or a remote URL. If format is 'text', it will be...
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Saves the SArray to file. The saved SArray will be in a directory named with the `targetfile` parameter. Parameters ---------- filename : string A local path or a remote URL. If format is 'text', it will be saved as a text file. If format is 'binary', a...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L705-L743
train
Saves the current SArray to file.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.vector_slice
def vector_slice(self, start, end=None): """ If this SArray contains vectors or lists, this returns a new SArray containing each individual element sliced, between start and end (exclusive). Parameters ---------- start : int The start position of the ...
python
def vector_slice(self, start, end=None): """ If this SArray contains vectors or lists, this returns a new SArray containing each individual element sliced, between start and end (exclusive). Parameters ---------- start : int The start position of the ...
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If this SArray contains vectors or lists, this returns a new SArray containing each individual element sliced, between start and end (exclusive). Parameters ---------- start : int The start position of the slice. end : int, optional. The end posi...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L1370-L1451
train
This method returns a new SArray containing each individual element sliced between start and end.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.element_slice
def element_slice(self, start=None, stop=None, step=None): """ This returns an SArray with each element sliced accordingly to the slice specified. This is conceptually equivalent to: >>> g.apply(lambda x: x[start:step:stop]) The SArray must be of type list, vector, or string. ...
python
def element_slice(self, start=None, stop=None, step=None): """ This returns an SArray with each element sliced accordingly to the slice specified. This is conceptually equivalent to: >>> g.apply(lambda x: x[start:step:stop]) The SArray must be of type list, vector, or string. ...
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This returns an SArray with each element sliced accordingly to the slice specified. This is conceptually equivalent to: >>> g.apply(lambda x: x[start:step:stop]) The SArray must be of type list, vector, or string. For instance: >>> g = SArray(["abcdef","qwerty"]) >>> ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L1453-L1504
train
This returns an SArray with each element sliced according to the specified slice.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray._count_words
def _count_words(self, to_lower=True, delimiters=["\r", "\v", "\n", "\f", "\t", " "]): """ This returns an SArray with, for each input string, a dict from the unique, delimited substrings to their number of occurrences within the original string. The SArray must be of type strin...
python
def _count_words(self, to_lower=True, delimiters=["\r", "\v", "\n", "\f", "\t", " "]): """ This returns an SArray with, for each input string, a dict from the unique, delimited substrings to their number of occurrences within the original string. The SArray must be of type strin...
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This returns an SArray with, for each input string, a dict from the unique, delimited substrings to their number of occurrences within the original string. The SArray must be of type string. ..WARNING:: This function is deprecated, and will be removed in future versions of Turi...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L1506-L1558
train
This function counts the number of words in the original string.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray._count_ngrams
def _count_ngrams(self, n=2, method="word", to_lower=True, ignore_space=True): """ For documentation, see turicreate.text_analytics.count_ngrams(). ..WARNING:: This function is deprecated, and will be removed in future versions of Turi Create. Please use the `text_analytics.count_words`...
python
def _count_ngrams(self, n=2, method="word", to_lower=True, ignore_space=True): """ For documentation, see turicreate.text_analytics.count_ngrams(). ..WARNING:: This function is deprecated, and will be removed in future versions of Turi Create. Please use the `text_analytics.count_words`...
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For documentation, see turicreate.text_analytics.count_ngrams(). ..WARNING:: This function is deprecated, and will be removed in future versions of Turi Create. Please use the `text_analytics.count_words` function instead.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L1560-L1594
train
Count n - grams in the current object.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.dict_trim_by_keys
def dict_trim_by_keys(self, keys, exclude=True): """ Filter an SArray of dictionary type by the given keys. By default, all keys that are in the provided list in ``keys`` are *excluded* from the returned SArray. Parameters ---------- keys : list A col...
python
def dict_trim_by_keys(self, keys, exclude=True): """ Filter an SArray of dictionary type by the given keys. By default, all keys that are in the provided list in ``keys`` are *excluded* from the returned SArray. Parameters ---------- keys : list A col...
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Filter an SArray of dictionary type by the given keys. By default, all keys that are in the provided list in ``keys`` are *excluded* from the returned SArray. Parameters ---------- keys : list A collection of keys to trim down the elements in the SArray. exc...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L1596-L1635
train
Returns an SArray of dictionary type by the given keys.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGL...
apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.dict_trim_by_values
def dict_trim_by_values(self, lower=None, upper=None): """ Filter dictionary values to a given range (inclusive). Trimming is only performed on values which can be compared to the bound values. Fails on SArrays whose data type is not ``dict``. Parameters ---------- ...
python
def dict_trim_by_values(self, lower=None, upper=None): """ Filter dictionary values to a given range (inclusive). Trimming is only performed on values which can be compared to the bound values. Fails on SArrays whose data type is not ``dict``. Parameters ---------- ...
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Filter dictionary values to a given range (inclusive). Trimming is only performed on values which can be compared to the bound values. Fails on SArrays whose data type is not ``dict``. Parameters ---------- lower : int or long or float, optional The lowest dictionary...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L1637-L1686
train
Returns an SArray of the keys that are in the given range and are in the given range.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.dict_has_any_keys
def dict_has_any_keys(self, keys): """ Create a boolean SArray by checking the keys of an SArray of dictionaries. An element of the output SArray is True if the corresponding input element's dictionary has any of the given keys. Fails on SArrays whose data type is not ``dict``. ...
python
def dict_has_any_keys(self, keys): """ Create a boolean SArray by checking the keys of an SArray of dictionaries. An element of the output SArray is True if the corresponding input element's dictionary has any of the given keys. Fails on SArrays whose data type is not ``dict``. ...
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Create a boolean SArray by checking the keys of an SArray of dictionaries. An element of the output SArray is True if the corresponding input element's dictionary has any of the given keys. Fails on SArrays whose data type is not ``dict``. Parameters ---------- keys : li...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L1745-L1781
train
Create a boolean SArray by checking the keys of an SArray of dictionaries. An element of the output SArray is True if the corresponding input element s dictionary has any of the given keys.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.dict_has_all_keys
def dict_has_all_keys(self, keys): """ Create a boolean SArray by checking the keys of an SArray of dictionaries. An element of the output SArray is True if the corresponding input element's dictionary has all of the given keys. Fails on SArrays whose data type is not ``dict``. ...
python
def dict_has_all_keys(self, keys): """ Create a boolean SArray by checking the keys of an SArray of dictionaries. An element of the output SArray is True if the corresponding input element's dictionary has all of the given keys. Fails on SArrays whose data type is not ``dict``. ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L1783-L1819
train
Create a boolean SArray by checking the keys of an SArray of dictionaries. An element of the output SArray is True if the corresponding input element s dictionary has all of the given keys.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.filter
def filter(self, fn, skip_na=True, seed=None): """ Filter this SArray by a function. Returns a new SArray filtered by this SArray. If `fn` evaluates an element to true, this element is copied to the new SArray. If not, it isn't. Throws an exception if the return type of `fn` is...
python
def filter(self, fn, skip_na=True, seed=None): """ Filter this SArray by a function. Returns a new SArray filtered by this SArray. If `fn` evaluates an element to true, this element is copied to the new SArray. If not, it isn't. Throws an exception if the return type of `fn` is...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L1923-L1963
train
Returns a new SArray with elements from this SArray filtered by a function.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.sample
def sample(self, fraction, seed=None, exact=False): """ Create an SArray which contains a subsample of the current SArray. Parameters ---------- fraction : float Fraction of the rows to fetch. Must be between 0 and 1. if exact is False (default), the numb...
python
def sample(self, fraction, seed=None, exact=False): """ Create an SArray which contains a subsample of the current SArray. Parameters ---------- fraction : float Fraction of the rows to fetch. Must be between 0 and 1. if exact is False (default), the numb...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L1966-L2006
train
Create an SArray which contains a subsample of the current SArray.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.hash
def hash(self, seed=0): """ Returns an SArray with a hash of each element. seed can be used to change the hash function to allow this method to be used for random number generation. Parameters ---------- seed : int Defaults to 0. Can be changed to dif...
python
def hash(self, seed=0): """ Returns an SArray with a hash of each element. seed can be used to change the hash function to allow this method to be used for random number generation. Parameters ---------- seed : int Defaults to 0. Can be changed to dif...
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Returns an SArray with a hash of each element. seed can be used to change the hash function to allow this method to be used for random number generation. Parameters ---------- seed : int Defaults to 0. Can be changed to different values to get different h...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2008-L2027
train
Returns an integer SArray with a hash of each element.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.random_integers
def random_integers(cls, size, seed=None): """ Returns an SArray with random integer values. """ if seed is None: seed = abs(hash("%0.20f" % time.time())) % (2 ** 31) return cls.from_sequence(size).hash(seed)
python
def random_integers(cls, size, seed=None): """ Returns an SArray with random integer values. """ if seed is None: seed = abs(hash("%0.20f" % time.time())) % (2 ** 31) return cls.from_sequence(size).hash(seed)
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Returns an SArray with random integer values.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2030-L2036
train
Returns an SArray with random integers.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.argmin
def argmin(self): """ Get the index of the minimum numeric value in SArray. Returns None on an empty SArray. Raises an exception if called on an SArray with non-numeric type. Returns ------- out : int index of the minimum value of SArray See...
python
def argmin(self): """ Get the index of the minimum numeric value in SArray. Returns None on an empty SArray. Raises an exception if called on an SArray with non-numeric type. Returns ------- out : int index of the minimum value of SArray See...
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Get the index of the minimum numeric value in SArray. Returns None on an empty SArray. Raises an exception if called on an SArray with non-numeric type. Returns ------- out : int index of the minimum value of SArray See Also -------- argmax ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2201-L2231
train
Return the index of the minimum numeric value in an array.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.datetime_to_str
def datetime_to_str(self,format="%Y-%m-%dT%H:%M:%S%ZP"): """ Create a new SArray with all the values cast to str. The string format is specified by the 'format' parameter. Parameters ---------- format : str The format to output the string. Default format is "...
python
def datetime_to_str(self,format="%Y-%m-%dT%H:%M:%S%ZP"): """ Create a new SArray with all the values cast to str. The string format is specified by the 'format' parameter. Parameters ---------- format : str The format to output the string. Default format is "...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2338-L2375
train
Convert the current SArray to a string.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.str_to_datetime
def str_to_datetime(self,format="%Y-%m-%dT%H:%M:%S%ZP"): """ Create a new SArray with all the values cast to datetime. The string format is specified by the 'format' parameter. Parameters ---------- format : str The string format of the input SArray. Default ...
python
def str_to_datetime(self,format="%Y-%m-%dT%H:%M:%S%ZP"): """ Create a new SArray with all the values cast to datetime. The string format is specified by the 'format' parameter. Parameters ---------- format : str The string format of the input SArray. Default ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2377-L2413
train
Convert the string representation of the object to datetime.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.astype
def astype(self, dtype, undefined_on_failure=False): """ Create a new SArray with all values cast to the given type. Throws an exception if the types are not castable to the given type. Parameters ---------- dtype : {int, float, str, list, array.array, dict, datetime.dat...
python
def astype(self, dtype, undefined_on_failure=False): """ Create a new SArray with all values cast to the given type. Throws an exception if the types are not castable to the given type. Parameters ---------- dtype : {int, float, str, list, array.array, dict, datetime.dat...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2480-L2531
train
Returns an SArray with all values cast to the given type.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.clip
def clip(self, lower=float('nan'), upper=float('nan')): """ Create a new SArray with each value clipped to be within the given bounds. In this case, "clipped" means that values below the lower bound will be set to the lower bound value. Values above the upper bound will be set ...
python
def clip(self, lower=float('nan'), upper=float('nan')): """ Create a new SArray with each value clipped to be within the given bounds. In this case, "clipped" means that values below the lower bound will be set to the lower bound value. Values above the upper bound will be set ...
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Create a new SArray with each value clipped to be within the given bounds. In this case, "clipped" means that values below the lower bound will be set to the lower bound value. Values above the upper bound will be set to the upper bound value. This function can operate on SArrays of ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2533-L2573
train
Create a new SArray with each value clipped to be within the given lower and upper bounds.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.clip_lower
def clip_lower(self, threshold): """ Create new SArray with all values clipped to the given lower bound. This function can operate on numeric arrays, as well as vector arrays, in which case each individual element in each vector is clipped. Throws an exception if the SArray is em...
python
def clip_lower(self, threshold): """ Create new SArray with all values clipped to the given lower bound. This function can operate on numeric arrays, as well as vector arrays, in which case each individual element in each vector is clipped. Throws an exception if the SArray is em...
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Create new SArray with all values clipped to the given lower bound. This function can operate on numeric arrays, as well as vector arrays, in which case each individual element in each vector is clipped. Throws an exception if the SArray is empty or the types are non-numeric. Parameters...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2575-L2604
train
Create a new SArray with all values clipped to the given lower bound.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.tail
def tail(self, n=10): """ Get an SArray that contains the last n elements in the SArray. Parameters ---------- n : int The number of elements to fetch Returns ------- out : SArray A new SArray which contains the last n rows of the...
python
def tail(self, n=10): """ Get an SArray that contains the last n elements in the SArray. Parameters ---------- n : int The number of elements to fetch Returns ------- out : SArray A new SArray which contains the last n rows of the...
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Get an SArray that contains the last n elements in the SArray. Parameters ---------- n : int The number of elements to fetch Returns ------- out : SArray A new SArray which contains the last n rows of the current SArray.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2637-L2652
train
Returns an SArray that contains the last n elements in the current SArray.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.fillna
def fillna(self, value): """ Create new SArray with all missing values (None or NaN) filled in with the given value. The size of the new SArray will be the same as the original SArray. If the given value is not the same type as the values in the SArray, `fillna` will att...
python
def fillna(self, value): """ Create new SArray with all missing values (None or NaN) filled in with the given value. The size of the new SArray will be the same as the original SArray. If the given value is not the same type as the values in the SArray, `fillna` will att...
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Create new SArray with all missing values (None or NaN) filled in with the given value. The size of the new SArray will be the same as the original SArray. If the given value is not the same type as the values in the SArray, `fillna` will attempt to convert the value to the original SAr...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2673-L2695
train
Returns a new SArray with all missing values filled in with the given value.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.is_topk
def is_topk(self, topk=10, reverse=False): """ Create an SArray indicating which elements are in the top k. Entries are '1' if the corresponding element in the current SArray is a part of the top k elements, and '0' if that corresponding element is not. Order is descending by de...
python
def is_topk(self, topk=10, reverse=False): """ Create an SArray indicating which elements are in the top k. Entries are '1' if the corresponding element in the current SArray is a part of the top k elements, and '0' if that corresponding element is not. Order is descending by de...
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Create an SArray indicating which elements are in the top k. Entries are '1' if the corresponding element in the current SArray is a part of the top k elements, and '0' if that corresponding element is not. Order is descending by default. Parameters ---------- topk : in...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2697-L2722
train
Return an SArray indicating which elements in the current SArray are in the top k order.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.summary
def summary(self, background=False, sub_sketch_keys=None): """ Summary statistics that can be calculated with one pass over the SArray. Returns a turicreate.Sketch object which can be further queried for many descriptive statistics over this SArray. Many of the statistics are ap...
python
def summary(self, background=False, sub_sketch_keys=None): """ Summary statistics that can be calculated with one pass over the SArray. Returns a turicreate.Sketch object which can be further queried for many descriptive statistics over this SArray. Many of the statistics are ap...
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Summary statistics that can be calculated with one pass over the SArray. Returns a turicreate.Sketch object which can be further queried for many descriptive statistics over this SArray. Many of the statistics are approximate. See the :class:`~turicreate.Sketch` documentation for more d...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2724-L2775
train
Summary statistics for the current object.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.value_counts
def value_counts(self): """ Return an SFrame containing counts of unique values. The resulting SFrame will be sorted in descending frequency. Returns ------- out : SFrame An SFrame containing 2 columns : 'value', and 'count'. The SFrame will be so...
python
def value_counts(self): """ Return an SFrame containing counts of unique values. The resulting SFrame will be sorted in descending frequency. Returns ------- out : SFrame An SFrame containing 2 columns : 'value', and 'count'. The SFrame will be so...
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Return an SFrame containing counts of unique values. The resulting SFrame will be sorted in descending frequency. Returns ------- out : SFrame An SFrame containing 2 columns : 'value', and 'count'. The SFrame will be sorted in descending order by the column 'coun...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2777-L2811
train
Return an SFrame containing counts of unique values.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.append
def append(self, other): """ Append an SArray to the current SArray. Creates a new SArray with the rows from both SArrays. Both SArrays must be of the same type. Parameters ---------- other : SArray Another SArray whose rows are appended to current SArray. ...
python
def append(self, other): """ Append an SArray to the current SArray. Creates a new SArray with the rows from both SArrays. Both SArrays must be of the same type. Parameters ---------- other : SArray Another SArray whose rows are appended to current SArray. ...
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Append an SArray to the current SArray. Creates a new SArray with the rows from both SArrays. Both SArrays must be of the same type. Parameters ---------- other : SArray Another SArray whose rows are appended to current SArray. Returns ------- out : ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2814-L2850
train
Append an SArray to the current SArray.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.unique
def unique(self): """ Get all unique values in the current SArray. Raises a TypeError if the SArray is of dictionary type. Will not necessarily preserve the order of the given SArray in the new SArray. Returns ------- out : SArray A new SArray that ...
python
def unique(self): """ Get all unique values in the current SArray. Raises a TypeError if the SArray is of dictionary type. Will not necessarily preserve the order of the given SArray in the new SArray. Returns ------- out : SArray A new SArray that ...
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Get all unique values in the current SArray. Raises a TypeError if the SArray is of dictionary type. Will not necessarily preserve the order of the given SArray in the new SArray. Returns ------- out : SArray A new SArray that contains the unique values of the curr...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2852-L2876
train
Returns a new SArray containing all unique values in the current SArray.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.show
def show(self, title=LABEL_DEFAULT, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT): """ Visualize the SArray. Notes ----- - The plot will render either inline in a Jupyter Notebook, or in a native GUI window, depending on the value provided in `turicreate.visual...
python
def show(self, title=LABEL_DEFAULT, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT): """ Visualize the SArray. Notes ----- - The plot will render either inline in a Jupyter Notebook, or in a native GUI window, depending on the value provided in `turicreate.visual...
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Visualize the SArray. Notes ----- - The plot will render either inline in a Jupyter Notebook, or in a native GUI window, depending on the value provided in `turicreate.visualization.set_target` (defaults to 'auto'). Parameters ---------- title : str ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2905-L2946
train
Displays the SArray with the specified title xlabel and ylabel.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.plot
def plot(self, title=LABEL_DEFAULT, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT): """ Create a Plot object representing the SArray. Notes ----- - The plot will render either inline in a Jupyter Notebook, or in a native GUI window, depending on the value provided in ...
python
def plot(self, title=LABEL_DEFAULT, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT): """ Create a Plot object representing the SArray. Notes ----- - The plot will render either inline in a Jupyter Notebook, or in a native GUI window, depending on the value provided in ...
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Create a Plot object representing the SArray. Notes ----- - The plot will render either inline in a Jupyter Notebook, or in a native GUI window, depending on the value provided in `turicreate.visualization.set_target` (defaults to 'auto'). Parameters -------...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L2948-L3006
train
Create a plot of the SArray.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.item_length
def item_length(self): """ Length of each element in the current SArray. Only works on SArrays of dict, array, or list type. If a given element is a missing value, then the output elements is also a missing value. This function is equivalent to the following but more performant:...
python
def item_length(self): """ Length of each element in the current SArray. Only works on SArrays of dict, array, or list type. If a given element is a missing value, then the output elements is also a missing value. This function is equivalent to the following but more performant:...
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Length of each element in the current SArray. Only works on SArrays of dict, array, or list type. If a given element is a missing value, then the output elements is also a missing value. This function is equivalent to the following but more performant: sa_item_len = sa.apply(lambd...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L3008-L3043
train
Returns the length of each element in the current SArray.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.random_split
def random_split(self, fraction, seed=None): """ Randomly split the rows of an SArray into two SArrays. The first SArray contains *M* rows, sampled uniformly (without replacement) from the original SArray. *M* is approximately the fraction times the original number of rows. The s...
python
def random_split(self, fraction, seed=None): """ Randomly split the rows of an SArray into two SArrays. The first SArray contains *M* rows, sampled uniformly (without replacement) from the original SArray. *M* is approximately the fraction times the original number of rows. The s...
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Randomly split the rows of an SArray into two SArrays. The first SArray contains *M* rows, sampled uniformly (without replacement) from the original SArray. *M* is approximately the fraction times the original number of rows. The second SArray contains the remaining rows of the original ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L3045-L3081
train
Randomly split the rows of an SArray into two SArrays.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.split_datetime
def split_datetime(self, column_name_prefix = "X", limit=None, timezone=False): """ Splits an SArray of datetime type to multiple columns, return a new SFrame that contains expanded columns. A SArray of datetime will be split by default into an SFrame of 6 columns, one for each y...
python
def split_datetime(self, column_name_prefix = "X", limit=None, timezone=False): """ Splits an SArray of datetime type to multiple columns, return a new SFrame that contains expanded columns. A SArray of datetime will be split by default into an SFrame of 6 columns, one for each y...
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Splits an SArray of datetime type to multiple columns, return a new SFrame that contains expanded columns. A SArray of datetime will be split by default into an SFrame of 6 columns, one for each year/month/day/hour/minute/second element. **Column Naming** When splitting a SArra...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L3083-L3217
train
Splits an SArray of datetime type into multiple columns.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.stack
def stack(self, new_column_name=None, drop_na=False, new_column_type=None): """ Convert a "wide" SArray to one or two "tall" columns in an SFrame by stacking all values. The stack works only for columns of dict, list, or array type. If the column is dict type, two new columns a...
python
def stack(self, new_column_name=None, drop_na=False, new_column_type=None): """ Convert a "wide" SArray to one or two "tall" columns in an SFrame by stacking all values. The stack works only for columns of dict, list, or array type. If the column is dict type, two new columns a...
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Convert a "wide" SArray to one or two "tall" columns in an SFrame by stacking all values. The stack works only for columns of dict, list, or array type. If the column is dict type, two new columns are created as a result of stacking: one column holds the key and another column holds th...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L3219-L3294
train
Convert a wide SArray to one or two tall columns in an SFrame.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.unpack
def unpack(self, column_name_prefix = "X", column_types=None, na_value=None, limit=None): """ Convert an SArray of list, array, or dict type to an SFrame with multiple columns. `unpack` expands an SArray using the values of each list/array/dict as elements in a new SFrame of mul...
python
def unpack(self, column_name_prefix = "X", column_types=None, na_value=None, limit=None): """ Convert an SArray of list, array, or dict type to an SFrame with multiple columns. `unpack` expands an SArray using the values of each list/array/dict as elements in a new SFrame of mul...
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Convert an SArray of list, array, or dict type to an SFrame with multiple columns. `unpack` expands an SArray using the values of each list/array/dict as elements in a new SFrame of multiple columns. For example, an SArray of lists each of length 4 will be expanded into an SFrame of 4 c...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L3296-L3493
train
Convert an SArray of list array or dict type to an SFrame with the given column names and types and values.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.sort
def sort(self, ascending=True): """ Sort all values in this SArray. Sort only works for sarray of type str, int and float, otherwise TypeError will be raised. Creates a new, sorted SArray. Parameters ---------- ascending: boolean, optional If true, th...
python
def sort(self, ascending=True): """ Sort all values in this SArray. Sort only works for sarray of type str, int and float, otherwise TypeError will be raised. Creates a new, sorted SArray. Parameters ---------- ascending: boolean, optional If true, th...
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Sort all values in this SArray. Sort only works for sarray of type str, int and float, otherwise TypeError will be raised. Creates a new, sorted SArray. Parameters ---------- ascending: boolean, optional If true, the sarray values are sorted in ascending order, other...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L3495-L3526
train
Sort all values in this SArray.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.rolling_sum
def rolling_sum(self, window_start, window_end, min_observations=None): """ Calculate a new SArray of the sum of different subsets over this SArray. Also known as a "moving sum" or "running sum". The subset that the sum is calculated over is defined as an inclusive range relativ...
python
def rolling_sum(self, window_start, window_end, min_observations=None): """ Calculate a new SArray of the sum of different subsets over this SArray. Also known as a "moving sum" or "running sum". The subset that the sum is calculated over is defined as an inclusive range relativ...
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Calculate a new SArray of the sum of different subsets over this SArray. Also known as a "moving sum" or "running sum". The subset that the sum is calculated over is defined as an inclusive range relative to the position to each value in the SArray, using `window_start` and `win...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L3640-L3743
train
Calculates the sum of the different subsets over a given time range.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.rolling_max
def rolling_max(self, window_start, window_end, min_observations=None): """ Calculate a new SArray of the maximum value of different subsets over this SArray. The subset that the maximum is calculated over is defined as an inclusive range relative to the position to each value i...
python
def rolling_max(self, window_start, window_end, min_observations=None): """ Calculate a new SArray of the maximum value of different subsets over this SArray. The subset that the maximum is calculated over is defined as an inclusive range relative to the position to each value i...
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Calculate a new SArray of the maximum value of different subsets over this SArray. The subset that the maximum is calculated over is defined as an inclusive range relative to the position to each value in the SArray, using `window_start` and `window_end`. For a better understanding of ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L3745-L3843
train
Calculates the maximum value of the current value in a rolling window over the current value.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.rolling_count
def rolling_count(self, window_start, window_end): """ Count the number of non-NULL values of different subsets over this SArray. The subset that the count is executed on is defined as an inclusive range relative to the position to each value in the SArray, using `window...
python
def rolling_count(self, window_start, window_end): """ Count the number of non-NULL values of different subsets over this SArray. The subset that the count is executed on is defined as an inclusive range relative to the position to each value in the SArray, using `window...
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Count the number of non-NULL values of different subsets over this SArray. The subset that the count is executed on is defined as an inclusive range relative to the position to each value in the SArray, using `window_start` and `window_end`. For a better understanding of this, s...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L4146-L4221
train
Count the number of non - NULL values of different subsets over this SArray.
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apple/turicreate
src/unity/python/turicreate/data_structures/sarray.py
SArray.filter_by
def filter_by(self, values, exclude=False): """ Filter an SArray by values inside an iterable object. The result is an SArray that only includes (or excludes) the values in the given ``values`` :class:`~turicreate.SArray`. If ``values`` is not an SArray, we attempt to convert it...
python
def filter_by(self, values, exclude=False): """ Filter an SArray by values inside an iterable object. The result is an SArray that only includes (or excludes) the values in the given ``values`` :class:`~turicreate.SArray`. If ``values`` is not an SArray, we attempt to convert it...
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Filter an SArray by values inside an iterable object. The result is an SArray that only includes (or excludes) the values in the given ``values`` :class:`~turicreate.SArray`. If ``values`` is not an SArray, we attempt to convert it to one before filtering. Parameters ---------- ...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/data_structures/sarray.py#L4402-L4480
train
Filter an SArray by values inside an iterable object.
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apple/turicreate
src/external/xgboost/subtree/rabit/doc/conf.py
run_build_lib
def run_build_lib(folder): """Run the doxygen make command in the designated folder.""" try: retcode = subprocess.call("cd %s; make" % folder, shell=True) retcode = subprocess.call("rm -rf _build/html/doxygen", shell=True) retcode = subprocess.call("mkdir _build", shell=True) ret...
python
def run_build_lib(folder): """Run the doxygen make command in the designated folder.""" try: retcode = subprocess.call("cd %s; make" % folder, shell=True) retcode = subprocess.call("rm -rf _build/html/doxygen", shell=True) retcode = subprocess.call("mkdir _build", shell=True) ret...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/xgboost/subtree/rabit/doc/conf.py#L153-L164
train
Run the doxygen make command in the designated folder.
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apple/turicreate
src/external/xgboost/subtree/rabit/doc/conf.py
generate_doxygen_xml
def generate_doxygen_xml(app): """Run the doxygen make commands if we're on the ReadTheDocs server""" read_the_docs_build = os.environ.get('READTHEDOCS', None) == 'True' if read_the_docs_build: run_doxygen('..') sys.stderr.write('Check if shared lib exists\n') run_build_lib('..') ...
python
def generate_doxygen_xml(app): """Run the doxygen make commands if we're on the ReadTheDocs server""" read_the_docs_build = os.environ.get('READTHEDOCS', None) == 'True' if read_the_docs_build: run_doxygen('..') sys.stderr.write('Check if shared lib exists\n') run_build_lib('..') ...
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Run the doxygen make commands if we're on the ReadTheDocs server
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/xgboost/subtree/rabit/doc/conf.py#L167-L175
train
Run the doxygen make commands if we re on the ReadTheDocs server
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
MessageToJson
def MessageToJson(message, including_default_value_fields=False, preserving_proto_field_name=False): """Converts protobuf message to JSON format. Args: message: The protocol buffers message instance to serialize. including_default_value_fields: If True, singular primitiv...
python
def MessageToJson(message, including_default_value_fields=False, preserving_proto_field_name=False): """Converts protobuf message to JSON format. Args: message: The protocol buffers message instance to serialize. including_default_value_fields: If True, singular primitiv...
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Converts protobuf message to JSON format. Args: message: The protocol buffers message instance to serialize. including_default_value_fields: If True, singular primitive fields, repeated fields, and map fields will always be serialized. If False, only serialize non-empty fields. Singular mes...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L89-L109
train
Converts a protobuf message to JSON format.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
MessageToDict
def MessageToDict(message, including_default_value_fields=False, preserving_proto_field_name=False): """Converts protobuf message to a JSON dictionary. Args: message: The protocol buffers message instance to serialize. including_default_value_fields: If True, singular pr...
python
def MessageToDict(message, including_default_value_fields=False, preserving_proto_field_name=False): """Converts protobuf message to a JSON dictionary. Args: message: The protocol buffers message instance to serialize. including_default_value_fields: If True, singular pr...
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Converts protobuf message to a JSON dictionary. Args: message: The protocol buffers message instance to serialize. including_default_value_fields: If True, singular primitive fields, repeated fields, and map fields will always be serialized. If False, only serialize non-empty fields. Singul...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L112-L133
train
Converts a protobuf message to a dictionary.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
ParseDict
def ParseDict(js_dict, message, ignore_unknown_fields=False): """Parses a JSON dictionary representation into a message. Args: js_dict: Dict representation of a JSON message. message: A protocol buffer message to merge into. ignore_unknown_fields: If True, do not raise errors for unknown fields. Ret...
python
def ParseDict(js_dict, message, ignore_unknown_fields=False): """Parses a JSON dictionary representation into a message. Args: js_dict: Dict representation of a JSON message. message: A protocol buffer message to merge into. ignore_unknown_fields: If True, do not raise errors for unknown fields. Ret...
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Parses a JSON dictionary representation into a message. Args: js_dict: Dict representation of a JSON message. message: A protocol buffer message to merge into. ignore_unknown_fields: If True, do not raise errors for unknown fields. Returns: The same message passed as argument.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L372-L385
train
Parses a JSON dictionary representation into a protocol buffer message.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_ConvertScalarFieldValue
def _ConvertScalarFieldValue(value, field, require_str=False): """Convert a single scalar field value. Args: value: A scalar value to convert the scalar field value. field: The descriptor of the field to convert. require_str: If True, the field value must be a str. Returns: The converted scalar ...
python
def _ConvertScalarFieldValue(value, field, require_str=False): """Convert a single scalar field value. Args: value: A scalar value to convert the scalar field value. field: The descriptor of the field to convert. require_str: If True, the field value must be a str. Returns: The converted scalar ...
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Convert a single scalar field value. Args: value: A scalar value to convert the scalar field value. field: The descriptor of the field to convert. require_str: If True, the field value must be a str. Returns: The converted scalar field value Raises: ParseError: In case of convert problems.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L606-L648
train
Converts a scalar value to a single scalar field value.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_ConvertInteger
def _ConvertInteger(value): """Convert an integer. Args: value: A scalar value to convert. Returns: The integer value. Raises: ParseError: If an integer couldn't be consumed. """ if isinstance(value, float) and not value.is_integer(): raise ParseError('Couldn\'t parse integer: {0}.'.forma...
python
def _ConvertInteger(value): """Convert an integer. Args: value: A scalar value to convert. Returns: The integer value. Raises: ParseError: If an integer couldn't be consumed. """ if isinstance(value, float) and not value.is_integer(): raise ParseError('Couldn\'t parse integer: {0}.'.forma...
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Convert an integer. Args: value: A scalar value to convert. Returns: The integer value. Raises: ParseError: If an integer couldn't be consumed.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L651-L669
train
Convert an integer.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_ConvertFloat
def _ConvertFloat(value): """Convert an floating point number.""" if value == 'nan': raise ParseError('Couldn\'t parse float "nan", use "NaN" instead.') try: # Assume Python compatible syntax. return float(value) except ValueError: # Check alternative spellings. if value == _NEG_INFINITY: ...
python
def _ConvertFloat(value): """Convert an floating point number.""" if value == 'nan': raise ParseError('Couldn\'t parse float "nan", use "NaN" instead.') try: # Assume Python compatible syntax. return float(value) except ValueError: # Check alternative spellings. if value == _NEG_INFINITY: ...
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Convert an floating point number.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L672-L688
train
Convert a floating point number.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_ConvertBool
def _ConvertBool(value, require_str): """Convert a boolean value. Args: value: A scalar value to convert. require_str: If True, value must be a str. Returns: The bool parsed. Raises: ParseError: If a boolean value couldn't be consumed. """ if require_str: if value == 'true': ret...
python
def _ConvertBool(value, require_str): """Convert a boolean value. Args: value: A scalar value to convert. require_str: If True, value must be a str. Returns: The bool parsed. Raises: ParseError: If a boolean value couldn't be consumed. """ if require_str: if value == 'true': ret...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L691-L714
train
Converts a scalar value to a boolean value.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Printer._MessageToJsonObject
def _MessageToJsonObject(self, message): """Converts message to an object according to Proto3 JSON Specification.""" message_descriptor = message.DESCRIPTOR full_name = message_descriptor.full_name if _IsWrapperMessage(message_descriptor): return self._WrapperMessageToJsonObject(message) if fu...
python
def _MessageToJsonObject(self, message): """Converts message to an object according to Proto3 JSON Specification.""" message_descriptor = message.DESCRIPTOR full_name = message_descriptor.full_name if _IsWrapperMessage(message_descriptor): return self._WrapperMessageToJsonObject(message) if fu...
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Converts message to an object according to Proto3 JSON Specification.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L155-L164
train
Converts a Proto3 message to a JSON object according to Proto3 JSON Specification.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Printer._RegularMessageToJsonObject
def _RegularMessageToJsonObject(self, message, js): """Converts normal message according to Proto3 JSON Specification.""" fields = message.ListFields() try: for field, value in fields: if self.preserving_proto_field_name: name = field.name else: name = field.json_n...
python
def _RegularMessageToJsonObject(self, message, js): """Converts normal message according to Proto3 JSON Specification.""" fields = message.ListFields() try: for field, value in fields: if self.preserving_proto_field_name: name = field.name else: name = field.json_n...
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Converts normal message according to Proto3 JSON Specification.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L166-L225
train
Converts a regular message according to Proto3 JSON Specification.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Printer._FieldToJsonObject
def _FieldToJsonObject(self, field, value): """Converts field value according to Proto3 JSON Specification.""" if field.cpp_type == descriptor.FieldDescriptor.CPPTYPE_MESSAGE: return self._MessageToJsonObject(value) elif field.cpp_type == descriptor.FieldDescriptor.CPPTYPE_ENUM: enum_value = fie...
python
def _FieldToJsonObject(self, field, value): """Converts field value according to Proto3 JSON Specification.""" if field.cpp_type == descriptor.FieldDescriptor.CPPTYPE_MESSAGE: return self._MessageToJsonObject(value) elif field.cpp_type == descriptor.FieldDescriptor.CPPTYPE_ENUM: enum_value = fie...
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Converts field value according to Proto3 JSON Specification.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L227-L256
train
Converts a field value according to Proto3 JSON Specification.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Printer._AnyMessageToJsonObject
def _AnyMessageToJsonObject(self, message): """Converts Any message according to Proto3 JSON Specification.""" if not message.ListFields(): return {} # Must print @type first, use OrderedDict instead of {} js = OrderedDict() type_url = message.type_url js['@type'] = type_url sub_messag...
python
def _AnyMessageToJsonObject(self, message): """Converts Any message according to Proto3 JSON Specification.""" if not message.ListFields(): return {} # Must print @type first, use OrderedDict instead of {} js = OrderedDict() type_url = message.type_url js['@type'] = type_url sub_messag...
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Converts Any message according to Proto3 JSON Specification.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L258-L277
train
Converts Any message according to Proto3 JSON Specification.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Printer._ValueMessageToJsonObject
def _ValueMessageToJsonObject(self, message): """Converts Value message according to Proto3 JSON Specification.""" which = message.WhichOneof('kind') # If the Value message is not set treat as null_value when serialize # to JSON. The parse back result will be different from original message. if whic...
python
def _ValueMessageToJsonObject(self, message): """Converts Value message according to Proto3 JSON Specification.""" which = message.WhichOneof('kind') # If the Value message is not set treat as null_value when serialize # to JSON. The parse back result will be different from original message. if whic...
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Converts Value message according to Proto3 JSON Specification.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L285-L299
train
Converts Value message according to Proto3 JSON Specification.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Printer._StructMessageToJsonObject
def _StructMessageToJsonObject(self, message): """Converts Struct message according to Proto3 JSON Specification.""" fields = message.fields ret = {} for key in fields: ret[key] = self._ValueMessageToJsonObject(fields[key]) return ret
python
def _StructMessageToJsonObject(self, message): """Converts Struct message according to Proto3 JSON Specification.""" fields = message.fields ret = {} for key in fields: ret[key] = self._ValueMessageToJsonObject(fields[key]) return ret
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Converts Struct message according to Proto3 JSON Specification.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L306-L312
train
Converts a Proto3 Struct message according to Proto3 JSON Specification.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Parser.ConvertMessage
def ConvertMessage(self, value, message): """Convert a JSON object into a message. Args: value: A JSON object. message: A WKT or regular protocol message to record the data. Raises: ParseError: In case of convert problems. """ message_descriptor = message.DESCRIPTOR full_name...
python
def ConvertMessage(self, value, message): """Convert a JSON object into a message. Args: value: A JSON object. message: A WKT or regular protocol message to record the data. Raises: ParseError: In case of convert problems. """ message_descriptor = message.DESCRIPTOR full_name...
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Convert a JSON object into a message. Args: value: A JSON object. message: A WKT or regular protocol message to record the data. Raises: ParseError: In case of convert problems.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L398-L415
train
Converts a JSON object into a message.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Parser._ConvertFieldValuePair
def _ConvertFieldValuePair(self, js, message): """Convert field value pairs into regular message. Args: js: A JSON object to convert the field value pairs. message: A regular protocol message to record the data. Raises: ParseError: In case of problems converting. """ names = [] ...
python
def _ConvertFieldValuePair(self, js, message): """Convert field value pairs into regular message. Args: js: A JSON object to convert the field value pairs. message: A regular protocol message to record the data. Raises: ParseError: In case of problems converting. """ names = [] ...
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Convert field value pairs into regular message. Args: js: A JSON object to convert the field value pairs. message: A regular protocol message to record the data. Raises: ParseError: In case of problems converting.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L417-L507
train
Convert field value pairs into a regular protocol message.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Parser._ConvertAnyMessage
def _ConvertAnyMessage(self, value, message): """Convert a JSON representation into Any message.""" if isinstance(value, dict) and not value: return try: type_url = value['@type'] except KeyError: raise ParseError('@type is missing when parsing any message.') sub_message = _Create...
python
def _ConvertAnyMessage(self, value, message): """Convert a JSON representation into Any message.""" if isinstance(value, dict) and not value: return try: type_url = value['@type'] except KeyError: raise ParseError('@type is missing when parsing any message.') sub_message = _Create...
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Convert a JSON representation into Any message.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L509-L531
train
Convert a JSON representation into Any message.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Parser._ConvertWrapperMessage
def _ConvertWrapperMessage(self, value, message): """Convert a JSON representation into Wrapper message.""" field = message.DESCRIPTOR.fields_by_name['value'] setattr(message, 'value', _ConvertScalarFieldValue(value, field))
python
def _ConvertWrapperMessage(self, value, message): """Convert a JSON representation into Wrapper message.""" field = message.DESCRIPTOR.fields_by_name['value'] setattr(message, 'value', _ConvertScalarFieldValue(value, field))
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Convert a JSON representation into Wrapper message.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L574-L577
train
Convert a JSON representation into Wrapper message.
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apple/turicreate
src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py
_Parser._ConvertMapFieldValue
def _ConvertMapFieldValue(self, value, message, field): """Convert map field value for a message map field. Args: value: A JSON object to convert the map field value. message: A protocol message to record the converted data. field: The descriptor of the map field to be converted. Raises:...
python
def _ConvertMapFieldValue(self, value, message, field): """Convert map field value for a message map field. Args: value: A JSON object to convert the map field value. message: A protocol message to record the converted data. field: The descriptor of the map field to be converted. Raises:...
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Convert map field value for a message map field. Args: value: A JSON object to convert the map field value. message: A protocol message to record the converted data. field: The descriptor of the map field to be converted. Raises: ParseError: In case of convert problems.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/json_format.py#L579-L603
train
Convert a JSON object to a protocol message map field value.
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apple/turicreate
src/unity/python/turicreate/visualization/show.py
plot
def plot(x, y, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d visualization, and shows the resulting visualization. Uses the following heuristic to choose the visualization: * If `x` and `y` are bot...
python
def plot(x, y, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d visualization, and shows the resulting visualization. Uses the following heuristic to choose the visualization: * If `x` and `y` are bot...
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Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d visualization, and shows the resulting visualization. Uses the following heuristic to choose the visualization: * If `x` and `y` are both numeric (SArray of int or float), and they contain fewer than or equal to 5,000 value...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/visualization/show.py#L20-L81
train
Plots the data in x and y on the X axis and shows the resulting visualization.
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apple/turicreate
src/unity/python/turicreate/visualization/show.py
show
def show(x, y, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d visualization, and shows the resulting visualization. Uses the following heuristic to choose the visualization: * If `x` and `y` are bot...
python
def show(x, y, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d visualization, and shows the resulting visualization. Uses the following heuristic to choose the visualization: * If `x` and `y` are bot...
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Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d visualization, and shows the resulting visualization. Uses the following heuristic to choose the visualization: * If `x` and `y` are both numeric (SArray of int or float), and they contain fewer than or equal to 5,000 value...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/visualization/show.py#L83-L143
train
Displays the data in x and y on the X axis and the data in y on the Y axis.
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apple/turicreate
src/unity/python/turicreate/visualization/show.py
scatter
def scatter(x, y, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d scatter plot, and returns the resulting Plot object. The function supports SArrays of dtypes: int, float. Parameters -------...
python
def scatter(x, y, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d scatter plot, and returns the resulting Plot object. The function supports SArrays of dtypes: int, float. Parameters -------...
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Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d scatter plot, and returns the resulting Plot object. The function supports SArrays of dtypes: int, float. Parameters ---------- x : SArray The data to plot on the X axis of the scatter plot. Must be nume...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/visualization/show.py#L145-L193
train
Plots the data in x and y on the X axis and returns the resulting Plot object.
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apple/turicreate
src/unity/python/turicreate/visualization/show.py
categorical_heatmap
def categorical_heatmap(x, y, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d categorical heatmap, and returns the resulting Plot object. The function supports SArrays of dtypes str. Parameters ...
python
def categorical_heatmap(x, y, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d categorical heatmap, and returns the resulting Plot object. The function supports SArrays of dtypes str. Parameters ...
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Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d categorical heatmap, and returns the resulting Plot object. The function supports SArrays of dtypes str. Parameters ---------- x : SArray The data to plot on the X axis of the categorical heatmap. Must b...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/visualization/show.py#L195-L242
train
Plots the data in x and y on the X axis and returns the resulting plot object.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGL...
apple/turicreate
src/unity/python/turicreate/visualization/show.py
box_plot
def box_plot(x, y, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d box and whiskers plot, and returns the resulting Plot object. The function x as SArray of dtype str and y as SArray of dtype: int, f...
python
def box_plot(x, y, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d box and whiskers plot, and returns the resulting Plot object. The function x as SArray of dtype str and y as SArray of dtype: int, f...
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Plots the data in `x` on the X axis and the data in `y` on the Y axis in a 2d box and whiskers plot, and returns the resulting Plot object. The function x as SArray of dtype str and y as SArray of dtype: int, float. Parameters ---------- x : SArray The data to plot on the X axis of the b...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/visualization/show.py#L292-L337
train
This function creates a 2d box and whiskers plot.
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apple/turicreate
src/unity/python/turicreate/visualization/show.py
columnwise_summary
def columnwise_summary(sf): """ Plots a columnwise summary of the sframe provided as input, and returns the resulting Plot object. The function supports SFrames. Parameters ---------- sf : SFrame The data to get a columnwise summary for. Returns ------- out : Pl...
python
def columnwise_summary(sf): """ Plots a columnwise summary of the sframe provided as input, and returns the resulting Plot object. The function supports SFrames. Parameters ---------- sf : SFrame The data to get a columnwise summary for. Returns ------- out : Pl...
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Plots a columnwise summary of the sframe provided as input, and returns the resulting Plot object. The function supports SFrames. Parameters ---------- sf : SFrame The data to get a columnwise summary for. Returns ------- out : Plot A :class: Plot object that is t...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/visualization/show.py#L339-L369
train
Returns a columnwise summary plot of the input SFrame.
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apple/turicreate
src/unity/python/turicreate/visualization/show.py
histogram
def histogram(sa, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots a histogram of the sarray provided as input, and returns the resulting Plot object. The function supports numeric SArrays with dtypes int or float. Parameters ---------- sa : SArray The...
python
def histogram(sa, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots a histogram of the sarray provided as input, and returns the resulting Plot object. The function supports numeric SArrays with dtypes int or float. Parameters ---------- sa : SArray The...
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Plots a histogram of the sarray provided as input, and returns the resulting Plot object. The function supports numeric SArrays with dtypes int or float. Parameters ---------- sa : SArray The data to get a histogram for. Must be numeric (int/float). xlabel : str (optional) The...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/visualization/show.py#L371-L411
train
Plots a histogram of the input SArray and returns the resulting Plot object.
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apple/turicreate
src/unity/python/turicreate/visualization/show.py
item_frequency
def item_frequency(sa, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots an item frequency of the sarray provided as input, and returns the resulting Plot object. The function supports SArrays with dtype str. Parameters ---------- sa : SArray The data t...
python
def item_frequency(sa, xlabel=LABEL_DEFAULT, ylabel=LABEL_DEFAULT, title=LABEL_DEFAULT): """ Plots an item frequency of the sarray provided as input, and returns the resulting Plot object. The function supports SArrays with dtype str. Parameters ---------- sa : SArray The data t...
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Plots an item frequency of the sarray provided as input, and returns the resulting Plot object. The function supports SArrays with dtype str. Parameters ---------- sa : SArray The data to get an item frequency for. Must have dtype str xlabel : str (optional) The text label for...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/visualization/show.py#L413-L453
train
Returns the item frequency plot of the input SArray.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGL...
apple/turicreate
deps/src/libevent-2.0.18-stable/event_rpcgen.py
Parse
def Parse(factory, file): """ Parses the input file and returns C code and corresponding header file. """ entities = [] while 1: # Just gets the whole struct nicely formatted data = GetNextStruct(file) if not data: break entities.extend(ProcessStruct(f...
python
def Parse(factory, file): """ Parses the input file and returns C code and corresponding header file. """ entities = [] while 1: # Just gets the whole struct nicely formatted data = GetNextStruct(file) if not data: break entities.extend(ProcessStruct(f...
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Parses the input file and returns C code and corresponding header file.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/deps/src/libevent-2.0.18-stable/event_rpcgen.py#L1509-L1525
train
Parses the input file and returns a list of C code and corresponding header file.
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apple/turicreate
deps/src/libevent-2.0.18-stable/event_rpcgen.py
Struct.EntryTagName
def EntryTagName(self, entry): """Creates the name inside an enumeration for distinguishing data types.""" name = "%s_%s" % (self._name, entry.Name()) return name.upper()
python
def EntryTagName(self, entry): """Creates the name inside an enumeration for distinguishing data types.""" name = "%s_%s" % (self._name, entry.Name()) return name.upper()
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Creates the name inside an enumeration for distinguishing data types.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/deps/src/libevent-2.0.18-stable/event_rpcgen.py#L66-L70
train
Creates the name inside an enumeration for distinguishing data types.
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apple/turicreate
deps/src/libevent-2.0.18-stable/event_rpcgen.py
Struct.PrintIndented
def PrintIndented(self, file, ident, code): """Takes an array, add indentation to each entry and prints it.""" for entry in code: print >>file, '%s%s' % (ident, entry)
python
def PrintIndented(self, file, ident, code): """Takes an array, add indentation to each entry and prints it.""" for entry in code: print >>file, '%s%s' % (ident, entry)
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Takes an array, add indentation to each entry and prints it.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/deps/src/libevent-2.0.18-stable/event_rpcgen.py#L72-L75
train
Takes an array add indentation to each entry and prints it.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGL...
apple/turicreate
deps/src/libevent-2.0.18-stable/event_rpcgen.py
StructCCode.PrintTags
def PrintTags(self, file): """Prints the tag definitions for a structure.""" print >>file, '/* Tag definition for %s */' % self._name print >>file, 'enum %s_ {' % self._name.lower() for entry in self._entries: print >>file, ' %s=%d,' % (self.EntryTagName(entry), ...
python
def PrintTags(self, file): """Prints the tag definitions for a structure.""" print >>file, '/* Tag definition for %s */' % self._name print >>file, 'enum %s_ {' % self._name.lower() for entry in self._entries: print >>file, ' %s=%d,' % (self.EntryTagName(entry), ...
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Prints the tag definitions for a structure.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/deps/src/libevent-2.0.18-stable/event_rpcgen.py#L83-L91
train
Prints the tag definitions for a structure.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGL...
apple/turicreate
src/unity/python/turicreate/aggregate.py
QUANTILE
def QUANTILE(src_column, *args): """ Builtin approximate quantile aggregator for groupby. Accepts as an argument, one or more of a list of quantiles to query. For instance: To extract the median >>> sf.groupby("user", ... {'rating_quantiles':tc.aggregate.QUANTILE('rating', 0.5)}) To...
python
def QUANTILE(src_column, *args): """ Builtin approximate quantile aggregator for groupby. Accepts as an argument, one or more of a list of quantiles to query. For instance: To extract the median >>> sf.groupby("user", ... {'rating_quantiles':tc.aggregate.QUANTILE('rating', 0.5)}) To...
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Builtin approximate quantile aggregator for groupby. Accepts as an argument, one or more of a list of quantiles to query. For instance: To extract the median >>> sf.groupby("user", ... {'rating_quantiles':tc.aggregate.QUANTILE('rating', 0.5)}) To extract a few quantiles >>> sf.groupby(...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/aggregate.py#L226-L259
train
Returns a new resultset that is aggregated by the given quantile values.
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apple/turicreate
src/unity/python/turicreate/toolkits/graph_analytics/kcore.py
create
def create(graph, kmin=0, kmax=10, verbose=True): """ Compute the K-core decomposition of the graph. Return a model object with total number of cores as well as the core id for each vertex in the graph. Parameters ---------- graph : SGraph The graph on which to compute the k-core decomp...
python
def create(graph, kmin=0, kmax=10, verbose=True): """ Compute the K-core decomposition of the graph. Return a model object with total number of cores as well as the core id for each vertex in the graph. Parameters ---------- graph : SGraph The graph on which to compute the k-core decomp...
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Compute the K-core decomposition of the graph. Return a model object with total number of cores as well as the core id for each vertex in the graph. Parameters ---------- graph : SGraph The graph on which to compute the k-core decomposition. kmin : int, optional Minimum core id. Ve...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/graph_analytics/kcore.py#L86-L150
train
Compute the K - Core decomposition of the graph.
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apple/turicreate
src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_utils.py
raise_error_unsupported_categorical_option
def raise_error_unsupported_categorical_option(option_name, option_value, layer_type, layer_name): """ Raise an error if an option is not supported. """ raise RuntimeError("Unsupported option %s=%s in layer %s(%s)" % (option_name, option_value, layer_type, layer_name))
python
def raise_error_unsupported_categorical_option(option_name, option_value, layer_type, layer_name): """ Raise an error if an option is not supported. """ raise RuntimeError("Unsupported option %s=%s in layer %s(%s)" % (option_name, option_value, layer_type, layer_name))
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Raise an error if an option is not supported.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_utils.py#L7-L12
train
Raise an error if an option is not supported in a categorical layer.
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apple/turicreate
src/external/coremltools_wrap/coremltools/coremltools/models/_feature_management.py
process_or_validate_classifier_output_features
def process_or_validate_classifier_output_features( output_features, class_labels, supports_class_scores = True): """ Given a list of class labels and a list of output_features, validate the list and return a valid version of output_features with all the correct data type information included. ...
python
def process_or_validate_classifier_output_features( output_features, class_labels, supports_class_scores = True): """ Given a list of class labels and a list of output_features, validate the list and return a valid version of output_features with all the correct data type information included. ...
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Given a list of class labels and a list of output_features, validate the list and return a valid version of output_features with all the correct data type information included.
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/coremltools/models/_feature_management.py#L19-L103
train
Given a list of output features and a list of class labels and a list of output_features validate the list and return a valid version of output_features with all the correct data type information included.
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apple/turicreate
src/external/coremltools_wrap/coremltools/coremltools/models/_feature_management.py
process_or_validate_features
def process_or_validate_features(features, num_dimensions = None, feature_type_map = {}): """ Puts features into a standard form from a number of different possible forms. The standard form is a list of 2-tuples of (name, datatype) pairs. The name is a string and the datatype is an object as defined i...
python
def process_or_validate_features(features, num_dimensions = None, feature_type_map = {}): """ Puts features into a standard form from a number of different possible forms. The standard form is a list of 2-tuples of (name, datatype) pairs. The name is a string and the datatype is an object as defined i...
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Puts features into a standard form from a number of different possible forms. The standard form is a list of 2-tuples of (name, datatype) pairs. The name is a string and the datatype is an object as defined in the _datatype module. The possible input forms are as follows: * A list of strings. in t...
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74514c3f99e25b46f22c6e02977fe3da69221c2e
https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/external/coremltools_wrap/coremltools/coremltools/models/_feature_management.py#L130-L317
train
This function processes the features and validates them against the standard form.
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