Snorkel
v0.9.1
Package Reference
Snorkel Analysis Package
Snorkel Augmentation Package
Snorkel Classification Package
Snorkel Labeling Package
Snorkel Map Package
Snorkel Preprocess Package
Snorkel Slicing Package
Snorkel Utils Package
Snorkel
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Index
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A
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B
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C
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D
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E
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F
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G
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I
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K
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L
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M
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N
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O
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P
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R
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S
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T
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U
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W
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X
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Y
_
__call__() (snorkel.augmentation.transformation_function method)
(snorkel.augmentation.TransformationFunction method)
(snorkel.labeling.LabelingFunction method)
(snorkel.labeling.labeling_function method)
(snorkel.labeling.lf.nlp.NLPLabelingFunction method)
(snorkel.labeling.lf.nlp.nlp_labeling_function method)
(snorkel.labeling.lf.nlp_spark.SparkNLPLabelingFunction method)
(snorkel.labeling.lf.nlp_spark.spark_nlp_labeling_function method)
(snorkel.map.BaseMapper method)
(snorkel.map.LambdaMapper method)
(snorkel.map.Mapper method)
(snorkel.map.lambda_mapper method)
(snorkel.preprocess.LambdaPreprocessor method)
(snorkel.preprocess.Preprocessor method)
(snorkel.preprocess.nlp.SpacyPreprocessor method)
(snorkel.preprocess.preprocessor method)
(snorkel.slicing.SlicingFunction method)
(snorkel.slicing.sf.nlp.NLPSlicingFunction method)
(snorkel.slicing.sf.nlp.nlp_slicing_function method)
(snorkel.slicing.slicing_function method)
__init__() (snorkel.analysis.Scorer method)
(snorkel.augmentation.ApplyAllPolicy method)
(snorkel.augmentation.ApplyEachPolicy method)
(snorkel.augmentation.ApplyOnePolicy method)
(snorkel.augmentation.MeanFieldPolicy method)
(snorkel.augmentation.PandasTFApplier method)
(snorkel.augmentation.RandomPolicy method)
(snorkel.augmentation.TFApplier method)
(snorkel.augmentation.TransformationFunction method)
(snorkel.augmentation.transformation_function method)
(snorkel.classification.Checkpointer method)
(snorkel.classification.CheckpointerConfig method)
(snorkel.classification.DictDataLoader method)
(snorkel.classification.DictDataset method)
(snorkel.classification.LogManager method)
(snorkel.classification.LogManagerConfig method)
(snorkel.classification.LogWriter method)
(snorkel.classification.LogWriterConfig method)
(snorkel.classification.MultitaskClassifier method)
(snorkel.classification.Operation method)
(snorkel.classification.Task method)
(snorkel.classification.TensorBoardWriter method)
(snorkel.classification.Trainer method)
(snorkel.labeling.LFAnalysis method)
(snorkel.labeling.LFApplier method)
(snorkel.labeling.LabelModel method)
(snorkel.labeling.LabelingFunction method)
(snorkel.labeling.MajorityClassVoter method)
(snorkel.labeling.MajorityLabelVoter method)
(snorkel.labeling.PandasLFApplier method)
(snorkel.labeling.RandomVoter method)
(snorkel.labeling.apply.dask.DaskLFApplier method)
(snorkel.labeling.apply.dask.PandasParallelLFApplier method)
(snorkel.labeling.apply.spark.SparkLFApplier method)
(snorkel.labeling.labeling_function method)
(snorkel.labeling.lf.nlp.NLPLabelingFunction method)
(snorkel.labeling.lf.nlp.nlp_labeling_function method)
(snorkel.labeling.lf.nlp_spark.SparkNLPLabelingFunction method)
(snorkel.labeling.lf.nlp_spark.spark_nlp_labeling_function method)
(snorkel.map.BaseMapper method)
(snorkel.map.LambdaMapper method)
(snorkel.map.Mapper method)
(snorkel.map.lambda_mapper method)
(snorkel.preprocess.LambdaPreprocessor method)
(snorkel.preprocess.Preprocessor method)
(snorkel.preprocess.nlp.SpacyPreprocessor method)
(snorkel.preprocess.preprocessor method)
(snorkel.slicing.PandasSFApplier method)
(snorkel.slicing.SFApplier method)
(snorkel.slicing.SliceAwareClassifier method)
(snorkel.slicing.SliceCombinerModule method)
(snorkel.slicing.SlicingFunction method)
(snorkel.slicing.apply.dask.DaskSFApplier method)
(snorkel.slicing.apply.dask.PandasParallelSFApplier method)
(snorkel.slicing.sf.nlp.NLPSlicingFunction method)
(snorkel.slicing.sf.nlp.nlp_slicing_function method)
(snorkel.slicing.slicing_function method)
A
add_scalar() (snorkel.classification.LogWriter method)
(snorkel.classification.TensorBoardWriter method)
add_slice_labels() (in module snorkel.slicing)
add_task() (snorkel.classification.MultitaskClassifier method)
(snorkel.slicing.SliceAwareClassifier method)
apply() (snorkel.augmentation.PandasTFApplier method)
(snorkel.augmentation.TFApplier method)
(snorkel.labeling.LFApplier method)
(snorkel.labeling.PandasLFApplier method)
(snorkel.labeling.apply.dask.DaskLFApplier method)
(snorkel.labeling.apply.dask.PandasParallelLFApplier method)
(snorkel.labeling.apply.spark.SparkLFApplier method)
(snorkel.slicing.PandasSFApplier method)
(snorkel.slicing.SFApplier method)
(snorkel.slicing.apply.dask.DaskSFApplier method)
(snorkel.slicing.apply.dask.PandasParallelSFApplier method)
apply_generator() (snorkel.augmentation.PandasTFApplier method)
(snorkel.augmentation.TFApplier method)
ApplyAllPolicy (class in snorkel.augmentation)
ApplyEachPolicy (class in snorkel.augmentation)
ApplyOnePolicy (class in snorkel.augmentation)
B
base_task (snorkel.slicing.SliceAwareClassifier attribute)
BaseMapper (class in snorkel.map)
BasePreprocessor (in module snorkel.preprocess)
batch_scheduler (snorkel.classification.Trainer attribute)
C
calculate_loss() (snorkel.classification.MultitaskClassifier method)
(snorkel.slicing.SliceAwareClassifier method)
cardinality (snorkel.labeling.LabelModel attribute)
checkpoint() (snorkel.classification.Checkpointer method)
checkpoint_clear() (snorkel.classification.CheckpointerConfig property)
checkpoint_dir() (snorkel.classification.CheckpointerConfig property)
checkpoint_factor() (snorkel.classification.CheckpointerConfig property)
checkpoint_metric() (snorkel.classification.CheckpointerConfig property)
checkpoint_runway() (snorkel.classification.CheckpointerConfig property)
checkpoint_task_metrics() (snorkel.classification.CheckpointerConfig property)
Checkpointer (class in snorkel.classification)
checkpointer (snorkel.classification.Trainer attribute)
CheckpointerConfig (class in snorkel.classification)
cleanup() (snorkel.classification.LogManager method)
(snorkel.classification.LogWriter method)
(snorkel.classification.TensorBoardWriter method)
clear() (snorkel.classification.Checkpointer method)
config (snorkel.classification.LogWriter attribute)
(snorkel.classification.MultitaskClassifier attribute)
(snorkel.classification.Trainer attribute)
(snorkel.labeling.LabelModel attribute)
convert_to_slice_tasks() (in module snorkel.slicing)
count() (snorkel.classification.CheckpointerConfig method)
(snorkel.classification.LogManagerConfig method)
(snorkel.classification.LogWriterConfig method)
counter_unit() (snorkel.classification.LogManagerConfig property)
cross_entropy_with_probs() (in module snorkel.classification)
D
DaskLFApplier (class in snorkel.labeling.apply.dask)
DaskSFApplier (class in snorkel.slicing.apply.dask)
DictDataLoader (class in snorkel.classification)
DictDataset (class in snorkel.classification)
E
evaluation_freq() (snorkel.classification.LogManagerConfig property)
F
fault_tolerant (snorkel.labeling.LabelingFunction attribute)
(snorkel.labeling.lf.nlp.NLPLabelingFunction attribute)
(snorkel.labeling.lf.nlp_spark.SparkNLPLabelingFunction attribute)
(snorkel.slicing.sf.nlp.NLPSlicingFunction attribute)
field_names (snorkel.map.Mapper attribute)
filter_labels() (in module snorkel.utils)
filter_unlabeled_dataframe() (in module snorkel.labeling)
fit() (snorkel.classification.Trainer method)
(snorkel.labeling.LabelModel method)
(snorkel.labeling.MajorityClassVoter method)
(snorkel.labeling.MajorityLabelVoter method)
(snorkel.labeling.RandomVoter method)
forward() (snorkel.classification.MultitaskClassifier method)
(snorkel.slicing.SliceAwareClassifier method)
from_tensors() (snorkel.classification.DictDataset class method)
G
generate() (snorkel.augmentation.ApplyAllPolicy method)
(snorkel.augmentation.ApplyEachPolicy method)
(snorkel.augmentation.ApplyOnePolicy method)
(snorkel.augmentation.MeanFieldPolicy method)
(snorkel.augmentation.RandomPolicy method)
generate_for_example() (snorkel.augmentation.ApplyAllPolicy method)
(snorkel.augmentation.ApplyEachPolicy method)
(snorkel.augmentation.ApplyOnePolicy method)
(snorkel.augmentation.MeanFieldPolicy method)
(snorkel.augmentation.RandomPolicy method)
get_conditional_probs() (snorkel.labeling.LabelModel method)
(snorkel.labeling.MajorityClassVoter method)
(snorkel.labeling.MajorityLabelVoter method)
(snorkel.labeling.RandomVoter method)
get_label_buckets() (in module snorkel.analysis)
get_weights() (snorkel.labeling.LabelModel method)
(snorkel.labeling.MajorityClassVoter method)
(snorkel.labeling.MajorityLabelVoter method)
(snorkel.labeling.RandomVoter method)
I
index() (snorkel.classification.CheckpointerConfig method)
(snorkel.classification.LogManagerConfig method)
(snorkel.classification.LogWriterConfig method)
inputs (snorkel.classification.Operation attribute)
K
keep_original (snorkel.augmentation.ApplyAllPolicy attribute)
(snorkel.augmentation.ApplyEachPolicy attribute)
(snorkel.augmentation.MeanFieldPolicy attribute)
(snorkel.augmentation.RandomPolicy attribute)
L
L (snorkel.labeling.LFAnalysis attribute)
label_conflict() (snorkel.labeling.LFAnalysis method)
label_coverage() (snorkel.labeling.LFAnalysis method)
label_overlap() (snorkel.labeling.LFAnalysis method)
labeling_function (class in snorkel.labeling)
LabelingFunction (class in snorkel.labeling)
LabelModel (class in snorkel.labeling)
lambda_mapper (class in snorkel.map)
LambdaMapper (class in snorkel.map)
LambdaPreprocessor (class in snorkel.preprocess)
lf_conflicts() (snorkel.labeling.LFAnalysis method)
lf_coverages() (snorkel.labeling.LFAnalysis method)
lf_empirical_accuracies() (snorkel.labeling.LFAnalysis method)
lf_empirical_probs() (snorkel.labeling.LFAnalysis method)
lf_overlaps() (snorkel.labeling.LFAnalysis method)
lf_polarities() (snorkel.labeling.LFAnalysis method)
lf_summary() (snorkel.labeling.LFAnalysis method)
LFAnalysis (class in snorkel.labeling)
LFApplier (class in snorkel.labeling)
load() (snorkel.classification.MultitaskClassifier method)
(snorkel.labeling.LabelModel static method)
(snorkel.labeling.MajorityClassVoter static method)
(snorkel.labeling.MajorityLabelVoter static method)
(snorkel.labeling.RandomVoter static method)
(snorkel.slicing.SliceAwareClassifier method)
load_best_model() (snorkel.classification.Checkpointer method)
log_dir (snorkel.classification.LogWriter attribute)
log_dir() (snorkel.classification.LogWriterConfig property)
log_manager (snorkel.classification.Trainer attribute)
log_writer (snorkel.classification.Trainer attribute)
LogManager (class in snorkel.classification)
LogManagerConfig (class in snorkel.classification)
LogWriter (class in snorkel.classification)
LogWriterConfig (class in snorkel.classification)
loss_func (snorkel.classification.Task attribute)
loss_funcs (snorkel.classification.MultitaskClassifier attribute)
lr_scheduler (snorkel.classification.Trainer attribute)
M
MajorityClassVoter (class in snorkel.labeling)
MajorityLabelVoter (class in snorkel.labeling)
make_slice_dataloader() (snorkel.slicing.SliceAwareClassifier method)
make_spark_mapper() (in module snorkel.map.spark)
make_spark_preprocessor() (in module snorkel.preprocess.spark)
mapped_field_names (snorkel.map.Mapper attribute)
Mapper (class in snorkel.map)
MeanFieldPolicy (class in snorkel.augmentation)
memoize (snorkel.map.BaseMapper attribute)
(snorkel.map.Mapper attribute)
(snorkel.map.lambda_mapper attribute)
metric_score() (in module snorkel.analysis)
metrics (snorkel.analysis.Scorer attribute)
module_name (snorkel.classification.Operation attribute)
module_pool (snorkel.classification.MultitaskClassifier attribute)
(snorkel.classification.Task attribute)
MultitaskClassifier (class in snorkel.classification)
N
n (snorkel.augmentation.ApplyAllPolicy attribute)
(snorkel.augmentation.ApplyEachPolicy attribute)
(snorkel.augmentation.MeanFieldPolicy attribute)
(snorkel.augmentation.RandomPolicy attribute)
n_per_original (snorkel.augmentation.ApplyAllPolicy attribute)
(snorkel.augmentation.ApplyEachPolicy attribute)
(snorkel.augmentation.MeanFieldPolicy attribute)
(snorkel.augmentation.RandomPolicy attribute)
name (snorkel.classification.DictDataset attribute)
(snorkel.classification.MultitaskClassifier attribute)
(snorkel.classification.Operation attribute)
(snorkel.classification.Task attribute)
(snorkel.classification.Trainer attribute)
(snorkel.labeling.LabelingFunction attribute)
(snorkel.labeling.lf.nlp.NLPLabelingFunction attribute)
(snorkel.labeling.lf.nlp_spark.SparkNLPLabelingFunction attribute)
(snorkel.slicing.sf.nlp.NLPSlicingFunction attribute)
nlp_labeling_function (class in snorkel.labeling.lf.nlp)
nlp_slicing_function (class in snorkel.slicing.sf.nlp)
NLPLabelingFunction (class in snorkel.labeling.lf.nlp)
NLPSlicingFunction (class in snorkel.slicing.sf.nlp)
O
op_sequence (snorkel.classification.Task attribute)
op_sequences (snorkel.classification.MultitaskClassifier attribute)
Operation (class in snorkel.classification)
optimizer (snorkel.classification.Trainer attribute)
output_func (snorkel.classification.Task attribute)
output_funcs (snorkel.classification.MultitaskClassifier attribute)
P
PandasLFApplier (class in snorkel.labeling)
PandasParallelLFApplier (class in snorkel.labeling.apply.dask)
PandasParallelSFApplier (class in snorkel.slicing.apply.dask)
PandasSFApplier (class in snorkel.slicing)
PandasTFApplier (class in snorkel.augmentation)
predict() (snorkel.classification.MultitaskClassifier method)
(snorkel.labeling.LabelModel method)
(snorkel.labeling.MajorityClassVoter method)
(snorkel.labeling.MajorityLabelVoter method)
(snorkel.labeling.RandomVoter method)
(snorkel.slicing.SliceAwareClassifier method)
predict_proba() (snorkel.labeling.LabelModel method)
(snorkel.labeling.MajorityClassVoter method)
(snorkel.labeling.MajorityLabelVoter method)
(snorkel.labeling.RandomVoter method)
preds_to_probs() (in module snorkel.utils)
Preprocessor (class in snorkel.preprocess)
preprocessor (class in snorkel.preprocess)
probs_to_preds() (in module snorkel.utils)
R
RandomPolicy (class in snorkel.augmentation)
RandomVoter (class in snorkel.labeling)
reset() (snorkel.classification.LogManager method)
reset_cache() (snorkel.augmentation.TransformationFunction method)
(snorkel.map.BaseMapper method)
(snorkel.map.LambdaMapper method)
(snorkel.map.Mapper method)
(snorkel.preprocess.LambdaPreprocessor method)
(snorkel.preprocess.Preprocessor method)
(snorkel.preprocess.nlp.SpacyPreprocessor method)
run() (snorkel.augmentation.TransformationFunction method)
(snorkel.map.Mapper method)
(snorkel.preprocess.Preprocessor method)
(snorkel.preprocess.nlp.SpacyPreprocessor method)
run_log (snorkel.classification.LogWriter attribute)
run_name (snorkel.classification.LogWriter attribute)
run_name() (snorkel.classification.LogWriterConfig property)
S
save() (snorkel.classification.MultitaskClassifier method)
(snorkel.labeling.LabelModel method)
(snorkel.labeling.MajorityClassVoter method)
(snorkel.labeling.MajorityLabelVoter method)
(snorkel.labeling.RandomVoter method)
(snorkel.slicing.SliceAwareClassifier method)
score() (snorkel.analysis.Scorer method)
(snorkel.classification.MultitaskClassifier method)
(snorkel.labeling.LabelModel method)
(snorkel.labeling.MajorityClassVoter method)
(snorkel.labeling.MajorityLabelVoter method)
(snorkel.labeling.RandomVoter method)
(snorkel.slicing.SliceAwareClassifier method)
score_slices() (snorkel.analysis.Scorer method)
(snorkel.slicing.SliceAwareClassifier method)
Scorer (class in snorkel.analysis)
scorer (snorkel.classification.Task attribute)
scorers (snorkel.classification.MultitaskClassifier attribute)
seed (snorkel.labeling.LabelModel attribute)
sequence_length (snorkel.augmentation.MeanFieldPolicy attribute)
(snorkel.augmentation.RandomPolicy attribute)
set_seed() (in module snorkel.utils)
SFApplier (class in snorkel.slicing)
slice_dataframe() (in module snorkel.slicing)
slice_ind_key (snorkel.slicing.SliceCombinerModule attribute)
slice_names (snorkel.slicing.SliceAwareClassifier attribute)
slice_pred_feat_key (snorkel.slicing.SliceCombinerModule attribute)
slice_pred_key (snorkel.slicing.SliceCombinerModule attribute)
SliceAwareClassifier (class in snorkel.slicing)
SliceCombinerModule (class in snorkel.slicing)
slicing_function (class in snorkel.slicing)
SlicingFunction (class in snorkel.slicing)
SpacyPreprocessor (class in snorkel.preprocess.nlp)
spark_nlp_labeling_function (class in snorkel.labeling.lf.nlp_spark)
SparkLFApplier (class in snorkel.labeling.apply.spark)
SparkNLPLabelingFunction (class in snorkel.labeling.lf.nlp_spark)
SparkSFApplier (in module snorkel.slicing.apply.spark)
split (snorkel.classification.DictDataset attribute)
T
Task (class in snorkel.classification)
task_names (snorkel.classification.MultitaskClassifier attribute)
TensorBoardWriter (class in snorkel.classification)
TFApplier (class in snorkel.augmentation)
to_int_label_array() (in module snorkel.utils)
Trainer (class in snorkel.classification)
transformation_function (class in snorkel.augmentation)
TransformationFunction (class in snorkel.augmentation)
trigger_checkpointing() (snorkel.classification.LogManager method)
trigger_evaluation() (snorkel.classification.LogManager method)
U
update() (snorkel.classification.LogManager method)
W
write_config() (snorkel.classification.LogWriter method)
(snorkel.classification.TensorBoardWriter method)
write_json() (snorkel.classification.LogWriter method)
(snorkel.classification.TensorBoardWriter method)
write_log() (snorkel.classification.LogWriter method)
(snorkel.classification.TensorBoardWriter method)
write_text() (snorkel.classification.LogWriter method)
(snorkel.classification.TensorBoardWriter method)
writer (snorkel.classification.TensorBoardWriter attribute)
X
X_dict (snorkel.classification.DictDataset attribute)
Y
Y_dict (snorkel.classification.DictDataset attribute)
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