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[ML] Text expansion model config support (#520)

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David Kyle 2023-03-08 15:40:14 +00:00 committed by GitHub
parent d5578637cb
commit 7f4687c791
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3 changed files with 30 additions and 15 deletions
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12
eland/ml/pytorch/nlp_ml_model.py
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@ -244,6 +244,18 @@ class TextEmbeddingInferenceOptions(InferenceConfig):
self.results_field = results_field self.results_field = results_field
class TextExpansionInferenceOptions(InferenceConfig):
def __init__(
self,
*,
tokenization: NlpTokenizationConfig,
results_field: t.Optional[str] = None,
):
super().__init__(configuration_type="text_expansion")
self.tokenization = tokenization
self.results_field = results_field
class TrainedModelInput: class TrainedModelInput:
def __init__(self, *, field_names: t.List[str]): def __init__(self, *, field_names: t.List[str]):
self.field_names = field_names self.field_names = field_names

3
eland/ml/pytorch/transformers.py
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@ -51,6 +51,7 @@ from eland.ml.pytorch.nlp_ml_model import (
QuestionAnsweringInferenceOptions, QuestionAnsweringInferenceOptions,
TextClassificationInferenceOptions, TextClassificationInferenceOptions,
TextEmbeddingInferenceOptions, TextEmbeddingInferenceOptions,
TextExpansionInferenceOptions,
TextSimilarityInferenceOptions, TextSimilarityInferenceOptions,
TrainedModelInput, TrainedModelInput,
ZeroShotClassificationInferenceOptions, ZeroShotClassificationInferenceOptions,
@ -63,6 +64,7 @@ SUPPORTED_TASK_TYPES = {
"ner", "ner",
"text_classification", "text_classification",
"text_embedding", "text_embedding",
"text_expansion",
"zero_shot_classification", "zero_shot_classification",
"question_answering", "question_answering",
"text_similarity", "text_similarity",
@ -83,6 +85,7 @@ ZERO_SHOT_LABELS = {"contradiction", "neutral", "entailment"}
TASK_TYPE_TO_INFERENCE_CONFIG = { TASK_TYPE_TO_INFERENCE_CONFIG = {
"fill_mask": FillMaskInferenceOptions, "fill_mask": FillMaskInferenceOptions,
"ner": NerInferenceOptions, "ner": NerInferenceOptions,
"text_expansion": TextExpansionInferenceOptions,
"text_classification": TextClassificationInferenceOptions, "text_classification": TextClassificationInferenceOptions,
"text_embedding": TextEmbeddingInferenceOptions, "text_embedding": TextEmbeddingInferenceOptions,
"zero_shot_classification": ZeroShotClassificationInferenceOptions, "zero_shot_classification": ZeroShotClassificationInferenceOptions,

30
tests/notebook/test_plotting.ipynb
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