haystack/test/samples/pipeline/test_pipeline.yaml
tstadel 14515a861b
Tutorial for DocumentClassifier at Index Time (#1697)
* basic example of document classifier in preprocessing logic

* add batch_size to TransformersDocumentClassifier

* complete tutorial16

* Add latest docstring and tutorial changes

* fix missing batch_size

* add notebook

* test for batch_size use added

* add tutorial 16 to headers.py

* Add latest docstring and tutorial changes

* make DocumentClassifier indexing pipeline rdy

* Add latest docstring and tutorial changes

* flexibility improvements for DocumentClassifier in Pipelines

* Add latest docstring and tutorial changes

* fix index time usage

* remove query from documentclassifier tests

* improve classification_field resolving + minor fixes

* Add latest docstring and tutorial changes

* tutorial 16 extended with zero shot and pipelines

* Add latest docstring and tutorial changes

* install graphviz in notebook

* Add latest docstring and tutorial changes

* remove convert_to_dicts

* Add latest docstring and tutorial changes

* Fix typo

* Add latest docstring and tutorial changes

* remove retriever from indexing pipeline

* Add latest docstring and tutorial changes

* fix save_to_yaml when using FileTypeClassifier

* emphasize the impact with zero shot classification

* Add latest docstring and tutorial changes

* adjust use_gpu to boolean in test

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Malte Pietsch <malte.pietsch@deepset.ai>
2021-11-09 18:43:00 +01:00

103 lines
2.4 KiB
YAML

version: '0.7'
components:
- name: Reader
type: FARMReader
params:
no_ans_boost: -10
model_name_or_path: deepset/roberta-base-squad2
- name: ESRetriever
type: ElasticsearchRetriever
params:
document_store: DocumentStore
custom_query: null
- name: DocumentStore
type: ElasticsearchDocumentStore
params:
index: haystack_test
label_index: haystack_test_label
- name: PDFConverter
type: PDFToTextConverter
params:
remove_numeric_tables: false
- name: Preprocessor
type: PreProcessor
params:
clean_whitespace: true
- name: IndexTimeDocumentClassifier
type: TransformersDocumentClassifier
params:
batch_size: 16
use_gpu: -1
- name: QueryTimeDocumentClassifier
type: TransformersDocumentClassifier
params:
use_gpu: -1
pipelines:
- name: query_pipeline
type: Pipeline
nodes:
- name: ESRetriever
inputs: [Query]
- name: Reader
inputs: [ESRetriever]
- name: ray_query_pipeline
type: RayPipeline
nodes:
- name: ESRetriever
replicas: 2
inputs: [ Query ]
- name: Reader
inputs: [ ESRetriever ]
- name: query_pipeline_with_document_classifier
type: Pipeline
nodes:
- name: ESRetriever
inputs: [Query]
- name: QueryTimeDocumentClassifier
inputs: [ESRetriever]
- name: Reader
inputs: [QueryTimeDocumentClassifier]
- name: indexing_pipeline
type: Pipeline
nodes:
- name: PDFConverter
inputs: [File]
- name: Preprocessor
inputs: [PDFConverter]
- name: ESRetriever
inputs: [Preprocessor]
- name: DocumentStore
inputs: [ESRetriever]
- name: indexing_text_pipeline
type: Pipeline
nodes:
- name: TextConverter
inputs: [File]
- name: Preprocessor
inputs: [TextConverter]
- name: ESRetriever
inputs: [Preprocessor]
- name: DocumentStore
inputs: [ESRetriever]
- name: indexing_pipeline_with_classifier
type: Pipeline
nodes:
- name: PDFConverter
inputs: [File]
- name: Preprocessor
inputs: [PDFConverter]
- name: IndexTimeDocumentClassifier
inputs: [Preprocessor]
- name: ESRetriever
inputs: [IndexTimeDocumentClassifier]
- name: DocumentStore
inputs: [ESRetriever]