From 5b457b3668ccea505f3540635692306401c1c42c Mon Sep 17 00:00:00 2001 From: Alexander-D-Karpov Date: Mon, 20 Nov 2023 22:22:19 +0300 Subject: [PATCH] updated neuro and similarity search, moved to elastic 8 --- akarpov/files/documents.py | 31 + akarpov/files/search_indexes.py | 17 - akarpov/files/services/search.py | 90 +- akarpov/files/tasks.py | 20 +- akarpov/files/views.py | 2 +- config/settings/base.py | 22 +- local.yml | 4 +- poetry.lock | 3483 ++++++++++++++---------------- pyproject.toml | 4 +- 9 files changed, 1723 insertions(+), 1950 deletions(-) create mode 100644 akarpov/files/documents.py delete mode 100644 akarpov/files/search_indexes.py diff --git a/akarpov/files/documents.py b/akarpov/files/documents.py new file mode 100644 index 0000000..7602064 --- /dev/null +++ b/akarpov/files/documents.py @@ -0,0 +1,31 @@ +from django_elasticsearch_dsl import Document +from django_elasticsearch_dsl.registries import registry + +from akarpov.files.models import File + + +@registry.register_document +class FileDocument(Document): + class Index: + name = "files" + settings = {"number_of_shards": 1, "number_of_replicas": 0} + + class Django: + model = File + fields = [ + "name", + "description", + "content", + ] + + def prepare_description(self, instance): + # This method is called for every instance before indexing + return instance.description or "" + + def prepare_content(self, instance): + # This method is called for every instance before indexing + return ( + instance.content.decode("utf-8") + if isinstance(instance.content, bytes) + else instance.content + ) diff --git a/akarpov/files/search_indexes.py b/akarpov/files/search_indexes.py deleted file mode 100644 index c898061..0000000 --- a/akarpov/files/search_indexes.py +++ /dev/null @@ -1,17 +0,0 @@ -from haystack import indexes - -from .models import File - - -class FileIndex(indexes.SearchIndex, indexes.Indexable): - text = indexes.CharField(document=True, use_template=True) - name = indexes.CharField(model_attr="name", default="") - description = indexes.CharField(model_attr="description", default="") - content = indexes.CharField(model_attr="content", default="") - - def get_model(self): - return File - - def index_queryset(self, using=None): - # Return the default queryset to be used for indexing. - return self.get_model().objects.all() diff --git a/akarpov/files/services/search.py b/akarpov/files/services/search.py index 4ef772e..452750a 100644 --- a/akarpov/files/services/search.py +++ b/akarpov/files/services/search.py @@ -4,11 +4,13 @@ from django.conf import settings from django.contrib.postgres.search import TrigramSimilarity -from django.db.models import F, Func, Q, QuerySet -from haystack.query import SearchQuerySet +from django.db.models import Case, F, FloatField, Func, Q, QuerySet, Value, When +from django.db.models.functions import Coalesce +from elasticsearch_dsl import Q as ES_Q from akarpov.files.models import File +from ..documents import FileDocument from .lema import lemmatize_and_remove_stopwords @@ -16,17 +18,55 @@ class BaseSearch: def __init__(self, queryset: QuerySet | None = None): self.queryset: QuerySet | None = queryset - def search(self, query: str) -> QuerySet | SearchQuerySet | list[File]: + def search(self, query: str) -> QuerySet | list[File]: raise NotImplementedError("Subclasses must implement this method") class NeuroSearch(BaseSearch): - def search(self, query: str) -> SearchQuerySet: - # Search across multiple fields - sqs: SearchQuerySet = SearchQuerySet().filter(content=query) - sqs = sqs.filter_or(name=query) - sqs = sqs.filter_or(description=query) - return sqs + def search(self, query: str): + if not self.queryset: + raise ValueError("Queryset cannot be None for search") + + # Perform the Elasticsearch query using a combination of match, match_phrase_prefix, and wildcard queries + search = FileDocument.search() + search_query = ES_Q( + "bool", + should=[ + ES_Q( + "multi_match", + query=query, + fields=["name", "description", "content"], + type="best_fields", + ), + ES_Q("match_phrase_prefix", name=query), + ES_Q("wildcard", name=f"*{query}*"), + ES_Q("wildcard", description=f"*{query}*"), + ES_Q("wildcard", content=f"*{query}*"), + ], + minimum_should_match=1, + ) + + search = search.query(search_query) + + # Execute the search to get the results + response = search.execute() + + # Check if there are hits, if not return an empty queryset + if not response.hits: + return self.queryset.none() + + # Collect the IDs of the hits + hit_ids = [hit.meta.id for hit in response.hits] + + # Use the hit IDs to filter the queryset and preserve the order + preserved_order = Case( + *[When(pk=pk, then=pos) for pos, pk in enumerate(hit_ids)] + ) + relevant_queryset = self.queryset.filter(pk__in=hit_ids).order_by( + preserved_order + ) + + return relevant_queryset class CaseSensitiveSearch(BaseSearch): @@ -89,28 +129,28 @@ def as_sql(self, compiler, connection): class SimilaritySearch(BaseSearch): - def __init__(self, queryset: QuerySet[File] | None = None): - super().__init__(queryset) - def search(self, query: str) -> QuerySet[File]: if self.queryset is None: raise ValueError("Queryset cannot be None for similarity search") - # Detect language and preprocess the query language = "russian" if re.search("[а-яА-Я]", query) else "english" filtered_query = lemmatize_and_remove_stopwords(query, language=language) - - # Annotate the queryset with similarity scores for each field queryset = ( self.queryset.annotate( - name_similarity=TrigramSimilarity( - UnaccentLower("name"), filtered_query + name_similarity=Coalesce( + TrigramSimilarity(UnaccentLower("name"), filtered_query), + Value(0), + output_field=FloatField(), ), - description_similarity=TrigramSimilarity( - UnaccentLower("description"), filtered_query + description_similarity=Coalesce( + TrigramSimilarity(UnaccentLower("description"), filtered_query), + Value(0), + output_field=FloatField(), ), - content_similarity=TrigramSimilarity( - UnaccentLower("content"), filtered_query + content_similarity=Coalesce( + TrigramSimilarity(UnaccentLower("content"), filtered_query), + Value(0), + output_field=FloatField(), ), ) .annotate( @@ -119,17 +159,9 @@ def search(self, query: str) -> QuerySet[File]: + F("description_similarity") + F("content_similarity") ) - / 3 ) .filter(combined_similarity__gt=0.1) .order_by("-combined_similarity") ) - print(filtered_query) - print(queryset.query) - print( - queryset.values( - "name_similarity", "description_similarity", "content_similarity" - ) - ) return queryset diff --git a/akarpov/files/tasks.py b/akarpov/files/tasks.py index 3fd77f7..1d2c65c 100644 --- a/akarpov/files/tasks.py +++ b/akarpov/files/tasks.py @@ -3,9 +3,8 @@ import structlog from celery import shared_task +from django.core import management from django.core.files import File -from haystack.management.commands import rebuild_index, update_index -from haystack.query import SearchQuerySet from akarpov.files.models import File as FileModel from akarpov.files.services.preview import create_preview, get_file_mimetype @@ -39,25 +38,10 @@ def process_file(pk: int): return pk -@shared_task -def task_rebuild_index(): - start_time = time.time() - rebuild_index.Command().handle(interactive=False) - end_time = time.time() - duration = end_time - start_time - - indexed_count = SearchQuerySet().all().count() - - logger.info( - "index_rebuild_finished", duration=duration, indexed_count=indexed_count - ) - - @shared_task def update_index_task(): start_time = time.time() - - update_index.Command().handle(interactive=False) + management.call_command("search_index", "--rebuild", "-f") end_time = time.time() duration = end_time - start_time logger.info("update_index_completed", duration=duration) diff --git a/akarpov/files/views.py b/akarpov/files/views.py index 234b12f..97331db 100644 --- a/akarpov/files/views.py +++ b/akarpov/files/views.py @@ -70,7 +70,7 @@ def filter(self, queryset): class TopFolderView(LoginRequiredMixin, ListView, FileFilterView): template_name = "files/list.html" - paginate_by = 18 + paginate_by = 38 model = BaseFileItem def get_context_data(self, **kwargs): diff --git a/config/settings/base.py b/config/settings/base.py index a87b279..7e61541 100644 --- a/config/settings/base.py +++ b/config/settings/base.py @@ -66,7 +66,7 @@ "blog.post": {"ops": ("fetch", "get"), "timeout": 20 * 15}, "themes.theme": {"ops": ("fetch", "get"), "timeout": 60 * 60}, "gallery.*": {"ops": "all", "timeout": 60 * 15}, - "files.*": {"ops": "all", "timeout": 60 * 5}, + "files.*": {"ops": ("fetch", "get"), "timeout": 60 * 5}, "auth.permission": {"ops": "all", "timeout": 60 * 15}, } CACHEOPS_REDIS = env.str("REDIS_URL") @@ -133,7 +133,7 @@ "django_filters", "django_tables2", "location_field", - "haystack", + "django_elasticsearch_dsl", ] HEALTH_CHECKS = [ @@ -434,13 +434,9 @@ CELERY_BEAT_SCHEDULER = "django_celery_beat.schedulers:DatabaseScheduler" CELERY_BEAT_SCHEDULE = { "update-index-every-hour": { - "task": "akarpov.files.tasks.task_rebuild_index", + "task": "akarpov.files.tasks.update_index_task", "schedule": crontab(minute="0"), }, - "rebuild-index-every-day": { - "task": "akarpov.files.tasks.task_rebuild_index", - "schedule": crontab(hour="2", minute="0", day_of_week="*"), - }, } @@ -611,14 +607,8 @@ ) -# HAYSTACK +# ELASTICSEARCH # ------------------------------------------------------------------------------ -HAYSTACK_CONNECTIONS = { - "default": { - "ENGINE": "haystack.backends.elasticsearch7_backend.Elasticsearch7SearchEngine", - "URL": env("ELASTIC_SEARCH", default="http://127.0.0.1:9200/"), - "INDEX_NAME": "haystack", - "TIMEOUT": 60 * 5, - "BATCH_SIZE": 100, - }, +ELASTICSEARCH_DSL = { + "default": {"hosts": env("ELASTIC_SEARCH", default="http://127.0.0.1:9200/")}, } diff --git a/local.yml b/local.yml index cd13efc..44c28a4 100644 --- a/local.yml +++ b/local.yml @@ -100,12 +100,12 @@ services: command: /start-flower elasticsearch: - image: elasticsearch:7.17.14 + image: elasticsearch:8.11.1 container_name: elasticsearch environment: - cluster.name=docker-cluster - bootstrap.memory_lock=true - - "ES_JAVA_OPTS=-Xms512m -Xmx512m" + - "ES_JAVA_OPTS=-Xms6g -Xmx512m" ulimits: memlock: soft: -1 diff --git a/poetry.lock b/poetry.lock index 6311101..df51567 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,10 +1,9 @@ -# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.0 and should not be changed by hand. 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Authentication and Registration" -category = "main" optional = false python-versions = "*" files = [ @@ -2090,7 +1909,6 @@ with-social = ["django-allauth (>=0.25.0)"] name = "django-robots" version = "5.0" description = "Robots exclusion application for Django, complementing Sitemaps." -category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2101,7 +1919,6 @@ files = [ name = "django-sekizai" version = "4.1.0" description = "Django Sekizai" -category = "main" optional = false python-versions = ">=3.8" files = [ @@ -2117,7 +1934,6 @@ django-classy-tags = ">=3.0" name = "django-structlog" version = "5.3.0" description = "Structured Logging for Django" -category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2138,7 +1954,6 @@ celery = ["celery (>=5.1)"] name = "django-stubs" version = "1.14.0" description = "Mypy stubs for Django" -category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2163,14 +1978,13 @@ compatible-mypy = ["mypy 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