diff --git a/backend/Makefile b/backend/Makefile index 5422364f15..f5a4329435 100644 --- a/backend/Makefile +++ b/backend/Makefile @@ -1,3 +1,7 @@ +ai-create-slack-message-chunks: + @echo "Creating Slack message chunks" + @CMD="python manage.py ai_create_slack_message_chunks" $(MAKE) exec-backend-command + clean-backend-dependencies: @rm -rf backend/.cache @rm -rf backend/.local diff --git a/backend/apps/ai/__init__.py b/backend/apps/ai/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/backend/apps/ai/admin.py b/backend/apps/ai/admin.py new file mode 100644 index 0000000000..e168d67d27 --- /dev/null +++ b/backend/apps/ai/admin.py @@ -0,0 +1,20 @@ +"""AI app admin.""" + +from django.contrib import admin + +from apps.ai.models.chunk import Chunk + + +class ChunkAdmin(admin.ModelAdmin): + list_display = ( + "id", + "message", + "text", + ) + search_fields = ( + "message__slack_message_id", + "text", + ) + + +admin.site.register(Chunk, ChunkAdmin) diff --git a/backend/apps/ai/management/commands/__init__.py b/backend/apps/ai/management/commands/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/backend/apps/ai/management/commands/ai_create_slack_message_chunks.py b/backend/apps/ai/management/commands/ai_create_slack_message_chunks.py new file mode 100644 index 0000000000..266e7171e0 --- /dev/null +++ b/backend/apps/ai/management/commands/ai_create_slack_message_chunks.py @@ -0,0 +1,92 @@ +"""A command to create chunks of Slack messages.""" + +import os +import time +from datetime import UTC, datetime, timedelta + +import openai +from django.core.management.base import BaseCommand + +from apps.ai.models.chunk import Chunk +from apps.slack.models.message import Message + +MIN_REQUEST_INTERVAL_SECONDS = 1.2 +DEFAULT_LAST_REQUEST_OFFSET_SECONDS = 2 + + +class Command(BaseCommand): + help = "Create chunks for Slack messages" + + def handle(self, *args, **options): + if not (openai_api_key := os.getenv("DJANGO_OPEN_AI_SECRET_KEY")): + self.stdout.write( + self.style.ERROR("DJANGO_OPEN_AI_SECRET_KEY environment variable not set") + ) + return + + self.openai_client = openai.OpenAI(api_key=openai_api_key) + + total_messages = Message.objects.count() + self.stdout.write(f"Found {total_messages} messages to process") + + batch_size = 100 + for offset in range(0, total_messages, batch_size): + Chunk.bulk_save( + [ + chunk + for message in Message.objects.all()[offset : offset + batch_size] + for chunk in self.create_chunks(message) + ] + ) + + self.stdout.write(f"Completed processing all {total_messages} messages") + + def create_chunks(self, message: Message) -> list[Chunk]: + """Create chunks from a message.""" + if message.subtype in {"channel_join", "channel_leave"}: + return [] + + if not (chunk_text := Chunk.split_text(message.cleaned_text)): + self.stdout.write( + f"No chunks created for message {message.slack_message_id}: " + f"`{message.cleaned_text}`" + ) + return [] + + try: + time_since_last_request = datetime.now(UTC) - getattr( + self, + "last_request_time", + datetime.now(UTC) - timedelta(seconds=DEFAULT_LAST_REQUEST_OFFSET_SECONDS), + ) + + if time_since_last_request < timedelta(seconds=MIN_REQUEST_INTERVAL_SECONDS): + time.sleep(MIN_REQUEST_INTERVAL_SECONDS - time_since_last_request.total_seconds()) + + response = self.openai_client.embeddings.create( + input=chunk_text, + model="text-embedding-3-small", + ) + self.last_request_time = datetime.now(UTC) + + return [ + chunk + for text, embedding in zip( + chunk_text, + [d.embedding for d in response.data], # Embedding data from OpenAI response. + strict=True, + ) + if ( + chunk := Chunk.update_data( + embedding=embedding, + message=message, + save=False, + text=text, + ) + ) + ] + except openai.OpenAIError as e: + self.stdout.write( + self.style.ERROR(f"OpenAI API error for message {message.slack_message_id}: {e}") + ) + return [] diff --git a/backend/apps/ai/migrations/0001_initial.py b/backend/apps/ai/migrations/0001_initial.py new file mode 100644 index 0000000000..a13b087414 --- /dev/null +++ b/backend/apps/ai/migrations/0001_initial.py @@ -0,0 +1,51 @@ +# Generated by Django 5.2.3 on 2025-06-22 06:17 + +import django.db.models.deletion +import pgvector.django.vector +from django.db import migrations, models +from pgvector.django import VectorExtension + + +class Migration(migrations.Migration): + initial = True + + dependencies = [ + ("slack", "0018_conversation_sync_messages"), + ] + + operations = [ + VectorExtension(), + migrations.CreateModel( + name="Chunk", + fields=[ + ( + "id", + models.BigAutoField( + auto_created=True, primary_key=True, serialize=False, verbose_name="ID" + ), + ), + ("nest_created_at", models.DateTimeField(auto_now_add=True)), + ("nest_updated_at", models.DateTimeField(auto_now=True)), + ("chunk_text", models.TextField(verbose_name="Chunk Text")), + ( + "embedding", + pgvector.django.vector.VectorField( + dimensions=1536, verbose_name="Chunk Embedding" + ), + ), + ( + "message", + models.ForeignKey( + on_delete=django.db.models.deletion.CASCADE, + related_name="chunks", + to="slack.message", + ), + ), + ], + options={ + "verbose_name": "Chunks", + "db_table": "ai_chunks", + "unique_together": {("message", "chunk_text")}, + }, + ), + ] diff --git a/backend/apps/ai/migrations/0002_rename_chunk_text_chunk_text_and_more.py b/backend/apps/ai/migrations/0002_rename_chunk_text_chunk_text_and_more.py new file mode 100644 index 0000000000..452416ec1c --- /dev/null +++ b/backend/apps/ai/migrations/0002_rename_chunk_text_chunk_text_and_more.py @@ -0,0 +1,22 @@ +# Generated by Django 5.2.3 on 2025-06-26 21:04 + +from django.db import migrations + + +class Migration(migrations.Migration): + dependencies = [ + ("ai", "0001_initial"), + ("slack", "0018_conversation_sync_messages"), + ] + + operations = [ + migrations.RenameField( + model_name="chunk", + old_name="chunk_text", + new_name="text", + ), + migrations.AlterUniqueTogether( + name="chunk", + unique_together={("message", "text")}, + ), + ] diff --git a/backend/apps/ai/migrations/0003_alter_chunk_options_alter_chunk_embedding_and_more.py b/backend/apps/ai/migrations/0003_alter_chunk_options_alter_chunk_embedding_and_more.py new file mode 100644 index 0000000000..ceb05f5167 --- /dev/null +++ b/backend/apps/ai/migrations/0003_alter_chunk_options_alter_chunk_embedding_and_more.py @@ -0,0 +1,27 @@ +# Generated by Django 5.2.3 on 2025-06-26 21:45 + +import pgvector.django.vector +from django.db import migrations, models + + +class Migration(migrations.Migration): + dependencies = [ + ("ai", "0002_rename_chunk_text_chunk_text_and_more"), + ] + + operations = [ + migrations.AlterModelOptions( + name="chunk", + options={"verbose_name": "Chunk"}, + ), + migrations.AlterField( + model_name="chunk", + name="embedding", + field=pgvector.django.vector.VectorField(dimensions=1536, verbose_name="Embedding"), + ), + migrations.AlterField( + model_name="chunk", + name="text", + field=models.TextField(verbose_name="Text"), + ), + ] diff --git a/backend/apps/ai/migrations/__init__.py b/backend/apps/ai/migrations/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/backend/apps/ai/models/__init__.py b/backend/apps/ai/models/__init__.py new file mode 100644 index 0000000000..05907f2861 --- /dev/null +++ b/backend/apps/ai/models/__init__.py @@ -0,0 +1 @@ +from .chunk import Chunk diff --git a/backend/apps/ai/models/chunk.py b/backend/apps/ai/models/chunk.py new file mode 100644 index 0000000000..1d59caac67 --- /dev/null +++ b/backend/apps/ai/models/chunk.py @@ -0,0 +1,74 @@ +"""Slack app chunk model.""" + +from django.db import models +from langchain.text_splitter import RecursiveCharacterTextSplitter +from pgvector.django import VectorField + +from apps.common.models import BulkSaveModel, TimestampedModel +from apps.common.utils import truncate +from apps.slack.models.message import Message + + +class Chunk(TimestampedModel): + """Slack Chunk model.""" + + class Meta: + db_table = "ai_chunks" + verbose_name = "Chunk" + unique_together = ("message", "text") + + embedding = VectorField(verbose_name="Embedding", dimensions=1536) + message = models.ForeignKey(Message, on_delete=models.CASCADE, related_name="chunks") + text = models.TextField(verbose_name="Text") + + def __str__(self): + """Human readable representation.""" + return ( + f"Chunk {self.id} for Message {self.message.slack_message_id}: " + f"{truncate(self.text, 50)}" + ) + + @staticmethod + def bulk_save(chunks, fields=None): + """Bulk save chunks.""" + BulkSaveModel.bulk_save(Chunk, chunks, fields=fields) + + @staticmethod + def split_text(text: str) -> list[str]: + """Split text into chunks.""" + return RecursiveCharacterTextSplitter( + chunk_size=300, + chunk_overlap=40, + length_function=len, + separators=["\n\n", "\n", " ", ""], + ).split_text(text) + + @staticmethod + def update_data( + text: str, + message: Message, + embedding, + *, + save: bool = True, + ) -> "Chunk | None": + """Update chunk data. + + Args: + text (str): The text content of the chunk. + message (Message): The message this chunk belongs to. + embedding (list): The embedding vector for the chunk. + save (bool): Whether to save the chunk to the database. + + Returns: + Chunk: The updated chunk instance. + + """ + if Chunk.objects.filter(message=message, text=text).exists(): + return None + + chunk = Chunk(message=message, text=text, embedding=embedding) + + if save: + chunk.save() + + return chunk diff --git a/backend/apps/slack/models/message.py b/backend/apps/slack/models/message.py index 03cdc70201..831a416d19 100644 --- a/backend/apps/slack/models/message.py +++ b/backend/apps/slack/models/message.py @@ -1,7 +1,9 @@ """Slack app message model.""" +import re from datetime import UTC, datetime +import emoji from django.db import models from apps.common.models import BulkSaveModel, TimestampedModel @@ -46,6 +48,20 @@ def __str__(self): else truncate(self.raw_data["text"], 50) ) + @property + def cleaned_text(self) -> str: + """Get cleaned text from the message.""" + if not self.text: + return "" + + text = emoji.demojize(self.text) # Remove emojis. + text = re.sub(r"<@U[A-Z0-9]+>", "", text) # Remove user mentions. + text = re.sub(r"]+>", "", text) # Remove links. + text = re.sub(r":\w+:", "", text) # Remove emoji aliases. + text = re.sub(r"\s+", " ", text) # Normalize whitespace. + + return text.strip() + @property def latest_reply(self) -> "Message | None": """Get the latest reply to this message.""" @@ -58,6 +74,16 @@ def latest_reply(self) -> "Message | None": .first() ) + @property + def subtype(self) -> str | None: + """Get the subtype of the message if it exists.""" + return self.raw_data.get("subtype") + + @property + def text(self) -> str: + """Get the text of the message.""" + return self.raw_data.get("text", "") + def from_slack( self, message_data: dict, diff --git a/backend/poetry.lock 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"50c9bfb1cba43fb146a8818efcb20b79636efd34c8e86b93cca0b9a7603598d1" diff --git a/backend/pyproject.toml b/backend/pyproject.toml index fb391bda9a..8c2a68c138 100644 --- a/backend/pyproject.toml +++ b/backend/pyproject.toml @@ -30,13 +30,17 @@ django-filter = "^25.1" django-redis = "^5.4.0" django-storages = { extras = ["s3"], version = "^1.14.4" } djangorestframework = "^3.15.2" +emoji= "^2.14.1" geopy = "^2.4.1" gunicorn = "^23.0.0" humanize = "^4.11.0" jinja2 = "^3.1.6" +langchain = "^0.3.26" +langchain-community = "^0.3.26" lxml = "^5.3.0" markdown = "^3.7" openai = "^1.60.1" +pgvector= "^0.4.1" psycopg2-binary = "^2.9.9" pydantic = "^2.11.1" pydantic-core = "^2.33.0" diff --git a/backend/settings/base.py b/backend/settings/base.py index eadc8879dc..1caf388bfa 100644 --- a/backend/settings/base.py +++ b/backend/settings/base.py @@ -43,6 +43,7 @@ class Base(Configuration): ) LOCAL_APPS = ( + "apps.ai", "apps.common", "apps.core", "apps.github", diff --git a/backend/tests/apps/ai/__init__.py b/backend/tests/apps/ai/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/backend/tests/apps/ai/management/commands/__init__.py b/backend/tests/apps/ai/management/commands/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/backend/tests/apps/ai/models/__init__.py b/backend/tests/apps/ai/models/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/backend/tests/apps/ai/models/chunk_test.py b/backend/tests/apps/ai/models/chunk_test.py new file mode 100644 index 0000000000..3520d8191c --- /dev/null +++ b/backend/tests/apps/ai/models/chunk_test.py @@ -0,0 +1,126 @@ +from unittest.mock import Mock, patch + +from django.db import models + +from apps.ai.models.chunk import Chunk +from apps.slack.models.message import Message + + +def create_model_mock(model_class): + mock = Mock(spec=model_class) + mock._state = Mock() + mock.pk = 1 + return mock + + +class TestChunkModel: + def test_str_method(self): + """Test the string representation of a chunk.""" + mock_message = create_model_mock(Message) + mock_message.slack_message_id = "123456.789" + + chunk = Chunk( + id=1, + text="This is a test chunk with some content that should be displayed", + message=mock_message, + ) + + result = str(chunk) + assert "Chunk 1 for Message 123456.789:" in result + assert "This is a test chunk with some content that" in result + + def test_bulk_save_with_chunks(self): + """Test bulk_save method with valid chunks.""" + mock_chunks = [Mock(), Mock(), Mock()] + + with patch("apps.common.models.BulkSaveModel.bulk_save") as mock_bulk_save: + Chunk.bulk_save(mock_chunks) + mock_bulk_save.assert_called_once_with(Chunk, mock_chunks, fields=None) + + def test_bulk_save_with_fields_parameter(self): + """Test bulk_save method with custom fields parameter.""" + mock_chunks = [Mock(), Mock()] + fields = ["text", "embedding"] + + with patch("apps.common.models.BulkSaveModel.bulk_save") as mock_bulk_save: + Chunk.bulk_save(mock_chunks, fields=fields) + mock_bulk_save.assert_called_once_with(Chunk, mock_chunks, fields=fields) + + def test_update_data_new_chunk(self, mocker): + """Test update_data method creates new chunk when it doesn't exist.""" + mock_message = create_model_mock(Message) + text = "Test chunk content" + embedding = [0.1, 0.2, 0.3] + + mocker.patch( + "apps.ai.models.chunk.Chunk.objects.filter", + return_value=Mock(exists=Mock(return_value=False)), + ) + + patched_save = mocker.patch("apps.ai.models.chunk.Chunk.save") + + with patch.object(Chunk, "message", create=True): + result = Chunk.update_data( + text=text, message=mock_message, embedding=embedding, save=True + ) + + assert result is not None + assert isinstance(result, Chunk) + assert result.text == text + assert result.message == mock_message + assert result.embedding == embedding + patched_save.assert_called_once() + + def test_update_data_existing_chunk(self, mocker): + """Test update_data method returns None when chunk already exists.""" + mock_message = create_model_mock(Message) + text = "Existing chunk content" + embedding = [0.1, 0.2, 0.3] + + mocker.patch( + "apps.ai.models.chunk.Chunk.objects.filter", + return_value=Mock(exists=Mock(return_value=True)), + ) + + result = Chunk.update_data(text=text, message=mock_message, embedding=embedding, save=True) + + assert result is None + + def test_update_data_no_save(self, mocker): + """Test update_data method with save=False.""" + mock_message = create_model_mock(Message) + text = "Test chunk content" + embedding = [0.1, 0.2, 0.3] + + mocker.patch( + "apps.ai.models.chunk.Chunk.objects.filter", + return_value=Mock(exists=Mock(return_value=False)), + ) + + patched_save = mocker.patch("apps.ai.models.chunk.Chunk.save") + + with patch.object(Chunk, "message", create=True): + result = Chunk.update_data( + text=text, message=mock_message, embedding=embedding, save=False + ) + + assert result is not None + assert isinstance(result, Chunk) + assert result.text == text + assert result.message == mock_message + assert result.embedding == embedding + patched_save.assert_not_called() + + def test_meta_class_attributes(self): + """Test the Meta class attributes of the Chunk model.""" + assert Chunk._meta.db_table == "ai_chunks" + assert Chunk._meta.verbose_name == "Chunk" + assert ("message", "text") in Chunk._meta.unique_together + + def test_message_foreign_key_relationship(self): + """Test the foreign key relationship with Message model.""" + message_field = Chunk._meta.get_field("message") + + assert isinstance(message_field, models.ForeignKey) + assert message_field.remote_field.model == Message + assert message_field.remote_field.related_name == "chunks" diff --git a/cspell/custom-dict.txt b/cspell/custom-dict.txt index e0c2a9539d..3511fbd092 100644 --- a/cspell/custom-dict.txt +++ b/cspell/custom-dict.txt @@ -46,6 +46,7 @@ csrfguard csrfprotector csrftoken cva +demojize dismissable dsn env diff --git a/docker-compose/local.yaml b/docker-compose/local.yaml index 0718cad865..17c8a525f4 100644 --- a/docker-compose/local.yaml +++ b/docker-compose/local.yaml @@ -52,7 +52,7 @@ services: db: container_name: nest-db - image: postgres:16.4 + image: pgvector/pgvector:pg16 environment: POSTGRES_DB: ${DJANGO_DB_NAME:-nest_db_dev} POSTGRES_PASSWORD: ${DJANGO_DB_PASSWORD:-nest_user_dev_password} diff --git a/docker-compose/production.yaml b/docker-compose/production.yaml index 19cc8ba7b2..4c72581b32 100644 --- a/docker-compose/production.yaml +++ b/docker-compose/production.yaml @@ -37,7 +37,7 @@ services: production-nest-db: container_name: production-nest-db - image: postgres:16.4 + image: pgvector/pgvector:pg16 env_file: .env.db healthcheck: interval: 5s diff --git a/docker-compose/staging.yaml b/docker-compose/staging.yaml index e04253f88c..9625aceb9f 100644 --- a/docker-compose/staging.yaml +++ b/docker-compose/staging.yaml @@ -37,7 +37,7 @@ services: staging-nest-db: container_name: staging-nest-db - image: postgres:16.4 + image: pgvector/pgvector:pg16 env_file: .env.db healthcheck: interval: 5s