diff --git a/poetry.lock b/poetry.lock index 8cce782f..45bb5d40 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,35 +1,5 @@ # This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. -[[package]] -name = "accelerate" -version = "0.25.0" -description = "Accelerate" -optional = false -python-versions = ">=3.8.0" -files = [ - {file = "accelerate-0.25.0-py3-none-any.whl", hash = "sha256:c7bb817eb974bba0ff3ea1ba0f24d55afb86d50e3d4fe98d6922dc69cf2ccff1"}, - {file = "accelerate-0.25.0.tar.gz", hash = "sha256:ecf55b0ab278a1dac8539dde0d276977aff04683f07ede73eaf02478538576a1"}, -] - -[package.dependencies] -huggingface-hub = "*" -numpy = ">=1.17" -packaging = ">=20.0" -psutil = "*" -pyyaml = "*" -safetensors = ">=0.3.1" -torch = ">=1.10.0" - -[package.extras] -dev = ["bitsandbytes", "black (>=23.1,<24.0)", "datasets", "deepspeed", "evaluate", "hf-doc-builder (>=0.3.0)", "parameterized", "pytest", "pytest-subtests", "pytest-xdist", "rich", "ruff (>=0.0.241)", 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"sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"}, @@ -247,7 +203,7 @@ files = [ name = "asyncpg" version = "0.29.0" description = "An asyncio PostgreSQL driver" -optional = true +optional = false python-versions = ">=3.8.0" files = [ {file = "asyncpg-0.29.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72fd0ef9f00aeed37179c62282a3d14262dbbafb74ec0ba16e1b1864d8a12169"}, @@ -322,7 +278,7 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte name = "backoff" version = "2.2.1" description = "Function decoration for backoff and retry" -optional = true +optional = false python-versions = ">=3.7,<4.0" files = [ {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"}, @@ -333,7 +289,7 @@ files = [ name = "bcrypt" version = "4.1.2" description = "Modern password hashing for your software and your servers" -optional = true +optional = false python-versions = ">=3.7" files = [ {file = "bcrypt-4.1.2-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:ac621c093edb28200728a9cca214d7e838529e557027ef0581685909acd28b5e"}, @@ -371,19 +327,22 @@ typecheck = ["mypy"] [[package]] name = "beautifulsoup4" -version = "4.12.2" +version = "4.12.3" description = "Screen-scraping library" optional = false python-versions = ">=3.6.0" files = [ - {file = "beautifulsoup4-4.12.2-py3-none-any.whl", hash = "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"}, - {file = "beautifulsoup4-4.12.2.tar.gz", hash = "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da"}, + {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"}, + {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"}, ] [package.dependencies] soupsieve = ">1.2" [package.extras] +cchardet = ["cchardet"] +chardet = ["chardet"] 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"61b133c46c9589c72010ebc29989fe6a01df7ce80f1b49e65dbfb5b1cf759a27" diff --git a/private_gpt/components/embedding/embedding_component.py b/private_gpt/components/embedding/embedding_component.py index e60c7af6..182b8184 100644 --- a/private_gpt/components/embedding/embedding_component.py +++ b/private_gpt/components/embedding/embedding_component.py @@ -1,8 +1,7 @@ import logging from injector import inject, singleton -from llama_index import MockEmbedding -from llama_index.embeddings.base import BaseEmbedding +from llama_index.core.embeddings import BaseEmbedding, MockEmbedding from private_gpt.paths import models_cache_path from private_gpt.settings.settings import Settings @@ -20,7 +19,7 @@ class EmbeddingComponent: logger.info("Initializing the embedding model in mode=%s", embedding_mode) match embedding_mode: case "local": - from llama_index.embeddings import HuggingFaceEmbedding + from llama_index.embeddings.huggingface import HuggingFaceEmbedding self.embedding_model = HuggingFaceEmbedding( model_name=settings.local.embedding_hf_model_name, @@ -36,7 +35,7 @@ class EmbeddingComponent: endpoint_name=settings.sagemaker.embedding_endpoint_name, ) case "openai": - from llama_index import OpenAIEmbedding + from llama_index.embeddings.openai import OpenAIEmbedding openai_settings = settings.openai.api_key self.embedding_model = OpenAIEmbedding(api_key=openai_settings) diff --git a/private_gpt/components/ingest/ingest_component.py b/private_gpt/components/ingest/ingest_component.py index e8ec1e8f..e21b6c23 100644 --- a/private_gpt/components/ingest/ingest_component.py +++ b/private_gpt/components/ingest/ingest_component.py @@ -8,16 +8,13 @@ import threading from pathlib import Path from typing import Any -from llama_index import ( - Document, - ServiceContext, - StorageContext, - VectorStoreIndex, - load_index_from_storage, -) -from llama_index.data_structs import IndexDict -from llama_index.indices.base import BaseIndex -from llama_index.ingestion import run_transformations +from llama_index.core.data_structs import IndexDict +from llama_index.core.embeddings.utils import EmbedType +from llama_index.core.indices import VectorStoreIndex, load_index_from_storage +from llama_index.core.indices.base import BaseIndex +from llama_index.core.ingestion import run_transformations +from llama_index.core.schema import Document, TransformComponent +from llama_index.core.storage import StorageContext from private_gpt.components.ingest.ingest_helper import IngestionHelper from private_gpt.paths import local_data_path @@ -30,13 +27,15 @@ class BaseIngestComponent(abc.ABC): def __init__( self, storage_context: StorageContext, - service_context: ServiceContext, + embed_model: EmbedType, + transformations: list[TransformComponent], *args: Any, **kwargs: Any, ) -> None: logger.debug("Initializing base ingest component type=%s", type(self).__name__) self.storage_context = storage_context - self.service_context = service_context + self.embed_model = embed_model + self.transformations = transformations @abc.abstractmethod def ingest(self, file_name: str, file_data: Path) -> list[Document]: @@ -55,11 +54,12 @@ class BaseIngestComponentWithIndex(BaseIngestComponent, abc.ABC): def __init__( self, storage_context: StorageContext, - service_context: ServiceContext, + embed_model: EmbedType, + transformations: list[TransformComponent], *args: Any, **kwargs: Any, ) -> None: - super().__init__(storage_context, service_context, *args, **kwargs) + super().__init__(storage_context, embed_model, transformations, *args, **kwargs) self.show_progress = True self._index_thread_lock = ( @@ -73,9 +73,10 @@ class BaseIngestComponentWithIndex(BaseIngestComponent, abc.ABC): # Load the index with store_nodes_override=True to be able to delete them index = load_index_from_storage( storage_context=self.storage_context, - service_context=self.service_context, store_nodes_override=True, # Force store nodes in index and document stores show_progress=self.show_progress, + embed_model=self.embed_model, + transformations=self.transformations, ) except ValueError: # There are no index in the storage context, creating a new one @@ -83,9 +84,10 @@ class BaseIngestComponentWithIndex(BaseIngestComponent, abc.ABC): index = VectorStoreIndex.from_documents( [], storage_context=self.storage_context, - service_context=self.service_context, store_nodes_override=True, # Force store nodes in index and document stores show_progress=self.show_progress, + embed_model=self.embed_model, + transformations=self.transformations, ) index.storage_context.persist(persist_dir=local_data_path) return index @@ -106,11 +108,12 @@ class SimpleIngestComponent(BaseIngestComponentWithIndex): def __init__( self, storage_context: StorageContext, - service_context: ServiceContext, + embed_model: EmbedType, + transformations: list[TransformComponent], *args: Any, **kwargs: Any, ) -> None: - super().__init__(storage_context, service_context, *args, **kwargs) + super().__init__(storage_context, embed_model, transformations, *args, **kwargs) def ingest(self, file_name: str, file_data: Path) -> list[Document]: logger.info("Ingesting file_name=%s", file_name) @@ -151,16 +154,17 @@ class BatchIngestComponent(BaseIngestComponentWithIndex): def __init__( self, storage_context: StorageContext, - service_context: ServiceContext, + embed_model: EmbedType, + transformations: list[TransformComponent], count_workers: int, *args: Any, **kwargs: Any, ) -> None: - super().__init__(storage_context, service_context, *args, **kwargs) + super().__init__(storage_context, embed_model, transformations, *args, **kwargs) # Make an efficient use of the CPU and GPU, the embedding # must be in the transformations assert ( - len(self.service_context.transformations) >= 2 + len(self.transformations) >= 2 ), "Embeddings must be in the transformations" assert count_workers > 0, "count_workers must be > 0" self.count_workers = count_workers @@ -197,7 +201,7 @@ class BatchIngestComponent(BaseIngestComponentWithIndex): logger.debug("Transforming count=%s documents into nodes", len(documents)) nodes = run_transformations( documents, # type: ignore[arg-type] - self.service_context.transformations, + self.transformations, show_progress=self.show_progress, ) # Locking the index to avoid concurrent writes @@ -225,16 +229,17 @@ class ParallelizedIngestComponent(BaseIngestComponentWithIndex): def __init__( self, storage_context: StorageContext, - service_context: ServiceContext, + embed_model: EmbedType, + transformations: list[TransformComponent], count_workers: int, *args: Any, **kwargs: Any, ) -> None: - super().__init__(storage_context, service_context, *args, **kwargs) + super().__init__(storage_context, embed_model, transformations, *args, **kwargs) # To make an efficient use of the CPU and GPU, the embeddings # must be in the transformations (to be computed in batches) assert ( - len(self.service_context.transformations) >= 2 + len(self.transformations) >= 2 ), "Embeddings must be in the transformations" assert count_workers > 0, "count_workers must be > 0" self.count_workers = count_workers @@ -278,7 +283,7 @@ class ParallelizedIngestComponent(BaseIngestComponentWithIndex): logger.debug("Transforming count=%s documents into nodes", len(documents)) nodes = run_transformations( documents, # type: ignore[arg-type] - self.service_context.transformations, + self.transformations, show_progress=self.show_progress, ) # Locking the index to avoid concurrent writes @@ -311,18 +316,29 @@ class ParallelizedIngestComponent(BaseIngestComponentWithIndex): def get_ingestion_component( storage_context: StorageContext, - service_context: ServiceContext, + embed_model: EmbedType, + transformations: list[TransformComponent], settings: Settings, ) -> BaseIngestComponent: """Get the ingestion component for the given configuration.""" ingest_mode = settings.embedding.ingest_mode if ingest_mode == "batch": return BatchIngestComponent( - storage_context, service_context, settings.embedding.count_workers + storage_context=storage_context, + embed_model=embed_model, + transformations=transformations, + count_workers=settings.embedding.count_workers, ) elif ingest_mode == "parallel": return ParallelizedIngestComponent( - storage_context, service_context, settings.embedding.count_workers + storage_context=storage_context, + embed_model=embed_model, + transformations=transformations, + count_workers=settings.embedding.count_workers, ) else: - return SimpleIngestComponent(storage_context, service_context) + return SimpleIngestComponent( + storage_context=storage_context, + embed_model=embed_model, + transformations=transformations, + ) diff --git a/private_gpt/components/ingest/ingest_helper.py b/private_gpt/components/ingest/ingest_helper.py index 1de2f7fa..15920c3b 100644 --- a/private_gpt/components/ingest/ingest_helper.py +++ b/private_gpt/components/ingest/ingest_helper.py @@ -1,14 +1,53 @@ import logging from pathlib import Path +from typing import Dict, Type -from llama_index import Document -from llama_index.readers import JSONReader, StringIterableReader -from llama_index.readers.file.base import DEFAULT_FILE_READER_CLS +from llama_index.core.readers import StringIterableReader +from llama_index.core.readers.base import BaseReader +from llama_index.core.readers.json import JSONReader +from llama_index.core.schema import Document logger = logging.getLogger(__name__) + +# Inspired by the `llama_index.core.readers.file.base` module +def _try_loading_included_file_formats() -> Dict[str, Type[BaseReader]]: + try: + from llama_index.readers.file.docs import DocxReader, HWPReader, PDFReader + from llama_index.readers.file.epub import EpubReader + from llama_index.readers.file.image import ImageReader + from llama_index.readers.file.ipynb import IPYNBReader + from llama_index.readers.file.markdown import MarkdownReader + from llama_index.readers.file.mbox import MboxReader + from llama_index.readers.file.tabular import PandasCSVReader + from llama_index.readers.file.slides import PptxReader + from llama_index.readers.file.video_audio import VideoAudioReader + except ImportError: + raise ImportError("`llama-index-readers-file` package not found") + + default_file_reader_cls: Dict[str, Type[BaseReader]] = { + ".hwp": HWPReader, + ".pdf": PDFReader, + ".docx": DocxReader, + ".pptx": PptxReader, + ".ppt": PptxReader, + ".pptm": PptxReader, + ".jpg": ImageReader, + ".png": ImageReader, + ".jpeg": ImageReader, + ".mp3": VideoAudioReader, + ".mp4": VideoAudioReader, + ".csv": PandasCSVReader, + ".epub": EpubReader, + ".md": MarkdownReader, + ".mbox": MboxReader, + ".ipynb": IPYNBReader, + } + return default_file_reader_cls + + # Patching the default file reader to support other file types -FILE_READER_CLS = DEFAULT_FILE_READER_CLS.copy() +FILE_READER_CLS = _try_loading_included_file_formats() FILE_READER_CLS.update( { ".json": JSONReader, diff --git a/private_gpt/components/llm/llm_component.py b/private_gpt/components/llm/llm_component.py index eebbdff0..b2ffd048 100644 --- a/private_gpt/components/llm/llm_component.py +++ b/private_gpt/components/llm/llm_component.py @@ -1,15 +1,16 @@ import logging from injector import inject, singleton -from llama_index import set_global_tokenizer -from llama_index.llms import MockLLM -from llama_index.llms.base import LLM +from llama_index.core.llms import LLM, MockLLM +from llama_index.core.utils import set_global_tokenizer +from llama_index.core.settings import Settings as LlamaIndexSettings from transformers import AutoTokenizer # type: ignore from private_gpt.components.llm.prompt_helper import get_prompt_style from private_gpt.paths import models_cache_path, models_path from private_gpt.settings.settings import Settings + logger = logging.getLogger(__name__) @@ -31,7 +32,7 @@ class LLMComponent: logger.info("Initializing the LLM in mode=%s", llm_mode) match settings.llm.mode: case "local": - from llama_index.llms import LlamaCPP + from llama_index.llms.llama_cpp import LlamaCPP prompt_style = get_prompt_style(settings.local.prompt_style) @@ -41,6 +42,7 @@ class LLMComponent: max_new_tokens=settings.llm.max_new_tokens, context_window=settings.llm.context_window, generate_kwargs={}, + callback_manager=LlamaIndexSettings.callback_manager, # All to GPU model_kwargs={"n_gpu_layers": -1, "offload_kqv": True}, # transform inputs into Llama2 format @@ -58,7 +60,7 @@ class LLMComponent: context_window=settings.llm.context_window, ) case "openai": - from llama_index.llms import OpenAI + from llama_index.llms.openai import OpenAI openai_settings = settings.openai self.llm = OpenAI( @@ -67,7 +69,7 @@ class LLMComponent: model=openai_settings.model, ) case "openailike": - from llama_index.llms import OpenAILike + from llama_index.llms.openai_like import OpenAILike openai_settings = settings.openai self.llm = OpenAILike( @@ -81,7 +83,7 @@ class LLMComponent: case "mock": self.llm = MockLLM() case "ollama": - from llama_index.llms import Ollama + from llama_index.llms.ollama import Ollama ollama_settings = settings.ollama self.llm = Ollama( diff --git a/private_gpt/components/llm/prompt_helper.py b/private_gpt/components/llm/prompt_helper.py index d1df9b81..985d217b 100644 --- a/private_gpt/components/llm/prompt_helper.py +++ b/private_gpt/components/llm/prompt_helper.py @@ -3,11 +3,7 @@ import logging from collections.abc import Sequence from typing import Any, Literal -from llama_index.llms import ChatMessage, MessageRole -from llama_index.llms.llama_utils import ( - completion_to_prompt, - messages_to_prompt, -) +from llama_index.core.llms import ChatMessage, MessageRole logger = logging.getLogger(__name__) @@ -73,7 +69,9 @@ class DefaultPromptStyle(AbstractPromptStyle): class Llama2PromptStyle(AbstractPromptStyle): - """Simple prompt style that just uses the default llama_utils functions. + """Simple prompt style that uses llama 2 prompt style. + + Inspired by llama_index/legacy/llms/llama_utils.py It transforms the sequence of messages into a prompt that should look like: ```text @@ -83,11 +81,61 @@ class Llama2PromptStyle(AbstractPromptStyle): ``` """ + BOS, EOS = "", "" + B_INST, E_INST = "[INST]", "[/INST]" + B_SYS, E_SYS = "<>\n", "\n<>\n\n" + DEFAULT_SYSTEM_PROMPT = """\ + You are a helpful, respectful and honest assistant. \ + Always answer as helpfully as possible and follow ALL given instructions. \ + Do not speculate or make up information. \ + Do not reference any given instructions or context. \ + """ + def _messages_to_prompt(self, messages: Sequence[ChatMessage]) -> str: - return messages_to_prompt(messages) + string_messages: list[str] = [] + if messages[0].role == MessageRole.SYSTEM: + # pull out the system message (if it exists in messages) + system_message_str = messages[0].content or "" + messages = messages[1:] + else: + system_message_str = self.DEFAULT_SYSTEM_PROMPT + + system_message_str = f"{self.B_SYS} {system_message_str.strip()} {self.E_SYS}" + + for i in range(0, len(messages), 2): + # first message should always be a user + user_message = messages[i] + assert user_message.role == MessageRole.USER + + if i == 0: + # make sure system prompt is included at the start + str_message = f"{self.BOS} {self.B_INST} {system_message_str} " + else: + # end previous user-assistant interaction + string_messages[-1] += f" {self.EOS}" + # no need to include system prompt + str_message = f"{self.BOS} {self.B_INST} " + + # include user message content + str_message += f"{user_message.content} {self.E_INST}" + + if len(messages) > (i + 1): + # if assistant message exists, add to str_message + assistant_message = messages[i + 1] + assert assistant_message.role == MessageRole.ASSISTANT + str_message += f" {assistant_message.content}" + + string_messages.append(str_message) + + return "".join(string_messages) def _completion_to_prompt(self, completion: str) -> str: - return completion_to_prompt(completion) + system_prompt_str = self.DEFAULT_SYSTEM_PROMPT + + return ( + f"{self.BOS} {self.B_INST} {self.B_SYS} {system_prompt_str.strip()} {self.E_SYS} " + f"{completion.strip()} {self.E_INST}" + ) class TagPromptStyle(AbstractPromptStyle): diff --git a/private_gpt/components/node_store/node_store_component.py b/private_gpt/components/node_store/node_store_component.py index c039bf50..4383cf93 100644 --- a/private_gpt/components/node_store/node_store_component.py +++ b/private_gpt/components/node_store/node_store_component.py @@ -1,9 +1,9 @@ import logging from injector import inject, singleton -from llama_index.storage.docstore import BaseDocumentStore, SimpleDocumentStore -from llama_index.storage.index_store import SimpleIndexStore -from llama_index.storage.index_store.types import BaseIndexStore +from llama_index.core.storage.docstore import BaseDocumentStore, SimpleDocumentStore +from llama_index.core.storage.index_store import SimpleIndexStore +from llama_index.core.storage.index_store.types import BaseIndexStore from private_gpt.paths import local_data_path diff --git a/private_gpt/components/vector_store/batched_chroma.py b/private_gpt/components/vector_store/batched_chroma.py index f2cd9add..eac53650 100644 --- a/private_gpt/components/vector_store/batched_chroma.py +++ b/private_gpt/components/vector_store/batched_chroma.py @@ -1,9 +1,25 @@ +from collections.abc import Generator from typing import Any -from llama_index.schema import BaseNode, MetadataMode -from llama_index.vector_stores import ChromaVectorStore -from llama_index.vector_stores.chroma import chunk_list -from llama_index.vector_stores.utils import node_to_metadata_dict +from llama_index.core.schema import BaseNode, MetadataMode +from llama_index.core.vector_stores.utils import node_to_metadata_dict +from llama_index.vector_stores.chroma import ChromaVectorStore + + +def chunk_list( + lst: list[BaseNode], max_chunk_size: int +) -> Generator[list[BaseNode], None, None]: + """Yield successive max_chunk_size-sized chunks from lst. + + Args: + lst (List[BaseNode]): list of nodes with embeddings + max_chunk_size (int): max chunk size + + Yields: + Generator[List[BaseNode], None, None]: list of nodes with embeddings + """ + for i in range(0, len(lst), max_chunk_size): + yield lst[i : i + max_chunk_size] class BatchedChromaVectorStore(ChromaVectorStore): diff --git a/private_gpt/components/vector_store/vector_store_component.py b/private_gpt/components/vector_store/vector_store_component.py index 4e3ed114..0e965f8b 100644 --- a/private_gpt/components/vector_store/vector_store_component.py +++ b/private_gpt/components/vector_store/vector_store_component.py @@ -2,9 +2,8 @@ import logging import typing from injector import inject, singleton -from llama_index import VectorStoreIndex -from llama_index.indices.vector_store import VectorIndexRetriever -from llama_index.vector_stores.types import VectorStore +from llama_index.core.indices.vector_store import VectorIndexRetriever, VectorStoreIndex +from llama_index.core.vector_stores.types import VectorStore from private_gpt.components.vector_store.batched_chroma import BatchedChromaVectorStore from private_gpt.open_ai.extensions.context_filter import ContextFilter @@ -41,7 +40,7 @@ class VectorStoreComponent: def __init__(self, settings: Settings) -> None: match settings.vectorstore.database: case "pgvector": - from llama_index.vector_stores import PGVectorStore + from llama_index.vector_stores.postgres import PGVectorStore if settings.pgvector is None: raise ValueError( diff --git a/private_gpt/launcher.py b/private_gpt/launcher.py index 791e841a..3857a8cd 100644 --- a/private_gpt/launcher.py +++ b/private_gpt/launcher.py @@ -4,6 +4,8 @@ import logging from fastapi import Depends, FastAPI, Request from fastapi.middleware.cors import CORSMiddleware from injector import Injector +from llama_index.core.callbacks import CallbackManager +from llama_index.core.callbacks.global_handlers import create_global_handler from private_gpt.server.chat.chat_router import chat_router from private_gpt.server.chunks.chunks_router import chunks_router @@ -12,6 +14,7 @@ from private_gpt.server.embeddings.embeddings_router import embeddings_router from private_gpt.server.health.health_router import health_router from private_gpt.server.ingest.ingest_router import ingest_router from private_gpt.settings.settings import Settings +from llama_index.core.settings import Settings as LlamaIndexSettings logger = logging.getLogger(__name__) @@ -31,6 +34,10 @@ def create_app(root_injector: Injector) -> FastAPI: app.include_router(embeddings_router) app.include_router(health_router) + # Add LlamaIndex simple observability + global_handler = create_global_handler("simple") + LlamaIndexSettings.callback_manager = CallbackManager([global_handler]) + settings = root_injector.get(Settings) if settings.server.cors.enabled: logger.debug("Setting up CORS middleware") diff --git a/private_gpt/main.py b/private_gpt/main.py index d249fa6c..58c4006c 100644 --- a/private_gpt/main.py +++ b/private_gpt/main.py @@ -1,11 +1,6 @@ """FastAPI app creation, logger configuration and main API routes.""" -import llama_index - from private_gpt.di import global_injector from private_gpt.launcher import create_app -# Add LlamaIndex simple observability -llama_index.set_global_handler("simple") - app = create_app(global_injector) diff --git a/private_gpt/open_ai/openai_models.py b/private_gpt/open_ai/openai_models.py index dd78daf3..67b67dd4 100644 --- a/private_gpt/open_ai/openai_models.py +++ b/private_gpt/open_ai/openai_models.py @@ -3,7 +3,7 @@ import uuid from collections.abc import Iterator from typing import Literal -from llama_index.llms import ChatResponse, CompletionResponse +from llama_index.core.llms import ChatResponse, CompletionResponse from pydantic import BaseModel, Field from private_gpt.server.chunks.chunks_service import Chunk diff --git a/private_gpt/server/chat/chat_router.py b/private_gpt/server/chat/chat_router.py index 385ba173..ed86cdbb 100644 --- a/private_gpt/server/chat/chat_router.py +++ b/private_gpt/server/chat/chat_router.py @@ -1,5 +1,5 @@ from fastapi import APIRouter, Depends, Request -from llama_index.llms import ChatMessage, MessageRole +from llama_index.core.llms import ChatMessage, MessageRole from pydantic import BaseModel from starlette.responses import StreamingResponse diff --git a/private_gpt/server/chat/chat_service.py b/private_gpt/server/chat/chat_service.py index ffdb3f90..6b94f352 100644 --- a/private_gpt/server/chat/chat_service.py +++ b/private_gpt/server/chat/chat_service.py @@ -1,14 +1,15 @@ from dataclasses import dataclass from injector import inject, singleton -from llama_index import ServiceContext, StorageContext, VectorStoreIndex -from llama_index.chat_engine import ContextChatEngine, SimpleChatEngine -from llama_index.chat_engine.types import ( +from llama_index.core.chat_engine import ContextChatEngine, SimpleChatEngine +from llama_index.core.chat_engine.types import ( BaseChatEngine, ) -from llama_index.indices.postprocessor import MetadataReplacementPostProcessor -from llama_index.llms import ChatMessage, MessageRole -from llama_index.types import TokenGen +from llama_index.core.indices import VectorStoreIndex +from llama_index.core.indices.postprocessor import MetadataReplacementPostProcessor +from llama_index.core.llms import ChatMessage, MessageRole +from llama_index.core.storage import StorageContext +from llama_index.core.types import TokenGen from pydantic import BaseModel from private_gpt.components.embedding.embedding_component import EmbeddingComponent @@ -75,20 +76,19 @@ class ChatService: embedding_component: EmbeddingComponent, node_store_component: NodeStoreComponent, ) -> None: - self.llm_service = llm_component + self.llm_component = llm_component + self.embedding_component = embedding_component self.vector_store_component = vector_store_component self.storage_context = StorageContext.from_defaults( vector_store=vector_store_component.vector_store, docstore=node_store_component.doc_store, index_store=node_store_component.index_store, ) - self.service_context = ServiceContext.from_defaults( - llm=llm_component.llm, embed_model=embedding_component.embedding_model - ) self.index = VectorStoreIndex.from_vector_store( vector_store_component.vector_store, storage_context=self.storage_context, - service_context=self.service_context, + llm=llm_component.llm, + embed_model=embedding_component.embedding_model, show_progress=True, ) @@ -102,10 +102,17 @@ class ChatService: vector_index_retriever = self.vector_store_component.get_retriever( index=self.index, context_filter=context_filter ) + # TODO ContextChatEngine is still not migrated by LlamaIndex to accept + # llm directly, so we are passing legacy ServiceContext until it is fixed. + from llama_index.core import ServiceContext return ContextChatEngine.from_defaults( system_prompt=system_prompt, retriever=vector_index_retriever, - service_context=self.service_context, + llm=self.llm_component.llm, # Takes no effect at the moment + service_context=ServiceContext.from_defaults( + llm=self.llm_component.llm, + embed_model=self.embedding_component.embedding_model, + ), node_postprocessors=[ MetadataReplacementPostProcessor(target_metadata_key="window"), ], @@ -113,7 +120,7 @@ class ChatService: else: return SimpleChatEngine.from_defaults( system_prompt=system_prompt, - service_context=self.service_context, + llm=self.llm_component.llm, ) def stream_chat( diff --git a/private_gpt/server/chunks/chunks_service.py b/private_gpt/server/chunks/chunks_service.py index 7fbe8550..7bda5d90 100644 --- a/private_gpt/server/chunks/chunks_service.py +++ b/private_gpt/server/chunks/chunks_service.py @@ -1,8 +1,9 @@ from typing import TYPE_CHECKING, Literal from injector import inject, singleton -from llama_index import ServiceContext, StorageContext, VectorStoreIndex -from llama_index.schema import NodeWithScore +from llama_index.core.indices import VectorStoreIndex +from llama_index.core.schema import NodeWithScore +from llama_index.core.storage import StorageContext from pydantic import BaseModel, Field from private_gpt.components.embedding.embedding_component import EmbeddingComponent @@ -15,7 +16,7 @@ from private_gpt.open_ai.extensions.context_filter import ContextFilter from private_gpt.server.ingest.model import IngestedDoc if TYPE_CHECKING: - from llama_index.schema import RelatedNodeInfo + from llama_index.core.schema import RelatedNodeInfo class Chunk(BaseModel): @@ -63,14 +64,13 @@ class ChunksService: node_store_component: NodeStoreComponent, ) -> None: self.vector_store_component = vector_store_component + self.llm_component = llm_component + self.embedding_component = embedding_component self.storage_context = StorageContext.from_defaults( vector_store=vector_store_component.vector_store, docstore=node_store_component.doc_store, index_store=node_store_component.index_store, ) - self.query_service_context = ServiceContext.from_defaults( - llm=llm_component.llm, embed_model=embedding_component.embedding_model - ) def _get_sibling_nodes_text( self, node_with_score: NodeWithScore, related_number: int, forward: bool = True @@ -103,7 +103,8 @@ class ChunksService: index = VectorStoreIndex.from_vector_store( self.vector_store_component.vector_store, storage_context=self.storage_context, - service_context=self.query_service_context, + llm=self.llm_component.llm, + embed_model=self.embedding_component.embedding_model, show_progress=True, ) vector_index_retriever = self.vector_store_component.get_retriever( diff --git a/private_gpt/server/ingest/ingest_service.py b/private_gpt/server/ingest/ingest_service.py index aa2f73c3..1d6f5ba2 100644 --- a/private_gpt/server/ingest/ingest_service.py +++ b/private_gpt/server/ingest/ingest_service.py @@ -4,11 +4,8 @@ from pathlib import Path from typing import AnyStr, BinaryIO from injector import inject, singleton -from llama_index import ( - ServiceContext, - StorageContext, -) -from llama_index.node_parser import SentenceWindowNodeParser +from llama_index.core.node_parser import SentenceWindowNodeParser +from llama_index.core.storage import StorageContext from private_gpt.components.embedding.embedding_component import EmbeddingComponent from private_gpt.components.ingest.ingest_component import get_ingestion_component @@ -40,17 +37,12 @@ class IngestService: index_store=node_store_component.index_store, ) node_parser = SentenceWindowNodeParser.from_defaults() - self.ingest_service_context = ServiceContext.from_defaults( - llm=self.llm_service.llm, - embed_model=embedding_component.embedding_model, - node_parser=node_parser, - # Embeddings done early in the pipeline of node transformations, right - # after the node parsing - transformations=[node_parser, embedding_component.embedding_model], - ) self.ingest_component = get_ingestion_component( - self.storage_context, self.ingest_service_context, settings=settings() + self.storage_context, + embed_model=embedding_component.embedding_model, + transformations=[node_parser, embedding_component.embedding_model], + settings=settings(), ) def _ingest_data(self, file_name: str, file_data: AnyStr) -> list[IngestedDoc]: diff --git a/private_gpt/server/ingest/model.py b/private_gpt/server/ingest/model.py index eb957ee0..9f4139e6 100644 --- a/private_gpt/server/ingest/model.py +++ b/private_gpt/server/ingest/model.py @@ -1,6 +1,6 @@ from typing import Any, Literal -from llama_index import Document +from llama_index.core.schema import Document from pydantic import BaseModel, Field diff --git a/private_gpt/ui/ui.py b/private_gpt/ui/ui.py index a4b131fe..bcc1f675 100644 --- a/private_gpt/ui/ui.py +++ b/private_gpt/ui/ui.py @@ -10,7 +10,7 @@ import gradio as gr # type: ignore from fastapi import FastAPI from gradio.themes.utils.colors import slate # type: ignore from injector import inject, singleton -from llama_index.llms import ChatMessage, ChatResponse, MessageRole +from llama_index.core.llms import ChatMessage, ChatResponse, MessageRole from pydantic import BaseModel from private_gpt.constants import PROJECT_ROOT_PATH diff --git a/pyproject.toml b/pyproject.toml index 1b380e20..59f8ff70 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,15 +6,24 @@ authors = ["Zylon "] [tool.poetry.dependencies] python = ">=3.11,<3.12" -fastapi = { extras = ["all"], version = "^0.103.1" } -boto3 = "^1.28.56" +fastapi = { extras = ["all"], version = "^0.110.0" } +boto3 = "^1.34.51" injector = "^0.21.0" pyyaml = "^6.0.1" -python-multipart = "^0.0.6" -pypdf = "^3.16.2" -llama-index = { extras = ["local_models"], version = "0.9.3" } -watchdog = "^3.0.0" -qdrant-client = "^1.6.9" +python-multipart = "^0.0.9" +llama-index-core = "^0.10.13" +llama-index-readers-file = "^0.1.6" +llama-index-embeddings-huggingface = "^0.1.4" +llama-index-embeddings-openai = "^0.1.6" +llama-index-vector-stores-qdrant = "^0.1.3" +llama-index-vector-stores-chroma = "^0.1.4" +llama-index-llms-llama-cpp = "^0.1.3" +llama-index-llms-openai = "^0.1.6" +llama-index-llms-openai-like = "^0.1.3" +llama-index-llms-ollama = "^0.1.2" +llama-index-vector-stores-postgres = "^0.1.2" +watchdog = "^4.0.0" +qdrant-client = "^1.7.3" chromadb = {version = "^0.4.13", optional = true} asyncpg = {version = "^0.29.0", optional = true} pgvector = {version = "^0.2.5", optional = true} diff --git a/tests/test_prompt_helper.py b/tests/test_prompt_helper.py index 48597698..3b5af914 100644 --- a/tests/test_prompt_helper.py +++ b/tests/test_prompt_helper.py @@ -1,5 +1,5 @@ import pytest -from llama_index.llms import ChatMessage, MessageRole +from llama_index.core.llms import ChatMessage, MessageRole from private_gpt.components.llm.prompt_helper import ( ChatMLPromptStyle,