diff --git a/CHANGELOG.md b/CHANGELOG.md index 14aa71d567790..53453f80b0461 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,93 @@ # ChangeLog +## [2024-07-31] + +### `llama-index-core` [0.10.59] + +- Introduce `Workflow`s for event-driven orchestration (#15067) +- Added feature to context chat engine allowing previous chunks to be inserted into the current context window (#14889) +- MLflow Integration added to docs (#14977) +- docs(literalai): add Literal AI integration to documentation (#15023) +- expand span coverage for query pipeline (#14997) +- make re-raising error skip constructor during `asyncio_run()` (#14970) + +### `llama-index-embeddings-ollama` [0.1.3] + +- Add proper async embedding support + +### `llama-index-embeddings-textembed` [0.0.1] + +- add support for textembed embedding (#14968) + +### `llama-index-graph-stores-falkordb` [0.1.5] + +- initial implementation FalkorDBPropertyGraphStore (#14936) + +### `llama-index-llms-azure-inference` [0.1.1] + +- Fix: Azure AI inference integration support for tools (#15044) + +### `llama-index-llms-fireworks` [0.1.7] + +- Updates to Default model for support for function calling (#15046) + +### `llama-index-llms-ollama` [0.2.2] + +- toggle for ollama function calling (#14972) +- Add function calling for Ollama (#14948) + +### `llama-index-llms-openllm` [0.2.0] + +- update to OpenLLM 0.6 (#14935) + +### `llama-index-packs-longrag` [0.1.0] + +- Adds a LlamaPack that implements LongRAG (#14916) + +### `llama-index-postprocessor-tei-rerank` [0.1.0] + +- Support for Re-Ranker via Text Embedding Interface (#15063) + +### `llama-index-readers-confluence` [0.1.7] + +- confluence reader sort auth parameters priority (#14905) + +### `llama-index-readers-file` [0.1.31] + +- UnstructuredReader use filename as ID (#14946) + +### `llama-index-readers-gitlab` [0.1.0] + +- Add GitLab reader integration (#15030) + +### `llama-index-readers-google` [0.2.11] + +- Fix issue with average ratings being a float vs an int (#15070) + +### `llama-index-retrievers-bm25` [0.2.2] + +- use proper stemmer in bm25 tokenize (#14965) + +### `llama-index-vector-stores-azureaisearch` [0.1.13] + +- Fix issue with deleting non-existent index (#14949) + +### `llama-index-vector-stores-elasticsearch` [0.2.5] + +- disable embeddings for sparse strategy (#15032) + +### `llama-index-vector-stores-kdbai` [0.2.0] + +- Update default sparse encoder for Hybrid search (#15019) + +### `llama-index-vector-stores-milvus` [0.1.22] + +- Enhance MilvusVectorStore with flexible index management for overwriting (#15058) + +### `llama-index-vector-stores-postgres` [0.1.13] + +- Adds option to construct PGVectorStore with a HNSW index (#15024) + ## [2024-07-24] ### `llama-index-core` [0.10.58] diff --git a/docs/docs/CHANGELOG.md b/docs/docs/CHANGELOG.md index 14aa71d567790..53453f80b0461 100644 --- a/docs/docs/CHANGELOG.md +++ b/docs/docs/CHANGELOG.md @@ -1,5 +1,93 @@ # ChangeLog +## [2024-07-31] + +### `llama-index-core` [0.10.59] + +- Introduce `Workflow`s for event-driven orchestration (#15067) +- Added feature to context chat engine allowing previous chunks to be inserted into the current context window (#14889) +- MLflow Integration added to docs (#14977) +- docs(literalai): add Literal AI integration to documentation (#15023) +- expand span coverage for query pipeline (#14997) +- make re-raising error skip constructor during `asyncio_run()` (#14970) + +### `llama-index-embeddings-ollama` [0.1.3] + +- Add proper async embedding support + +### `llama-index-embeddings-textembed` [0.0.1] + +- add support for textembed embedding (#14968) + +### `llama-index-graph-stores-falkordb` [0.1.5] + +- initial implementation FalkorDBPropertyGraphStore (#14936) + +### `llama-index-llms-azure-inference` [0.1.1] + +- Fix: Azure AI inference integration support for tools (#15044) + +### `llama-index-llms-fireworks` [0.1.7] + +- Updates to Default model for support for function calling (#15046) + +### `llama-index-llms-ollama` [0.2.2] + +- toggle for ollama function calling (#14972) +- Add function calling for Ollama (#14948) + +### `llama-index-llms-openllm` [0.2.0] + +- update to OpenLLM 0.6 (#14935) + +### `llama-index-packs-longrag` [0.1.0] + +- Adds a LlamaPack that implements LongRAG (#14916) + +### `llama-index-postprocessor-tei-rerank` [0.1.0] + +- Support for Re-Ranker via Text Embedding Interface (#15063) + +### `llama-index-readers-confluence` [0.1.7] + +- confluence reader sort auth parameters priority (#14905) + +### `llama-index-readers-file` [0.1.31] + +- UnstructuredReader use filename as ID (#14946) + +### `llama-index-readers-gitlab` [0.1.0] + +- Add GitLab reader integration (#15030) + +### `llama-index-readers-google` [0.2.11] + +- Fix issue with average ratings being a float vs an int (#15070) + +### `llama-index-retrievers-bm25` [0.2.2] + +- use proper stemmer in bm25 tokenize (#14965) + +### `llama-index-vector-stores-azureaisearch` [0.1.13] + +- Fix issue with deleting non-existent index (#14949) + +### `llama-index-vector-stores-elasticsearch` [0.2.5] + +- disable embeddings for sparse strategy (#15032) + +### `llama-index-vector-stores-kdbai` [0.2.0] + +- Update default sparse encoder for Hybrid search (#15019) + +### `llama-index-vector-stores-milvus` [0.1.22] + +- Enhance MilvusVectorStore with flexible index management for overwriting (#15058) + +### `llama-index-vector-stores-postgres` [0.1.13] + +- Adds option to construct PGVectorStore with a HNSW index (#15024) + ## [2024-07-24] ### `llama-index-core` [0.10.58] diff --git a/docs/docs/api_reference/embeddings/textembed.md b/docs/docs/api_reference/embeddings/textembed.md new file mode 100644 index 0000000000000..43d3e3c93b8d5 --- /dev/null +++ b/docs/docs/api_reference/embeddings/textembed.md @@ -0,0 +1,4 @@ +::: llama_index.embeddings.textembed + options: + members: + - TextEmbed diff --git a/docs/docs/api_reference/extractors/llama_extract.md b/docs/docs/api_reference/extractors/llama_extract.md new file mode 100644 index 0000000000000..1927e35c8ad6b --- /dev/null +++ b/docs/docs/api_reference/extractors/llama_extract.md @@ -0,0 +1,4 @@ +::: llama_index.extractors.llama_extract + options: + members: + - LlamaExtractExtractor diff --git a/docs/docs/api_reference/packs/longrag.md b/docs/docs/api_reference/packs/longrag.md new file mode 100644 index 0000000000000..2902526512fc1 --- /dev/null +++ b/docs/docs/api_reference/packs/longrag.md @@ -0,0 +1,4 @@ +::: llama_index.packs.longrag + options: + members: + - LongRAGPack diff --git a/docs/docs/api_reference/postprocessor/tei_rerank.md b/docs/docs/api_reference/postprocessor/tei_rerank.md new file mode 100644 index 0000000000000..089bfea92a6e5 --- /dev/null +++ b/docs/docs/api_reference/postprocessor/tei_rerank.md @@ -0,0 +1,4 @@ +::: llama_index.postprocessor.tei_rerank + options: + members: + - TextEmbeddingInference diff --git a/docs/docs/api_reference/readers/gitlab.md b/docs/docs/api_reference/readers/gitlab.md new file mode 100644 index 0000000000000..38a7ba7cd528c --- /dev/null +++ b/docs/docs/api_reference/readers/gitlab.md @@ -0,0 +1,5 @@ +::: llama_index.readers.gitlab + options: + members: + - GitLabIssuesReader + - GitLabRepositoryReader diff --git a/docs/docs/api_reference/storage/graph_stores/falkordb.md b/docs/docs/api_reference/storage/graph_stores/falkordb.md index d7ab23ee8c1a9..12906a65f9a48 100644 --- a/docs/docs/api_reference/storage/graph_stores/falkordb.md +++ b/docs/docs/api_reference/storage/graph_stores/falkordb.md @@ -2,4 +2,3 @@ options: members: - FalkorDBGraphStore - - FalkorDBPropertyGraphStore diff --git a/docs/docs/api_reference/workflow/context.md b/docs/docs/api_reference/workflow/context.md new file mode 100644 index 0000000000000..11057a9d80ecb --- /dev/null +++ b/docs/docs/api_reference/workflow/context.md @@ -0,0 +1,4 @@ +::: llama_index.core.workflow.context + options: + members: + - Context diff --git a/docs/docs/api_reference/workflow/events.md b/docs/docs/api_reference/workflow/events.md new file mode 100644 index 0000000000000..17b3c89b53a4e --- /dev/null +++ b/docs/docs/api_reference/workflow/events.md @@ -0,0 +1,6 @@ +::: llama_index.core.workflow.events + options: + members: + - Event + - StartEvent + - StopEvent diff --git a/docs/docs/api_reference/workflow/workflow.md b/docs/docs/api_reference/workflow/workflow.md new file mode 100644 index 0000000000000..1d9607c63fa2a --- /dev/null +++ b/docs/docs/api_reference/workflow/workflow.md @@ -0,0 +1,4 @@ +::: llama_index.core.workflow.workflow + options: + members: + - Workflow diff --git a/docs/docs/module_guides/querying/index.md b/docs/docs/module_guides/querying/index.md index 65ce4be7dd325..2d08f675b7822 100644 --- a/docs/docs/module_guides/querying/index.md +++ b/docs/docs/module_guides/querying/index.md @@ -6,7 +6,7 @@ If you wish to combine advanced reasoning with tool use, check out our [agents]( ## Query Workflows -You can create workflows for querying with ease, using our event-driven `Workflow` interface. Check out our [workflow guide](workflow/index.md) for more details. +You can create workflows for querying with ease, using our event-driven `Workflow` interface. Check out our [workflow guide](../workflow/index.md) for more details. Otherwise check out how to use our query modules as standalone components 👇. diff --git a/docs/docs/understanding/querying/querying.md b/docs/docs/understanding/querying/querying.md index c297efc6cdf82..6fd0c8fe59280 100644 --- a/docs/docs/understanding/querying/querying.md +++ b/docs/docs/understanding/querying/querying.md @@ -149,4 +149,4 @@ Also make sure to check out our entire [Structured Outputs](../../module_guides/ If you want to design complex query flows, you can compose your own query workflow across many different modules, from prompts/LLMs/output parsers to retrievers to response synthesizers to your own custom components. -Take a look at our [Workflow Guide](../../module_guides/querying/workflow/index.md) for more details. +Take a look at our [Workflow Guide](../../module_guides/workflow/index.md) for more details. diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml index 99b8e0176843c..77b47e197ef48 100644 --- a/docs/mkdocs.yml +++ b/docs/mkdocs.yml @@ -220,6 +220,7 @@ nav: - ./examples/embeddings/premai.ipynb - ./examples/embeddings/sagemaker_embedding_endpoint.ipynb - ./examples/embeddings/text_embedding_inference.ipynb + - ./examples/embeddings/textembed.ipynb - ./examples/embeddings/together.ipynb - ./examples/embeddings/upstage.ipynb - ./examples/embeddings/voyageai.ipynb @@ -627,6 +628,11 @@ nav: - ./examples/vector_stores/postgres.ipynb - ./examples/vector_stores/qdrant_bm42.ipynb - ./examples/vector_stores/qdrant_hybrid.ipynb + - Workflow: + - ./examples/workflow/function_calling_agent.ipynb + - ./examples/workflow/rag.ipynb + - ./examples/workflow/react_agent.ipynb + - ./examples/workflow/reflection.ipynb - Component Guides: - ./module_guides/index.md - Models: @@ -702,7 +708,7 @@ nav: - ./module_guides/querying/response_synthesizers/index.md - ./module_guides/querying/response_synthesizers/response_synthesizers.md - Routing: ./module_guides/querying/router/index.md - - Workflows: ./module_guides/querying/workflow/index.md + - Workflows: ./module_guides/workflow/index.md - Query Pipelines: - ./module_guides/querying/pipeline/index.md - ./module_guides/querying/pipeline/usage_pattern.md @@ -822,6 +828,7 @@ nav: - ./api_reference/embeddings/premai.md - ./api_reference/embeddings/sagemaker_endpoint.md - ./api_reference/embeddings/text_embeddings_inference.md + - ./api_reference/embeddings/textembed.md - ./api_reference/embeddings/together.md - ./api_reference/embeddings/upstage.md - ./api_reference/embeddings/vertex.md @@ -976,6 +983,7 @@ nav: - ./api_reference/packs/llama_dataset_metadata.md - ./api_reference/packs/llama_guard_moderator.md - ./api_reference/packs/llava_completion.md + - ./api_reference/packs/longrag.md - ./api_reference/packs/mixture_of_agents.md - ./api_reference/packs/multi_document_agents.md - ./api_reference/packs/multi_tenancy_rag.md @@ -1023,6 +1031,7 @@ nav: - ./api_reference/extractors/entity.md - ./api_reference/extractors/index.md - ./api_reference/extractors/keyword.md + - ./api_reference/extractors/llama_extract.md - ./api_reference/extractors/marvin.md - ./api_reference/extractors/pydantic.md - ./api_reference/extractors/question.md @@ -1079,6 +1088,7 @@ nav: - ./api_reference/postprocessor/sbert_rerank.md - ./api_reference/postprocessor/sentence_optimizer.md - ./api_reference/postprocessor/similarity.md + - ./api_reference/postprocessor/tei_rerank.md - ./api_reference/postprocessor/time_weighted.md - ./api_reference/postprocessor/voyageai_rerank.md - Object Stores: @@ -1198,6 +1208,7 @@ nav: - ./api_reference/readers/gcs.md - ./api_reference/readers/genius.md - ./api_reference/readers/github.md + - ./api_reference/readers/gitlab.md - ./api_reference/readers/google.md - ./api_reference/readers/gpt_repo.md - ./api_reference/readers/graphdb_cypher.md @@ -1490,6 +1501,10 @@ nav: - ./api_reference/tools/yahoo_finance.md - ./api_reference/tools/yelp.md - ./api_reference/tools/zapier.md + - Workflow: + - ./api_reference/workflow/context.md + - ./api_reference/workflow/events.md + - ./api_reference/workflow/workflow.md - Open-Source Community: - Integrations: ./community/integrations.md - Full Stack Projects: ./community/full_stack_projects.md @@ -2067,6 +2082,11 @@ plugins: - ../llama-index-integrations/llms/llama-index-llms-azure-inference - ../llama-index-integrations/vector_stores/llama-index-vector-stores-lindorm - ../llama-index-integrations/retrievers/llama-index-retrievers-vertexai-search + - ../llama-index-packs/llama-index-packs-longrag + - ../llama-index-integrations/embeddings/llama-index-embeddings-textembed + - ../llama-index-integrations/postprocessor/llama-index-postprocessor-tei-rerank + - ../llama-index-integrations/readers/llama-index-readers-gitlab + - ../llama-index-integrations/extractors/llama-index-extractors-llama-extract - redirects: redirect_maps: ./api/llama_index.vector_stores.MongoDBAtlasVectorSearch.html: api_reference/storage/vector_store/mongodb.md diff --git a/docs/prepare_for_build.py b/docs/prepare_for_build.py index d7568cd77688b..40279542bfb57 100644 --- a/docs/prepare_for_build.py +++ b/docs/prepare_for_build.py @@ -95,6 +95,7 @@ "schema": "Schema", "storage": "Storage", "tools": "Tools", + "workflow": "Workflow", } API_REF_TEMPLATE = """::: {import_path} options: diff --git a/llama-index-core/llama_index/core/__init__.py b/llama-index-core/llama_index/core/__init__.py index f4e91c026cb09..8a54937601c78 100644 --- a/llama-index-core/llama_index/core/__init__.py +++ b/llama-index-core/llama_index/core/__init__.py @@ -1,6 +1,6 @@ """Init file of LlamaIndex.""" -__version__ = "0.10.58" +__version__ = "0.10.59" import logging from logging import NullHandler diff --git a/llama-index-core/pyproject.toml b/llama-index-core/pyproject.toml index 7c8149016e9ae..1547661d44a28 100644 --- a/llama-index-core/pyproject.toml +++ b/llama-index-core/pyproject.toml @@ -43,7 +43,7 @@ name = "llama-index-core" packages = [{include = "llama_index"}] readme = "README.md" repository = "https://github.com/run-llama/llama_index" -version = "0.10.58" +version = "0.10.59" [tool.poetry.dependencies] SQLAlchemy = {extras = ["asyncio"], version = ">=1.4.49"} diff --git a/llama-index-integrations/embeddings/llama-index-embeddings-ollama/llama_index/embeddings/ollama/base.py b/llama-index-integrations/embeddings/llama-index-embeddings-ollama/llama_index/embeddings/ollama/base.py index 5f7b625cd4e2d..2a0eddf9c0dc1 100644 --- a/llama-index-integrations/embeddings/llama-index-embeddings-ollama/llama_index/embeddings/ollama/base.py +++ b/llama-index-integrations/embeddings/llama-index-embeddings-ollama/llama_index/embeddings/ollama/base.py @@ -1,3 +1,4 @@ +import httpx from typing import Any, Dict, List, Optional from llama_index.core.base.embeddings.base import BaseEmbedding @@ -28,6 +29,7 @@ def __init__( embed_batch_size: int = DEFAULT_EMBED_BATCH_SIZE, ollama_additional_kwargs: Optional[Dict[str, Any]] = None, callback_manager: Optional[CallbackManager] = None, + **kwargs: Any, ) -> None: super().__init__( model_name=model_name, @@ -47,7 +49,7 @@ def _get_query_embedding(self, query: str) -> List[float]: async def _aget_query_embedding(self, query: str) -> List[float]: """The asynchronous version of _get_query_embedding.""" - return self.get_general_text_embedding(query) + return await self.aget_general_text_embedding(query) def _get_text_embedding(self, text: str) -> List[float]: """Get text embedding.""" @@ -55,7 +57,7 @@ def _get_text_embedding(self, text: str) -> List[float]: async def _aget_text_embedding(self, text: str) -> List[float]: """Asynchronously get text embedding.""" - return self.get_general_text_embedding(text) + return await self.aget_general_text_embedding(text) def _get_text_embeddings(self, texts: List[str]) -> List[List[float]]: """Get text embeddings.""" @@ -68,7 +70,7 @@ def _get_text_embeddings(self, texts: List[str]) -> List[List[float]]: async def _aget_text_embeddings(self, texts: List[str]) -> List[List[float]]: """Asynchronously get text embeddings.""" - return self._get_text_embeddings(texts) + return self._aget_text_embeddings(texts) def get_general_text_embedding(self, prompt: str) -> List[float]: """Get Ollama embedding.""" @@ -105,3 +107,32 @@ def get_general_text_embedding(self, prompt: str) -> List[float]: raise ValueError( f"Error raised for Ollama Call: {e}.\nResponse: {response.text}" ) + + async def aget_general_text_embedding(self, prompt: str) -> List[float]: + """Asynchronously get Ollama embedding.""" + async with httpx.AsyncClient() as client: + ollama_request_body = { + "prompt": prompt, + "model": self.model_name, + "options": self.ollama_additional_kwargs, + } + + response = await client.post( + url=f"{self.base_url}/api/embeddings", + headers={"Content-Type": "application/json"}, + json=ollama_request_body, + ) + response.encoding = "utf-8" + if response.status_code != 200: + optional_detail = response.json().get("error") + raise ValueError( + f"Ollama call failed with status code {response.status_code}." + f" Details: {optional_detail}" + ) + + try: + return response.json()["embedding"] + except httpx.HTTPStatusError as e: + raise ValueError( + f"Error raised for Ollama Call: {e}.\nResponse: {response.text}" + ) diff --git a/llama-index-integrations/embeddings/llama-index-embeddings-ollama/pyproject.toml b/llama-index-integrations/embeddings/llama-index-embeddings-ollama/pyproject.toml index 6462a72006366..ff89df4cb4e6e 100644 --- a/llama-index-integrations/embeddings/llama-index-embeddings-ollama/pyproject.toml +++ b/llama-index-integrations/embeddings/llama-index-embeddings-ollama/pyproject.toml @@ -27,7 +27,7 @@ exclude = ["**/BUILD"] license = "MIT" name = "llama-index-embeddings-ollama" readme = "README.md" -version = "0.1.2" +version = "0.1.3" [tool.poetry.dependencies] python = ">=3.8.1,<4.0" diff --git a/llama-index-integrations/graph_stores/llama-index-graph-stores-falkordb/pyproject.toml b/llama-index-integrations/graph_stores/llama-index-graph-stores-falkordb/pyproject.toml index bdd73255ff5da..28dd9227bbbff 100644 --- a/llama-index-integrations/graph_stores/llama-index-graph-stores-falkordb/pyproject.toml +++ b/llama-index-integrations/graph_stores/llama-index-graph-stores-falkordb/pyproject.toml @@ -27,7 +27,7 @@ exclude = ["**/BUILD"] license = "MIT" name = "llama-index-graph-stores-falkordb" readme = "README.md" -version = "0.1.4" +version = "0.1.5" [tool.poetry.dependencies] python = ">=3.8.1,<4.0" diff --git a/llama-index-integrations/llms/llama-index-llms-openllm/pyproject.toml b/llama-index-integrations/llms/llama-index-llms-openllm/pyproject.toml index 46e072ff3d95e..8a7bfa3b6018a 100644 --- a/llama-index-integrations/llms/llama-index-llms-openllm/pyproject.toml +++ b/llama-index-integrations/llms/llama-index-llms-openllm/pyproject.toml @@ -30,7 +30,7 @@ readme = "README.md" version = "0.2.0" [tool.poetry.dependencies] -python = ">=3.8.1,<4.0" +python = ">=3.9,<4.0" llama-index-core = "^0.10.1" llama-index-llms-openai-like = "^0.1.3" openllm = ">=0.6.0" diff --git a/llama-index-integrations/postprocessor/llama-index-postprocessor-dashscope-rerank/pyproject.toml b/llama-index-integrations/postprocessor/llama-index-postprocessor-dashscope-rerank/pyproject.toml index 5db32642f6068..05fbe83bf43f4 100644 --- a/llama-index-integrations/postprocessor/llama-index-postprocessor-dashscope-rerank/pyproject.toml +++ b/llama-index-integrations/postprocessor/llama-index-postprocessor-dashscope-rerank/pyproject.toml @@ -53,3 +53,6 @@ types-protobuf = "^4.24.0.4" types-redis = "4.5.5.0" types-requests = "2.28.11.8" types-setuptools = "67.1.0.0" + +[[tool.poetry.packages]] +include = "llama_index/" diff --git a/llama-index-integrations/postprocessor/llama-index-postprocessor-tei-rerank/pyproject.toml b/llama-index-integrations/postprocessor/llama-index-postprocessor-tei-rerank/pyproject.toml index 88fcb682decd5..873ab38b34cec 100644 --- a/llama-index-integrations/postprocessor/llama-index-postprocessor-tei-rerank/pyproject.toml +++ b/llama-index-integrations/postprocessor/llama-index-postprocessor-tei-rerank/pyproject.toml @@ -9,7 +9,7 @@ skip = "*.csv,*.html,*.json,*.jsonl,*.pdf,*.txt,*.ipynb" [tool.llamahub] contains_example = false -import_path = "llama_index.postprocessor.tei_rerank_rerank" +import_path = "llama_index.postprocessor.tei_rerank" [tool.llamahub.class_authors] TextEmbeddingInference = "llama-index" diff --git a/poetry.lock b/poetry.lock index fa685aeba8425..6ca4ed5dc228b 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,91 +1,103 @@ # This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +[[package]] +name = "aiohappyeyeballs" +version = "2.3.4" +description = "Happy Eyeballs for asyncio" +optional = false +python-versions = "<4.0,>=3.8" +files = [ + {file = "aiohappyeyeballs-2.3.4-py3-none-any.whl", hash = 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