From 08ef6411da658b239f06175beccdb566c9ae03af Mon Sep 17 00:00:00 2001 From: Anhui-tqhuang Date: Tue, 20 Feb 2024 15:47:29 +0800 Subject: [PATCH 1/4] feat: support pgvector --- fern/docs/pages/manual/vectordb.mdx | 37 +++++++++++++++++-- .../vector_store/vector_store_component.py | 12 ++++++ private_gpt/settings/settings.py | 36 +++++++++++++++++- settings.yaml | 10 +++++ 4 files changed, 91 insertions(+), 4 deletions(-) diff --git a/fern/docs/pages/manual/vectordb.mdx b/fern/docs/pages/manual/vectordb.mdx index f59f04823..1fb4ead92 100644 --- a/fern/docs/pages/manual/vectordb.mdx +++ b/fern/docs/pages/manual/vectordb.mdx @@ -1,7 +1,7 @@ ## Vectorstores -PrivateGPT supports [Qdrant](https://qdrant.tech/) and [Chroma](https://www.trychroma.com/) as vectorstore providers. Qdrant being the default. +PrivateGPT supports [Qdrant](https://qdrant.tech/), [Chroma](https://www.trychroma.com/) and [PGVector](https://github.com/pgvector/pgvector) as vectorstore providers. Qdrant being the default. -In order to select one or the other, set the `vectorstore.database` property in the `settings.yaml` file to `qdrant` or `chroma`. +In order to select one or the other, set the `vectorstore.database` property in the `settings.yaml` file to `qdrant`, `chroma` or `pgvector`. ```yaml vectorstore: @@ -47,4 +47,35 @@ To enable Chroma, set the `vectorstore.database` property in the `settings.yaml` poetry install --extras chroma ``` -By default `chroma` will use a disk-based database stored in local_data_path / "chroma_db" (being local_data_path defined in settings.yaml) \ No newline at end of file +By default `chroma` will use a disk-based database stored in local_data_path / "chroma_db" (being local_data_path defined in settings.yaml) + +### PGVector + +To enable PGVector, set the `vectorstore.database` property in the `settings.yaml` file to `pgvector`. + +PGVector settings can be configured by setting values to the `pgvector` property in the `settings.yaml` file. + +The available configuration options are: +| Field | Description | +|---------------|-----------------------------------------------------------| +| **host** | The server hosting the Postgres database. Default is `localhost` | +| **port** | The port on which the Postgres database is accessible. Default is `5432` | +| **database** | The specific database to connect to. Default is `postgres` | +| **user** | The username for database access. Default is `postgres` | +| **password** | The password for database access. (Required) | +| **embed_dim** | The dimensionality of the embedding model (Required) | +| **schema_name** | The database schema to use. Default is `private_gpt` | +| **table_name** | The database table to use. Default is `embeddings` | + +For example: +```yaml +pgvector: + host: localhost + port: 5432 + database: postgres + user: postgres + password: + embed_dim: 1024 + schema_name: private_gpt + table_name: embeddings +``` diff --git a/private_gpt/components/vector_store/vector_store_component.py b/private_gpt/components/vector_store/vector_store_component.py index 09af692bf..fa532bf85 100644 --- a/private_gpt/components/vector_store/vector_store_component.py +++ b/private_gpt/components/vector_store/vector_store_component.py @@ -40,6 +40,18 @@ class VectorStoreComponent: @inject def __init__(self, settings: Settings) -> None: match settings.vectorstore.database: + case "pgvector": + from llama_index.vector_stores import PGVectorStore + + if settings.pgvector is None: + raise ValueError( + "PGVectorStore settings not found. Please provide settings." + ) + + self.vector_store = typing.cast(VectorStore, PGVectorStore.from_params( + **settings.pgvector.model_dump(exclude_none=True) + )) + case "chroma": try: import chromadb # type: ignore diff --git a/private_gpt/settings/settings.py b/private_gpt/settings/settings.py index 8e0229498..7e016eac3 100644 --- a/private_gpt/settings/settings.py +++ b/private_gpt/settings/settings.py @@ -101,7 +101,7 @@ class LLMSettings(BaseModel): class VectorstoreSettings(BaseModel): - database: Literal["chroma", "qdrant"] + database: Literal["chroma", "qdrant", "pgvector"] class LocalSettings(BaseModel): @@ -196,6 +196,39 @@ class UISettings(BaseModel): False, description="If the button to delete all files is enabled or not." ) +class PGVectorSettings(BaseModel): + host: str = Field( + "localhost", + description="The server hosting the Postgres database", + ) + port: int = Field( + 5432, + description="The port on which the Postgres database is accessible", + ) + user: str = Field( + "postgres", + description="The user to use to connect to the Postgres database", + ) + password: str = Field( + "postgres", + description="The password to use to connect to the Postgres database", + ) + database: str = Field( + "postgres", + description="The database to use to connect to the Postgres database", + ) + embed_dim: int = Field( + 384, + description="The dimension of the embeddings stored in the Postgres database", + ) + schema_name: str = Field( + "public", + description="The name of the schema in the Postgres database where the embeddings are stored", + ) + table_name: str = Field( + "embeddings", + description="The name of the table in the Postgres database where the embeddings are stored", + ) class QdrantSettings(BaseModel): location: str | None = Field( @@ -263,6 +296,7 @@ class Settings(BaseModel): ollama: OllamaSettings vectorstore: VectorstoreSettings qdrant: QdrantSettings | None = None + pgvector: PGVectorSettings | None = None """ diff --git a/settings.yaml b/settings.yaml index 632c12ce2..b9dcbaa78 100644 --- a/settings.yaml +++ b/settings.yaml @@ -53,6 +53,16 @@ vectorstore: qdrant: path: local_data/private_gpt/qdrant +pgvector: + host: localhost + port: 5432 + database: postgres + user: postgres + password: postgres + embed_dim: 384 # 384 is for BAAI/bge-small-en-v1.5 + schema_name: private_gpt + table_name: embeddings + local: prompt_style: "mistral" llm_hf_repo_id: TheBloke/Mistral-7B-Instruct-v0.2-GGUF From 7cccde4ed8b10b14211adec3f5b6c5543ab2e001 Mon Sep 17 00:00:00 2001 From: Anhui-tqhuang Date: Tue, 20 Feb 2024 15:50:58 +0800 Subject: [PATCH 2/4] feat: support pgvector --- fern/docs/pages/manual/vectordb.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/fern/docs/pages/manual/vectordb.mdx b/fern/docs/pages/manual/vectordb.mdx index 1fb4ead92..fb5d6b12f 100644 --- a/fern/docs/pages/manual/vectordb.mdx +++ b/fern/docs/pages/manual/vectordb.mdx @@ -75,7 +75,7 @@ pgvector: database: postgres user: postgres password: - embed_dim: 1024 + embed_dim: 384 # 384 is for BAAI/bge-small-en-v1.5 schema_name: private_gpt table_name: embeddings ``` From 205ce948054af5a5bcc2c1a493ac82daa5ad875c Mon Sep 17 00:00:00 2001 From: Anhui-tqhuang Date: Tue, 20 Feb 2024 18:00:53 +0800 Subject: [PATCH 3/4] feat: support pgvector --- fern/docs/pages/manual/vectordb.mdx | 6 +- poetry.lock | 273 ++++++++++++++++++++++------ pyproject.toml | 5 + 3 files changed, 228 insertions(+), 56 deletions(-) diff --git a/fern/docs/pages/manual/vectordb.mdx b/fern/docs/pages/manual/vectordb.mdx index fb5d6b12f..b738d4d67 100644 --- a/fern/docs/pages/manual/vectordb.mdx +++ b/fern/docs/pages/manual/vectordb.mdx @@ -51,7 +51,11 @@ By default `chroma` will use a disk-based database stored in local_data_path / " ### PGVector -To enable PGVector, set the `vectorstore.database` property in the `settings.yaml` file to `pgvector`. +To enable PGVector, set the `vectorstore.database` property in the `settings.yaml` file to `pgvector` and install the `pgvector` extra. + +```bash +poetry install --extras pgvector +``` PGVector settings can be configured by setting values to the `pgvector` property in the `settings.yaml` file. diff --git a/poetry.lock b/poetry.lock index dfdafd2fd..8cce782fd 100644 --- a/poetry.lock +++ b/poetry.lock @@ -232,6 +232,74 @@ files = [ [package.extras] tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"] +[[package]] +name = "async-timeout" +version = "4.0.3" +description = "Timeout context manager for asyncio programs" +optional = true +python-versions = ">=3.7" +files = [ + {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"}, + {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"}, +] + +[[package]] +name = "asyncpg" +version = "0.29.0" +description = "An asyncio PostgreSQL driver" +optional = true +python-versions = ">=3.8.0" +files = [ + {file = "asyncpg-0.29.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72fd0ef9f00aeed37179c62282a3d14262dbbafb74ec0ba16e1b1864d8a12169"}, + {file = "asyncpg-0.29.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:52e8f8f9ff6e21f9b39ca9f8e3e33a5fcdceaf5667a8c5c32bee158e313be385"}, + {file = "asyncpg-0.29.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a9e6823a7012be8b68301342ba33b4740e5a166f6bbda0aee32bc01638491a22"}, + {file = "asyncpg-0.29.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:746e80d83ad5d5464cfbf94315eb6744222ab00aa4e522b704322fb182b83610"}, + {file = "asyncpg-0.29.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:ff8e8109cd6a46ff852a5e6bab8b0a047d7ea42fcb7ca5ae6eaae97d8eacf397"}, + {file = "asyncpg-0.29.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:97eb024685b1d7e72b1972863de527c11ff87960837919dac6e34754768098eb"}, + {file = "asyncpg-0.29.0-cp310-cp310-win32.whl", hash = "sha256:5bbb7f2cafd8d1fa3e65431833de2642f4b2124be61a449fa064e1a08d27e449"}, + {file = "asyncpg-0.29.0-cp310-cp310-win_amd64.whl", hash = "sha256:76c3ac6530904838a4b650b2880f8e7af938ee049e769ec2fba7cd66469d7772"}, + {file = "asyncpg-0.29.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d4900ee08e85af01adb207519bb4e14b1cae8fd21e0ccf80fac6aa60b6da37b4"}, + {file = "asyncpg-0.29.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:a65c1dcd820d5aea7c7d82a3fdcb70e096f8f70d1a8bf93eb458e49bfad036ac"}, + {file = "asyncpg-0.29.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5b52e46f165585fd6af4863f268566668407c76b2c72d366bb8b522fa66f1870"}, + {file = "asyncpg-0.29.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dc600ee8ef3dd38b8d67421359779f8ccec30b463e7aec7ed481c8346decf99f"}, + {file = "asyncpg-0.29.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:039a261af4f38f949095e1e780bae84a25ffe3e370175193174eb08d3cecab23"}, + {file = "asyncpg-0.29.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:6feaf2d8f9138d190e5ec4390c1715c3e87b37715cd69b2c3dfca616134efd2b"}, + {file = "asyncpg-0.29.0-cp311-cp311-win32.whl", hash = "sha256:1e186427c88225ef730555f5fdda6c1812daa884064bfe6bc462fd3a71c4b675"}, + {file = "asyncpg-0.29.0-cp311-cp311-win_amd64.whl", hash = "sha256:cfe73ffae35f518cfd6e4e5f5abb2618ceb5ef02a2365ce64f132601000587d3"}, + {file = "asyncpg-0.29.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:6011b0dc29886ab424dc042bf9eeb507670a3b40aece3439944006aafe023178"}, + {file = "asyncpg-0.29.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b544ffc66b039d5ec5a7454667f855f7fec08e0dfaf5a5490dfafbb7abbd2cfb"}, + {file = "asyncpg-0.29.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d84156d5fb530b06c493f9e7635aa18f518fa1d1395ef240d211cb563c4e2364"}, + {file = "asyncpg-0.29.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:54858bc25b49d1114178d65a88e48ad50cb2b6f3e475caa0f0c092d5f527c106"}, + {file = "asyncpg-0.29.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:bde17a1861cf10d5afce80a36fca736a86769ab3579532c03e45f83ba8a09c59"}, + {file = "asyncpg-0.29.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:37a2ec1b9ff88d8773d3eb6d3784dc7e3fee7756a5317b67f923172a4748a175"}, + {file = "asyncpg-0.29.0-cp312-cp312-win32.whl", hash = "sha256:bb1292d9fad43112a85e98ecdc2e051602bce97c199920586be83254d9dafc02"}, + {file = "asyncpg-0.29.0-cp312-cp312-win_amd64.whl", hash = "sha256:2245be8ec5047a605e0b454c894e54bf2ec787ac04b1cb7e0d3c67aa1e32f0fe"}, + {file = "asyncpg-0.29.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0009a300cae37b8c525e5b449233d59cd9868fd35431abc470a3e364d2b85cb9"}, + {file = "asyncpg-0.29.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:5cad1324dbb33f3ca0cd2074d5114354ed3be2b94d48ddfd88af75ebda7c43cc"}, + {file = "asyncpg-0.29.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:012d01df61e009015944ac7543d6ee30c2dc1eb2f6b10b62a3f598beb6531548"}, + {file = "asyncpg-0.29.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:000c996c53c04770798053e1730d34e30cb645ad95a63265aec82da9093d88e7"}, + {file = "asyncpg-0.29.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:e0bfe9c4d3429706cf70d3249089de14d6a01192d617e9093a8e941fea8ee775"}, + {file = "asyncpg-0.29.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:642a36eb41b6313ffa328e8a5c5c2b5bea6ee138546c9c3cf1bffaad8ee36dd9"}, + {file = "asyncpg-0.29.0-cp38-cp38-win32.whl", hash = "sha256:a921372bbd0aa3a5822dd0409da61b4cd50df89ae85150149f8c119f23e8c408"}, + {file = "asyncpg-0.29.0-cp38-cp38-win_amd64.whl", hash = "sha256:103aad2b92d1506700cbf51cd8bb5441e7e72e87a7b3a2ca4e32c840f051a6a3"}, + {file = "asyncpg-0.29.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:5340dd515d7e52f4c11ada32171d87c05570479dc01dc66d03ee3e150fb695da"}, + {file = "asyncpg-0.29.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:e17b52c6cf83e170d3d865571ba574577ab8e533e7361a2b8ce6157d02c665d3"}, + {file = "asyncpg-0.29.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f100d23f273555f4b19b74a96840aa27b85e99ba4b1f18d4ebff0734e78dc090"}, + {file = "asyncpg-0.29.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:48e7c58b516057126b363cec8ca02b804644fd012ef8e6c7e23386b7d5e6ce83"}, + {file = "asyncpg-0.29.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:f9ea3f24eb4c49a615573724d88a48bd1b7821c890c2effe04f05382ed9e8810"}, + {file = "asyncpg-0.29.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:8d36c7f14a22ec9e928f15f92a48207546ffe68bc412f3be718eedccdf10dc5c"}, + {file = "asyncpg-0.29.0-cp39-cp39-win32.whl", hash = "sha256:797ab8123ebaed304a1fad4d7576d5376c3a006a4100380fb9d517f0b59c1ab2"}, + {file = "asyncpg-0.29.0-cp39-cp39-win_amd64.whl", hash = "sha256:cce08a178858b426ae1aa8409b5cc171def45d4293626e7aa6510696d46decd8"}, + {file = "asyncpg-0.29.0.tar.gz", hash = "sha256:d1c49e1f44fffafd9a55e1a9b101590859d881d639ea2922516f5d9c512d354e"}, +] + +[package.dependencies] +async-timeout = {version = ">=4.0.3", markers = "python_version < \"3.12.0\""} + +[package.extras] +docs = ["Sphinx (>=5.3.0,<5.4.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"] +test = ["flake8 (>=6.1,<7.0)", "uvloop (>=0.15.3)"] + [[package]] name = "attrs" version = "23.1.0" @@ -3283,6 +3351,19 @@ files = [ {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"}, ] +[[package]] +name = "pgvector" +version = "0.2.5" +description = "pgvector support for Python" +optional = true +python-versions = ">=3.8" +files = [ + {file = "pgvector-0.2.5-py2.py3-none-any.whl", hash = "sha256:5e5e93ec4d3c45ab1fa388729d56c602f6966296e19deee8878928c6d567e41b"}, +] + +[package.dependencies] +numpy = "*" + [[package]] name = "pillow" version = "10.1.0" @@ -3488,6 +3569,87 @@ files = [ [package.extras] test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"] +[[package]] +name = "psycopg2-binary" +version = "2.9.9" +description = "psycopg2 - Python-PostgreSQL Database Adapter" +optional = true +python-versions = ">=3.7" +files = [ + {file = "psycopg2-binary-2.9.9.tar.gz", hash = "sha256:7f01846810177d829c7692f1f5ada8096762d9172af1b1a28d4ab5b77c923c1c"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c2470da5418b76232f02a2fcd2229537bb2d5a7096674ce61859c3229f2eb202"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c6af2a6d4b7ee9615cbb162b0738f6e1fd1f5c3eda7e5da17861eacf4c717ea7"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:75723c3c0fbbf34350b46a3199eb50638ab22a0228f93fb472ef4d9becc2382b"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:83791a65b51ad6ee6cf0845634859d69a038ea9b03d7b26e703f94c7e93dbcf9"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0ef4854e82c09e84cc63084a9e4ccd6d9b154f1dbdd283efb92ecd0b5e2b8c84"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ed1184ab8f113e8d660ce49a56390ca181f2981066acc27cf637d5c1e10ce46e"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:d2997c458c690ec2bc6b0b7ecbafd02b029b7b4283078d3b32a852a7ce3ddd98"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:b58b4710c7f4161b5e9dcbe73bb7c62d65670a87df7bcce9e1faaad43e715245"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:0c009475ee389757e6e34611d75f6e4f05f0cf5ebb76c6037508318e1a1e0d7e"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:8dbf6d1bc73f1d04ec1734bae3b4fb0ee3cb2a493d35ede9badbeb901fb40f6f"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-win32.whl", hash = "sha256:3f78fd71c4f43a13d342be74ebbc0666fe1f555b8837eb113cb7416856c79682"}, + {file = "psycopg2_binary-2.9.9-cp310-cp310-win_amd64.whl", hash = "sha256:876801744b0dee379e4e3c38b76fc89f88834bb15bf92ee07d94acd06ec890a0"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:ee825e70b1a209475622f7f7b776785bd68f34af6e7a46e2e42f27b659b5bc26"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:1ea665f8ce695bcc37a90ee52de7a7980be5161375d42a0b6c6abedbf0d81f0f"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:143072318f793f53819048fdfe30c321890af0c3ec7cb1dfc9cc87aa88241de2"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c332c8d69fb64979ebf76613c66b985414927a40f8defa16cf1bc028b7b0a7b0"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f7fc5a5acafb7d6ccca13bfa8c90f8c51f13d8fb87d95656d3950f0158d3ce53"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:977646e05232579d2e7b9c59e21dbe5261f403a88417f6a6512e70d3f8a046be"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:b6356793b84728d9d50ead16ab43c187673831e9d4019013f1402c41b1db9b27"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:bc7bb56d04601d443f24094e9e31ae6deec9ccb23581f75343feebaf30423359"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:77853062a2c45be16fd6b8d6de2a99278ee1d985a7bd8b103e97e41c034006d2"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:78151aa3ec21dccd5cdef6c74c3e73386dcdfaf19bced944169697d7ac7482fc"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-win32.whl", hash = "sha256:dc4926288b2a3e9fd7b50dc6a1909a13bbdadfc67d93f3374d984e56f885579d"}, + {file = "psycopg2_binary-2.9.9-cp311-cp311-win_amd64.whl", hash = "sha256:b76bedd166805480ab069612119ea636f5ab8f8771e640ae103e05a4aae3e417"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:8532fd6e6e2dc57bcb3bc90b079c60de896d2128c5d9d6f24a63875a95a088cf"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b0605eaed3eb239e87df0d5e3c6489daae3f7388d455d0c0b4df899519c6a38d"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8f8544b092a29a6ddd72f3556a9fcf249ec412e10ad28be6a0c0d948924f2212"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2d423c8d8a3c82d08fe8af900ad5b613ce3632a1249fd6a223941d0735fce493"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2e5afae772c00980525f6d6ecf7cbca55676296b580c0e6abb407f15f3706996"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6e6f98446430fdf41bd36d4faa6cb409f5140c1c2cf58ce0bbdaf16af7d3f119"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:c77e3d1862452565875eb31bdb45ac62502feabbd53429fdc39a1cc341d681ba"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:cb16c65dcb648d0a43a2521f2f0a2300f40639f6f8c1ecbc662141e4e3e1ee07"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:911dda9c487075abd54e644ccdf5e5c16773470a6a5d3826fda76699410066fb"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:57fede879f08d23c85140a360c6a77709113efd1c993923c59fde17aa27599fe"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-win32.whl", hash = "sha256:64cf30263844fa208851ebb13b0732ce674d8ec6a0c86a4e160495d299ba3c93"}, + {file = "psycopg2_binary-2.9.9-cp312-cp312-win_amd64.whl", hash = "sha256:81ff62668af011f9a48787564ab7eded4e9fb17a4a6a74af5ffa6a457400d2ab"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:2293b001e319ab0d869d660a704942c9e2cce19745262a8aba2115ef41a0a42a"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:03ef7df18daf2c4c07e2695e8cfd5ee7f748a1d54d802330985a78d2a5a6dca9"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0a602ea5aff39bb9fac6308e9c9d82b9a35c2bf288e184a816002c9fae930b77"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8359bf4791968c5a78c56103702000105501adb557f3cf772b2c207284273984"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:275ff571376626195ab95a746e6a04c7df8ea34638b99fc11160de91f2fef503"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:f9b5571d33660d5009a8b3c25dc1db560206e2d2f89d3df1cb32d72c0d117d52"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:420f9bbf47a02616e8554e825208cb947969451978dceb77f95ad09c37791dae"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:4154ad09dac630a0f13f37b583eae260c6aa885d67dfbccb5b02c33f31a6d420"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:a148c5d507bb9b4f2030a2025c545fccb0e1ef317393eaba42e7eabd28eb6041"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-win32.whl", hash = "sha256:68fc1f1ba168724771e38bee37d940d2865cb0f562380a1fb1ffb428b75cb692"}, + {file = "psycopg2_binary-2.9.9-cp37-cp37m-win_amd64.whl", hash = "sha256:281309265596e388ef483250db3640e5f414168c5a67e9c665cafce9492eda2f"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:60989127da422b74a04345096c10d416c2b41bd7bf2a380eb541059e4e999980"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:246b123cc54bb5361588acc54218c8c9fb73068bf227a4a531d8ed56fa3ca7d6"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:34eccd14566f8fe14b2b95bb13b11572f7c7d5c36da61caf414d23b91fcc5d94"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:18d0ef97766055fec15b5de2c06dd8e7654705ce3e5e5eed3b6651a1d2a9a152"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d3f82c171b4ccd83bbaf35aa05e44e690113bd4f3b7b6cc54d2219b132f3ae55"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ead20f7913a9c1e894aebe47cccf9dc834e1618b7aa96155d2091a626e59c972"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:ca49a8119c6cbd77375ae303b0cfd8c11f011abbbd64601167ecca18a87e7cdd"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:323ba25b92454adb36fa425dc5cf6f8f19f78948cbad2e7bc6cdf7b0d7982e59"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:1236ed0952fbd919c100bc839eaa4a39ebc397ed1c08a97fc45fee2a595aa1b3"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:729177eaf0aefca0994ce4cffe96ad3c75e377c7b6f4efa59ebf003b6d398716"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-win32.whl", hash = "sha256:804d99b24ad523a1fe18cc707bf741670332f7c7412e9d49cb5eab67e886b9b5"}, + {file = "psycopg2_binary-2.9.9-cp38-cp38-win_amd64.whl", hash = "sha256:a6cdcc3ede532f4a4b96000b6362099591ab4a3e913d70bcbac2b56c872446f7"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:72dffbd8b4194858d0941062a9766f8297e8868e1dd07a7b36212aaa90f49472"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:30dcc86377618a4c8f3b72418df92e77be4254d8f89f14b8e8f57d6d43603c0f"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:31a34c508c003a4347d389a9e6fcc2307cc2150eb516462a7a17512130de109e"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:15208be1c50b99203fe88d15695f22a5bed95ab3f84354c494bcb1d08557df67"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1873aade94b74715be2246321c8650cabf5a0d098a95bab81145ffffa4c13876"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3a58c98a7e9c021f357348867f537017057c2ed7f77337fd914d0bedb35dace7"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:4686818798f9194d03c9129a4d9a702d9e113a89cb03bffe08c6cf799e053291"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:ebdc36bea43063116f0486869652cb2ed7032dbc59fbcb4445c4862b5c1ecf7f"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:ca08decd2697fdea0aea364b370b1249d47336aec935f87b8bbfd7da5b2ee9c1"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:ac05fb791acf5e1a3e39402641827780fe44d27e72567a000412c648a85ba860"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-win32.whl", hash = "sha256:9dba73be7305b399924709b91682299794887cbbd88e38226ed9f6712eabee90"}, + {file = "psycopg2_binary-2.9.9-cp39-cp39-win_amd64.whl", hash = "sha256:f7ae5d65ccfbebdfa761585228eb4d0df3a8b15cfb53bd953e713e09fbb12957"}, +] + [[package]] name = "pulsar-client" version = "3.3.0" @@ -4782,70 +4944,70 @@ files = [ [[package]] name = "sqlalchemy" -version = "2.0.23" +version = "2.0.27" description = "Database Abstraction Library" optional = false python-versions = ">=3.7" files = [ - {file = "SQLAlchemy-2.0.23-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:638c2c0b6b4661a4fd264f6fb804eccd392745c5887f9317feb64bb7cb03b3ea"}, - {file = "SQLAlchemy-2.0.23-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e3b5036aa326dc2df50cba3c958e29b291a80f604b1afa4c8ce73e78e1c9f01d"}, - {file = "SQLAlchemy-2.0.23-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:787af80107fb691934a01889ca8f82a44adedbf5ef3d6ad7d0f0b9ac557e0c34"}, - {file = "SQLAlchemy-2.0.23-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c14eba45983d2f48f7546bb32b47937ee2cafae353646295f0e99f35b14286ab"}, - {file = "SQLAlchemy-2.0.23-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:0666031df46b9badba9bed00092a1ffa3aa063a5e68fa244acd9f08070e936d3"}, - {file = "SQLAlchemy-2.0.23-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:89a01238fcb9a8af118eaad3ffcc5dedaacbd429dc6fdc43fe430d3a941ff965"}, - {file = "SQLAlchemy-2.0.23-cp310-cp310-win32.whl", hash = "sha256:cabafc7837b6cec61c0e1e5c6d14ef250b675fa9c3060ed8a7e38653bd732ff8"}, - {file = "SQLAlchemy-2.0.23-cp310-cp310-win_amd64.whl", hash = "sha256:87a3d6b53c39cd173990de2f5f4b83431d534a74f0e2f88bd16eabb5667e65c6"}, - {file = "SQLAlchemy-2.0.23-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d5578e6863eeb998980c212a39106ea139bdc0b3f73291b96e27c929c90cd8e1"}, - {file = "SQLAlchemy-2.0.23-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:62d9e964870ea5ade4bc870ac4004c456efe75fb50404c03c5fd61f8bc669a72"}, - {file = "SQLAlchemy-2.0.23-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c80c38bd2ea35b97cbf7c21aeb129dcbebbf344ee01a7141016ab7b851464f8e"}, - {file = "SQLAlchemy-2.0.23-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:75eefe09e98043cff2fb8af9796e20747ae870c903dc61d41b0c2e55128f958d"}, - {file = "SQLAlchemy-2.0.23-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:bd45a5b6c68357578263d74daab6ff9439517f87da63442d244f9f23df56138d"}, - {file = "SQLAlchemy-2.0.23-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:a86cb7063e2c9fb8e774f77fbf8475516d270a3e989da55fa05d08089d77f8c4"}, - {file = "SQLAlchemy-2.0.23-cp311-cp311-win32.whl", hash = "sha256:b41f5d65b54cdf4934ecede2f41b9c60c9f785620416e8e6c48349ab18643855"}, - {file = "SQLAlchemy-2.0.23-cp311-cp311-win_amd64.whl", hash = "sha256:9ca922f305d67605668e93991aaf2c12239c78207bca3b891cd51a4515c72e22"}, - {file = "SQLAlchemy-2.0.23-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:d0f7fb0c7527c41fa6fcae2be537ac137f636a41b4c5a4c58914541e2f436b45"}, - {file = "SQLAlchemy-2.0.23-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:7c424983ab447dab126c39d3ce3be5bee95700783204a72549c3dceffe0fc8f4"}, - {file = "SQLAlchemy-2.0.23-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f508ba8f89e0a5ecdfd3761f82dda2a3d7b678a626967608f4273e0dba8f07ac"}, - {file = "SQLAlchemy-2.0.23-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6463aa765cf02b9247e38b35853923edbf2f6fd1963df88706bc1d02410a5577"}, - {file = "SQLAlchemy-2.0.23-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:e599a51acf3cc4d31d1a0cf248d8f8d863b6386d2b6782c5074427ebb7803bda"}, - {file = "SQLAlchemy-2.0.23-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:fd54601ef9cc455a0c61e5245f690c8a3ad67ddb03d3b91c361d076def0b4c60"}, - {file = "SQLAlchemy-2.0.23-cp312-cp312-win32.whl", hash = "sha256:42d0b0290a8fb0165ea2c2781ae66e95cca6e27a2fbe1016ff8db3112ac1e846"}, - {file = "SQLAlchemy-2.0.23-cp312-cp312-win_amd64.whl", hash = "sha256:227135ef1e48165f37590b8bfc44ed7ff4c074bf04dc8d6f8e7f1c14a94aa6ca"}, - {file = "SQLAlchemy-2.0.23-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:14aebfe28b99f24f8a4c1346c48bc3d63705b1f919a24c27471136d2f219f02d"}, - {file = "SQLAlchemy-2.0.23-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3e983fa42164577d073778d06d2cc5d020322425a509a08119bdcee70ad856bf"}, - {file = "SQLAlchemy-2.0.23-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e0dc9031baa46ad0dd5a269cb7a92a73284d1309228be1d5935dac8fb3cae24"}, - {file = "SQLAlchemy-2.0.23-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:5f94aeb99f43729960638e7468d4688f6efccb837a858b34574e01143cf11f89"}, - {file = "SQLAlchemy-2.0.23-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:63bfc3acc970776036f6d1d0e65faa7473be9f3135d37a463c5eba5efcdb24c8"}, - {file = "SQLAlchemy-2.0.23-cp37-cp37m-win32.whl", hash = "sha256:f48ed89dd11c3c586f45e9eec1e437b355b3b6f6884ea4a4c3111a3358fd0c18"}, - {file = "SQLAlchemy-2.0.23-cp37-cp37m-win_amd64.whl", hash = "sha256:1e018aba8363adb0599e745af245306cb8c46b9ad0a6fc0a86745b6ff7d940fc"}, - {file = "SQLAlchemy-2.0.23-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:64ac935a90bc479fee77f9463f298943b0e60005fe5de2aa654d9cdef46c54df"}, - {file = "SQLAlchemy-2.0.23-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:c4722f3bc3c1c2fcc3702dbe0016ba31148dd6efcd2a2fd33c1b4897c6a19693"}, - {file = "SQLAlchemy-2.0.23-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4af79c06825e2836de21439cb2a6ce22b2ca129bad74f359bddd173f39582bf5"}, - {file = "SQLAlchemy-2.0.23-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:683ef58ca8eea4747737a1c35c11372ffeb84578d3aab8f3e10b1d13d66f2bc4"}, - {file = "SQLAlchemy-2.0.23-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:d4041ad05b35f1f4da481f6b811b4af2f29e83af253bf37c3c4582b2c68934ab"}, - {file = "SQLAlchemy-2.0.23-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:aeb397de65a0a62f14c257f36a726945a7f7bb60253462e8602d9b97b5cbe204"}, - {file = "SQLAlchemy-2.0.23-cp38-cp38-win32.whl", hash = "sha256:42ede90148b73fe4ab4a089f3126b2cfae8cfefc955c8174d697bb46210c8306"}, - {file = "SQLAlchemy-2.0.23-cp38-cp38-win_amd64.whl", hash = "sha256:964971b52daab357d2c0875825e36584d58f536e920f2968df8d581054eada4b"}, - {file = "SQLAlchemy-2.0.23-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:616fe7bcff0a05098f64b4478b78ec2dfa03225c23734d83d6c169eb41a93e55"}, - {file = "SQLAlchemy-2.0.23-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:0e680527245895aba86afbd5bef6c316831c02aa988d1aad83c47ffe92655e74"}, - {file = "SQLAlchemy-2.0.23-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9585b646ffb048c0250acc7dad92536591ffe35dba624bb8fd9b471e25212a35"}, - {file = "SQLAlchemy-2.0.23-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4895a63e2c271ffc7a81ea424b94060f7b3b03b4ea0cd58ab5bb676ed02f4221"}, - {file = "SQLAlchemy-2.0.23-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:cc1d21576f958c42d9aec68eba5c1a7d715e5fc07825a629015fe8e3b0657fb0"}, - {file = "SQLAlchemy-2.0.23-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:967c0b71156f793e6662dd839da54f884631755275ed71f1539c95bbada9aaab"}, - {file = "SQLAlchemy-2.0.23-cp39-cp39-win32.whl", hash = "sha256:0a8c6aa506893e25a04233bc721c6b6cf844bafd7250535abb56cb6cc1368884"}, - {file = "SQLAlchemy-2.0.23-cp39-cp39-win_amd64.whl", hash = "sha256:f3420d00d2cb42432c1d0e44540ae83185ccbbc67a6054dcc8ab5387add6620b"}, - {file = "SQLAlchemy-2.0.23-py3-none-any.whl", hash = "sha256:31952bbc527d633b9479f5f81e8b9dfada00b91d6baba021a869095f1a97006d"}, - {file = "SQLAlchemy-2.0.23.tar.gz", hash = "sha256:c1bda93cbbe4aa2aa0aa8655c5aeda505cd219ff3e8da91d1d329e143e4aff69"}, + {file = "SQLAlchemy-2.0.27-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d04e579e911562f1055d26dab1868d3e0bb905db3bccf664ee8ad109f035618a"}, + {file = "SQLAlchemy-2.0.27-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fa67d821c1fd268a5a87922ef4940442513b4e6c377553506b9db3b83beebbd8"}, + {file = "SQLAlchemy-2.0.27-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6c7a596d0be71b7baa037f4ac10d5e057d276f65a9a611c46970f012752ebf2d"}, + {file = "SQLAlchemy-2.0.27-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:954d9735ee9c3fa74874c830d089a815b7b48df6f6b6e357a74130e478dbd951"}, + {file = "SQLAlchemy-2.0.27-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:5cd20f58c29bbf2680039ff9f569fa6d21453fbd2fa84dbdb4092f006424c2e6"}, + {file = "SQLAlchemy-2.0.27-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:03f448ffb731b48323bda68bcc93152f751436ad6037f18a42b7e16af9e91c07"}, + {file = "SQLAlchemy-2.0.27-cp310-cp310-win32.whl", hash = "sha256:d997c5938a08b5e172c30583ba6b8aad657ed9901fc24caf3a7152eeccb2f1b4"}, + {file = "SQLAlchemy-2.0.27-cp310-cp310-win_amd64.whl", hash = "sha256:eb15ef40b833f5b2f19eeae65d65e191f039e71790dd565c2af2a3783f72262f"}, + {file = "SQLAlchemy-2.0.27-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6c5bad7c60a392850d2f0fee8f355953abaec878c483dd7c3836e0089f046bf6"}, + {file = "SQLAlchemy-2.0.27-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:a3012ab65ea42de1be81fff5fb28d6db893ef978950afc8130ba707179b4284a"}, + {file = "SQLAlchemy-2.0.27-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dbcd77c4d94b23e0753c5ed8deba8c69f331d4fd83f68bfc9db58bc8983f49cd"}, + {file = "SQLAlchemy-2.0.27-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d177b7e82f6dd5e1aebd24d9c3297c70ce09cd1d5d37b43e53f39514379c029c"}, + {file = "SQLAlchemy-2.0.27-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:680b9a36029b30cf063698755d277885d4a0eab70a2c7c6e71aab601323cba45"}, + {file = "SQLAlchemy-2.0.27-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:1306102f6d9e625cebaca3d4c9c8f10588735ef877f0360b5cdb4fdfd3fd7131"}, + {file = "SQLAlchemy-2.0.27-cp311-cp311-win32.whl", hash = "sha256:5b78aa9f4f68212248aaf8943d84c0ff0f74efc65a661c2fc68b82d498311fd5"}, + {file = "SQLAlchemy-2.0.27-cp311-cp311-win_amd64.whl", hash = "sha256:15e19a84b84528f52a68143439d0c7a3a69befcd4f50b8ef9b7b69d2628ae7c4"}, + {file = "SQLAlchemy-2.0.27-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:0de1263aac858f288a80b2071990f02082c51d88335a1db0d589237a3435fe71"}, + {file = "SQLAlchemy-2.0.27-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ce850db091bf7d2a1f2fdb615220b968aeff3849007b1204bf6e3e50a57b3d32"}, + {file = "SQLAlchemy-2.0.27-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8dfc936870507da96aebb43e664ae3a71a7b96278382bcfe84d277b88e379b18"}, + {file = "SQLAlchemy-2.0.27-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c4fbe6a766301f2e8a4519f4500fe74ef0a8509a59e07a4085458f26228cd7cc"}, + {file = "SQLAlchemy-2.0.27-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:4535c49d961fe9a77392e3a630a626af5baa967172d42732b7a43496c8b28876"}, + {file = "SQLAlchemy-2.0.27-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:0fb3bffc0ced37e5aa4ac2416f56d6d858f46d4da70c09bb731a246e70bff4d5"}, + {file = "SQLAlchemy-2.0.27-cp312-cp312-win32.whl", hash = "sha256:7f470327d06400a0aa7926b375b8e8c3c31d335e0884f509fe272b3c700a7254"}, + {file = "SQLAlchemy-2.0.27-cp312-cp312-win_amd64.whl", hash = "sha256:f9374e270e2553653d710ece397df67db9d19c60d2647bcd35bfc616f1622dcd"}, + {file = "SQLAlchemy-2.0.27-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:e97cf143d74a7a5a0f143aa34039b4fecf11343eed66538610debc438685db4a"}, + {file = "SQLAlchemy-2.0.27-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d7b5a3e2120982b8b6bd1d5d99e3025339f7fb8b8267551c679afb39e9c7c7f1"}, + {file = "SQLAlchemy-2.0.27-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e36aa62b765cf9f43a003233a8c2d7ffdeb55bc62eaa0a0380475b228663a38f"}, + {file = "SQLAlchemy-2.0.27-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:5ada0438f5b74c3952d916c199367c29ee4d6858edff18eab783b3978d0db16d"}, + {file = "SQLAlchemy-2.0.27-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:b1d9d1bfd96eef3c3faedb73f486c89e44e64e40e5bfec304ee163de01cf996f"}, + {file = "SQLAlchemy-2.0.27-cp37-cp37m-win32.whl", hash = "sha256:ca891af9f3289d24a490a5fde664ea04fe2f4984cd97e26de7442a4251bd4b7c"}, + {file = "SQLAlchemy-2.0.27-cp37-cp37m-win_amd64.whl", hash = "sha256:fd8aafda7cdff03b905d4426b714601c0978725a19efc39f5f207b86d188ba01"}, + {file = "SQLAlchemy-2.0.27-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:ec1f5a328464daf7a1e4e385e4f5652dd9b1d12405075ccba1df842f7774b4fc"}, + {file = "SQLAlchemy-2.0.27-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:ad862295ad3f644e3c2c0d8b10a988e1600d3123ecb48702d2c0f26771f1c396"}, + {file = "SQLAlchemy-2.0.27-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:48217be1de7d29a5600b5c513f3f7664b21d32e596d69582be0a94e36b8309cb"}, + {file = "SQLAlchemy-2.0.27-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9e56afce6431450442f3ab5973156289bd5ec33dd618941283847c9fd5ff06bf"}, + {file = "SQLAlchemy-2.0.27-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:611068511b5531304137bcd7fe8117c985d1b828eb86043bd944cebb7fae3910"}, + {file = "SQLAlchemy-2.0.27-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:b86abba762ecfeea359112b2bb4490802b340850bbee1948f785141a5e020de8"}, + {file = "SQLAlchemy-2.0.27-cp38-cp38-win32.whl", hash = "sha256:30d81cc1192dc693d49d5671cd40cdec596b885b0ce3b72f323888ab1c3863d5"}, + {file = "SQLAlchemy-2.0.27-cp38-cp38-win_amd64.whl", hash = "sha256:120af1e49d614d2525ac247f6123841589b029c318b9afbfc9e2b70e22e1827d"}, + {file = "SQLAlchemy-2.0.27-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:d07ee7793f2aeb9b80ec8ceb96bc8cc08a2aec8a1b152da1955d64e4825fcbac"}, + {file = "SQLAlchemy-2.0.27-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:cb0845e934647232b6ff5150df37ceffd0b67b754b9fdbb095233deebcddbd4a"}, + {file = "SQLAlchemy-2.0.27-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fc19ae2e07a067663dd24fca55f8ed06a288384f0e6e3910420bf4b1270cc51"}, + {file = "SQLAlchemy-2.0.27-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b90053be91973a6fb6020a6e44382c97739736a5a9d74e08cc29b196639eb979"}, + {file = "SQLAlchemy-2.0.27-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:2f5c9dfb0b9ab5e3a8a00249534bdd838d943ec4cfb9abe176a6c33408430230"}, + {file = "SQLAlchemy-2.0.27-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:33e8bde8fff203de50399b9039c4e14e42d4d227759155c21f8da4a47fc8053c"}, + {file = "SQLAlchemy-2.0.27-cp39-cp39-win32.whl", hash = "sha256:d873c21b356bfaf1589b89090a4011e6532582b3a8ea568a00e0c3aab09399dd"}, + {file = "SQLAlchemy-2.0.27-cp39-cp39-win_amd64.whl", hash = "sha256:ff2f1b7c963961d41403b650842dc2039175b906ab2093635d8319bef0b7d620"}, + {file = "SQLAlchemy-2.0.27-py3-none-any.whl", hash = "sha256:1ab4e0448018d01b142c916cc7119ca573803a4745cfe341b8f95657812700ac"}, + {file = "SQLAlchemy-2.0.27.tar.gz", hash = "sha256:86a6ed69a71fe6b88bf9331594fa390a2adda4a49b5c06f98e47bf0d392534f8"}, ] [package.dependencies] greenlet = {version = "!=0.4.17", optional = true, markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\" or extra == \"asyncio\""} -typing-extensions = ">=4.2.0" +typing-extensions = ">=4.6.0" [package.extras] aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"] aioodbc = ["aioodbc", "greenlet (!=0.4.17)"] -aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"] +aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"] asyncio = ["greenlet (!=0.4.17)"] asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"] mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"] @@ -4855,7 +5017,7 @@ mssql-pyodbc = ["pyodbc"] mypy = ["mypy (>=0.910)"] mysql = ["mysqlclient (>=1.4.0)"] mysql-connector = ["mysql-connector-python"] -oracle = ["cx-oracle (>=8)"] +oracle = ["cx_oracle (>=8)"] oracle-oracledb = ["oracledb (>=1.0.1)"] postgresql = ["psycopg2 (>=2.7)"] postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"] @@ -4865,7 +5027,7 @@ postgresql-psycopg2binary = ["psycopg2-binary"] postgresql-psycopg2cffi = ["psycopg2cffi"] postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"] pymysql = ["pymysql"] -sqlcipher = ["sqlcipher3-binary"] +sqlcipher = ["sqlcipher3_binary"] [[package]] name = "starlette" @@ -6108,8 +6270,9 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p [extras] chroma = ["chromadb"] +pgvector = ["asyncpg", "pgvector", "psycopg2-binary", "sqlalchemy"] [metadata] lock-version = "2.0" python-versions = ">=3.11,<3.12" -content-hash = "121bf7797b74c02efaf11712e178c9c01880b79701eeff6485ede9ca8b25d307" +content-hash = "ce0641f693c3fc99cfd560d9c2cbfc6fba83e12bbaecbbdea33eddcda9c286c3" diff --git a/pyproject.toml b/pyproject.toml index 97db9986a..1b380e207 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -16,6 +16,10 @@ llama-index = { extras = ["local_models"], version = "0.9.3" } watchdog = "^3.0.0" qdrant-client = "^1.6.9" chromadb = {version = "^0.4.13", optional = true} +asyncpg = {version = "^0.29.0", optional = true} +pgvector = {version = "^0.2.5", optional = true} +psycopg2-binary = {version = "^2.9.9", optional = true} +sqlalchemy = {version = "^2.0.27", optional = true} [tool.poetry.group.dev.dependencies] black = "^22" @@ -45,6 +49,7 @@ transformers = "^4.34.0" [tool.poetry.extras] chroma = ["chromadb"] +pgvector = ["sqlalchemy", "pgvector", "psycopg2-binary", "asyncpg"] [build-system] requires = ["poetry-core>=1.0.0"] From 197ddf6e5552429514eb8f7d654c4892ba27a8a0 Mon Sep 17 00:00:00 2001 From: Anhui-tqhuang Date: Tue, 20 Feb 2024 22:18:17 +0800 Subject: [PATCH 4/4] fix: reformat --- .../components/vector_store/vector_store_component.py | 9 ++++++--- private_gpt/settings/settings.py | 2 ++ 2 files changed, 8 insertions(+), 3 deletions(-) diff --git a/private_gpt/components/vector_store/vector_store_component.py b/private_gpt/components/vector_store/vector_store_component.py index fa532bf85..4e3ed1145 100644 --- a/private_gpt/components/vector_store/vector_store_component.py +++ b/private_gpt/components/vector_store/vector_store_component.py @@ -48,9 +48,12 @@ def __init__(self, settings: Settings) -> None: "PGVectorStore settings not found. Please provide settings." ) - self.vector_store = typing.cast(VectorStore, PGVectorStore.from_params( - **settings.pgvector.model_dump(exclude_none=True) - )) + self.vector_store = typing.cast( + VectorStore, + PGVectorStore.from_params( + **settings.pgvector.model_dump(exclude_none=True) + ), + ) case "chroma": try: diff --git a/private_gpt/settings/settings.py b/private_gpt/settings/settings.py index 7e016eac3..415acf4e5 100644 --- a/private_gpt/settings/settings.py +++ b/private_gpt/settings/settings.py @@ -196,6 +196,7 @@ class UISettings(BaseModel): False, description="If the button to delete all files is enabled or not." ) + class PGVectorSettings(BaseModel): host: str = Field( "localhost", @@ -230,6 +231,7 @@ class PGVectorSettings(BaseModel): description="The name of the table in the Postgres database where the embeddings are stored", ) + class QdrantSettings(BaseModel): location: str | None = Field( None,