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feat(Vector): support pgvector (#1624)
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@ -1,7 +1,7 @@
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## Vectorstores
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PrivateGPT supports [Qdrant](https://qdrant.tech/) and [Chroma](https://www.trychroma.com/) as vectorstore providers. Qdrant being the default.
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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.
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In order to select one or the other, set the `vectorstore.database` property in the `settings.yaml` file to `qdrant` or `chroma`.
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In order to select one or the other, set the `vectorstore.database` property in the `settings.yaml` file to `qdrant`, `chroma` or `pgvector`.
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```yaml
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vectorstore:
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@ -47,4 +47,39 @@ To enable Chroma, set the `vectorstore.database` property in the `settings.yaml`
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poetry install --extras chroma
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```
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By default `chroma` will use a disk-based database stored in local_data_path / "chroma_db" (being local_data_path defined in settings.yaml)
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By default `chroma` will use a disk-based database stored in local_data_path / "chroma_db" (being local_data_path defined in settings.yaml)
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### PGVector
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To enable PGVector, set the `vectorstore.database` property in the `settings.yaml` file to `pgvector` and install the `pgvector` extra.
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```bash
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poetry install --extras pgvector
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```
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PGVector settings can be configured by setting values to the `pgvector` property in the `settings.yaml` file.
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The available configuration options are:
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| Field | Description |
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|---------------|-----------------------------------------------------------|
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| **host** | The server hosting the Postgres database. Default is `localhost` |
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| **port** | The port on which the Postgres database is accessible. Default is `5432` |
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| **database** | The specific database to connect to. Default is `postgres` |
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| **user** | The username for database access. Default is `postgres` |
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| **password** | The password for database access. (Required) |
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| **embed_dim** | The dimensionality of the embedding model (Required) |
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| **schema_name** | The database schema to use. Default is `private_gpt` |
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| **table_name** | The database table to use. Default is `embeddings` |
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For example:
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```yaml
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pgvector:
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host: localhost
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port: 5432
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database: postgres
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user: postgres
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password: <PASSWORD>
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embed_dim: 384 # 384 is for BAAI/bge-small-en-v1.5
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schema_name: private_gpt
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table_name: embeddings
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```
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273
poetry.lock
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273
poetry.lock
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@ -232,6 +232,74 @@ files = [
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[package.extras]
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tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
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[[package]]
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name = "async-timeout"
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version = "4.0.3"
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description = "Timeout context manager for asyncio programs"
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optional = true
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python-versions = ">=3.7"
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files = [
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{file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
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{file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
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]
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[[package]]
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name = "asyncpg"
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version = "0.29.0"
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description = "An asyncio PostgreSQL driver"
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optional = true
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python-versions = ">=3.8.0"
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files = [
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{file = "asyncpg-0.29.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72fd0ef9f00aeed37179c62282a3d14262dbbafb74ec0ba16e1b1864d8a12169"},
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{file = "asyncpg-0.29.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a9e6823a7012be8b68301342ba33b4740e5a166f6bbda0aee32bc01638491a22"},
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{file = "asyncpg-0.29.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:746e80d83ad5d5464cfbf94315eb6744222ab00aa4e522b704322fb182b83610"},
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{file = "asyncpg-0.29.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:ff8e8109cd6a46ff852a5e6bab8b0a047d7ea42fcb7ca5ae6eaae97d8eacf397"},
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{file = "asyncpg-0.29.0-cp310-cp310-win32.whl", hash = "sha256:5bbb7f2cafd8d1fa3e65431833de2642f4b2124be61a449fa064e1a08d27e449"},
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{file = "asyncpg-0.29.0-cp310-cp310-win_amd64.whl", hash = "sha256:76c3ac6530904838a4b650b2880f8e7af938ee049e769ec2fba7cd66469d7772"},
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{file = "asyncpg-0.29.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:a65c1dcd820d5aea7c7d82a3fdcb70e096f8f70d1a8bf93eb458e49bfad036ac"},
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{file = "asyncpg-0.29.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dc600ee8ef3dd38b8d67421359779f8ccec30b463e7aec7ed481c8346decf99f"},
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{file = "asyncpg-0.29.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:039a261af4f38f949095e1e780bae84a25ffe3e370175193174eb08d3cecab23"},
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{file = "asyncpg-0.29.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:6feaf2d8f9138d190e5ec4390c1715c3e87b37715cd69b2c3dfca616134efd2b"},
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{file = "asyncpg-0.29.0-cp311-cp311-win32.whl", hash = "sha256:1e186427c88225ef730555f5fdda6c1812daa884064bfe6bc462fd3a71c4b675"},
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{file = "asyncpg-0.29.0-cp311-cp311-win_amd64.whl", hash = "sha256:cfe73ffae35f518cfd6e4e5f5abb2618ceb5ef02a2365ce64f132601000587d3"},
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{file = "asyncpg-0.29.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:6011b0dc29886ab424dc042bf9eeb507670a3b40aece3439944006aafe023178"},
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{file = "asyncpg-0.29.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b544ffc66b039d5ec5a7454667f855f7fec08e0dfaf5a5490dfafbb7abbd2cfb"},
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{file = "asyncpg-0.29.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d84156d5fb530b06c493f9e7635aa18f518fa1d1395ef240d211cb563c4e2364"},
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{file = "asyncpg-0.29.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:54858bc25b49d1114178d65a88e48ad50cb2b6f3e475caa0f0c092d5f527c106"},
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{file = "asyncpg-0.29.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:bde17a1861cf10d5afce80a36fca736a86769ab3579532c03e45f83ba8a09c59"},
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{file = "asyncpg-0.29.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:37a2ec1b9ff88d8773d3eb6d3784dc7e3fee7756a5317b67f923172a4748a175"},
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{file = "asyncpg-0.29.0-cp312-cp312-win32.whl", hash = "sha256:bb1292d9fad43112a85e98ecdc2e051602bce97c199920586be83254d9dafc02"},
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{file = "asyncpg-0.29.0-cp312-cp312-win_amd64.whl", hash = "sha256:2245be8ec5047a605e0b454c894e54bf2ec787ac04b1cb7e0d3c67aa1e32f0fe"},
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{file = "asyncpg-0.29.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:5cad1324dbb33f3ca0cd2074d5114354ed3be2b94d48ddfd88af75ebda7c43cc"},
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{file = "asyncpg-0.29.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:012d01df61e009015944ac7543d6ee30c2dc1eb2f6b10b62a3f598beb6531548"},
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{file = "asyncpg-0.29.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:000c996c53c04770798053e1730d34e30cb645ad95a63265aec82da9093d88e7"},
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{file = "asyncpg-0.29.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:e0bfe9c4d3429706cf70d3249089de14d6a01192d617e9093a8e941fea8ee775"},
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{file = "asyncpg-0.29.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:642a36eb41b6313ffa328e8a5c5c2b5bea6ee138546c9c3cf1bffaad8ee36dd9"},
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{file = "asyncpg-0.29.0-cp38-cp38-win32.whl", hash = "sha256:a921372bbd0aa3a5822dd0409da61b4cd50df89ae85150149f8c119f23e8c408"},
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{file = "asyncpg-0.29.0-cp38-cp38-win_amd64.whl", hash = "sha256:103aad2b92d1506700cbf51cd8bb5441e7e72e87a7b3a2ca4e32c840f051a6a3"},
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{file = "asyncpg-0.29.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:5340dd515d7e52f4c11ada32171d87c05570479dc01dc66d03ee3e150fb695da"},
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{file = "asyncpg-0.29.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:e17b52c6cf83e170d3d865571ba574577ab8e533e7361a2b8ce6157d02c665d3"},
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{file = "asyncpg-0.29.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f100d23f273555f4b19b74a96840aa27b85e99ba4b1f18d4ebff0734e78dc090"},
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{file = "asyncpg-0.29.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:48e7c58b516057126b363cec8ca02b804644fd012ef8e6c7e23386b7d5e6ce83"},
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{file = "asyncpg-0.29.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:f9ea3f24eb4c49a615573724d88a48bd1b7821c890c2effe04f05382ed9e8810"},
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{file = "asyncpg-0.29.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:8d36c7f14a22ec9e928f15f92a48207546ffe68bc412f3be718eedccdf10dc5c"},
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{file = "asyncpg-0.29.0-cp39-cp39-win32.whl", hash = "sha256:797ab8123ebaed304a1fad4d7576d5376c3a006a4100380fb9d517f0b59c1ab2"},
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{file = "asyncpg-0.29.0-cp39-cp39-win_amd64.whl", hash = "sha256:cce08a178858b426ae1aa8409b5cc171def45d4293626e7aa6510696d46decd8"},
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{file = "asyncpg-0.29.0.tar.gz", hash = "sha256:d1c49e1f44fffafd9a55e1a9b101590859d881d639ea2922516f5d9c512d354e"},
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]
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[package.dependencies]
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async-timeout = {version = ">=4.0.3", markers = "python_version < \"3.12.0\""}
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[package.extras]
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docs = ["Sphinx (>=5.3.0,<5.4.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"]
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test = ["flake8 (>=6.1,<7.0)", "uvloop (>=0.15.3)"]
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[[package]]
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name = "attrs"
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version = "23.1.0"
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@ -3283,6 +3351,19 @@ files = [
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{file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
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]
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[[package]]
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name = "pgvector"
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version = "0.2.5"
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description = "pgvector support for Python"
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optional = true
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python-versions = ">=3.8"
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files = [
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{file = "pgvector-0.2.5-py2.py3-none-any.whl", hash = "sha256:5e5e93ec4d3c45ab1fa388729d56c602f6966296e19deee8878928c6d567e41b"},
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]
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[package.dependencies]
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numpy = "*"
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[[package]]
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name = "pillow"
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version = "10.1.0"
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@ -3488,6 +3569,87 @@ files = [
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[package.extras]
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test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
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[[package]]
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name = "psycopg2-binary"
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version = "2.9.9"
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description = "psycopg2 - Python-PostgreSQL Database Adapter"
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optional = true
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python-versions = ">=3.7"
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files = [
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{file = "psycopg2-binary-2.9.9.tar.gz", hash = "sha256:7f01846810177d829c7692f1f5ada8096762d9172af1b1a28d4ab5b77c923c1c"},
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|
||||
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|
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|
||||
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|
||||
{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"},
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{file = "psycopg2_binary-2.9.9-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c332c8d69fb64979ebf76613c66b985414927a40f8defa16cf1bc028b7b0a7b0"},
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||||
{file = "psycopg2_binary-2.9.9-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f7fc5a5acafb7d6ccca13bfa8c90f8c51f13d8fb87d95656d3950f0158d3ce53"},
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{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"},
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{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"
|
||||
|
||||
@ -40,6 +40,21 @@ 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
|
||||
|
||||
@ -101,7 +101,7 @@ class LLMSettings(BaseModel):
|
||||
|
||||
|
||||
class VectorstoreSettings(BaseModel):
|
||||
database: Literal["chroma", "qdrant"]
|
||||
database: Literal["chroma", "qdrant", "pgvector"]
|
||||
|
||||
|
||||
class LocalSettings(BaseModel):
|
||||
@ -197,6 +197,41 @@ class UISettings(BaseModel):
|
||||
)
|
||||
|
||||
|
||||
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(
|
||||
None,
|
||||
@ -263,6 +298,7 @@ class Settings(BaseModel):
|
||||
ollama: OllamaSettings
|
||||
vectorstore: VectorstoreSettings
|
||||
qdrant: QdrantSettings | None = None
|
||||
pgvector: PGVectorSettings | None = None
|
||||
|
||||
|
||||
"""
|
||||
|
||||
@ -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"]
|
||||
|
||||
@ -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
|
||||
|
||||
Loading…
Reference in New Issue
Block a user