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| # pgvector store with OpenAI embeddings | ||
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| Start Postgres: | ||
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| ```shell | ||
| docker-compose up -d | ||
| ``` | ||
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| `postgres.Dockerfile` extends the official Postgres image and installs the pgvector extension. | ||
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| `create_extension.sql` enables the pgvector extension and should run automatically when the container starts for the | ||
| first time. | ||
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| Run the example: | ||
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| ```shell | ||
| export OPENAI_API_KEY=<your key> | ||
| go run pgvector_vectorstore_example.go | ||
| ``` | ||
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| create extension if not exists vector; |
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| version: "3.9" | ||
| services: | ||
| db: | ||
| build: | ||
| dockerfile: postgres.Dockerfile | ||
| restart: always | ||
| ports: | ||
| - "5432:5432" | ||
| environment: | ||
| POSTGRES_PASSWORD: testpass | ||
| POSTGRES_USER: testuser | ||
| POSTGRES_DB: testdb |
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| module github.com/tmc/langchaingo/examples/pgvector-vectorstore-example | ||
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| go 1.21 | ||
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| toolchain go1.21.4 | ||
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| require github.com/tmc/langchaingo v0.1.3 | ||
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| require ( | ||
| github.com/dlclark/regexp2 v1.8.1 // indirect | ||
| github.com/google/uuid v1.3.0 // indirect | ||
| github.com/jackc/pgpassfile v1.0.0 // indirect | ||
| github.com/jackc/pgservicefile v0.0.0-20221227161230-091c0ba34f0a // indirect | ||
| github.com/jackc/pgx/v5 v5.4.1 // indirect | ||
| github.com/pgvector/pgvector-go v0.1.1 // indirect | ||
| github.com/pkoukk/tiktoken-go v0.1.2 // indirect | ||
| golang.org/x/crypto v0.17.0 // indirect | ||
| golang.org/x/text v0.14.0 // indirect | ||
| ) |
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| cloud.google.com/go v0.110.2 h1:sdFPBr6xG9/wkBbfhmUz/JmZC7X6LavQgcrVINrKiVA= | ||
| cloud.google.com/go v0.110.2/go.mod h1:k04UEeEtb6ZBRTv3dZz4CeJC3jKGxyhl0sAiVVquxiw= | ||
| cloud.google.com/go/aiplatform v1.42.0 h1:otuKi5bgONobl5+3bMSrapkTJGL8zNZqtr7M0tfXbt4= | ||
| cloud.google.com/go/aiplatform v1.42.0/go.mod h1:oLLeleZuSemfGDZqyX/Z2PXT5SBItSraRHqgYb2RgcI= | ||
| cloud.google.com/go/compute v1.20.1 h1:6aKEtlUiwEpJzM001l0yFkpXmUVXaN8W+fbkb2AZNbg= | ||
| cloud.google.com/go/compute v1.20.1/go.mod h1:4tCnrn48xsqlwSAiLf1HXMQk8CONslYbdiEZc9FEIbM= | ||
| cloud.google.com/go/compute/metadata v0.2.3 h1:mg4jlk7mCAj6xXp9UJ4fjI9VUI5rubuGBW5aJ7UnBMY= | ||
| cloud.google.com/go/compute/metadata v0.2.3/go.mod h1:VAV5nSsACxMJvgaAuX6Pk2AawlZn8kiOGuCv6gTkwuA= | ||
| cloud.google.com/go/iam v1.0.1 h1:lyeCAU6jpnVNrE9zGQkTl3WgNgK/X+uWwaw0kynZJMU= | ||
| cloud.google.com/go/iam v1.0.1/go.mod h1:yR3tmSL8BcZB4bxByRv2jkSIahVmCtfKZwLYGBalRE8= | ||
| cloud.google.com/go/longrunning v0.4.2 h1:WDKiiNXFTaQ6qz/G8FCOkuY9kJmOJGY67wPUC1M2RbE= | ||
| cloud.google.com/go/longrunning v0.4.2/go.mod h1:OHrnaYyLUV6oqwh0xiS7e5sLQhP1m0QU9R+WhGDMgIQ= | ||
| github.com/Masterminds/goutils v1.1.1 h1:5nUrii3FMTL5diU80unEVvNevw1nH4+ZV4DSLVJLSYI= | ||
| github.com/Masterminds/goutils v1.1.1/go.mod h1:8cTjp+g8YejhMuvIA5y2vz3BpJxksy863GQaJW2MFNU= | ||
| github.com/Masterminds/semver/v3 v3.2.0 h1:3MEsd0SM6jqZojhjLWWeBY+Kcjy9i6MQAeY7YgDP83g= | ||
| github.com/Masterminds/semver/v3 v3.2.0/go.mod h1:qvl/7zhW3nngYb5+80sSMF+FG2BjYrf8m9wsX0PNOMQ= | ||
| github.com/Masterminds/sprig/v3 v3.2.3 h1:eL2fZNezLomi0uOLqjQoN6BfsDD+fyLtgbJMAj9n6YA= | ||
| github.com/Masterminds/sprig/v3 v3.2.3/go.mod h1:rXcFaZ2zZbLRJv/xSysmlgIM1u11eBaRMhvYXJNkGuM= | ||
| github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= | ||
| github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c= | ||
| github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= | ||
| github.com/dlclark/regexp2 v1.8.1 h1:6Lcdwya6GjPUNsBct8Lg/yRPwMhABj269AAzdGSiR+0= | ||
| github.com/dlclark/regexp2 v1.8.1/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8= | ||
| github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkpeCY= | ||
| github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto= | ||
| github.com/go-pg/pg/v10 v10.11.0 h1:CMKJqLgTrfpE/aOVeLdybezR2om071Vh38OLZjsyMI0= | ||
| github.com/go-pg/pg/v10 v10.11.0/go.mod h1:4BpHRoxE61y4Onpof3x1a2SQvi9c+q1dJnrNdMjsroA= | ||
| github.com/go-pg/zerochecker v0.2.0 h1:pp7f72c3DobMWOb2ErtZsnrPaSvHd2W4o9//8HtF4mU= | ||
| github.com/go-pg/zerochecker v0.2.0/go.mod h1:NJZ4wKL0NmTtz0GKCoJ8kym6Xn/EQzXRl2OnAe7MmDo= | ||
| github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da h1:oI5xCqsCo564l8iNU+DwB5epxmsaqB+rhGL0m5jtYqE= | ||
| github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da/go.mod h1:cIg4eruTrX1D+g88fzRXU5OdNfaM+9IcxsU14FzY7Hc= | ||
| github.com/golang/protobuf v1.5.3 h1:KhyjKVUg7Usr/dYsdSqoFveMYd5ko72D+zANwlG1mmg= | ||
| github.com/golang/protobuf v1.5.3/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiuN0vRsmY= | ||
| github.com/google/go-cmp v0.5.9 h1:O2Tfq5qg4qc4AmwVlvv0oLiVAGB7enBSJ2x2DqQFi38= | ||
| github.com/google/go-cmp v0.5.9/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY= | ||
| github.com/google/s2a-go v0.1.4 h1:1kZ/sQM3srePvKs3tXAvQzo66XfcReoqFpIpIccE7Oc= | ||
| github.com/google/s2a-go v0.1.4/go.mod h1:Ej+mSEMGRnqRzjc7VtF+jdBwYG5fuJfiZ8ELkjEwM0A= | ||
| github.com/google/uuid v1.3.0 h1:t6JiXgmwXMjEs8VusXIJk2BXHsn+wx8BZdTaoZ5fu7I= | ||
| github.com/google/uuid v1.3.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo= | ||
| github.com/googleapis/enterprise-certificate-proxy v0.2.3 h1:yk9/cqRKtT9wXZSsRH9aurXEpJX+U6FLtpYTdC3R06k= | ||
| github.com/googleapis/enterprise-certificate-proxy v0.2.3/go.mod h1:AwSRAtLfXpU5Nm3pW+v7rGDHp09LsPtGY9MduiEsR9k= | ||
| github.com/googleapis/gax-go/v2 v2.11.0 h1:9V9PWXEsWnPpQhu/PeQIkS4eGzMlTLGgt80cUUI8Ki4= | ||
| github.com/googleapis/gax-go/v2 v2.11.0/go.mod h1:DxmR61SGKkGLa2xigwuZIQpkCI2S5iydzRfb3peWZJI= | ||
| github.com/goph/emperror v0.17.2 h1:yLapQcmEsO0ipe9p5TaN22djm3OFV/TfM/fcYP0/J18= | ||
| github.com/goph/emperror v0.17.2/go.mod h1:+ZbQ+fUNO/6FNiUo0ujtMjhgad9Xa6fQL9KhH4LNHic= | ||
| github.com/huandu/xstrings v1.3.3 h1:/Gcsuc1x8JVbJ9/rlye4xZnVAbEkGauT8lbebqcQws4= | ||
| github.com/huandu/xstrings v1.3.3/go.mod h1:y5/lhBue+AyNmUVz9RLU9xbLR0o4KIIExikq4ovT0aE= | ||
| github.com/imdario/mergo v0.3.11 h1:3tnifQM4i+fbajXKBHXWEH+KvNHqojZ778UH75j3bGA= | ||
| github.com/imdario/mergo v0.3.11/go.mod h1:jmQim1M+e3UYxmgPu/WyfjB3N3VflVyUjjjwH0dnCYA= | ||
| github.com/jackc/pgpassfile v1.0.0 h1:/6Hmqy13Ss2zCq62VdNG8tM1wchn8zjSGOBJ6icpsIM= | ||
| github.com/jackc/pgpassfile v1.0.0/go.mod h1:CEx0iS5ambNFdcRtxPj5JhEz+xB6uRky5eyVu/W2HEg= | ||
| github.com/jackc/pgservicefile v0.0.0-20221227161230-091c0ba34f0a h1:bbPeKD0xmW/Y25WS6cokEszi5g+S0QxI/d45PkRi7Nk= | ||
| github.com/jackc/pgservicefile v0.0.0-20221227161230-091c0ba34f0a/go.mod h1:5TJZWKEWniPve33vlWYSoGYefn3gLQRzjfDlhSJ9ZKM= | ||
| github.com/jackc/pgx/v5 v5.4.1 h1:oKfB/FhuVtit1bBM3zNRRsZ925ZkMN3HXL+LgLUM9lE= | ||
| github.com/jackc/pgx/v5 v5.4.1/go.mod h1:q6iHT8uDNXWiFNOlRqJzBTaSH3+2xCXkokxHZC5qWFY= | ||
| github.com/jinzhu/inflection v1.0.0 h1:K317FqzuhWc8YvSVlFMCCUb36O/S9MCKRDI7QkRKD/E= | ||
| github.com/jinzhu/inflection v1.0.0/go.mod h1:h+uFLlag+Qp1Va5pdKtLDYj+kHp5pxUVkryuEj+Srlc= | ||
| github.com/json-iterator/go v1.1.12 h1:PV8peI4a0ysnczrg+LtxykD8LfKY9ML6u2jnxaEnrnM= | ||
| github.com/json-iterator/go v1.1.12/go.mod h1:e30LSqwooZae/UwlEbR2852Gd8hjQvJoHmT4TnhNGBo= | ||
| github.com/mitchellh/copystructure v1.0.0 h1:Laisrj+bAB6b/yJwB5Bt3ITZhGJdqmxquMKeZ+mmkFQ= | ||
| github.com/mitchellh/copystructure v1.0.0/go.mod h1:SNtv71yrdKgLRyLFxmLdkAbkKEFWgYaq1OVrnRcwhnw= | ||
| github.com/mitchellh/reflectwalk v1.0.0 h1:9D+8oIskB4VJBN5SFlmc27fSlIBZaov1Wpk/IfikLNY= | ||
| github.com/mitchellh/reflectwalk v1.0.0/go.mod h1:mSTlrgnPZtwu0c4WaC2kGObEpuNDbx0jmZXqmk4esnw= | ||
| github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd h1:TRLaZ9cD/w8PVh93nsPXa1VrQ6jlwL5oN8l14QlcNfg= | ||
| github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q= | ||
| github.com/modern-go/reflect2 v1.0.2 h1:xBagoLtFs94CBntxluKeaWgTMpvLxC4ur3nMaC9Gz0M= | ||
| github.com/modern-go/reflect2 v1.0.2/go.mod h1:yWuevngMOJpCy52FWWMvUC8ws7m/LJsjYzDa0/r8luk= | ||
| github.com/nikolalohinski/gonja v1.5.3 h1:GsA+EEaZDZPGJ8JtpeGN78jidhOlxeJROpqMT9fTj9c= | ||
| github.com/nikolalohinski/gonja v1.5.3/go.mod h1:RmjwxNiXAEqcq1HeK5SSMmqFJvKOfTfXhkJv6YBtPa4= | ||
| github.com/pelletier/go-toml/v2 v2.0.9 h1:uH2qQXheeefCCkuBBSLi7jCiSmj3VRh2+Goq2N7Xxu0= | ||
| github.com/pelletier/go-toml/v2 v2.0.9/go.mod h1:tJU2Z3ZkXwnxa4DPO899bsyIoywizdUvyaeZurnPPDc= | ||
| github.com/pgvector/pgvector-go v0.1.1 h1:kqJigGctFnlWvskUiYIvJRNwUtQl/aMSUZVs0YWQe+g= | ||
| github.com/pgvector/pgvector-go v0.1.1/go.mod h1:wLJgD/ODkdtd2LJK4l6evHXTuG+8PxymYAVomKHOWac= | ||
| github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4= | ||
| github.com/pkg/errors v0.9.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0= | ||
| github.com/pkoukk/tiktoken-go v0.1.2 h1:u7PCSBiWJ3nJYoTGShyM9iHXz4dNyYkurwwp+GHtyHY= | ||
| github.com/pkoukk/tiktoken-go v0.1.2/go.mod h1:boMWvk9pQCOTx11pgu0DrIdrAKgQzzJKUP6vLXaz7Rw= | ||
| github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM= | ||
| github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4= | ||
| github.com/shopspring/decimal v1.2.0 h1:abSATXmQEYyShuxI4/vyW3tV1MrKAJzCZ/0zLUXYbsQ= | ||
| github.com/shopspring/decimal v1.2.0/go.mod h1:DKyhrW/HYNuLGql+MJL6WCR6knT2jwCFRcu2hWCYk4o= | ||
| github.com/sirupsen/logrus v1.9.3 h1:dueUQJ1C2q9oE3F7wvmSGAaVtTmUizReu6fjN8uqzbQ= | ||
| github.com/sirupsen/logrus v1.9.3/go.mod h1:naHLuLoDiP4jHNo9R0sCBMtWGeIprob74mVsIT4qYEQ= | ||
| github.com/spf13/cast v1.3.1 h1:nFm6S0SMdyzrzcmThSipiEubIDy8WEXKNZ0UOgiRpng= | ||
| github.com/spf13/cast v1.3.1/go.mod h1:Qx5cxh0v+4UWYiBimWS+eyWzqEqokIECu5etghLkUJE= | ||
| github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME= | ||
| github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI= | ||
| github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg= | ||
| github.com/stretchr/testify v1.8.4 h1:CcVxjf3Q8PM0mHUKJCdn+eZZtm5yQwehR5yeSVQQcUk= | ||
| github.com/stretchr/testify v1.8.4/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo= | ||
| github.com/tmc/langchaingo v0.1.3 h1:QIzyhr5N2ZkE1z/9QJUBD+t9JndMrnXwIFw2I7FYtA8= | ||
| github.com/tmc/langchaingo v0.1.3/go.mod h1:Rm4WfxQR0WQLtcz5+zMGutlfgMuNY5QKZt8k3Y42gz0= | ||
| github.com/tmthrgd/go-hex v0.0.0-20190904060850-447a3041c3bc h1:9lRDQMhESg+zvGYmW5DyG0UqvY96Bu5QYsTLvCHdrgo= | ||
| github.com/tmthrgd/go-hex v0.0.0-20190904060850-447a3041c3bc/go.mod h1:bciPuU6GHm1iF1pBvUfxfsH0Wmnc2VbpgvbI9ZWuIRs= | ||
| github.com/uptrace/bun v1.1.12 h1:sOjDVHxNTuM6dNGaba0wUuz7KvDE1BmNu9Gqs2gJSXQ= | ||
| github.com/uptrace/bun v1.1.12/go.mod h1:NPG6JGULBeQ9IU6yHp7YGELRa5Agmd7ATZdz4tGZ6z0= | ||
| github.com/uptrace/bun/dialect/pgdialect v1.1.12 h1:m/CM1UfOkoBTglGO5CUTKnIKKOApOYxkcP2qn0F9tJk= | ||
| github.com/uptrace/bun/dialect/pgdialect v1.1.12/go.mod h1:Ij6WIxQILxLlL2frUBxUBOZJtLElD2QQNDcu/PWDHTc= | ||
| github.com/uptrace/bun/driver/pgdriver v1.1.12 h1:3rRWB1GK0psTJrHwxzNfEij2MLibggiLdTqjTtfHc1w= | ||
| github.com/uptrace/bun/driver/pgdriver v1.1.12/go.mod h1:ssYUP+qwSEgeDDS1xm2XBip9el1y9Mi5mTAvLoiADLM= | ||
| github.com/vmihailenco/bufpool v0.1.11 h1:gOq2WmBrq0i2yW5QJ16ykccQ4wH9UyEsgLm6czKAd94= | ||
| github.com/vmihailenco/bufpool v0.1.11/go.mod h1:AFf/MOy3l2CFTKbxwt0mp2MwnqjNEs5H/UxrkA5jxTQ= | ||
| github.com/vmihailenco/msgpack/v5 v5.3.5 h1:5gO0H1iULLWGhs2H5tbAHIZTV8/cYafcFOr9znI5mJU= | ||
| github.com/vmihailenco/msgpack/v5 v5.3.5/go.mod h1:7xyJ9e+0+9SaZT0Wt1RGleJXzli6Q/V5KbhBonMG9jc= | ||
| github.com/vmihailenco/tagparser v0.1.2 h1:gnjoVuB/kljJ5wICEEOpx98oXMWPLj22G67Vbd1qPqc= | ||
| github.com/vmihailenco/tagparser v0.1.2/go.mod h1:OeAg3pn3UbLjkWt+rN9oFYB6u/cQgqMEUPoW2WPyhdI= | ||
| github.com/vmihailenco/tagparser/v2 v2.0.0 h1:y09buUbR+b5aycVFQs/g70pqKVZNBmxwAhO7/IwNM9g= | ||
| github.com/vmihailenco/tagparser/v2 v2.0.0/go.mod h1:Wri+At7QHww0WTrCBeu4J6bNtoV6mEfg5OIWRZA9qds= | ||
| github.com/yargevad/filepathx v1.0.0 h1:SYcT+N3tYGi+NvazubCNlvgIPbzAk7i7y2dwg3I5FYc= | ||
| github.com/yargevad/filepathx v1.0.0/go.mod h1:BprfX/gpYNJHJfc35GjRRpVcwWXS89gGulUIU5tK3tA= | ||
| go.opencensus.io v0.24.0 h1:y73uSU6J157QMP2kn2r30vwW1A2W2WFwSCGnAVxeaD0= | ||
| go.opencensus.io v0.24.0/go.mod h1:vNK8G9p7aAivkbmorf4v+7Hgx+Zs0yY+0fOtgBfjQKo= | ||
| go.starlark.net v0.0.0-20230302034142-4b1e35fe2254 h1:Ss6D3hLXTM0KobyBYEAygXzFfGcjnmfEJOBgSbemCtg= | ||
| go.starlark.net v0.0.0-20230302034142-4b1e35fe2254/go.mod h1:jxU+3+j+71eXOW14274+SmmuW82qJzl6iZSeqEtTGds= | ||
| golang.org/x/crypto v0.17.0 h1:r8bRNjWL3GshPW3gkd+RpvzWrZAwPS49OmTGZ/uhM4k= | ||
| golang.org/x/crypto v0.17.0/go.mod h1:gCAAfMLgwOJRpTjQ2zCCt2OcSfYMTeZVSRtQlPC7Nq4= | ||
| golang.org/x/exp v0.0.0-20230713183714-613f0c0eb8a1 h1:MGwJjxBy0HJshjDNfLsYO8xppfqWlA5ZT9OhtUUhTNw= | ||
| golang.org/x/exp v0.0.0-20230713183714-613f0c0eb8a1/go.mod h1:FXUEEKJgO7OQYeo8N01OfiKP8RXMtf6e8aTskBGqWdc= | ||
| golang.org/x/net v0.17.0 h1:pVaXccu2ozPjCXewfr1S7xza/zcXTity9cCdXQYSjIM= | ||
| golang.org/x/net v0.17.0/go.mod h1:NxSsAGuq816PNPmqtQdLE42eU2Fs7NoRIZrHJAlaCOE= | ||
| golang.org/x/oauth2 v0.10.0 h1:zHCpF2Khkwy4mMB4bv0U37YtJdTGW8jI0glAApi0Kh8= | ||
| golang.org/x/oauth2 v0.10.0/go.mod h1:kTpgurOux7LqtuxjuyZa4Gj2gdezIt/jQtGnNFfypQI= | ||
| golang.org/x/sync v0.2.0 h1:PUR+T4wwASmuSTYdKjYHI5TD22Wy5ogLU5qZCOLxBrI= | ||
| golang.org/x/sync v0.2.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= | ||
| golang.org/x/sys v0.15.0 h1:h48lPFYpsTvQJZF4EKyI4aLHaev3CxivZmv7yZig9pc= | ||
| golang.org/x/sys v0.15.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA= | ||
| golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ= | ||
| golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU= | ||
| google.golang.org/api v0.126.0 h1:q4GJq+cAdMAC7XP7njvQ4tvohGLiSlytuL4BQxbIZ+o= | ||
| google.golang.org/api v0.126.0/go.mod h1:mBwVAtz+87bEN6CbA1GtZPDOqY2R5ONPqJeIlvyo4Aw= | ||
| google.golang.org/appengine v1.6.7 h1:FZR1q0exgwxzPzp/aF+VccGrSfxfPpkBqjIIEq3ru6c= | ||
| google.golang.org/appengine v1.6.7/go.mod h1:8WjMMxjGQR8xUklV/ARdw2HLXBOI7O7uCIDZVag1xfc= | ||
| google.golang.org/genproto v0.0.0-20230530153820-e85fd2cbaebc h1:8DyZCyvI8mE1IdLy/60bS+52xfymkE72wv1asokgtao= | ||
| google.golang.org/genproto v0.0.0-20230530153820-e85fd2cbaebc/go.mod h1:xZnkP7mREFX5MORlOPEzLMr+90PPZQ2QWzrVTWfAq64= | ||
| google.golang.org/genproto/googleapis/api v0.0.0-20230530153820-e85fd2cbaebc h1:kVKPf/IiYSBWEWtkIn6wZXwWGCnLKcC8oWfZvXjsGnM= | ||
| google.golang.org/genproto/googleapis/api v0.0.0-20230530153820-e85fd2cbaebc/go.mod h1:vHYtlOoi6TsQ3Uk2yxR7NI5z8uoV+3pZtR4jmHIkRig= | ||
| google.golang.org/genproto/googleapis/rpc v0.0.0-20230530153820-e85fd2cbaebc h1:XSJ8Vk1SWuNr8S18z1NZSziL0CPIXLCCMDOEFtHBOFc= | ||
| google.golang.org/genproto/googleapis/rpc v0.0.0-20230530153820-e85fd2cbaebc/go.mod h1:66JfowdXAEgad5O9NnYcsNPLCPZJD++2L9X0PCMODrA= | ||
| google.golang.org/grpc v1.57.1 h1:upNTNqv0ES+2ZOOqACwVtS3Il8M12/+Hz41RCPzAjQg= | ||
| google.golang.org/grpc v1.57.1/go.mod h1:Sd+9RMTACXwmub0zcNY2c4arhtrbBYD1AUHI/dt16Mo= | ||
| google.golang.org/protobuf v1.31.0 h1:g0LDEJHgrBl9N9r17Ru3sqWhkIx2NB67okBHPwC7hs8= | ||
| google.golang.org/protobuf v1.31.0/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqwMG9pJV4I= | ||
| gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0= | ||
| gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= | ||
| gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA= | ||
| gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= | ||
| mellium.im/sasl v0.3.1 h1:wE0LW6g7U83vhvxjC1IY8DnXM+EU095yeo8XClvCdfo= | ||
| mellium.im/sasl v0.3.1/go.mod h1:xm59PUYpZHhgQ9ZqoJ5QaCqzWMi8IeS49dhp6plPCzw= |
112 changes: 112 additions & 0 deletions
112
examples/pgvector-vectorstore-example/pgvector_vectorstore_example.go
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,112 @@ | ||
| package main | ||
|
|
||
| import ( | ||
| "context" | ||
| "fmt" | ||
| "github.com/tmc/langchaingo/llms/openai" | ||
| "github.com/tmc/langchaingo/schema" | ||
| "github.com/tmc/langchaingo/vectorstores/pgvector" | ||
| "log" | ||
|
|
||
| "github.com/tmc/langchaingo/embeddings" | ||
| "github.com/tmc/langchaingo/vectorstores" | ||
| ) | ||
|
|
||
| func main() { | ||
| // Create an embeddings client using the OpenAI API. Requires environment variable OPENAI_API_KEY to be set. | ||
| llm, err := openai.New() | ||
| if err != nil { | ||
| log.Fatal(err) | ||
| } | ||
|
|
||
| e, err := embeddings.NewEmbedder(llm) | ||
| if err != nil { | ||
| log.Fatal(err) | ||
| } | ||
|
|
||
| // Create a new pgvector store. | ||
| ctx := context.Background() | ||
| store, err := pgvector.New( | ||
| ctx, | ||
| pgvector.WithConnectionURL("postgres://testuser:testpass@localhost:5432/testdb?sslmode=disable"), | ||
| pgvector.WithEmbedder(e), | ||
| ) | ||
| if err != nil { | ||
| log.Fatal(err) | ||
| } | ||
|
|
||
| //Add documents to the pgvector store. | ||
| _, err = store.AddDocuments(context.Background(), []schema.Document{ | ||
| { | ||
| PageContent: "Tokyo", | ||
| Metadata: map[string]any{ | ||
| "population": 38, | ||
| "area": 2190, | ||
| }, | ||
| }, | ||
| { | ||
| PageContent: "Paris", | ||
| Metadata: map[string]any{ | ||
| "population": 11, | ||
| "area": 105, | ||
| }, | ||
| }, | ||
| { | ||
| PageContent: "London", | ||
| Metadata: map[string]any{ | ||
| "population": 9.5, | ||
| "area": 1572, | ||
| }, | ||
| }, | ||
| { | ||
| PageContent: "Santiago", | ||
| Metadata: map[string]any{ | ||
| "population": 6.9, | ||
| "area": 641, | ||
| }, | ||
| }, | ||
| { | ||
| PageContent: "Buenos Aires", | ||
| Metadata: map[string]any{ | ||
| "population": 15.5, | ||
| "area": 203, | ||
| }, | ||
| }, | ||
| { | ||
| PageContent: "Rio de Janeiro", | ||
| Metadata: map[string]any{ | ||
| "population": 13.7, | ||
| "area": 1200, | ||
| }, | ||
| }, | ||
| { | ||
| PageContent: "Sao Paulo", | ||
| Metadata: map[string]any{ | ||
| "population": 22.6, | ||
| "area": 1523, | ||
| }, | ||
| }, | ||
| }) | ||
| if err != nil { | ||
| log.Fatal(err) | ||
| } | ||
|
|
||
| // Search for similar documents. | ||
| docs, err := store.SimilaritySearch(ctx, "japan", 1) | ||
| fmt.Println(docs) | ||
|
|
||
| // Search for similar documents using score threshold. | ||
| docs, err = store.SimilaritySearch(ctx, "only cities in south america", 10, vectorstores.WithScoreThreshold(0.80)) | ||
| fmt.Println(docs) | ||
|
|
||
| // Search for similar documents using score threshold and metadata filter. | ||
| // Metadata filter for pgvector only supports key-value pairs for now. | ||
| filter := map[string]any{"area": "1523"} // Sao Paulo | ||
|
|
||
| docs, err = store.SimilaritySearch(ctx, "only cities in south america", | ||
| 10, | ||
| vectorstores.WithScoreThreshold(0.80), | ||
| vectorstores.WithFilters(filter), | ||
| ) | ||
| fmt.Println(docs) | ||
| } |
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|---|---|---|
| @@ -0,0 +1,9 @@ | ||
| FROM postgres:16 | ||
|
|
||
| RUN apt-get update && \ | ||
| apt-get install -y --no-install-recommends postgresql-16-pgvector && \ | ||
| apt-get clean && \ | ||
| rm -rf /var/lib/apt/lists/* | ||
|
|
||
| RUN mkdir -p /docker-entrypoint-initdb.d | ||
| ADD create_extension.sql /docker-entrypoint-initdb.d |