pgvector examples for C
Supports libpq
Follow the instructions for your database library:
Or check out some examples:
- Embeddings with OpenAI
- Binary embeddings with Cohere
- Bulk loading with
COPY
Enable the extension
PGresult *res = PQexec(conn, "CREATE EXTENSION IF NOT EXISTS vector");Create a table
PGresult *res = PQexec(conn, "CREATE TABLE items (id bigserial PRIMARY KEY, embedding vector(3))");Insert vectors
const char *paramValues[2] = {"[1,2,3]", "[4,5,6]"};
PGresult *res = PQexecParams(conn, "INSERT INTO items (embedding) VALUES ($1), ($2)", 2, NULL, paramValues, NULL, NULL, 0);Get the nearest neighbors
const char *paramValues[1] = {"[3,1,2]"};
PGresult *res = PQexecParams(conn, "SELECT * FROM items ORDER BY embedding <-> $1 LIMIT 5", 1, NULL, paramValues, NULL, NULL, 0);Add an approximate index
PGresult *res = PQexec(conn, "CREATE INDEX ON items USING hnsw (embedding vector_l2_ops)");
// or
PGresult *res = PQexec(conn, "CREATE INDEX ON items USING ivfflat (embedding vector_l2_ops) WITH (lists = 100)");Use vector_ip_ops for inner product and vector_cosine_ops for cosine distance
See a full example
Everyone is encouraged to help improve this project. Here are a few ways you can help:
- Report bugs
- Fix bugs and submit pull requests
- Write, clarify, or fix documentation
- Suggest or add new features
To get started with development:
git clone https://github.com/pgvector/pgvector-c.git
cd pgvector-c
createdb pgvector_c_test
cmake -S . -B build
cmake --build build
build/testTo run an example:
cd examples/openai
createdb pgvector_example
cmake -S . -B build
cmake --build build
build/example