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2026-06-01 23:40:55 +02:00
```r title="R"
library(kreuzberg)
document_id <- "doc-001"
config <- list(
chunking = list(
max_characters = 512L,
overlap = 50L,
embedding = list(
model = list(type = "preset", name = "balanced"),
normalize = TRUE,
batch_size = 32L
)
)
)
json <- extract_file_sync("document.pdf", "application/pdf", config)
result <- jsonlite::fromJSON(json, simplifyVector = FALSE)
# Each chunk has $content, $embedding, and $metadata. Pass these directly
# to a vector database client (pgvector, Qdrant, Pinecone, etc.) along with
# the document_id stored as a metadata field.
cat(sprintf("document_id: %s\n", document_id))
cat(sprintf("chunks ready for upsert: %d\n", length(result$chunks)))
```