# A config which overrides all instances of `openai` with `azure` in the `r2r.toml` config
[completion]
provider = "litellm"
concurrent_request_limit = 128

  [completion.generation_config]
  model = "azure/gpt-4o"

[agent]
  [agent.generation_config]
  model = "azure/gpt-4o"

[database]
  [database.graph_creation_settings]
    clustering_mode = "remote"
    generation_config = { model = "azure/gpt-4o-mini" }

  [database.graph_entity_deduplication_settings]
    generation_config = { model = "azure/gpt-4o-mini" }

  [database.graph_enrichment_settings]
    generation_config = { model = "azure/gpt-4o-mini" }

  [database.graph_search_settings]
    generation_config = { model = "azure/gpt-4o-mini" }

[embedding]
provider = "litellm"
base_model = "azure/text-embedding-3-small"
base_dimension = 512

[file]
provider = "postgres"

[ingestion]
provider = "unstructured_local"
strategy = "auto"
chunking_strategy = "by_title"
new_after_n_chars = 2_048
max_characters = 4_096
combine_under_n_chars = 1_024
overlap = 1_024
document_summary_model = "azure/gpt-4o-mini"
vision_img_model = "azure/gpt-4o"
vision_pdf_model = "azure/gpt-4o"

  [ingestion.extra_parsers]
    pdf = "zerox"

  [ingestion.chunk_enrichment_settings]
    generation_config = { model = "azure/gpt-4o-mini" }

[orchestration]
provider = "hatchet"
kg_creation_concurrency_limit = 32
ingestion_concurrency_limit = 4
kg_concurrency_limit = 8