mirror of
https://github.com/ModernRelay/omnigraph.git
synced 2026-06-12 01:45:14 +02:00
docs: split user and developer docs (#93)
This commit is contained in:
parent
e8d49559c4
commit
60eee78465
39 changed files with 499 additions and 445 deletions
|
|
@ -1,31 +0,0 @@
|
|||
# Embeddings
|
||||
|
||||
OmniGraph has **two** embedding clients with different defaults and purposes.
|
||||
|
||||
## Compiler-side client (`omnigraph-compiler/src/embedding.rs`) — query-time normalization
|
||||
|
||||
- Default model: `text-embedding-3-small` (OpenAI-style schema)
|
||||
- Env: `NANOGRAPH_EMBED_MODEL`, `OPENAI_API_KEY`, `OPENAI_BASE_URL` (default `https://api.openai.com/v1`), `NANOGRAPH_EMBEDDINGS_MOCK`, `NANOGRAPH_EMBED_TIMEOUT_MS=30000`, `NANOGRAPH_EMBED_RETRY_ATTEMPTS=4`, `NANOGRAPH_EMBED_RETRY_BACKOFF_MS=200`
|
||||
- Methods: `embed_text(input, expected_dim)`, `embed_texts(inputs, expected_dim)`
|
||||
- Mock mode: deterministic FNV-1a + xorshift64 → L2-normalized vectors
|
||||
|
||||
## Engine-side client (`omnigraph/src/embedding.rs`) — runtime ingest
|
||||
|
||||
- Model: `gemini-embedding-2-preview`
|
||||
- Env: `GEMINI_API_KEY`, `OMNIGRAPH_GEMINI_BASE_URL` (default Google generativelanguage v1beta), `OMNIGRAPH_EMBED_TIMEOUT_MS=30000`, `OMNIGRAPH_EMBED_RETRY_ATTEMPTS=4`, `OMNIGRAPH_EMBED_RETRY_BACKOFF_MS=200`, `OMNIGRAPH_EMBEDDINGS_MOCK`
|
||||
- Two task types: `embed_query_text` (RETRIEVAL_QUERY) and `embed_document_text` (RETRIEVAL_DOCUMENT)
|
||||
- Exponential backoff with retryable detection (timeouts, 429, 5xx)
|
||||
|
||||
## Schema integration
|
||||
|
||||
Mark a Vector property with `@embed("source_text_property")`. At ingest, the engine pulls the source text and writes the embedding into the vector column. Stored as L2-normalized FixedSizeList(Float32, dim).
|
||||
|
||||
## CLI `omnigraph embed` (offline file pipeline)
|
||||
|
||||
Operates on **JSONL files** (not on a repo). Three modes (mutually exclusive):
|
||||
|
||||
- (default) `fill_missing` — only embed rows whose target field is empty
|
||||
- `--reembed-all` — overwrite all
|
||||
- `--clean` — strip embeddings
|
||||
|
||||
Inputs are either a single seed manifest YAML or `--input/--output/--spec`. Selectors `--type T`, `--select T:field=value` filter rows. Streams JSONL → JSONL.
|
||||
Loading…
Add table
Add a link
Reference in a new issue