feat(nouser): Phase D-2 — proveedor Nous real (LLM) detrás de feature

Cierra el ciclo del módulo Nous: existe un proveedor que produce
embeddings reales con un modelo LLM, mientras que `cargo build` sin
features sigue siendo liviano (no descarga ni compila ML deps).

Crate nuevo crates/modules/nouser/nous-real con dos modos según feature:

- Sin feature (default): stub.
  cargo build -p nouser-nous-real (~10s, sin ML deps).
  Bin arranca, sidecarea a brahman-init declarando la Card,
  escucha en el socket Nous, rechaza requests con un ErrorResponse
  explicativo: "compilado sin la feature embeddings, rebuild con
  cargo build -p nouser-nous-real --features embeddings".
  cargo build --workspace SIGUE siendo limpio.

- Con --features embeddings: real.
  Pulls fastembed = "4" → ort 2.0.0-rc.9 (ONNX Runtime con binarios
  descargados por Cargo) + tokenizers 0.21 + ~30 transitive deps.
  Compila en ~50s.
  Modelo default: all-MiniLM-L6-v2 (384-d, descargado a
  ~/.cache/fastembed la primera vez).
  EmbedText: pasa el texto al modelo → vector 384-d.
  EmbedFile: lee primeros 8KiB UTF-8 lossy, embed como texto.
  Ping: devuelve model_id + embed_dim reales.

Card declara label "nouser.nous_real" + priority_contexts.prod = +1.
En contexto prod gana sobre el mock; en test el mock gana por su +1
en test. Sin contexto, empate alfabético.

Validación end-to-end con modelo real:
  $ ente-zero & nouser-nous-real &
  $ python3 socket-probe '{"kind":"embed_text","payload":{"text":"..."}}'
    model: real-fastembed-allMiniLML6V2-384d
    elapsed_ms: 8
    embed_dim: 384

Tradeoff: dim mock (32) vs real (384) son incompatibles. Cambiar
proveedor invalida centroides cacheados — documentar "limpiar DB al
swap".

Workspace state:
- cargo build --workspace limpio sin features (no ML deps pulled).
- cargo build -p nouser-nous-real --features embeddings funciona.
- 0 errores, 0 warnings en ambos modos.

Pendientes para D-3 / futuro:
- Discovery de socket: el consumer hoy usa NOUSER_NOUS_SOCKET hardcoded.
  Para que el broker elija real vs mock per-contexto, falta o un campo
  socket en el MatchEvent o un broker query "dame socket de session X".
- Coexistencia: ambos providers compiten por el mismo socket path por
  default. Parametrizarlos cuando se quiera correrlos juntos.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

11fc95629ca4dfaf39420f90813fcf4b52549fad · por Sergio · 2026-05-08T19:08:27Z (hace 5 meses) · padre b3c3c00cf · ver el árbol en este commit

Delta semántico · 21

crates/modules/nouser/nous-real/src/embeddings.rs

nueva struct Backend pub
nueva def MAX_FILE_BYTES
nueva fn embed_one
nueva fn handle_conn pub
nueva fn handle_file
nueva fn handle_ping
nueva fn handle_text
nueva fn init pub
nueva fn write_error

crates/modules/nouser/nous-real/src/main.rs

nueva def EMBED_DIM
nueva def EMBED_DIM
nueva def MODEL_ID
nueva def MODEL_ID
nueva fn build_card
nueva def embed_dim
nueva mod embeddings
nueva fn init_tracing
nueva fn main
nueva def model_id
nueva mod stub

crates/modules/nouser/nous-real/src/stub.rs

nueva fn handle_conn pub

23 archivos · +31943 −22

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new file mode 100644
index 0000000..56c8c18
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+++ b/.fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/56c8c186de9040d4fea8daac2ca110f9d412bf04
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+}
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+      "##32": 16703,
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+      "cruisers": 16722,
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+      "enlightenment": 16724,
+      "infants": 16725,
+      "wherein": 16726,
+      "chatham": 16727,
+      "contractors": 16728,
+      "zen": 16729,
+      "affinity": 16730,
+      "hc": 16731,
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+      "##zers": 16750,
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+      "italians": 16773,
+      "##tist": 16774,
+      "disastrous": 16775,
+      "wee": 16776,
+      "##oured": 16777,
+      "##nti": 16778,
+      "wwf": 16779,
+      "nope": 16780,
+      "##piration": 16781,

El parche sigue, pero se cortó acá: pedí el commit por git para verlo entero.