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>
Semantic delta · 21
crates/modules/nouser/nous-real/src/embeddings.rs
- new struct Backend pub
- new def MAX_FILE_BYTES
- new fn embed_one
- new fn handle_conn pub
- new fn handle_file
- new fn handle_ping
- new fn handle_text
- new fn init pub
- new fn write_error
crates/modules/nouser/nous-real/src/main.rs
- new def EMBED_DIM
- new def EMBED_DIM
- new def MODEL_ID
- new def MODEL_ID
- new fn build_card
- new def embed_dim
- new mod embeddings
- new fn init_tracing
- new fn main
- new def model_id
- new mod stub
crates/modules/nouser/nous-real/src/stub.rs
- new fn handle_conn pub
23 files · +31943 −22
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/56c8c186de9040d4fea8daac2ca110f9d412bf04 +25 −0
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- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/61e23f16c75ff9995b1d2f251d720c6146d21338 +64 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/61e23f16c75ff9995b1d2f251d720c6146d21338.lock +0 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/9bbecc17cabbcbd3112c14d6982b51403b264bfa +37 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/9bbecc17cabbcbd3112c14d6982b51403b264bfa.lock +0 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/bbd7b466f6d58e646fdc2bd5fd67b2f5e93c0b687011bd4548c420f7bd46f0c5 +— −—
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/bbd7b466f6d58e646fdc2bd5fd67b2f5e93c0b687011bd4548c420f7bd46f0c5.lock +0 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/c17ed520ed8438736732a54957a69306b8822215 +30686 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/c17ed520ed8438736732a54957a69306b8822215.lock +0 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/refs/main +1 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/snapshots/5f1b8cd78bc4fb444dd171e59b18f3a3af89a079/config.json +1 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/snapshots/5f1b8cd78bc4fb444dd171e59b18f3a3af89a079/model.onnx +1 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/snapshots/5f1b8cd78bc4fb444dd171e59b18f3a3af89a079/special_tokens_map.json +1 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/snapshots/5f1b8cd78bc4fb444dd171e59b18f3a3af89a079/tokenizer.json +1 −0
- .fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/snapshots/5f1b8cd78bc4fb444dd171e59b18f3a3af89a079/tokenizer_config.json +1 −0
- CHANGELOG.md +61 −0
- Cargo.lock +659 −22
- Cargo.toml +1 −0
- crates/modules/nouser/nous-real/Cargo.toml +35 −0
- crates/modules/nouser/nous-real/src/embeddings.rs +151 −0
- crates/modules/nouser/nous-real/src/main.rs +182 −0
- crates/modules/nouser/nous-real/src/stub.rs +36 −0
diff --git a/.fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/56c8c186de9040d4fea8daac2ca110f9d412bf04 b/.fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/56c8c186de9040d4fea8daac2ca110f9d412bf04
new file mode 100644
index 0000000..56c8c18
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+ "vocab_size": 30522
+}
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diff --git a/.fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/61e23f16c75ff9995b1d2f251d720c6146d21338 b/.fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/61e23f16c75ff9995b1d2f251d720c6146d21338
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+ "tokenizer_class": "BertTokenizer",
+ "truncation_side": "right",
+ "truncation_strategy": "longest_first",
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+}
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diff --git a/.fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/9bbecc17cabbcbd3112c14d6982b51403b264bfa b/.fastembed_cache/models--Qdrant--all-MiniLM-L6-v2-onnx/blobs/9bbecc17cabbcbd3112c14d6982b51403b264bfa
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+ "tombs": 16623,
+ "haley": 16624,
+ "imposing": 16625,
+ "rests": 16626,
+ "degradation": 16627,
+ "lincolnshire": 16628,
+ "retailers": 16629,
+ "wetlands": 16630,
+ "tulsa": 16631,
+ "distributor": 16632,
+ "dungeon": 16633,
+ "nun": 16634,
+ "greenhouse": 16635,
+ "convey": 16636,
+ "atlantis": 16637,
+ "aft": 16638,
+ "exits": 16639,
+ "oman": 16640,
+ "dresser": 16641,
+ "lyons": 16642,
+ "##sti": 16643,
+ "joking": 16644,
+ "eddy": 16645,
+ "judgement": 16646,
+ "omitted": 16647,
+ "digits": 16648,
+ "##cts": 16649,
+ "##game": 16650,
+ "juniors": 16651,
+ "##rae": 16652,
+ "cents": 16653,
+ "stricken": 16654,
+ "une": 16655,
+ "##ngo": 16656,
+ "wizards": 16657,
+ "weir": 16658,
+ "breton": 16659,
+ "nan": 16660,
+ "technician": 16661,
+ "fibers": 16662,
+ "liking": 16663,
+ "royalty": 16664,
+ "##cca": 16665,
+ "154": 16666,
+ "persia": 16667,
+ "terribly": 16668,
+ "magician": 16669,
+ "##rable": 16670,
+ "##unt": 16671,
+ "vance": 16672,
+ "cafeteria": 16673,
+ "booker": 16674,
+ "camille": 16675,
+ "warmer": 16676,
+ "##static": 16677,
+ "consume": 16678,
+ "cavern": 16679,
+ "gaps": 16680,
+ "compass": 16681,
+ "contemporaries": 16682,
+ "foyer": 16683,
+ "soothing": 16684,
+ "graveyard": 16685,
+ "maj": 16686,
+ "plunged": 16687,
+ "blush": 16688,
+ "##wear": 16689,
+ "cascade": 16690,
+ "demonstrates": 16691,
+ "ordinance": 16692,
+ "##nov": 16693,
+ "boyle": 16694,
+ "##lana": 16695,
+ "rockefeller": 16696,
+ "shaken": 16697,
+ "banjo": 16698,
+ "izzy": 16699,
+ "##ense": 16700,
+ "breathless": 16701,
+ "vines": 16702,
+ "##32": 16703,
+ "##eman": 16704,
+ "alterations": 16705,
+ "chromosome": 16706,
+ "dwellings": 16707,
+ "feudal": 16708,
+ "mole": 16709,
+ "153": 16710,
+ "catalonia": 16711,
+ "relics": 16712,
+ "tenant": 16713,
+ "mandated": 16714,
+ "##fm": 16715,
+ "fridge": 16716,
+ "hats": 16717,
+ "honesty": 16718,
+ "patented": 16719,
+ "raul": 16720,
+ "heap": 16721,
+ "cruisers": 16722,
+ "accusing": 16723,
+ "enlightenment": 16724,
+ "infants": 16725,
+ "wherein": 16726,
+ "chatham": 16727,
+ "contractors": 16728,
+ "zen": 16729,
+ "affinity": 16730,
+ "hc": 16731,
+ "osborne": 16732,
+ "piston": 16733,
+ "156": 16734,
+ "traps": 16735,
+ "maturity": 16736,
+ "##rana": 16737,
+ "lagos": 16738,
+ "##zal": 16739,
+ "peering": 16740,
+ "##nay": 16741,
+ "attendant": 16742,
+ "dealers": 16743,
+ "protocols": 16744,
+ "subset": 16745,
+ "prospects": 16746,
+ "biographical": 16747,
+ "##cre": 16748,
+ "artery": 16749,
+ "##zers": 16750,
+ "insignia": 16751,
+ "nuns": 16752,
+ "endured": 16753,
+ "##eration": 16754,
+ "recommend": 16755,
+ "schwartz": 16756,
+ "serbs": 16757,
+ "berger": 16758,
+ "cromwell": 16759,
+ "crossroads": 16760,
+ "##ctor": 16761,
+ "enduring": 16762,
+ "clasped": 16763,
+ "grounded": 16764,
+ "##bine": 16765,
+ "marseille": 16766,
+ "twitched": 16767,
+ "abel": 16768,
+ "choke": 16769,
+ "https": 16770,
+ "catalyst": 16771,
+ "moldova": 16772,
+ "italians": 16773,
+ "##tist": 16774,
+ "disastrous": 16775,
+ "wee": 16776,
+ "##oured": 16777,
+ "##nti": 16778,
+ "wwf": 16779,
+ "nope": 16780,
+ "##piration": 16781,
The patch goes on, but was cut here: fetch the commit with git to see it whole.