docs(ollama): GPU benchmark 207ms/embed vs 790ms CPU (~3.8x sequential) — RTX 4070 Ti SUPER, batching pozostaje dźwignią

docs/infra/ollama-solaria-cutover-2026-07-15.md

@@ -146,10 +146,10 @@ SOLARIA:
   already in place (`nvidia` runtime registered in `daemon.json`), so no
   further toolkit work was needed. The GPU reservation was restored in
   `docker-compose.yml` and the container recreated.
-- **GPU vs CPU embedding throughput**: GPU — TBD after measurement
-  2026-07-16 (CPU baseline: ≈0.79s/chunk, see
-  `jobs/documents-ingest/README.md` timing section, updated with the GPU
-  number once measured).
+- **GPU vs CPU embedding throughput** (measured 2026-07-16): GPU 207ms/embed
+  vs CPU ≈790ms — ~3.8× faster sequential (50 calls, ~600-tok prompt, bge-m3
+  at 100% GPU per `ollama ps`). Single-request overhead (HTTP/tokenization)
+  dominates; batching remains the real lever (backlog).
 
 ## Nota operacyjna: kontener zniknął po reboocie (2026-07-15 wieczór)
 

jobs/documents-ingest/README.md

@@ -475,10 +475,7 @@ kb-postgres@PIHA:
   average chunk count per item will need either a GPU driver fix,
   concurrent/batched Ollama calls, or both, before a full mail-corpus run
   is practical — flagged for whoever picks up the mail-indexer phase.
-- **GPU (RTX 4070 Ti SUPER, driver 595-open, restored 2026-07-16)**: TBD po
-  pomiarze 2026-07-16 — sterownik NVIDII naprawiony i GPU reservation
-  przywrócona w `services/ollama/docker-compose.yml`
-  (`docs/backlog.md`, "Ollama SOLARIA: brak sterownika NVIDII"), ale
-  sekwencyjny embedding benchmark vs. ≈0.79s/chunk CPU baseline jeszcze nie
-  zmierzony w tym repo — liczba do uzupełnienia osobnym commitem po
-  pomiarze na żywym Ollamie.
+- **GPU (RTX 4070 Ti SUPER, driver 595-open, restored 2026-07-16)**: 207ms/embed
+  (50 sekwencyjnych wywołań /api/embeddings, ~600-tok prompt) vs 790ms/chunk CPU
+  baseline — ~3.8× szybciej sekwencyjnie; przy pojedynczych requestach dominuje
+  overhead HTTP/tokenizacji, realny skok da dopiero batching (backlog).