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perf+calitate sugestii k-NN: matvec numpy, vot top-5 cu prag calibrat, indicatori import

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- embeddings: corpus ca matrice numpy cu norme precalculate; suggest_nearest
  = un matvec (~0.6ms/query fata de ~500ms cosine pur-Python la 17k vectori)
- enrich_suggestions: vot ponderat cu similaritatea pe top-5 vecini (NUL =
  eticheta proprie); prag 0.5 -> 0.88, calibrat LOO pe corpusul SILVER
  (tools/mapare-llm/knn_calibrate.py): precizie 90.5% -> 93.1%, cod gresit
  preselectat 7.2% -> 4.7%; sub prag abtinere -> preselectie fuzzy
- UI: codul sugerat de sistem afisat explicit cu sursa si scorul, separat de
  lista fuzzy ("potrivire text"); indicator de progres reparat pe upload
  (display:inline anula .htmx-indicator) si adaugat pe pasii 2->3 si
  "Salveaza maparile"

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
This commit is contained in:
Claude Agent
2026-07-07 10:10:58 +00:00
parent 65b6e4694d
commit 809823a8ae
13 changed files with 358 additions and 24 deletions
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17
app/web/templates/_preview_import.html
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@@ -81,7 +81,8 @@
<span class="s-ok">ok</span> si maparea se retine pentru fisierele viitoare.
</p>
<form hx-post="/_import/{{ import_id }}/mapare-operatii"
hx-target="#import-section" hx-swap="outerHTML">
hx-target="#import-section" hx-swap="outerHTML"
hx-indicator="#mapop-spinner">
<input type="hidden" name="csrf_token" value="{{ csrf_token or '' }}">
{% for e in unmapped_ops %}
{%- set top = e.suggestions[0] if e.suggestions else None -%}
@@ -106,9 +107,16 @@
{% else %}
<span class="sugg-sursa sugg-sursa--similar" title="operatie similara deja vazuta (k-NN/exact)">similar</span>
{% endif %}
{# Codul sugerat de sistem, explicit (nu doar preselectat in dropdown);
pentru k-NN si scorul de similaritate. #}
<strong>{{ e.sugestie_principala.cod_prestatie }}</strong>
{%- if e.sugestie_principala.sursa == 'embedding' and e.surse_sugestie.embedding_similaritate %}
({{ (e.surse_sugestie.embedding_similaritate * 100)|round|int }}%)
{%- endif %}
{% elif e.surse_sugestie and e.surse_sugestie.nul %}
<span class="sugg-sursa sugg-sursa--nul" title="pare non-operatie (ITP/plata/discount...)">non-operatie</span>
{% endif %}
{% if e.suggestions and (e.sugestie_principala or (e.surse_sugestie and e.surse_sugestie.nul)) %}<span class="muted">· potrivire text:</span>{% endif %}
{% for s in e.suggestions[:3] %}
<span class="sugg">{{ s.cod_prestatie }} ({{ s.score|round|int }}%)</span>{% if not loop.last %}, {% endif %}
{% endfor %}
@@ -127,8 +135,13 @@
</div>
</div>
{% endfor %}
<div style="margin-top:12px;">
<div style="margin-top:12px; display:flex; align-items:center; gap:12px;">
<button type="submit" style="min-height:44px;">Salveaza maparile</button>
<span id="mapop-spinner" class="htmx-indicator muted"
style="font-size:var(--fs-sm);" role="status">
<span class="spin-dot" aria-hidden="true"></span>
se salveaza si se recalculeaza preview-ul...
</span>
</div>
</form>
</div>