patch 20o
This commit is contained in:
team 1
@@ -14,7 +14,7 @@ parameters:
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max_output_chars: 700
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max_added_tokens: 2
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max_length_ratio_percent: 150
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heartbeat_message: 'Ich prüfe die Eingabe auf Tippfehler…'
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heartbeat_message: 'Ich prüfe die Eingabe…'
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output_prefix_pattern: '/^(?:normalisiert|korrigiert|corrected|normalized)\s*:\s*/iu'
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skip_patterns:
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- '/https?:\/\//iu'
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@@ -58,6 +58,7 @@ parameters:
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- bitte
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- preiswerte
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- gern
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- lösung
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- eine
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- größer
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- würde
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@@ -1,369 +0,0 @@
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# Commerce / Shopware Store API configuration.
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# The existing Commerce and Shopware services stay unchanged; these values only centralize wiring.
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parameters:
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retriex.commerce.enabled: true
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retriex.commerce.max_shop_results: '%env(SHOPWARE_STORE_API_MAX_RESULT)%'
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retriex.commerce.shop_timeout: 15
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retriex.commerce.store_api_base_url: '%env(SHOPWARE_STORE_API_BASE_URL)%'
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retriex.commerce.sales_channel_access_key: '%env(SHOPWARE_SALES_CHANNEL_ACCESS_KEY)%'
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retriex.commerce.search_repair.enabled: true
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retriex.commerce.search_repair.max_queries: 2
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retriex.commerce.search_repair.min_primary_results_without_repair: 2
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# Commerce query parser configuration.
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# YAML is the only operative source of truth; PHP must not contain parser defaults.
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retriex.commerce_query.config:
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known_brands:
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- heyl
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- horiba
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- neomeris
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phrases_to_remove:
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- ich suche
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- suche
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- habt ihr
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- gibt es
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- gebe mir
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- gib mir
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- zeige mir
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- welches gerät
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- welche gerät
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- welches modell
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- welches ist besser
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- welches ist am besten
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- alternative
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- alternativen
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- unter anderem
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- u a
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- welche
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- welcher
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- welches
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- welchen
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- sind
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- ist
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- geeignet
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- geeigent
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- verfügbarkeit
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- verfuegbarkeit
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filter_search_tokens:
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- auch
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- noch
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- nochmal
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- zusätzlich
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- dazu
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- davon
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- größer
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- stattdessen
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- bitte
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- gern
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- preiswerte
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- zur
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- mein
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- eine
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- würde
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- ich
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- gerne
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- zeige
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- zeig
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- such
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- suche
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- finde
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- find
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- mir
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- mal
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- von
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- im
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- in
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- für
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- fuer
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- welche
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- welcher
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- welches
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- welchen
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- sind
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- ist
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- geeignet
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- geeigent
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- verfügbarkeit
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- verfuegbarkeit
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- prüfe
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- pruefe
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- den
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- die
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- das
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- der
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- dem
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- des
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- und
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- oder
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- sowie
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- seine
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- seinen
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- seiner
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- seinem
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- seines
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- siene
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- sienen
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- siener
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- sienem
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- sienes
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- gebe
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- gib
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- nenne
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- nenn
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- preis
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- preise
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- preisen
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- kostet
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- kpstet
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- ksotet
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- kosten
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- ua
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- also
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- gut
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- gute
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- guten
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- guter
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- gutes
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- passen
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- passend
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search_control_tokens:
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- shop
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- store
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- produkt
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- produkte
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- artikel
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- kaufen
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- kaufe
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- bestellen
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- bestelle
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- online
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search_token_corrections:
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siene: seine
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sienen: seinen
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siener: seiner
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sienem: seinem
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sienes: seines
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indicatoren: indikatoren
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schwinnbad: schwimmbad
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schwimbad: schwimmbad
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kpstet: kostet
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ksotet: kostet
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search_token_canonical_map:
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indikatoren: indikator
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indicators: indikator
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indicator: indikator
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reagenzien: reagenz
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reagents: reagenz
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reagent: reagenz
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produkte: produkt
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semantic_shop_search_tokens:
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- indikator
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- indicator
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- reagenz
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- reagent
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- zubehör
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- zubehor
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- ersatzteil
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- anschlusskabel
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- kabel
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- sensorkabel
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- elektrodenkabel
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- verbrauchsmaterial
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- chemie
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- indikatorchemie
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- reagenzchemie
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- kit
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- set
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- filter
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- pumpe
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- pumpenkopf
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- motorblock
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- lösung
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- loesung
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- solution
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- teststreifen
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- gerät
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- geraet
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- messgerät
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- messgeraet
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- analysegerät
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- analysegeraet
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- analysator
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- monitor
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- controller
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- system
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normalization:
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search: ['€']
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replace: [' euro ']
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text:
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trim_characters:
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- space
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- tab
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- lf
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- cr
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- nul
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- vertical_tab
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- '-'
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- '.'
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- ','
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limits:
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min_search_token_length: 1
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min_direct_product_token_length: 1
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direct_product_max_tokens: 4
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model_context_token_window: 4
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min_meaningful_alpha_token_length: 2
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max_shop_search_tokens: 6
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patterns:
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history_context: 'chat|auch|noch|nochmal|zusätzlich|dazu|davon|stattdessen|alternative|alternativen|größer|groesser|kleiner|gleich(?:e|en|er|es)?|derselbe|dieselbe|dasselbe|wie oben|wie zuvor|wie gehabt'
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history_context_value_template: '/\b({fragment})\b/u'
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prompt_sanitize: '/[^\p{L}\p{N}\s.,\-]/u'
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whitespace_collapse: '/\s+/u'
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whitespace_split: '/\s+/u'
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history_question: '/^Question:\s*(.+)$/m'
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price_between: '/\bzwischen\s+(\d+(?:[.,]\d+)?)\s+und\s+(\d+(?:[.,]\d+)?)\s+euro\b/u'
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price_max: '/\b(?:unter|bis|max(?:imal)?)\s+(\d+(?:[.,]\d+)?)\s+euro\b/u'
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price_min: '/\b(?:ab|mindestens|min)\s+(\d+(?:[.,]\d+)?)\s+euro\b/u'
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price_removal_between: '/\bzwischen\s+\d+(?:[.,]\d+)?\s+und\s+\d+(?:[.,]\d+)?\s*euro\b/u'
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price_removal_minmax: '/\b(?:unter|bis|max(?:imal)?|ab|mindestens|min)\s+\d+(?:[.,]\d+)?\s*euro\b/u'
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price_removal_intent_template: '/\b(?:{price_pattern})\b/u'
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direct_product_digit: '/\d/u'
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model_like: '/\b[a-zäöüß][a-zäöüß®\-]*(?:\s+[a-zäöüß][a-zäöüß®\-]*){0,2}\s+\d{2,5}[a-z0-9\-]*\b/u'
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accessory_like: '/\b(?:indikator|indicator|reagenz|reagent|kit|set)\s+\d{1,5}[a-z0-9\-]*\b/u'
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contains_digit: '/\d/u'
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model_number_token: '/^(?:\d{2,5}[a-z0-9\-]*|[a-z]{1,6}\d{1,5}[a-z0-9\-]*)$/u'
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model_context_token: '/^[\p{L}][\p{L}0-9®\-]{2,}$/u'
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model_suffix_token: '/^[a-z]{1,4}\d{0,3}$/u'
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instruction_or_presentation_token: '/^(?:zeig(?:e)?|such(?:e)?|find(?:e)?|gib|gebe|nenn(?:e)?|liefer(?:e)?|erstelle?|mach(?:e)?|brauch(?:e)?|will|möchte|moechte|hätte|haette|kannst|bitte|mal|alle|alles|komplett|vollständig|vollstaendig|gesamt|ganze|ganzen|liste|listung|auflistung|tabelle|tabellarisch|übersicht|uebersicht|anzeigen?|ausgeben?|darstellen?|antwort(?:e)?|erklär(?:e)?|erklaer(?:e)?|info|infos|informationen|dazu|hierzu|damit|davon|an|als|mit|ohne|inkl|inklusive|also|gut|gute|guten|guter|gutes|passend|passen)$/u'
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measurement_value_token: '/^\d+[.,]\d+$/u'
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exact_token_removal_template: '/\b{token}\b/u'
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brand_part_of_model_template: '/\b{brand}\s+\d{2,5}[a-z0-9\-]*\b/u'
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# Commerce reference resolver configuration.
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# YAML is the only operative source of truth for conversation product and focus-term patterns.
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retriex.commerce_reference_resolver.config:
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conversation_product_patterns:
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- '/\b(Testomat\s+2000\s+THCL)\b/ui'
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- '/\b(Testomat\s+808)\b/ui'
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- '/\b(Testomat\s+EVO\s+TH)\b/ui'
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- '/\b(Testomat\s+EVO\s+CALC)\b/ui'
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- '/\b(Testomat\s+ECO\s+PLUS)\b/ui'
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- '/\b(Testomat\s+ECO\s+C)\b/ui'
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- '/\b(Testomat\s+ECO)\b/ui'
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- '/\b(Testomat\s+LAB\s+CL)\b/ui'
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- '/\b(Testomat\s+LAB\s+MONO)\b/ui'
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- '/\b(Testomat\s+2000)\b/ui'
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focus_term_patterns:
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indikator: '/\bindikator(?:en)?\b/u'
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indikatoren: '/\bindikator(?:en)?\b/u'
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reagenz: '/\breagenz(?:ien)?\b/u'
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reagenzien: '/\breagenz(?:ien)?\b/u'
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zubehör: '/\bzubeh[oö]r\b/u'
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ersatzteil: '/\bersatzteile?\b/u'
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ersatzteile: '/\bersatzteile?\b/u'
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service-set: '/\bservice(?:\s|-)?set\b/u'
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filter: '/\bfilter\b/u'
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pumpenkopf: '/\bpumpenkopf\b/u'
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motorblock: '/\bmotorblock\b/u'
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mehrwertpaket: '/\bmehrwertpaket\b/u'
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neotecmaster: '/\bneotecmaster\b/u'
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# Shop matching and presentation configuration.
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# YAML is the only operative source of truth; PHP must not contain shop matching defaults.
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retriex.shop_matching.config:
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top_product_log_limit: 3
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# Shop role and focus lists are resolved from config/retriex/vocabulary.yaml.
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# Direct list overrides may still be added to this parameter if a project needs them.
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vocabulary_views:
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device_focus_keywords: shop.device_focus
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accessory_focus_keywords: shop.accessory_focus
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device_query_keywords: shop.device_query
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accessory_query_keywords: shop.accessory_query
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accessory_product_keywords: shop.accessory_product
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device_product_keywords: shop.device_product
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vocabulary_maps:
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accessory_focus_variant_map: shop.accessory_focus_variants
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role_guard:
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filter_accessory_products_for_device_queries: true
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keep_ambiguous_products_for_device_queries: true
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scores:
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exact_product_number_phrase: 160
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exact_product_name_phrase: 90
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exact_manufacturer_match: 40
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brand_contained_in_name: 20
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name_token_overlap_weight: 6
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product_number_token_overlap_weight: 10
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corpus_token_overlap_weight: 2
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name_number_overlap_weight: 18
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product_number_number_overlap_weight: 28
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corpus_number_overlap_weight: 8
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size_match: 12
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availability_bonus: 1
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device_query_device_product_bonus: 60
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device_query_accessory_penalty: 120
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accessory_query_accessory_product_bonus: 30
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accessory_query_device_product_bonus: 10
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patterns:
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contains_digit: '/\d/u'
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matching_cleanup: '/[^\p{L}\p{N}]+/u'
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whitespace_collapse: '/\s+/u'
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token_split: '/[^\p{L}\p{N}]+/u'
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padding:
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prefix: ' '
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suffix: ' '
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|
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price:
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normalization_search: ['€', ' ', '.']
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normalization_replace: ['', '', '']
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decimals: 2
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decimal_separator: ','
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thousands_separator: '.'
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suffix: ' €'
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|
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custom_fields:
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primary: migration_Backup_product_attr1
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secondary: migration_Backup_product_attr2
|
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use_cases: migration_Backup_product_attr4
|
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languages: migration_Backup_product_attr5
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|
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text:
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primary_secondary_separator: ': '
|
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use_cases_label: 'Einsatzgebiete: '
|
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languages_label: 'Sprachen: '
|
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custom_field_join_separator: ' | '
|
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|
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description:
|
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empty_line_pattern: '/^[ \t]*\R/m'
|
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whitespace_cleanup_pattern: '/[ \t]{2,}/'
|
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max_length: 1500
|
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|
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seo:
|
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relative_prefix: '/'
|
||||
|
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highlight:
|
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available_label: Verfügbar
|
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unavailable_label: Nicht verfügbar
|
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product_number_prefix: 'Produktnummer: '
|
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|
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image:
|
||||
missing_placeholder: no-image
|
||||
|
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deduplication:
|
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separator: '|'
|
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@@ -1,323 +0,0 @@
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# Intent vocabulary and pattern configuration.
|
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# Lists and thresholds mirror the previous PHP defaults exactly.
|
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# Migrated config areas are YAML-only; remaining areas are migrated incrementally.
|
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parameters:
|
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retriex.intent.commerce.config:
|
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strong_signals:
|
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- shop
|
||||
- alle
|
||||
- preis
|
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- kunde
|
||||
- online
|
||||
- produkt
|
||||
- artikel
|
||||
- sku
|
||||
- kaufen
|
||||
- kostet
|
||||
- kpstet
|
||||
- ksotet
|
||||
- suche
|
||||
- such
|
||||
- finde
|
||||
- finden
|
||||
- analysegerät
|
||||
- analysegeraet
|
||||
- messgerät
|
||||
- messgeraet
|
||||
- pockettester
|
||||
- pocket tester
|
||||
- handmessgerät
|
||||
- handmessgeraet
|
||||
- analysator
|
||||
- analyzer
|
||||
- puffer
|
||||
- kalibrierpuffer
|
||||
- kalibrierlösung
|
||||
- kalibrierloesung
|
||||
- kalibrierung
|
||||
- chemie
|
||||
- reagenz
|
||||
- reagenzien
|
||||
- verbrauchsmaterial
|
||||
- zubehör
|
||||
- zubehoer
|
||||
- ersatzteil
|
||||
- anschlusskabel
|
||||
- kabel
|
||||
- sensorkabel
|
||||
- elektrode
|
||||
- elektrodenkabel
|
||||
non_product_commerce_signals:
|
||||
- shop
|
||||
- alle
|
||||
- kunde
|
||||
- online
|
||||
- kaufen
|
||||
- kostet
|
||||
- kpstet
|
||||
- ksotet
|
||||
- suche
|
||||
- such
|
||||
- finde
|
||||
- finden
|
||||
advisory_signals:
|
||||
- passt
|
||||
- eignet
|
||||
- besser
|
||||
- besten
|
||||
- gut
|
||||
- gut für
|
||||
- gut fuer
|
||||
- passend für
|
||||
- passend fuer
|
||||
- geeignet
|
||||
- geeigent
|
||||
- empfiehl
|
||||
- empfehl
|
||||
advisory_product_selection_patterns:
|
||||
- '/\bmit\s+welche(?:m|n|r|s)?\s+(?:testomat(?:en)?|pockettester|pocket\s+tester|analysegerät|analysegeraet|messgerät|messgeraet|analysator|analyzer)\b.*\b(?:messen|messung|überwach(?:en|ung)?|ueberwach(?:en|ung)?)\b/u'
|
||||
- '/\bwelche(?:r|s|n|m)?\s+(?:testomat(?:en)?|pockettester|pocket\s+tester|analysegerät|analysegeraet|messgerät|messgeraet|analysator|analyzer)\b.*\b(?:kann|können|koennen|misst|messen|überwacht|ueberwacht|eignet|geeignet|passt|gut|empfehl)\b.*\b(?:messen|messung|überwach(?:en|ung)?|ueberwach(?:en|ung)?)\b/u'
|
||||
- '/\b(?:testomat(?:en)?|pockettester|pocket\s+tester|analysegerät|analysegeraet|messgerät|messgeraet|analysator|analyzer)\b.*\b(?:für|fuer)\b.*\b(?:messung|messen|überwachung|ueberwachung)\b/u'
|
||||
- '/\b(?:ich\s+)?(?:würde|wuerde|möchte|moechte|will|brauche|benötige|benoetige)\b.{0,80}\b(?:messen|messung|überwachen|ueberwachen|kontrollieren)\b/u'
|
||||
- '/\b(?:messen|messung|überwachen|ueberwachen|kontrollieren)\b.{0,80}\b(?:schwimmbad|pool|becken|wasseranalyse)\b/u'
|
||||
price_terms:
|
||||
- euro
|
||||
- €
|
||||
- eur
|
||||
- teuer
|
||||
- preis
|
||||
- kosten
|
||||
- kostet
|
||||
- kpstet
|
||||
- ksotet
|
||||
color_terms:
|
||||
- schwarz
|
||||
- weiß
|
||||
- weis
|
||||
- blau
|
||||
- grau
|
||||
- beige
|
||||
- rosa
|
||||
- pink
|
||||
- gruen
|
||||
- orange
|
||||
- braun
|
||||
size_token_terms:
|
||||
- xs
|
||||
- s
|
||||
- m
|
||||
- l
|
||||
- xl
|
||||
- xxl
|
||||
- xxxxl
|
||||
size_terms:
|
||||
- größe
|
||||
- groesse
|
||||
- grösse
|
||||
support_diagnostic_patterns:
|
||||
- '/\bfehler\b/u'
|
||||
- '/\bfehlercode\b/u'
|
||||
- '/\berror\b/u'
|
||||
- '/\bstörung\b/u'
|
||||
- '/\bstoerung\b/u'
|
||||
- '/\balarm\b/u'
|
||||
- '/\bstörungsmeldung\b/u'
|
||||
- '/\bstoerungsmeldung\b/u'
|
||||
- '/\bmeldung\b/u'
|
||||
- '/\bwarnung\b/u'
|
||||
- '/\bwarncode\b/u'
|
||||
- '/\bcode\b/u'
|
||||
- '/\bwas bedeutet\b/u'
|
||||
- '/\bwarum\b/u'
|
||||
- '/\bblinkt\b/u'
|
||||
- '/\bzeigt\b/u'
|
||||
- '/\bzeigt an\b/u'
|
||||
- '/\bursache\b/u'
|
||||
- '/\bdiagnose\b/u'
|
||||
- '/\bservicefall\b/u'
|
||||
- '/\bproblem\b/u'
|
||||
- '/\bstörung beheben\b/u'
|
||||
- '/\bstoerung beheben\b/u'
|
||||
- '/\be\d{1,3}\b/u'
|
||||
explicit_commerce_intent_patterns:
|
||||
- '/\bshop\b/u'
|
||||
- '/\bpreis\b/u'
|
||||
- '/\bkosten\b/u'
|
||||
- '/\bkostet\b/u'
|
||||
- '/\bkpstet\b/u'
|
||||
- '/\bksotet\b/u'
|
||||
- '/\bkaufen\b/u'
|
||||
- '/\bbestellen\b/u'
|
||||
- '/\bprodukt\b/u'
|
||||
- '/\bartikel\b/u'
|
||||
- '/\bsku\b/u'
|
||||
- '/\bonline\b/u'
|
||||
- '/\bchemie\b/u'
|
||||
- '/\breagenz(?:ien)?\b/u'
|
||||
- '/\bverbrauchsmaterial(?:ien)?\b/u'
|
||||
- '/\bzubehör\b/u'
|
||||
- '/\bzubehoer\b/u'
|
||||
- '/\bersatzteil(?:e)?\b/u'
|
||||
- '/\banschlusskabel\b/u'
|
||||
- '/\bkabel\b/u'
|
||||
- '/\bsensorkabel\b/u'
|
||||
- '/\belektrodenkabel\b/u'
|
||||
technical_factual_knowledge:
|
||||
signal_label: technical_factual_knowledge_query
|
||||
question_marker_patterns:
|
||||
- '/\bwas\s+ist\b/u'
|
||||
- '/\bwelche?r?s?\b/u'
|
||||
- '/\bwie\s+(hoch|niedrig|klein|gross|groß)\b/u'
|
||||
- '/\bniedrigste[rsn]?\b/u'
|
||||
- '/\bkleinste[rsn]?\b/u'
|
||||
- '/\bhöchste[rsn]?\b/u'
|
||||
- '/\bhoechste[rsn]?\b/u'
|
||||
fact_patterns:
|
||||
- '/\bgrenzwert(?:e|en|es)?\b/u'
|
||||
- '/\bmessbereich(?:e|en|s)?\b/u'
|
||||
- '/\bwasserhärte\b/u'
|
||||
- '/\bwasserhaerte\b/u'
|
||||
- '/\bresthärte\b/u'
|
||||
- '/\bresthaerte\b/u'
|
||||
- '/\bgesamthärte\b/u'
|
||||
- '/\bgesamthaerte\b/u'
|
||||
- '/\bauflösung\b/u'
|
||||
- '/\baufloesung\b/u'
|
||||
- '/\bindikator(?:en|s)?\b/u'
|
||||
- '/\btestomat(?:en|s)?\b/u'
|
||||
- '/\büberwach(?:t|en|ung)\b/u'
|
||||
- '/\bueberwach(?:t|en|ung)\b/u'
|
||||
- '/\bmess(?:en|ung|bar|wert)\b/u'
|
||||
patterns:
|
||||
sku_like: '/\b\d{4,10}\b/u'
|
||||
price_value_template: '/\b\d+(?:[.,]\d+)?\s*(?:{price_pattern})\b/u'
|
||||
size_extraction_template: '/\b(?:{size_pattern})\s*([a-z0-9.-]+)\b/u'
|
||||
size_value_template: '/\b(?:{size_pattern})\s*[a-z0-9.-]+\b/u'
|
||||
size_token_value_template: '/\b(?:{size_token_pattern})\b/u'
|
||||
color_value_template: '/\b(?:{color_pattern})\b/u'
|
||||
model_like_product: '/\b[a-zäöüß][a-zäöüß®\-]*(?:\s+[a-zäöüß][a-zäöüß®\-]*){0,2}\s+\d{2,5}[a-z0-9\-]*\b/u'
|
||||
labels:
|
||||
support_or_diagnostic_signal: support_or_diagnostic
|
||||
sku_signal: sku
|
||||
price_signal: price
|
||||
size_signal: size
|
||||
size_token_signal: size_token
|
||||
color_signal: color
|
||||
advisory_signal_prefix: 'advisory:'
|
||||
advisory_product_selection_signal: advisory_product_selection
|
||||
model_like_product_signal: model_like_product
|
||||
scores:
|
||||
product_search_min_score: 3
|
||||
advisory_product_search_min_score: 2
|
||||
strong_signal_score: 3
|
||||
sku_signal_score: 2
|
||||
price_signal_score: 2
|
||||
size_signal_score: 2
|
||||
size_token_signal_score: 1
|
||||
color_signal_score: 1
|
||||
advisory_signal_score: 1
|
||||
advisory_product_selection_signal_score: 3
|
||||
model_like_product_signal_score: 3
|
||||
|
||||
retriex.intent.catalog.config:
|
||||
min_score: 0.72
|
||||
ambiguity_delta: 0.02
|
||||
intent_search_limit: 6
|
||||
list_search_limit: 3
|
||||
min_allowed_score: 0.0
|
||||
max_allowed_score: 1.0
|
||||
|
||||
retriex.intent.light.config:
|
||||
list_threshold: 4
|
||||
quantity_words:
|
||||
- alle
|
||||
- sämtliche
|
||||
- saemtliche
|
||||
- mehrere
|
||||
- verschiedene
|
||||
- einige
|
||||
- viele
|
||||
- optionen
|
||||
- möglichkeiten
|
||||
- moeglichkeiten
|
||||
- varianten
|
||||
- arten
|
||||
- modelle
|
||||
- funktionen
|
||||
- punkte
|
||||
- schritte
|
||||
- kategorien
|
||||
- übersicht
|
||||
- uebersicht
|
||||
strong_patterns:
|
||||
- '/\bliste(n)?\b/u'
|
||||
- '/\bauflisten\b/u'
|
||||
- '/\baufz(a|ä)hl(en)?\b/u'
|
||||
- '/\bnenn(e)?\b/u'
|
||||
- '/\bzeig(e)?\b/u'
|
||||
- '/\bwelche\s+sind\b/u'
|
||||
- '/\bwelche\s+gibt\s+es\b/u'
|
||||
- '/\bwas\s+sind\b/u'
|
||||
- '/\bwie\s+viele\b/u'
|
||||
- '/\branking\b/u'
|
||||
- '/\btop\s*\d+\b/u'
|
||||
|
||||
retriex.intent.sales.config:
|
||||
dominance_delta: 2
|
||||
min_score_threshold: 3
|
||||
sales_signals:
|
||||
- preis
|
||||
- preise
|
||||
- kosten
|
||||
- lizenz
|
||||
- lizenzmodell
|
||||
- tarif
|
||||
- tarife
|
||||
- gebuehr
|
||||
- gebühr
|
||||
- monatlich
|
||||
- jaehrlich
|
||||
- jährlich
|
||||
- abo
|
||||
- subscription
|
||||
comparison_signals:
|
||||
- '/\bvergleich(en)?\b/u'
|
||||
- '/\bvs\b/u'
|
||||
- '/\bgegenueber\b/u'
|
||||
- '/\balternative(n)?\b/u'
|
||||
- '/\bunterschied(e)?\b/u'
|
||||
- '/\bbesser\b/u'
|
||||
objection_signals:
|
||||
- problem
|
||||
- risiko
|
||||
- nachteil
|
||||
- datenschutz
|
||||
- dsgvo
|
||||
- sicherheit
|
||||
- compliance
|
||||
- kritik
|
||||
- zweifel
|
||||
- unsicher
|
||||
implementation_signals:
|
||||
- implementierung
|
||||
- implementieren
|
||||
- integration
|
||||
- integrieren
|
||||
- einführung
|
||||
- einfuehrung
|
||||
- aufwand
|
||||
- setup
|
||||
- rollout
|
||||
- migration
|
||||
- installation
|
||||
- api
|
||||
- schnittstelle
|
||||
roi_signals:
|
||||
- roi
|
||||
- rentabilitaet
|
||||
- rentabilität
|
||||
- business case
|
||||
- einsparung
|
||||
- kosten senken
|
||||
- umsatz steigern
|
||||
- effizienz steigern
|
||||
Reference in New Issue
Block a user