diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,845 @@ +--- +tags: +- setfit +- sentence-transformers +- text-classification +- generated_from_setfit_trainer +widget: +- text: "3 () [TextView|View] | . () [TextView|View] | 29 () [TextView|View] | Langnese\ + \ Magnum () [TextView|View] | Multi-Eispackungen, versch. Sorten, je 600 ml /\ + \ 580 ml Packung (1 l = € 5.48 / € 5.67) () [TextView|View] | (Zur Einkaufliste\ + \ hinzufügen) [ImageView|View] | 5 () [TextView|View] | Mehr anzeigen () [TextView|View]\ + \ | Fleisch & Wurst () [TextView|View] | 0 () [TextView|View] | . () [TextView|View]\ + \ | 99 () [TextView|View] | Schweinenackensteaks () [TextView|View] | mariniert,\ + \ je 100 g () [TextView|View] | 1 () [TextView|View] | . () [TextView|View] |\ + \ 99 () [TextView|View] | Rasting - Schweinefilet () [TextView|View] | im Baconmantel,\ + \ je 100 g () [TextView|View]\n[CONTEXT SEPARATOR]\n0 () [TextView|View] | . ()\ + \ [TextView|View] | 99 () [TextView|View] | Schweinenackensteaks () [TextView|View]\ + \ | mariniert, je 100 g () [TextView|View] | (Zur Einkaufliste hinzufügen) [ImageView|View]\ + \ | 1 () [TextView|View] | . () [TextView|View] | 99 () [TextView|View] | Rasting\ + \ - Schweinefilet () [TextView|View] | im Baconmantel, je 100 g () [TextView|View]\ + \ | (Zur Einkaufliste hinzufügen) [ImageView|View] | 19 () [TextView|View] |\ + \ . () [TextView|View] | 90 () [TextView|View] | 7 () [TextView|View] | . () [TextView|View]\ + \ | 77 () [TextView|View] | meinLand - Frischer Schweinebraten oder Schweinerollbraten\ + \ () [TextView|View] | aus der saftigen Schulter, je 1 kg () [TextView|View] |\ + \ (Zur Einkaufliste hinzufügen) [ImageView|View]\n\n[SELECTED START]\n\n (Zur\ + \ Einkaufliste hinzufügen) [ImageView|View] | (Zur Einkaufliste hinzufügen) [ImageView|View]\ + \ | Mehr anzeigen () [TextView|View] | Getränke () [TextView|View] | 1 () [TextView|View]\ + \ | . () [TextView|View] | 49 () [TextView|View] | EDEKA Herzstücke - Saft, Nektar\ + \ oder Fruchtsaftgetränk () [TextView|View] | versch. Sorten, je 1 l Flasche zzgl.\ + \ € 0.25 Pfand () [TextView|View] | 3 () [TextView|View] | . () [TextView|View]\ + \ | 79 () [TextView|View] | Coca-Cola, Fanta, Sprite () [TextView|View] | und\ + \ weitere Sorten, teilweise koffeinhaltig, je Packung = 6 x 0,33 l (1 l = € 1.91)\ + \ zzgl. € 1.50 Pfand () [TextView|View] | (Zur Einkaufliste hinzufügen) [ImageView|View]\n\ + [CONTEXT SEPARATOR]\n (Zur Einkaufliste hinzufügen) [ImageView|View] | (Zur Einkaufliste\ + \ hinzufügen) [ImageView|View] | Mehr anzeigen () [TextView|View] | Getränke ()\ + \ [TextView|View] | 1 () [TextView|View] | . () [TextView|View] | 49 () [TextView|View]\ + \ | EDEKA Herzstücke - Saft, Nektar oder Fruchtsaftgetränk () [TextView|View]\ + \ | versch. Sorten, je 1 l Flasche zzgl. € 0.25 Pfand () [TextView|View] | 3 ()\ + \ [TextView|View] | . () [TextView|View] | 79 () [TextView|View] | Coca-Cola,\ + \ Fanta, Sprite () [TextView|View] | und weitere Sorten, teilweise koffeinhaltig,\ + \ je Packung = 6 x 0,33 l (1 l = € 1.91) zzgl. € 1.50 Pfand () [TextView|View]\ + \ | (Zur Einkaufliste hinzufügen) [ImageView|View]" +- text: 'Molkerei & Käse () [TextView|View] | 3 () [TextView|View] | . () [TextView|View] + | 29 () [TextView|View] + + [CONTEXT SEPARATOR] + + Coupons () [TextView|View] | Angebote () [TextView|View] | Molkerei & Käse () + [TextView|View] | 3 () [TextView|View] | . () [TextView|View] | 29 () [TextView|View] + | Unsere Heimat – echt & gut Hofkäse () [TextView|View] | mind. 50% Fett i. Tr., + 200 g, (1 kg = 16,45) () [TextView|View] | (Zur Einkaufliste hinzufügen) [ImageView|View] + | 1 () [TextView|View] | . () [TextView|View] | 49 () [TextView|View] | Ab Donnerstag: + Arla Finello () [TextView|View] | versch. Sorten und Fettstufen, 150 g, (1 kg + = 9,93) () [TextView|View] | (Zur Einkaufliste hinzufügen) [ImageView|View] | + 1 () [TextView|View] | . () [TextView|View] | 79 () [TextView|View] | 1 () [TextView|View] + | . () [TextView|View] | 19 () [TextView|View] | (EDEKA Logo) [ImageView|View] + | EDEKA Schöck () [TextView|View] | (Pfeil nach unten) [View|View] | MT () [TextView|View] + | 🍓 () [TextView|View] | Meine Einkaufsliste () [TextView|View] | (Start) [View|View] + | Start () [TextView|View] | (Sparen) [View|View] | Sparen () [TextView|View] + | Kasse () [TextView|View] | (Prämien) [View|View] | Prämien () [TextView|View] + | (Einkaufsliste) [View|View] | Einkaufsliste () [TextView|View] | (Kasse) [View|View] + + + [SELECTED START] + + + 24.08. - 18.10.2025 () [TextView|View] | Tierischer Sammelspaß mit schleich® und + WWF! () [TextView|View] | Noch 5 Treuepunkte zum Prämien-Sonderpreis. () [TextView|View] + | Pro 5 Euro Einkaufswert gibt es einen Treuepunkt. () [TextView|View] | Endet + in 6 Tagen () [TextView|View] | Deine Treue wird belohnt - einfach punkten und + sparen! () [TextView|View] | Noch 15 Treuepunkte zum Prämien-Sonderpreis. () [TextView|View] + | Für je 20€ Einkaufwert erhälst du einen Treuepunkt () [TextView|View] + + [CONTEXT SEPARATOR] + + 24.08. - 18.10.2025 () [TextView|View] | Tierischer Sammelspaß mit schleich® und + WWF! () [TextView|View] | Noch 5 Treuepunkte zum Prämien-Sonderpreis. () [TextView|View] + | Pro 5 Euro Einkaufswert gibt es einen Treuepunkt. () [TextView|View] | Endet + in 6 Tagen () [TextView|View] | Deine Treue wird belohnt - einfach punkten und + sparen! () [TextView|View] | Noch 15 Treuepunkte zum Prämien-Sonderpreis. () [TextView|View] + | Für je 20€ Einkaufwert erhälst du einen Treuepunkt () [TextView|View]' +- text: 'Prospekt () [TextView|SubActivity] | 1 / 12 () [TextView|SubActivity] + + [CONTEXT SEPARATOR] + + Prospekt () [TextView|MainActivity] | 1 / 12 () [TextView|MainActivity] + + + [SELECTED START] + + + 2 / 12 () [TextView|MainActivity] + + [CONTEXT SEPARATOR] + + 2 / 12 () [TextView|MainActivity]' +- text: 'Challenge beitreten () [TextView|View] | Stelle dich der Herausforderung + und profitiere von deinem Einkauf. Entdecke jetzt deine erste Challenge! () [TextView|View] + | Aktuelle Challenges () [TextView|View] | Gutschein () [TextView|View] | Endet + in 9 Tagen () [TextView|View] | Genussmomente Challenge () [TextView|View] | Jetzt + teilnehmen! () [TextView|View] + + [CONTEXT SEPARATOR] + + Challenge beitreten () [TextView|View] | Stelle dich der Herausforderung und profitiere + von deinem Einkauf. Entdecke jetzt deine erste Challenge! () [TextView|View] | + Aktuelle Challenges () [TextView|View] | Gutschein () [TextView|View] | Endet + in 9 Tagen () [TextView|View] | Genussmomente Challenge () [TextView|View] | Jetzt + teilnehmen! () [TextView|View] + + + [SELECTED START] + + + Aktuelle Treueaktionen () [TextView|View] | Zukünftige Treueaktionen () [TextView|View] + | 29.12. - 11.01.2026 () [TextView|View] | Kaufe 8 Knorr Artikel und erhalte ein + Glas Knorr Bouillon gratis () [TextView|View] + + [CONTEXT SEPARATOR] + + Aktuelle Treueaktionen () [TextView|View] | Zukünftige Treueaktionen () [TextView|View] + | 29.12. - 11.01.2026 () [TextView|View] | Kaufe 8 Knorr Artikel und erhalte ein + Glas Knorr Bouillon gratis () [TextView|View]' +- text: 'Coca-Cola 0,33l DPG + + Fanta Exotic 0,33l DPG + + Coca-Cola Zero Sugar 0,33l DPG + + Fanta Orange 0,33l DPG + + Sprite Zitrone-Limette 0,33l DPG + + Mezzo Mix 0,33l DPG + + Coca-Cola Cherry 0,33l DPG + + Fanta Mango Dragonfruit 0,33l DPG + + Sprite Zitrone-Limette Zero 0,33l DPG + + Coca-Cola Light 0,33l DPG + + Fanta Lemon Elderflower 0,33l DPG + + Fanta Zero Sugar Orange 0,33l DPG + + Fanta Lemon 0,33l DPG + + Coca-Cola Lemon 0,33l DPG + + Coca-Cola Zero Koffeinfrei 0,33l DPG + + Mezzo Mix Zero 0,33l DPG + + Mezzo Mix Berry Love 0,33l DPG + + Coca-Cola Vanilla 0,33l DPG + + Fanta Cassis 0,33l DPG + + Coca-Cola Zero Sugar 0,33l DPG + + Fanta Zero Sugar Tutti Frutti 0,33l DPG + + Fanta Zero Forest Berries 0,33l DPG + + + 5000112602029 + + 5000112514124 + + 5000112604450 + + 5000112604726 + + 5000112604740 + + 5000112604696 + + 5000112604467 + + 5000112515848 + + 5000112636420 + + 5000112604627 + + 5000112514100 + + 5000112668766 + + 5000112510379 + + 5000112684667 + + 5000112668872 + + 5000112672077 + + 5000112677430 + + 5000112682205 + + 5000112680546 + + 5449000275165 + + 5000112688801 + + 5000112686869 () [TextView|View] | Weniger anzeigen () [TextView|View] | (Pfeil + nach unten) [View|View] | Noch mehr sparen mit der APP! Jetzt eine gratis Dose + sichern. Sie erhalten mit diesem Coupon beim Kauf von Coca-Cola Limonaden 6x0,33l + eine gratis Dose dazu! + + + Der Coupon ist mehrfach einlösbar und nicht mit anderen Rabattaktionen kombinierbar. + Abgabe nur in haushaltsüblichen Mengen. Damit Sie in den Genuss des Rabatts kommen, + bitte die Nummer beim Strichcode auf dem Artikel vergleichen. Möglicherweise nicht + alle Sorten jederzeit verfügbar. () [TextView|View] | Einlösbar in deinem gewählten + Markt: () [TextView|View] | (Market) [View|View] | EDEKA Schöck () [TextView|View] + | Nonnengasse 14, Tübingen () [TextView|View] | Dieser Coupon ist gültig bis Samstag, + den 18.10.2025. Wir haben uns für diesen Zeitraum ausreichend bevorratet. Bitte + entschuldige, wenn Artikel auf Grund großer Nachfrage dennoch im Einzelfall ausverkauft + sein sollten. Für Darstellungsfehler übernehmen wir keine Haftung. + + + EDEKA ZENTRALE Stiftung & Co. KG, New-York-Ring 6, 22297 Hamburg. () [TextView|View] + + [CONTEXT SEPARATOR] + + Coca-Cola 0,33l DPG + + Fanta Exotic 0,33l DPG + + Coca-Cola Zero Sugar 0,33l DPG + + Fanta Orange 0,33l DPG + + Sprite Zitrone-Limette 0,33l DPG + + Mezzo Mix 0,33l DPG + + Coca-Cola Cherry 0,33l DPG + + Fanta Mango Dragonfruit 0,33l DPG + + Sprite Zitrone-Limette Zero 0,33l DPG + + Coca-Cola Light 0,33l DPG + + Fanta Lemon Elderflower 0,33l DPG + + Fanta Zero Sugar Orange 0,33l DPG + + Fanta Lemon 0,33l DPG + + Coca-Cola Lemon 0,33l DPG + + Coca-Cola Zero Koffeinfrei 0,33l DPG + + Mezzo Mix Zero 0,33l DPG + + Mezzo Mix Berry Love 0,33l DPG + + Coca-Cola Vanilla 0,33l DPG + + Fanta Cassis 0,33l DPG + + Coca-Cola Zero Sugar 0,33l DPG + + Fanta Zero Sugar Tutti Frutti 0,33l DPG + + Fanta Zero Forest Berries 0,33l DPG + + + 5000112602029 + + 5000112514124 + + 5000112604450 + + 5000112604726 + + 5000112604740 + + 5000112604696 + + 5000112604467 + + 5000112515848 + + 5000112636420 + + 5000112604627 + + 5000112514100 + + 5000112668766 + + 5000112510379 + + 5000112684667 + + 5000112668872 + + 5000112672077 + + 5000112677430 + + 5000112682205 + + 5000112680546 + + 5449000275165 + + 5000112688801 + + 5000112686869 () [TextView|View] | Weniger anzeigen () [TextView|View] | (Pfeil + nach unten) [View|View] | Noch mehr sparen mit der APP! Jetzt eine gratis Dose + sichern. Sie erhalten mit diesem Coupon beim Kauf von Coca-Cola Limonaden 6x0,33l + eine gratis Dose dazu! + + + Der Coupon ist mehrfach einlösbar und nicht mit anderen Rabattaktionen kombinierbar. + Abgabe nur in haushaltsüblichen Mengen. Damit Sie in den Genuss des Rabatts kommen, + bitte die Nummer beim Strichcode auf dem Artikel vergleichen. Möglicherweise nicht + alle Sorten jederzeit verfügbar. () [TextView|View] | Einlösbar in deinem gewählten + Markt: () [TextView|View] | (Market) [View|View] | EDEKA Schöck () [TextView|View] + | Nonnengasse 14, Tübingen () [TextView|View] | Dieser Coupon ist gültig bis Samstag, + den 18.10.2025. Wir haben uns für diesen Zeitraum ausreichend bevorratet. Bitte + entschuldige, wenn Artikel auf Grund großer Nachfrage dennoch im Einzelfall ausverkauft + sein sollten. Für Darstellungsfehler übernehmen wir keine Haftung. + + + EDEKA ZENTRALE Stiftung & Co. KG, New-York-Ring 6, 22297 Hamburg. () [TextView|View] + + + [SELECTED START] + + + Coca-Cola 0,33l DPG + + Fanta Exotic 0,33l DPG + + Coca-Cola Zero Sugar 0,33l DPG + + Fanta Orange 0,33l DPG + + Sprite Zitrone-Limette 0,33l DPG + + Mezzo Mix 0,33l DPG + + Coca-Cola Cherry 0,33l DPG + + Fanta Mango Dragonfruit 0,33l DPG + + Sprite Zitrone-Limette Zero 0,33l DPG + + Coca-Cola Light 0,33l DPG + + Fanta Lemon Elderflower 0,33l DPG + + Fanta Zero Sugar Orange 0,33l DPG + + Fanta Lemon 0,33l DPG + + Coca-Cola Lemon 0,33l DPG + + Coca-Cola Zero Koffeinfrei 0,33l DPG + + Mezzo Mix Zero 0,33l DPG + + Mezzo Mix Berry Love 0,33l DPG + + Coca-Cola Vanilla 0,33l DPG + + Fanta Cassis 0,33l DPG + + Coca-Cola Zero Sugar 0,33l DPG + + Fanta Zero Sugar Tutti Frutti 0,33l DPG + + Fanta Zero Forest Berries 0,33l DPG + + + 5000112602029 + + 5000112514124 + + 5000112604450 + + 5000112604726 + + 5000112604740 + + 5000112604696 + + 5000112604467 + + 5000112515848 + + 5000112636420 + + 5000112604627 + + 5000112514100 + + 5000112668766 + + 5000112510379 + + 5000112684667 + + 5000112668872 + + 5000112672077 + + 5000112677430 + + 5000112682205 + + 5000112680546 + + 5449000275165 + + 5000112688801 + + 5000112686869 () [TextView|View] | Weniger anzeigen () [TextView|View] | (Pfeil + nach unten) [View|View] | Noch mehr sparen mit der APP! Jetzt eine gratis Dose + sichern. Sie erhalten mit diesem Coupon beim Kauf von Coca-Cola Limonaden 6x0,33l + eine gratis Dose dazu! + + + Der Coupon ist mehrfach einlösbar und nicht mit anderen Rabattaktionen kombinierbar. + Abgabe nur in haushaltsüblichen Mengen. Damit Sie in den Genuss des Rabatts kommen, + bitte die Nummer beim Strichcode auf dem Artikel vergleichen. Möglicherweise nicht + alle Sorten jederzeit verfügbar. () [TextView|View] | Einlösbar in deinem gewählten + Markt: () [TextView|View] | (Market) [View|View] | EDEKA Schöck () [TextView|View] + | Nonnengasse 14, Tübingen () [TextView|View] | Dieser Coupon ist gültig bis Samstag, + den 18.10.2025. Wir haben uns für diesen Zeitraum ausreichend bevorratet. Bitte + entschuldige, wenn Artikel auf Grund großer Nachfrage dennoch im Einzelfall ausverkauft + sein sollten. Für Darstellungsfehler übernehmen wir keine Haftung. + + + EDEKA ZENTRALE Stiftung & Co. KG, New-York-Ring 6, 22297 Hamburg. () [TextView|View] + + [CONTEXT SEPARATOR] + + Coca-Cola 0,33l DPG + + Fanta Exotic 0,33l DPG + + Coca-Cola Zero Sugar 0,33l DPG + + Fanta Orange 0,33l DPG + + Sprite Zitrone-Limette 0,33l DPG + + Mezzo Mix 0,33l DPG + + Coca-Cola Cherry 0,33l DPG + + Fanta Mango Dragonfruit 0,33l DPG + + Sprite Zitrone-Limette Zero 0,33l DPG + + Coca-Cola Light 0,33l DPG + + Fanta Lemon Elderflower 0,33l DPG + + Fanta Zero Sugar Orange 0,33l DPG + + Fanta Lemon 0,33l DPG + + Coca-Cola Lemon 0,33l DPG + + Coca-Cola Zero Koffeinfrei 0,33l DPG + + Mezzo Mix Zero 0,33l DPG + + Mezzo Mix Berry Love 0,33l DPG + + Coca-Cola Vanilla 0,33l DPG + + Fanta Cassis 0,33l DPG + + Coca-Cola Zero Sugar 0,33l DPG + + Fanta Zero Sugar Tutti Frutti 0,33l DPG + + Fanta Zero Forest Berries 0,33l DPG + + + 5000112602029 + + 5000112514124 + + 5000112604450 + + 5000112604726 + + 5000112604740 + + 5000112604696 + + 5000112604467 + + 5000112515848 + + 5000112636420 + + 5000112604627 + + 5000112514100 + + 5000112668766 + + 5000112510379 + + 5000112684667 + + 5000112668872 + + 5000112672077 + + 5000112677430 + + 5000112682205 + + 5000112680546 + + 5449000275165 + + 5000112688801 + + 5000112686869 () [TextView|View] | Weniger anzeigen () [TextView|View] | (Pfeil + nach unten) [View|View] | Noch mehr sparen mit der APP! Jetzt eine gratis Dose + sichern. Sie erhalten mit diesem Coupon beim Kauf von Coca-Cola Limonaden 6x0,33l + eine gratis Dose dazu! + + + Der Coupon ist mehrfach einlösbar und nicht mit anderen Rabattaktionen kombinierbar. + Abgabe nur in haushaltsüblichen Mengen. Damit Sie in den Genuss des Rabatts kommen, + bitte die Nummer beim Strichcode auf dem Artikel vergleichen. Möglicherweise nicht + alle Sorten jederzeit verfügbar. () [TextView|View] | Einlösbar in deinem gewählten + Markt: () [TextView|View] | (Market) [View|View] | EDEKA Schöck () [TextView|View] + | Nonnengasse 14, Tübingen () [TextView|View] | Dieser Coupon ist gültig bis Samstag, + den 18.10.2025. Wir haben uns für diesen Zeitraum ausreichend bevorratet. Bitte + entschuldige, wenn Artikel auf Grund großer Nachfrage dennoch im Einzelfall ausverkauft + sein sollten. Für Darstellungsfehler übernehmen wir keine Haftung. + + + EDEKA ZENTRALE Stiftung & Co. KG, New-York-Ring 6, 22297 Hamburg. () [TextView|View]' +metrics: +- accuracy +pipeline_tag: text-classification +library_name: setfit +inference: true +datasets: +- tmp-org/edeka-dataset-ctx-2 +base_model: Alibaba-NLP/gte-multilingual-base +--- + +# SetFit with Alibaba-NLP/gte-multilingual-base + +This is a [SetFit](https://github.com/huggingface/setfit) model trained on the [tmp-org/edeka-dataset-ctx-2](https://huggingface.co/datasets/tmp-org/edeka-dataset-ctx-2) dataset that can be used for Text Classification. This SetFit model uses [Alibaba-NLP/gte-multilingual-base](https://huggingface.co/Alibaba-NLP/gte-multilingual-base) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification. + +The model has been trained using an efficient few-shot learning technique that involves: + +1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. +2. Training a classification head with features from the fine-tuned Sentence Transformer. + +## Model Details + +### Model Description +- **Model Type:** SetFit +- **Sentence Transformer body:** [Alibaba-NLP/gte-multilingual-base](https://huggingface.co/Alibaba-NLP/gte-multilingual-base) +- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance +- **Maximum Sequence Length:** 8192 tokens +- **Number of Classes:** 24 classes +- **Training Dataset:** [tmp-org/edeka-dataset-ctx-2](https://huggingface.co/datasets/tmp-org/edeka-dataset-ctx-2) + + + +### Model Sources + +- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) +- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) +- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) + +### Model Labels +| Label | Examples | 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+| Start_Start | | +| Kasse_Aktivierte Coupons | | +| Other_Prospekt | | +| Other_Unknown | | +| Sparen_Coupons | | +| Sparen_Angebote | | +| Kasse_Kasse | | +| Prämien_Prämien | | +| Other_Treueaktionen | | +| Other_Neuigkeiten | | +| Other_Produktherkunft | | +| Einkaufsliste_Einkaufsliste | | +| Start_Loading | | +| Kasse_Mobil bezahlen | | +| Other_Code einlösen | | +| Other_Menu | | +| Other_Kassenbons | | +| Other_Loading | | +| Kasse_Unknown | | +| Coupons_Coupon details | | +| Sparen_Loading | | +| Other_Marktsuche | | +| Other_Other | | +| Kasse_Loading | | + +## Uses + +### Direct Use for Inference + +First install the SetFit library: + +```bash +pip install setfit +``` + +Then you can load this model and run inference. + +```python +from setfit import SetFitModel + +# Download from the 🤗 Hub +model = SetFitModel.from_pretrained("tmp-org/tmp_cv_model_2025_09_08_0") +# Run inference +preds = model("Prospekt () [TextView|SubActivity] | 1 / 12 () [TextView|SubActivity] +[CONTEXT SEPARATOR] +Prospekt () [TextView|MainActivity] | 1 / 12 () [TextView|MainActivity] + +[SELECTED START] + +2 / 12 () [TextView|MainActivity] +[CONTEXT SEPARATOR] +2 / 12 () [TextView|MainActivity]") +``` + + + + + + + + + +## Training Details + +### Training Set Metrics +| Training set | Min | Median | Max | +|:-------------|:----|:---------|:----| +| Word count | 20 | 349.0717 | 932 | + +| Label | Training Sample Count | +|:----------------------------|:----------------------| +| Coupons_Coupon details | 32 | +| Einkaufsliste_Einkaufsliste | 31 | +| Kasse_Aktivierte Coupons | 40 | +| Kasse_Kasse | 19 | +| Kasse_Loading | 2 | +| Kasse_Mobil bezahlen | 6 | +| Kasse_Unknown | 1 | +| Other_Code einlösen | 2 | +| Other_Kassenbons | 9 | +| Other_Loading | 1 | +| Other_Marktsuche | 2 | +| Other_Menu | 40 | +| Other_Neuigkeiten | 6 | +| Other_Other | 1 | +| Other_Produktherkunft | 8 | +| Other_Prospekt | 33 | +| Other_Treueaktionen | 36 | +| Other_Unknown | 9 | +| Prämien_Prämien | 38 | +| Sparen_Angebote | 40 | +| Sparen_Coupons | 40 | +| Sparen_Loading | 3 | +| Start_Loading | 7 | +| Start_Start | 40 | + +### Training Hyperparameters +- batch_size: (4, 4) +- num_epochs: (1, 1) +- max_steps: -1 +- sampling_strategy: undersampling +- body_learning_rate: (2e-05, 1e-05) +- head_learning_rate: 0.01 +- loss: CosineSimilarityLoss +- distance_metric: cosine_distance +- margin: 0.25 +- end_to_end: False +- use_amp: False +- warmup_proportion: 0.1 +- l2_weight: 0.01 +- seed: 4242 +- eval_max_steps: -1 +- load_best_model_at_end: False + +### Training Results +| Epoch | Step | Training Loss | Validation Loss | +|:------:|:----:|:-------------:|:---------------:| +| 0.0003 | 1 | 0.1978 | - | +| 0.0133 | 50 | 0.2426 | - | +| 0.0267 | 100 | 0.1944 | - | +| 0.0400 | 150 | 0.1728 | - | +| 0.0534 | 200 | 0.1506 | - | +| 0.0667 | 250 | 0.1377 | - | +| 0.0800 | 300 | 0.118 | - | +| 0.0934 | 350 | 0.0897 | - | +| 0.1067 | 400 | 0.0888 | - | +| 0.1201 | 450 | 0.0524 | - | +| 0.1334 | 500 | 0.0685 | - | +| 0.1467 | 550 | 0.0785 | - | +| 0.1601 | 600 | 0.0517 | - | +| 0.1734 | 650 | 0.0716 | - | +| 0.1868 | 700 | 0.0373 | - | +| 0.2001 | 750 | 0.06 | - | +| 0.2134 | 800 | 0.09 | - | +| 0.2268 | 850 | 0.0355 | - | +| 0.2401 | 900 | 0.0383 | - | +| 0.2535 | 950 | 0.0464 | - | +| 0.2668 | 1000 | 0.0381 | - | +| 0.2801 | 1050 | 0.0431 | - | +| 0.2935 | 1100 | 0.0395 | - | +| 0.3068 | 1150 | 0.0373 | - | +| 0.3202 | 1200 | 0.0451 | - | +| 0.3335 | 1250 | 0.026 | - | +| 0.3469 | 1300 | 0.0284 | - | +| 0.3602 | 1350 | 0.0296 | - | +| 0.3735 | 1400 | 0.0307 | - | +| 0.3869 | 1450 | 0.0392 | - | +| 0.4002 | 1500 | 0.0449 | - | +| 0.4136 | 1550 | 0.0284 | - | +| 0.4269 | 1600 | 0.0286 | - | +| 0.4402 | 1650 | 0.0306 | - | +| 0.4536 | 1700 | 0.0412 | - | +| 0.4669 | 1750 | 0.0247 | - | +| 0.4803 | 1800 | 0.0265 | - | +| 0.4936 | 1850 | 0.0321 | - | +| 0.5069 | 1900 | 0.0266 | - | +| 0.5203 | 1950 | 0.0198 | - | +| 0.5336 | 2000 | 0.0333 | - | +| 0.5470 | 2050 | 0.0304 | - | +| 0.5603 | 2100 | 0.0151 | - | +| 0.5736 | 2150 | 0.0374 | - | +| 0.5870 | 2200 | 0.0208 | - | +| 0.6003 | 2250 | 0.0274 | - | +| 0.6137 | 2300 | 0.0325 | - | +| 0.6270 | 2350 | 0.0439 | - | +| 0.6403 | 2400 | 0.0221 | - | +| 0.6537 | 2450 | 0.0295 | - | +| 0.6670 | 2500 | 0.0342 | - | +| 0.6804 | 2550 | 0.0335 | - | +| 0.6937 | 2600 | 0.0333 | - | +| 0.7070 | 2650 | 0.0366 | - | +| 0.7204 | 2700 | 0.028 | - | +| 0.7337 | 2750 | 0.0331 | - | +| 0.7471 | 2800 | 0.0224 | - | +| 0.7604 | 2850 | 0.0289 | - | +| 0.7737 | 2900 | 0.0395 | - | +| 0.7871 | 2950 | 0.0289 | - | +| 0.8004 | 3000 | 0.0261 | - | +| 0.8138 | 3050 | 0.0149 | - | +| 0.8271 | 3100 | 0.0156 | - | +| 0.8404 | 3150 | 0.0311 | - | +| 0.8538 | 3200 | 0.0137 | - | +| 0.8671 | 3250 | 0.0239 | - | +| 0.8805 | 3300 | 0.0256 | - | +| 0.8938 | 3350 | 0.0179 | - | +| 0.9072 | 3400 | 0.0364 | - | +| 0.9205 | 3450 | 0.0382 | - | +| 0.9338 | 3500 | 0.026 | - | +| 0.9472 | 3550 | 0.0366 | - | +| 0.9605 | 3600 | 0.0191 | - | +| 0.9739 | 3650 | 0.0116 | - | +| 0.9872 | 3700 | 0.0257 | - | + +### Framework Versions +- Python: 3.12.6 +- SetFit: 1.1.2 +- Sentence Transformers: 5.2.2 +- Transformers: 4.57.1 +- PyTorch: 2.10.0+cu128 +- Datasets: 3.6.0 +- Tokenizers: 0.22.2 + +## Citation + +### BibTeX +```bibtex +@article{https://doi.org/10.48550/arxiv.2209.11055, + doi = {10.48550/ARXIV.2209.11055}, + url = {https://arxiv.org/abs/2209.11055}, + author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren}, + keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, + title = {Efficient Few-Shot Learning Without Prompts}, + publisher = {arXiv}, + year = {2022}, + copyright = {Creative Commons Attribution 4.0 International} +} +``` + + + + + + \ No newline at end of file