Add BERTopic model

README.md

@@ -0,0 +1,86 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# bert_key
+
+This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. 
+BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. 
+
+## Usage 
+
+To use this model, please install BERTopic:
+
+```
+pip install -U bertopic
+```
+
+You can use the model as follows:
+
+```python
+from bertopic import BERTopic
+topic_model = BERTopic.load("VegetaSama/bert_key")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 17
+* Number of training documents: 10000
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | restaurant - meal - sandwich - food - lunch | 86 | -1_restaurant_meal_sandwich_food | 
+| 0 | restaurant - drinks - dinner - bar - steak | 2059 | 0_restaurant_drinks_dinner_bar | 
+| 1 | mexican food - tacos - taco - chips salsa - salsa | 2789 | 1_mexican food_tacos_taco_chips salsa | 
+| 2 | shop - shopping - nordstrom - store - customer service | 731 | 2_shop_shopping_nordstrom_store | 
+| 3 | thai food - chinese food - pad thai - thai - fried rice | 701 | 3_thai food_chinese food_pad thai_thai | 
+| 4 | best pizza - pizza good - good pizza - pizza - pizzeria | 594 | 4_best pizza_pizza good_good pizza_pizza | 
+| 5 | scottsdale - phoenix - restaurant - bbq - arizona | 586 | 5_scottsdale_phoenix_restaurant_bbq | 
+| 6 | burger - good burger - burgers - burger fries - restaurant | 443 | 6_burger_good burger_burgers_burger fries | 
+| 7 | restaurant - hostess - dinner - waiter - waitress | 354 | 7_restaurant_hostess_dinner_waiter | 
+| 8 | best sushi - sushi - sushi place - sushi bar - spicy tuna | 321 | 8_best sushi_sushi_sushi place_sushi bar | 
+| 9 | manicure - massage - pedicure - salon - nail | 294 | 9_manicure_massage_pedicure_salon | 
+| 10 | hotels - hotel - resort - marriott - amenities | 288 | 10_hotels_hotel_resort_marriott | 
+| 11 | coffee shop - coffee - starbucks - coffee shops - good coffee | 215 | 11_coffee shop_coffee_starbucks_coffee shops | 
+| 12 | breakfast - pancakes - protein pancakes - bakery - lunch | 211 | 12_breakfast_pancakes_protein pancakes_bakery | 
+| 13 | hike - hiking - trails - trail - south mountain | 135 | 13_hike_hiking_trails_trail | 
+| 14 | downtown phoenix - central phoenix - restaurants - phoenix area - phoenix | 105 | 14_downtown phoenix_central phoenix_restaurants_phoenix area | 
+| 15 | vets - vet - veterinary - pets - petsmart | 88 | 15_vets_vet_veterinary_pets |
+  
+</details>
+
+## Training hyperparameters
+
+* calculate_probabilities: True
+* language: None
+* low_memory: False
+* min_topic_size: 10
+* n_gram_range: (1, 1)
+* nr_topics: None
+* seed_topic_list: None
+* top_n_words: 5
+* verbose: True
+* zeroshot_min_similarity: 0.7
+* zeroshot_topic_list: None
+
+## Framework versions
+
+* Numpy: 1.24.3
+* HDBSCAN: 0.8.33
+* UMAP: 0.5.5
+* Pandas: 2.0.3
+* Scikit-Learn: 1.3.0
+* Sentence-transformers: 2.2.2
+* Transformers: 4.32.1
+* Numba: 0.58.1
+* Plotly: 5.9.0
+* Python: 3.11.5

config.json

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+{
+  "calculate_probabilities": true,
+  "language": null,
+  "low_memory": false,
+  "min_topic_size": 10,
+  "n_gram_range": [
+    1,
+    1
+  ],
+  "nr_topics": null,
+  "seed_topic_list": null,
+  "top_n_words": 5,
+  "verbose": true,
+  "zeroshot_min_similarity": 0.7,
+  "zeroshot_topic_list": null
+}

topic_embeddings.safetensors

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+oid sha256:61a9aaaf4a0576a143ee4b60fdee88991595da7a8e802ca0f8768dd889c51d16
+size 26200

topics.json

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