Add BERTopic model

README.md

@@ -0,0 +1,74 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# rag-topic-model
+
+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("labdmitriy/rag-topic-model")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 5
+* Number of training documents: 201
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | my - for - to - account - payment | 13 | -1_my_for_to_account | 
+| 0 | refund - nike - my - store - for | 35 | 0_refund_nike_my_store | 
+| 1 | my - the - for - klarna - payment | 72 | 1_my_the_for_klarna | 
+| 2 | email - to - my - account - the | 45 | 2_email_to_my_account | 
+| 3 | card - klarna - it - to - need | 36 | 3_card_klarna_it_to |
+  
+</details>
+
+## Training hyperparameters
+
+* calculate_probabilities: False
+* language: None
+* low_memory: False
+* min_topic_size: 10
+* n_gram_range: (1, 1)
+* nr_topics: None
+* seed_topic_list: None
+* top_n_words: 10
+* verbose: True
+* zeroshot_min_similarity: 0.7
+* zeroshot_topic_list: None
+
+## Framework versions
+
+* Numpy: 2.1.3
+* HDBSCAN: 0.8.40
+* UMAP: 0.5.7
+* Pandas: 2.2.3
+* Scikit-Learn: 1.6.1
+* Sentence-transformers: 3.1.1
+* Transformers: 4.45.2
+* Numba: 0.61.0
+* Plotly: 6.0.0
+* Python: 3.11.5

config.json

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

topic_embeddings.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7d622362edaa5bb518a32a10c62ced927070a39d8f019c804c7b81d216b7e7cf
+size 7768

topics.json

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+{
+  "topic_representations": {
+    "-1": [
+      [
+        "my",
+        0.08351247499573676
+      ],
+      [
+        "for",
+        0.05810177344858424
+      ],
+      [
+        "to",
+        0.055188254406297606
+      ],
+      [
+        "account",
+        0.05429338689686527
+      ],
+      [
+        "payment",
+        0.0537219861366755
+      ],
+      [
+        "now",
+        0.04871385681855305
+      ],
+      [
+        "purchase",
+        0.047384226634445095
+      ],
+      [
+        "was",
+        0.046751744593017154
+      ],
+      [
+        "and",
+        0.04368374524745038
+      ],
+      [
+        "do",
+        0.04343470951749222
+      ]
+    ],
+    "0": [
+      [
+        "refund",
+        0.1008063421569907
+      ],
+      [
+        "nike",
+        0.07953724400934041
+      ],
+      [
+        "my",
+        0.06936418462914268
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+      [
+        "store",
+        0.06759242554620642
+      ],
+      [
+        "for",
+        0.06549360326834416
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+      [
+        "returned",
+        0.06387888847375896
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+      [
+        "to",
+        0.05729815018944691
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+      [
+        "credit",
+        0.056785410506670936
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+      [
+        "week",
+        0.05343337517589997
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+      [
+        "got",
+        0.05057623065494451
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+    "1": [
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+        0.08279385561753708
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+      [
+        "the",
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+      [
+        "for",
+        0.06372966377957717
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+      [
+        "klarna",
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+      [
+        "payment",
+        0.059932914645251106
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+      [
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+      [
+        "it",
+        0.05497410852432673
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+      [
+        "app",
+        0.04936721192047436
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+      [
+        "balance",
+        0.04926492246277606
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+      [
+        "pay",
+        0.047486429880220185
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+    "2": [
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+        "email",
+        0.09307598959354162
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+      [
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+        0.08734294945545176
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+      [
+        "my",
+        0.08105192269852203
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+      [
+        "account",
+        0.063711503955006
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+      [
+        "the",
+        0.06263862894973347
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+      [
+        "klarna",
+        0.06124442070643416
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+      [
+        "im",
+        0.060358266904742525
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+      [
+        "and",
+        0.059355349729757555
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+      [
+        "cant",
+        0.05436252349596517
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+      [
+        "in",
+        0.051094506827016946
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+    "3": [
+      [
+        "card",
+        0.17558690454111048
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+      [
+        "klarna",
+        0.1417970935161136
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+      [
+        "it",
+        0.12008782905407189
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+      [
+        "to",
+        0.10146336153016218
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+      [
+        "need",
+        0.09696934008698394
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+      [
+        "details",
+        0.09691981975159798
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+      [
+        "call",
+        0.09361997983212314
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+      [
+        "my",
+        0.08773560900310651
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+      [
+        "lost",
+        0.08648818841462437
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+      [
+        "do",
+        0.07985452125892926
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+    ]
+  },
+  "topics": [
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+    "-1": 35,
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+    "-1": "-1_my_for_to_account",
+    "0": "0_refund_nike_my_store",
+    "1": "1_my_the_for_klarna",
+    "2": "2_email_to_my_account",
+    "3": "3_card_klarna_it_to"
+  },
+  "custom_labels": null,
+  "_outliers": 1,
+  "topic_aspects": {}
+}