Add BERTopic model

README.md

@@ -0,0 +1,72 @@
+
+---
+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("juanpprim/rag-topic-model")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 3
+* Number of training documents: 168
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | for - klarna - the - card - just | 26 | -1_for_klarna_the_card | 
+| 0 | my - the - to - for - klarna | 22 | 0_my_the_to_for | 
+| 1 | my - klarna - and - details - account | 120 | 1_my_klarna_and_details |
+
+</details>
+
+## Training hyperparameters
+
+* calculate_probabilities: False
+* language: None
+* low_memory: False
+* min_topic_size: 10
+* n_gram_range: (1, 1)
+* nr_topics: auto
+* seed_topic_list: None
+* top_n_words: 10
+* verbose: False
+* zeroshot_min_similarity: 0.7
+* zeroshot_topic_list: None
+
+## Framework versions
+
+* Numpy: 1.26.4
+* HDBSCAN: 0.8.40
+* UMAP: 0.5.7
+* Pandas: 2.3.0+4.g1dfc98e16a
+* Scikit-Learn: 1.6.1
+* Sentence-transformers: 4.1.0
+* Transformers: 4.42.2
+* Numba: 0.60.0
+* Plotly: 6.1.2
+* Python: 3.9.22

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": "auto",
+  "seed_topic_list": null,
+  "top_n_words": 10,
+  "verbose": false,
+  "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 sha256:1d05e4b2e78c19e89c94de89c9068736bd851100cba9032b0e0ae18b875fd8a8
+size 4696

topics.json

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+{
+  "topic_representations": {
+    "-1": [
+      [
+        "for",
+        0.10355802038244319
+      ],
+      [
+        "klarna",
+        0.08531906485750988
+      ],
+      [
+        "the",
+        0.0771672808288941
+      ],
+      [
+        "card",
+        0.07226678473766522
+      ],
+      [
+        "just",
+        0.06541217592510544
+      ],
+      [
+        "dyson",
+        0.06484631804678305
+      ],
+      [
+        "to",
+        0.06303531675453064
+      ],
+      [
+        "added",
+        0.06099165799709321
+      ],
+      [
+        "my",
+        0.05993882417963966
+      ],
+      [
+        "and",
+        0.056130381243253265
+      ]
+    ],
+    "0": [
+      [
+        "my",
+        0.08083765642630698
+      ],
+      [
+        "the",
+        0.07558253527020153
+      ],
+      [
+        "to",
+        0.07216830919750777
+      ],
+      [
+        "for",
+        0.07076698280532315
+      ],
+      [
+        "klarna",
+        0.06428856250925537
+      ],
+      [
+        "payment",
+        0.05795183835033791
+      ],
+      [
+        "and",
+        0.05002640080051296
+      ],
+      [
+        "but",
+        0.0466325264314561
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+      [
+        "in",
+        0.045919616815271895
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+      [
+        "is",
+        0.04252084027564602
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+    "1": [
+      [
+        "my",
+        0.1351561721697757
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+      [
+        "klarna",
+        0.09192965885127655
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+      [
+        "and",
+        0.08175477707116117
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+      [
+        "details",
+        0.08123456790885807
+      ],
+      [
+        "account",
+        0.07081689460829162
+      ],
+      [
+        "to",
+        0.06412261323990291
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+      [
+        "email",
+        0.06321650300279098
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+      [
+        "call",
+        0.05915959535450327
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+      [
+        "card",
+        0.058963804626642476
+      ],
+      [
+        "this",
+        0.05560890637529034
+      ]
+    ]
+  },
+  "topics": [
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+  ],
+  "topic_sizes": {
+    "1": 26,
+    "0": 120,
+    "-1": 22
+  },
+  "topic_mapper": [
+    [
+      -1,
+      -1,
+      -1,
+      -1
+    ],
+    [
+      0,
+      0,
+      0,
+      1
+    ],
+    [
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+      0
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+  ],
+  "topic_labels": {
+    "-1": "-1_for_klarna_the_card",
+    "0": "0_my_the_to_for",
+    "1": "1_my_klarna_and_details"
+  },
+  "custom_labels": null,
+  "_outliers": 1,
+  "topic_aspects": {}
+}