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Add BERTopic model

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Files changed (6) hide show
  1. README.md +78 -0
  2. config.json +16 -0
  3. ctfidf.safetensors +3 -0
  4. ctfidf_config.json +1856 -0
  5. topic_embeddings.safetensors +3 -0
  6. topics.json +2204 -0
README.md ADDED
@@ -0,0 +1,78 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+
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+ ---
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+ tags:
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+ - bertopic
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+ library_name: bertopic
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+ pipeline_tag: text-classification
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+ ---
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+
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+ # topic_model
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+
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+ This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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+ BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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+
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+ ## Usage
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+
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+ To use this model, please install BERTopic:
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+
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+ ```
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+ pip install -U bertopic
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+ ```
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+
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+ You can use the model as follows:
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+
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+ ```python
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+ from bertopic import BERTopic
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+ topic_model = BERTopic.load("KritiShahi/topic_model")
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+
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+ topic_model.get_topic_info()
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+ ```
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+
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+ ## Topic overview
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+
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+ * Number of topics: 9
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+ * Number of training documents: 597
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+
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+ <details>
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+ <summary>Click here for an overview of all topics.</summary>
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+
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+ | Topic ID | Topic Keywords | Topic Frequency | Label |
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+ |----------|----------------|-----------------|-------|
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+ | -1 | echo - tap - speaker - alexa - amazon | 21 | Amazon Echo and Bluetooth Speakers |
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+ | 0 | gift - love - great - bought - product | 227 | Gift ideas for loved ones |
43
+ | 1 | sound - great - speaker - music - good | 75 | Portable speakers |
44
+ | 2 | im - ive - bud - apple - well | 67 | Headphone Reviews |
45
+ | 3 | earbuds - magnet - design - ear - headphone | 60 | Earbuds and Noise Cancellation |
46
+ | 4 | remote - fire - work - phone - protector | 44 | Remote troubleshooting and solutions |
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+ | 5 | headphone - work - like - earpods - around | 43 | Headphone Reviews |
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+ | 6 | alexa - speaker - great - tap - button | 31 | Portable Alexa Speakers |
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+ | 7 | bluetooth - connect - speaker - wifi - via | 29 | Portable Bluetooth Speakers |
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+
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+ </details>
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+
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+ ## Training hyperparameters
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+
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+ * calculate_probabilities: False
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+ * language: None
57
+ * low_memory: False
58
+ * min_topic_size: 10
59
+ * n_gram_range: (1, 1)
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+ * nr_topics: None
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+ * seed_topic_list: None
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+ * top_n_words: 10
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+ * verbose: True
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+ * zeroshot_min_similarity: 0.7
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+ * zeroshot_topic_list: None
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+
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+ ## Framework versions
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+
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+ * Numpy: 1.26.4
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+ * HDBSCAN: 0.8.40
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+ * UMAP: 0.5.7
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+ * Pandas: 2.2.3
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+ * Scikit-Learn: 1.6.1
74
+ * Sentence-transformers: 3.3.1
75
+ * Transformers: 4.48.0
76
+ * Numba: 0.60.0
77
+ * Plotly: 5.24.1
78
+ * Python: 3.9.1
config.json ADDED
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+ {
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+ "calculate_probabilities": false,
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+ "language": null,
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+ "low_memory": false,
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+ "min_topic_size": 10,
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+ "n_gram_range": [
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+ 1,
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+ 1
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+ ],
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+ "nr_topics": null,
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+ "seed_topic_list": null,
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+ "top_n_words": 10,
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+ "verbose": true,
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+ "zeroshot_min_similarity": 0.7,
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+ "zeroshot_topic_list": null
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+ }
ctfidf.safetensors ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:038049246f4cdc1554b7b512e7a69105c697ae4b16a1e79785a40b310d4ee60b
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+ size 56792
ctfidf_config.json ADDED
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2202
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2203
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2204
+ }