Add BERTopic model

README.md

@@ -0,0 +1,76 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# urdu_news_topic_modeling
+
+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("shaistaDev7/urdu_news_topic_modeling")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 7
+* Number of training documents: 7991
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| 0 | پولیو - ڈاکٹر - مہم - بتایا - صحت | 1626 | 0_پولیو_ڈاکٹر_مہم_بتایا | 
+| 1 | فلم - اداکارہ - اداکار - شادی - بالی | 1290 | 1_فلم_اداکارہ_اداکار_شادی | 
+| 2 | عمران - خان - تحریک - حکومت - لیگ | 1263 | 2_عمران_خان_تحریک_حکومت | 
+| 3 | روپے - مالی - ملین - سال - ڈالر | 1062 | 3_روپے_مالی_ملین_سال | 
+| 4 | فون - صارفین - ویوو - موبائل - بک | 928 | 4_فون_صارفین_ویوو_موبائل | 
+| 5 | ٹیم - میچ - کرکٹ - رنز - ٹورنامنٹ | 916 | 5_ٹیم_میچ_کرکٹ_رنز | 
+| 6 | کورونا - وائرس - کیسز - مریض - ہزار | 906 | 6_کورونا_وائرس_کیسز_مریض |
+  
+</details>
+
+## Training hyperparameters
+
+* calculate_probabilities: True
+* language: urdu
+* low_memory: True
+* 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: 1.23.5
+* HDBSCAN: 0.8.33
+* UMAP: 0.5.5
+* Pandas: 1.5.3
+* Scikit-Learn: 1.2.2
+* Sentence-transformers: 2.2.2
+* Transformers: 4.35.2
+* Numba: 0.58.1
+* Plotly: 5.15.0
+* Python: 3.10.12

config.json

@@ -0,0 +1,16 @@
+{
+  "calculate_probabilities": true,
+  "language": "urdu",
+  "low_memory": true,
+  "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:ab2248044e83be2b54571be5d737e5b7d67fdca66429158a77701cc3566277cb
+size 10840

topics.json

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+{
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