Commit
•
25f9d37
1
Parent(s):
3bc457f
Add BERTopic model
Browse files- README.md +71 -0
- config.json +16 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +876 -0
- topic_embeddings.safetensors +3 -0
- topics.json +139 -0
README.md
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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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# NER_conllpp
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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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## Usage
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To use this model, please install BERTopic:
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```
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pip install -U bertopic
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```
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You can use the model as follows:
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```python
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from bertopic import BERTopic
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topic_model = BERTopic.load("wizardofchance/NER_conllpp")
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topic_model.get_topic_info()
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```
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## Topic overview
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* Number of topics: 2
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* Number of training documents: 26
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<details>
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<summary>Click here for an overview of all topics.</summary>
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| Topic ID | Topic Keywords | Topic Frequency | Label |
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|----------|----------------|-----------------|-------|
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| 0 | peacekeeping - gandhi - terrorism - peace - terrorists | 19 | 0_peacekeeping_gandhi_terrorism_peace |
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| 1 | nations - organization - united - peace - council | 7 | 1_nations_organization_united_peace |
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</details>
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## Training hyperparameters
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* calculate_probabilities: False
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* language: None
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* low_memory: False
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* min_topic_size: 10
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* 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: False
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* zeroshot_min_similarity: 0.7
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* zeroshot_topic_list: None
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## Framework versions
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* Numpy: 1.25.2
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* HDBSCAN: 0.8.33
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* UMAP: 0.5.6
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* Pandas: 2.0.3
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* Scikit-Learn: 1.2.2
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* Sentence-transformers: 2.7.0
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* Transformers: 4.40.1
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* Numba: 0.58.1
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* Plotly: 5.15.0
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* Python: 3.10.12
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config.json
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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": false,
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"zeroshot_min_similarity": 0.7,
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"zeroshot_topic_list": null
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}
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ctfidf.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:46c3297589ce0b7afa88069274abe2047067470c7df7804b2f1a92f8a3c01d76
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size 18480
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ctfidf_config.json
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{
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"ctfidf_model": {
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"bm25_weighting": false,
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"reduce_frequent_words": false
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},
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"vectorizer_model": {
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"params": {
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"analyzer": "word",
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"binary": false,
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"decode_error": "strict",
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"encoding": "utf-8",
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"input": "content",
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"lowercase": true,
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"max_df": 1.0,
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"max_features": null,
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"min_df": 1,
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"ngram_range": [
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1,
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1
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],
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"stop_words": "english",
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"strip_accents": null,
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"token_pattern": "(?u)\\b\\w\\w+\\b",
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"vocabulary": null
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},
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|
topic_embeddings.safetensors
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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3 |
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size 3160
|
topics.json
ADDED
@@ -0,0 +1,139 @@
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{
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