daveripper0020
commited on
Commit
·
401a136
1
Parent(s):
20dc6fb
Add BERTopic model
Browse files- README.md +73 -0
- config.json +15 -0
- topic_embeddings.safetensors +3 -0
- topics.json +695 -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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# recipecomments-bertopic
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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("daveripper0020/recipecomments-bertopic")
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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: 6
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* Number of training documents: 386
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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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| -1 | 블로그 - 이형 - 많이 - 까지 - 항상 | 12 | -1_블로그_이형_많이_까지 |
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| 0 | 잼민 - 춘장 - 인가요 - 뚝딱 - 너무 | 54 | 0_잼민_춘장_인가요_뚝딱 |
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| 1 | 뚝딱 - 잼민 - 춘장 - 요리 - 수익 | 151 | 1_뚝딱_잼민_춘장_요리 |
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| 2 | 찜닭 - 마늘 - 레시피 - 넣고 - 간장 | 77 | 2_찜닭_마늘_레시피_넣고 |
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| 3 | 맛있어요 - 진짜 - 먹었는데 - 간단하고 - 너무 | 76 | 3_맛있어요_진짜_먹었는데_간단하고 |
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| 4 | 감사합니다 - 합니다 - 자는 - 저리 - 믿는 | 16 | 4_감사합니다_합니다_자는_저리 |
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</details>
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## Training hyperparameters
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* calculate_probabilities: True
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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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## Framework versions
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* Numpy: 1.23.5
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* HDBSCAN: 0.8.33
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* UMAP: 0.5.4
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* Pandas: 1.5.3
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* Scikit-Learn: 1.2.2
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* Sentence-transformers: 2.2.2
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* Transformers: 4.35.1
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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": true,
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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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"embedding_model": "sentence-transformers/xlm-r-100langs-bert-base-nli-stsb-mean-tokens"
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}
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topic_embeddings.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:aac29d9764b0e971ce9a79b40a9c2e19ff76faae4d275edd46c44479747377ff
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size 18520
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topics.json
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{
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"topic_representations": {
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"-1": [
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[
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"\ube14\ub85c\uadf8",
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0.087137891172585
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],
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[
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"\uc774\ud615",
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0.05338141377700535
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],
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[
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"\ub9ce\uc774",
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0.05036926037543445
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],
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[
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"\uae4c\uc9c0",
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0.04925570974764959
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],
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[
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"\ud56d\uc0c1",
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0.0435689455862925
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],
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[
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"\uc9c4\uc9dc",
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0.041393522524496795
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],
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[
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"\ub69d\ub531",
|
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0.04066565825718215
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],
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[
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"\ucd98\uc7a5",
|
34 |
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0.04066565825718215
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],
|
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[
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"\uc694\ub9ac",
|
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0.038564357512966496
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],
|
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[
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"\ud558\ub124",
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0.03805879834107826
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]
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],
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"0": [
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[
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"\uc7bc\ubbfc",
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0.14757168740217835
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],
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[
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"\ucd98\uc7a5",
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0.05473672112136569
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],
|
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[
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"\uc778\uac00\uc694",
|
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0.0469831936678187
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],
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[
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59 |
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"\ub69d\ub531",
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0.04378937689709256
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],
|
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[
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"\ub108\ubb34",
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0.04304566885842627
|
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],
|
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[
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"\ucc1c\ub2ed",
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0.03704606875093737
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],
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[
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"\uc774\ud615",
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0.03695264281996263
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],
|
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[
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