Instructions to use keras/modern_bert_large_en with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- KerasHub
How to use keras/modern_bert_large_en with KerasHub:
import keras_hub # Load TextClassifier model text_classifier = keras_hub.models.TextClassifier.from_preset( "hf://keras/modern_bert_large_en", num_classes=2, ) # Fine-tune text_classifier.fit(x=["Thilling adventure!", "Total snoozefest."], y=[1, 0]) # Classify text text_classifier.predict(["Not my cup of tea."])import keras_hub # Create a MaskedLM model task = keras_hub.models.MaskedLM.from_preset("hf://keras/modern_bert_large_en")import keras_hub # Create a Backbone model unspecialized for any task backbone = keras_hub.models.Backbone.from_preset("hf://keras/modern_bert_large_en") - Keras
How to use keras/modern_bert_large_en with Keras:
# !pip install -U keras tensorflow huggingface_hub # Keras needs TensorFlow installed to read "hf://" paths, so the tensorflow backend is selected here; # "jax" and "torch" also work for computation once TensorFlow is installed. import os os.environ["KERAS_BACKEND"] = "tensorflow" import keras model = keras.saving.load_model("hf://keras/modern_bert_large_en") - Notebooks
- Google Colab
- Kaggle
Upload folder using huggingface_hub
Browse files- README.md +22 -0
- assets/tokenizer/merges.txt +0 -0
- assets/tokenizer/vocabulary.json +0 -0
- config.json +27 -0
- metadata.json +10 -0
- model.weights.h5 +3 -0
- preprocessor.json +162 -0
- task.json +197 -0
- task.weights.h5 +3 -0
- tokenizer.json +138 -0
README.md
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| 1 |
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---
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+
library_name: keras-hub
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| 3 |
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---
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+
This is a [`ModernBert` model](https://keras.io/api/keras_hub/models/modern_bert) uploaded using the KerasHub library and can be used with JAX, TensorFlow, and PyTorch backends.
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This model is related to a `MaskedLM` task.
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Model config:
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| 8 |
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* **name:** modern_bert_backbone
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| 9 |
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* **trainable:** True
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| 10 |
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* **dtype:** {'module': 'keras', 'class_name': 'DTypePolicy', 'config': {'name': 'float32'}, 'registered_name': None}
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| 11 |
+
* **vocabulary_size:** 50368
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| 12 |
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* **hidden_dim:** 1024
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| 13 |
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* **intermediate_dim:** 2624
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| 14 |
+
* **num_layers:** 28
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* **num_heads:** 16
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| 16 |
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* **local_attention_window:** 128
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| 17 |
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* **global_attn_every_n_layers:** 3
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| 18 |
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* **rotary_max_wavelength:** 160000.0
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| 19 |
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* **local_rotary_max_wavelength:** 10000.0
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* **layer_norm_epsilon:** 1e-05
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| 21 |
+
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+
This model card has been generated automatically and should be completed by the model author. See [Model Cards documentation](https://huggingface.co/docs/hub/model-cards) for more information.
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assets/tokenizer/merges.txt
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assets/tokenizer/vocabulary.json
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config.json
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{
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"module": "keras_hub.src.models.modern_bert.modern_bert_backbone",
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| 3 |
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"class_name": "ModernBertBackbone",
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| 4 |
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"config": {
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| 5 |
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"name": "modern_bert_backbone",
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| 6 |
+
"trainable": true,
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| 7 |
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"dtype": {
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| 8 |
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"module": "keras",
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| 9 |
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"class_name": "DTypePolicy",
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| 10 |
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"config": {
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| 11 |
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"name": "float32"
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| 12 |
+
},
|
| 13 |
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"registered_name": null
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| 14 |
+
},
|
| 15 |
+
"vocabulary_size": 50368,
|
| 16 |
+
"hidden_dim": 1024,
|
| 17 |
+
"intermediate_dim": 2624,
|
| 18 |
+
"num_layers": 28,
|
| 19 |
+
"num_heads": 16,
|
| 20 |
+
"local_attention_window": 128,
|
| 21 |
+
"global_attn_every_n_layers": 3,
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| 22 |
+
"rotary_max_wavelength": 160000.0,
|
| 23 |
+
"local_rotary_max_wavelength": 10000.0,
|
| 24 |
+
"layer_norm_epsilon": 1e-05
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| 25 |
+
},
|
| 26 |
+
"registered_name": "keras_hub>ModernBertBackbone"
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| 27 |
+
}
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metadata.json
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| 1 |
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{
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| 2 |
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"keras_version": "3.15.1",
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| 3 |
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"keras_hub_version": "0.33.0.dev0",
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| 4 |
+
"parameter_count": 394781696,
|
| 5 |
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"date_saved": "2026-10-08@04:35:14",
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| 6 |
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"tasks": [
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| 7 |
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"MaskedLM",
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| 8 |
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"TextClassifier"
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| 9 |
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]
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| 10 |
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}
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model.weights.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:f1585ae15567f21609f98372b54efe5702fd9efc426c2a49270d0f36c99caa3d
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| 3 |
+
size 1579785904
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preprocessor.json
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| 1 |
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{
|
| 2 |
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"module": "keras_hub.src.models.modern_bert.modern_bert_masked_lm_preprocessor",
|
| 3 |
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"class_name": "ModernBertMaskedLMPreprocessor",
|
| 4 |
+
"config": {
|
| 5 |
+
"name": "modern_bert_masked_lm_preprocessor",
|
| 6 |
+
"trainable": true,
|
| 7 |
+
"dtype": {
|
| 8 |
+
"module": "keras",
|
| 9 |
+
"class_name": "DTypePolicy",
|
| 10 |
+
"config": {
|
| 11 |
+
"name": "float32"
|
| 12 |
+
},
|
| 13 |
+
"registered_name": null
|
| 14 |
+
},
|
| 15 |
+
"tokenizer": {
|
| 16 |
+
"module": "keras_hub.src.models.modern_bert.modern_bert_tokenizer",
|
| 17 |
+
"class_name": "ModernBertTokenizer",
|
| 18 |
+
"config": {
|
| 19 |
+
"name": "modern_bert_tokenizer",
|
| 20 |
+
"trainable": true,
|
| 21 |
+
"dtype": {
|
| 22 |
+
"module": "keras",
|
| 23 |
+
"class_name": "DTypePolicy",
|
| 24 |
+
"config": {
|
| 25 |
+
"name": "int32"
|
| 26 |
+
},
|
| 27 |
+
"registered_name": null
|
| 28 |
+
},
|
| 29 |
+
"config_file": "tokenizer.json",
|
| 30 |
+
"sequence_length": null,
|
| 31 |
+
"add_prefix_space": false,
|
| 32 |
+
"unsplittable_tokens": [
|
| 33 |
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"|||IP_ADDRESS|||",
|
| 34 |
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"<|padding|>",
|
| 35 |
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| 36 |
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| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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| 69 |
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|
| 70 |
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| 144 |
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| 146 |
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|
| 147 |
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|
| 148 |
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|
| 149 |
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]
|
| 150 |
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},
|
| 151 |
+
"registered_name": "keras_hub>ModernBertTokenizer"
|
| 152 |
+
},
|
| 153 |
+
"config_file": "preprocessor.json",
|
| 154 |
+
"sequence_length": 512,
|
| 155 |
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"truncate": "round_robin",
|
| 156 |
+
"mask_selection_rate": 0.15,
|
| 157 |
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"mask_selection_length": 96,
|
| 158 |
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"mask_token_rate": 0.8,
|
| 159 |
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"random_token_rate": 0.1
|
| 160 |
+
},
|
| 161 |
+
"registered_name": "keras_hub>ModernBertMaskedLMPreprocessor"
|
| 162 |
+
}
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task.json
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
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|
|
|
|
|
|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"module": "keras_hub.src.models.modern_bert.modern_bert_masked_lm",
|
| 3 |
+
"class_name": "ModernBertMaskedLM",
|
| 4 |
+
"config": {
|
| 5 |
+
"backbone": {
|
| 6 |
+
"module": "keras_hub.src.models.modern_bert.modern_bert_backbone",
|
| 7 |
+
"class_name": "ModernBertBackbone",
|
| 8 |
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"config": {
|
| 9 |
+
"name": "modern_bert_backbone",
|
| 10 |
+
"trainable": true,
|
| 11 |
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|
| 12 |
+
"module": "keras",
|
| 13 |
+
"class_name": "DTypePolicy",
|
| 14 |
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|
| 15 |
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"name": "float32"
|
| 16 |
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},
|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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"global_attn_every_n_layers": 3,
|
| 26 |
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"rotary_max_wavelength": 160000.0,
|
| 27 |
+
"local_rotary_max_wavelength": 10000.0,
|
| 28 |
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"layer_norm_epsilon": 1e-05
|
| 29 |
+
},
|
| 30 |
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"registered_name": "keras_hub>ModernBertBackbone"
|
| 31 |
+
},
|
| 32 |
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"preprocessor": {
|
| 33 |
+
"module": "keras_hub.src.models.modern_bert.modern_bert_masked_lm_preprocessor",
|
| 34 |
+
"class_name": "ModernBertMaskedLMPreprocessor",
|
| 35 |
+
"config": {
|
| 36 |
+
"name": "modern_bert_masked_lm_preprocessor",
|
| 37 |
+
"trainable": true,
|
| 38 |
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"dtype": {
|
| 39 |
+
"module": "keras",
|
| 40 |
+
"class_name": "DTypePolicy",
|
| 41 |
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|
| 42 |
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"name": "float32"
|
| 43 |
+
},
|
| 44 |
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"registered_name": null
|
| 45 |
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},
|
| 46 |
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"tokenizer": {
|
| 47 |
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"module": "keras_hub.src.models.modern_bert.modern_bert_tokenizer",
|
| 48 |
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"class_name": "ModernBertTokenizer",
|
| 49 |
+
"config": {
|
| 50 |
+
"name": "modern_bert_tokenizer",
|
| 51 |
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"trainable": true,
|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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| 68 |
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| 69 |
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| 70 |
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|
| 71 |
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|
| 72 |
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| 73 |
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| 74 |
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| 75 |
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| 76 |
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| 78 |
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|
| 79 |
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| 80 |
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| 81 |
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| 82 |
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|
| 83 |
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| 84 |
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| 85 |
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| 86 |
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| 87 |
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| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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|
| 101 |
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| 102 |
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| 110 |
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| 112 |
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| 115 |
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| 116 |
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| 117 |
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| 119 |
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| 120 |
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| 128 |
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| 129 |
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| 131 |
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| 132 |
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| 140 |
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| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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|
| 147 |
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|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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|
| 152 |
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| 154 |
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|
| 155 |
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| 156 |
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| 159 |
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| 160 |
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|
| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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"[unused81]",
|
| 179 |
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"[unused82]"
|
| 180 |
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|
| 181 |
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|
| 182 |
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"registered_name": "keras_hub>ModernBertTokenizer"
|
| 183 |
+
},
|
| 184 |
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"config_file": "preprocessor.json",
|
| 185 |
+
"sequence_length": 512,
|
| 186 |
+
"truncate": "round_robin",
|
| 187 |
+
"mask_selection_rate": 0.15,
|
| 188 |
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"mask_selection_length": 96,
|
| 189 |
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"mask_token_rate": 0.8,
|
| 190 |
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|
| 191 |
+
},
|
| 192 |
+
"registered_name": "keras_hub>ModernBertMaskedLMPreprocessor"
|
| 193 |
+
},
|
| 194 |
+
"name": "modern_bert_masked_lm"
|
| 195 |
+
},
|
| 196 |
+
"registered_name": "keras_hub>ModernBertMaskedLM"
|
| 197 |
+
}
|
task.weights.h5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:0b16acbcfddc8b1fe96e1f15f382e1e47a132d7249e153259c78cbd47cb02df6
|
| 3 |
+
size 4424472
|
tokenizer.json
ADDED
|
@@ -0,0 +1,138 @@
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|
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|
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|
|
|
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|
|
|
|
|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
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|
|
|
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|
|
|
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|
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|
|
|
|
|
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|
|
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|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"module": "keras_hub.src.models.modern_bert.modern_bert_tokenizer",
|
| 3 |
+
"class_name": "ModernBertTokenizer",
|
| 4 |
+
"config": {
|
| 5 |
+
"name": "modern_bert_tokenizer",
|
| 6 |
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"trainable": true,
|
| 7 |
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"dtype": {
|
| 8 |
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"module": "keras",
|
| 9 |
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"class_name": "DTypePolicy",
|
| 10 |
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"config": {
|
| 11 |
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"name": "int32"
|
| 12 |
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},
|
| 13 |
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|
| 14 |
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},
|
| 15 |
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"config_file": "tokenizer.json",
|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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| 20 |
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|
| 21 |
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| 22 |
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|
| 27 |
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| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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| 38 |
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| 39 |
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| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
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|
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|
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|
| 66 |
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|
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|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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|
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
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|
| 99 |
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|
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|
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|
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|
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|
| 136 |
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|
| 137 |
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"registered_name": "keras_hub>ModernBertTokenizer"
|
| 138 |
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}
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