End of training
Browse files- README.md +61 -0
- config.json +28 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/Mar12_16-41-56_oisit-selab3/events.out.tfevents.1710279771.oisit-selab3 +3 -0
- runs/Mar12_16-52-00_oisit-selab3/events.out.tfevents.1710280349.oisit-selab3 +3 -0
- runs/Mar12_16-55-51_oisit-selab3/events.out.tfevents.1710280563.oisit-selab3 +3 -0
- runs/Mar12_16-55-51_oisit-selab3/events.out.tfevents.1710280690.oisit-selab3 +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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base_model: microsoft/codebert-base-mlm
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tags:
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- generated_from_trainer
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datasets:
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- code_search_net
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model-index:
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- name: MLM_FinetunedModel
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# MLM_FinetunedModel
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This model is a fine-tuned version of [microsoft/codebert-base-mlm](https://huggingface.co/microsoft/codebert-base-mlm) on the code_search_net dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4793
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 2e-05
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- train_batch_size: 128
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- eval_batch_size: 128
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 3.0
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| No log | 1.0 | 40 | 0.5611 |
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| 0.6951 | 2.0 | 80 | 0.4932 |
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| 0.6951 | 3.0 | 120 | 0.5191 |
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### Framework versions
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- Transformers 4.36.2
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- Pytorch 2.1.2+cu118
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- Datasets 2.16.1
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- Tokenizers 0.15.0
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config.json
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{
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"_name_or_path": "microsoft/codebert-base-mlm",
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"architectures": [
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"RobertaForMaskedLM"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.36.2",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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merges.txt
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d2bbe137a72faee180bdf46113a20a590fa60a27062fb66448a04eab4fa4e9c8
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size 498813948
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runs/Mar12_16-41-56_oisit-selab3/events.out.tfevents.1710279771.oisit-selab3
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version https://git-lfs.github.com/spec/v1
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size 3609
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runs/Mar12_16-52-00_oisit-selab3/events.out.tfevents.1710280349.oisit-selab3
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version https://git-lfs.github.com/spec/v1
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size 249
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runs/Mar12_16-55-51_oisit-selab3/events.out.tfevents.1710280563.oisit-selab3
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size 5869
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runs/Mar12_16-55-51_oisit-selab3/events.out.tfevents.1710280690.oisit-selab3
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version https://git-lfs.github.com/spec/v1
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"50264": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"mask_token": "<mask>",
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"model_max_length": 512,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "RobertaTokenizer",
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"trim_offsets": true,
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"unk_token": "<unk>"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:f0f7065bef23fdfb383ea4211ba7fd1bdce83153250a772a343300d68c99af07
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size 4728
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vocab.json
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