Upload 7 files
Browse files- README.md +64 -0
- config.json +27 -0
- generation_config.json +6 -0
- gitattributes +35 -0
- pytorch_model.bin +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +203 -0
README.md
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---
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version: main
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family: smollm2-1.7b
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model_name: locuslab/safelm-1.7b_rephrase_refusal_moral_ed_600B
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license: mit
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tags:
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- model
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- transformer
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- smollm2
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- safety p
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datasets:
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- locuslab/refuseweb
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- locuslab/safeweb
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- locuslab/moral_education
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- HuggingFaceTB/smollm-corpus
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---
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# SafeLM-1.7B
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SafeLM is a 1.7B parameter model family that is trained via [Safety Pretraining](https://www.arxiv.org/abs/2504.16980). We train language models to be natively safe by incorporating safety
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directly into the pretraining pipeline. This is our natively safe base model. Our safety data curation involves scoring harmful content, rephrasing and contextualizing potentially harmful examples, and refusal training throughout pretraining.
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Please check out our [paper](https://www.arxiv.org/abs/2504.16980) and [website](https://locuslab.github.io/safety-pretraining/) for more details!
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## Model Details
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- **Architecture:** SmolLM2
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- **Parameters:** 1.7B
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## Training Configuration
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```yaml
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optimizer:
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class_path: torch.optim.AdamW
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init_args:
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lr: 0.0005
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weight_decay: 0.01
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precision: bf16-mixed
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seed: 42
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train:
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global_batch_size: 1024
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max_seq_length: 2048
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max_tokens: 600000000000
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micro_batch_size: 8
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```
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## Quickstart
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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model = AutoModelForCausalLM.from_pretrained("locuslab/safelm-1.7b_rephrase_refusal_moral_ed_600B")
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tokenizer = AutoTokenizer.from_pretrained("locuslab/safelm-1.7b_rephrase_refusal_moral_ed_600B")
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```
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## Citation
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If you find our work helpful, please cite our work as:
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```
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@article{maini2025safety,
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title={Safety pretraining: Toward the next generation of safe ai},
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author={Maini, Pratyush and Goyal, Sachin and Sam, Dylan and Robey, Alex and Savani, Yash and Jiang, Yiding and Zou, Andy and Lipton, Zachary C and Kolter, J Zico},
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journal={arXiv preprint arXiv:2504.16980},
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year={2025}
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}
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```
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"eos_token_id": 0,
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"hidden_act": "silu",
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"hidden_size": 2048,
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"initializer_range": 0.02,
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"intermediate_size": 8192,
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"max_position_embeddings": 8192,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 24,
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"num_key_value_heads": 32,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 130000,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.40.1",
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"use_cache": true,
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"vocab_size": 49156
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 0,
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"eos_token_id": 0,
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"transformers_version": "4.40.1"
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}
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gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tar filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.tgz filter=lfs diff=lfs merge=lfs -text
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*.wasm filter=lfs diff=lfs merge=lfs -text
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*.xz filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:a4504319fcfe010e438a7ed29d5229493099193cb194a013b0cd4e60a16dbb62
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size 7248314966
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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": "<|endoftext|>",
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"lstrip": false,
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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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"1": {
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"content": "<|im_start|>",
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"lstrip": false,
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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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"2": {
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"content": "<|im_end|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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| 25 |
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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": "<repo_name>",
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"lstrip": false,
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"normalized": false,
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| 32 |
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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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"4": {
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"content": "<reponame>",
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"lstrip": false,
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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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"5": {
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"content": "<file_sep>",
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"lstrip": false,
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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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| 51 |
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},
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"6": {
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| 53 |
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"content": "<filename>",
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"lstrip": false,
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| 55 |
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"normalized": false,
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| 56 |
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"rstrip": false,
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| 57 |
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"single_word": false,
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| 58 |
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"special": true
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| 59 |
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},
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"7": {
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| 61 |
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"content": "<potentially_harmful_content>",
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| 62 |
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"lstrip": false,
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| 63 |
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"normalized": false,
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| 64 |
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"rstrip": false,
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| 65 |
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"single_word": false,
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| 66 |
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"special": true
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| 67 |
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},
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| 68 |
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"8": {
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| 69 |
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"content": "<issue_start>",
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| 70 |
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"lstrip": false,
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| 71 |
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"normalized": false,
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| 72 |
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"rstrip": false,
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"single_word": false,
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| 74 |
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"special": true
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},
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"9": {
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"content": "<issue_comment>",
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"lstrip": false,
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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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"10": {
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"content": "<issue_closed>",
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| 86 |
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