# HiRoPE: Length Extrapolation for Code Models

## Code Symbol Understanding

Note that we use the public repo to construct the evaluation dataset.

> ddbourgin/numpy-ml 
>
> gradio-app/gradio 
>
> huggingface/accelerate 
>
> huggingface/diffusers 
>
> huggingface/optimum 
>
> huggingface/peft 
>
> huggingface/transformers 
>
> langchain-ai/langchain/ 
>
> numpy/numpy 
>
> tensorflow/tensorflow

**During the experiment we fully complied with the license requirements of these projects.**

Before conducting experiments, please confirm the license requirements in each project and mark them appropriately. We respect the efforts of every developer. If there is any possible violation, please contact us in time!





## Metadata

We list the file name in codesymbols_dataset.jsonl

Here we list the file paths of each metadata. (The file path is simplified to only show the last two levels).



| peft-main         |                                                            |      |      |
| ----------------- | ---------------------------------------------------------- | ---- | ---- |
|                   | .../stable_diffusion/train_dreambooth.py                   |      |      |
| langchain-master  |                                                            |      |      |
|                   | .../llms/openai.py                                         |      |      |
|                   | .../agents/agent.py                                        |      |      |
| numpy-main        |                                                            |      |      |
|                   | .../tests/test_defchararray.py                             |      |      |
|                   | .../fcompiler/__init__.py                                  |      |      |
|                   | .../f2py/capi_maps.py                                      |      |      |
|                   | .../lib/_index_tricks_impl.py                              |      |      |
|                   | .../tests/test_smoke.py                                    |      |      |
|                   | .../tools/refguide_check.py                                |      |      |
| numpyml-master    |                                                            |      |      |
|                   | .../preprocessing/nlp.py                                   |      |      |
|                   | .../preprocessing/nlp.py                                   |      |      |
| gradio-main       |                                                            |      |      |
|                   | .../gradio/helpers.py                                      |      |      |
| tensorflow-master |                                                            |      |      |
|                   | .../python/convert.py                                      |      |      |
|                   | .../ops/data_service_ops.py                                |      |      |
|                   | .../cli/debugger_cli_common.py                             |      |      |
|                   | .../cli/debugger_cli_common_test.py                        |      |      |
|                   | .../lib/debug_events_reader.py                             |      |      |
|                   | .../wrappers/framework.py                                  |      |      |
|                   | .../eager/forwardprop_test.py                              |      |      |
|                   | .../framework/func_graph.py                                |      |      |
|                   | .../framework/type_spec_test.py                            |      |      |
|                   | .../initializers/initializers_v2.py                        |      |      |
|                   | .../layers/merge.py                                        |      |      |
|                   | .../optimizer_v2/learning_rate_schedule.py                 |      |      |
|                   | .../ops/init_ops_v2.py                                     |      |      |
|                   | .../ops/stateful_random_ops.py                             |      |      |
|                   | .../trackable/data_structures.py                           |      |      |
|                   | .../util/deprecation_test.py                               |      |      |
|                   | .../compatibility/ast_edits.py                             |      |      |
| accelerate-main   |                                                            |      |      |
|                   | .../commands/launch.py                                     |      |      |
|                   | .../accelerate/data_loader.py                              |      |      |
|                   | .../accelerate/tracking.py                                 |      |      |
|                   | .../tests/test_big_modeling.py                             |      |      |
| diffusers-main    |                                                            |      |      |
|                   | .../community/stable_diffusion_tensorrt_img2img.py         |      |      |
|                   | .../community/stable_diffusion_tensorrt_inpaint.py         |      |      |
|                   | .../community/stable_diffusion_tensorrt_txt2img.py         |      |      |
|                   | .../text_to_video_synthesis/pipeline_text_to_video_zero.py |      |      |
| transformers-main |                                                            |      |      |
|                   | .../bertabs/modeling_bertabs.py                            |      |      |
|                   | .../emmental/modeling_bert_masked.py                       |      |      |
|                   | .../benchmark/benchmark_utils.py                           |      |      |
|                   | .../ctrl/modeling_tf_ctrl.py                               |      |      |
|                   | .../mctct/modeling_mctct.py                                |      |      |
|                   | .../ernie_m/modeling_ernie_m.py                            |      |      |
|                   | .../openfold_utils/rigid_utils.py                          |      |      |
|                   | .../gptj/modeling_gptj.py                                  |      |      |
|                   | .../gptj/modeling_tf_gptj.py                               |      |      |
|                   | .../graphormer/modeling_graphormer.py                      |      |      |
|                   | .../lilt/modeling_lilt.py                                  |      |      |
|                   | .../persimmon/modeling_persimmon.py                        |      |      |
|                   | .../rwkv/modeling_rwkv.py                                  |      |      |
|                   | .../timesformer/modeling_timesformer.py                    |      |      |
|                   | .../vit/modeling_vit.py                                    |      |      |
|                   | .../xglm/modeling_tf_xglm.py                               |      |      |
|                   | .../blip_2/test_modeling_blip_2.py                         |      |      |
|                   | .../bnb/test_mixed_int8.py                                 |      |      |
| optimum-main      |                                                            |      |      |
|                   | .../onnxruntime/configuration.py                           |      |      |