DNALLM Documentation Verification Report
Generated: 2026-05-14T09:39:35.920681+00:00Z
Total code blocks: 529
Files scanned: 120 Markdown + 19 notebooks
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text
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docs/concepts/biology/genomic_features.md
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docs/concepts/biology/sequence_analysis.md
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docs/resources/models/llama_models.md
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docs/resources/models/mamba_models.md
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docs/resources/troubleshooting_models.md
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docs/user_guide/benchmark/examples.md
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docs/user_guide/benchmark/getting_started.md
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docs/user_guide/benchmark/index.md
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docs/user_guide/best_practices.md
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docs/user_guide/case_studies/motif_detection.md
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docs/user_guide/case_studies/multi_task_learning.md
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docs/user_guide/case_studies/sequence_generation.md
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293
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docs/user_guide/cli/usage.md
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docs/user_guide/data_processing/data_augmentation.md
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docs/user_guide/data_processing/data_preparation.md
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docs/user_guide/fine_tuning/advanced_techniques.md
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docs/user_guide/fine_tuning/index.md
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docs/user_guide/fine_tuning/task_guides.md
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docs/user_guide/inference/basic_inference.md
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docs/user_guide/inference/getting_started.md
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docs/user_guide/inference/mutagenesis_analysis.md
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docs/user_guide/inference/performance_optimization.md
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docs/user_guide/inference/visualization.md
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docs/user_guide/mcp/configuration.md
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docs/user_guide/mcp/startserver.md
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text
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docs/user_guide/mcp/usage.md
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226
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276
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320
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213
python
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python
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50
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85
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159
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527
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534
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Expecting property name enclosed in double quotes: line 1 column 2 (char 1)
541
json
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Expecting property name enclosed in double quotes: line 1 column 2 (char 1)
350
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unsupported language: javascript
docs/user_guide/models.md
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docs/user_guide/performance/gpu_optimization.md
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docs/user_guide/performance/inference_speed.md
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docs/user_guide/performance/memory_optimization.md
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docs/user_guide/performance_guide.md
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docs/user_guide/troubleshooting.md
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docs/user_guide/tutorial/end_to_end_workflow.md
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899
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1015
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example/notebooks/benchmark/benchmark.ipynb
Cell
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Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmpg_tjtc4z.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/data_prepare/finetune/finetune_data.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmpf_yn4m6i.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
| 8 | FAIL | Execution halted due to earlier cell failure |
| 10 | FAIL | Execution halted due to earlier cell failure |
| 11 | FAIL | Execution halted due to earlier cell failure |
| 12 | FAIL | Execution halted due to earlier cell failure |
| 14 | FAIL | Execution halted due to earlier cell failure |
| 15 | FAIL | Execution halted due to earlier cell failure |
| 17 | FAIL | Execution halted due to earlier cell failure |
| 18 | FAIL | Execution halted due to earlier cell failure |
| 19 | FAIL | Execution halted due to earlier cell failure |
| 20 | FAIL | Execution halted due to earlier cell failure |
| 21 | FAIL | Execution halted due to earlier cell failure |
| 22 | FAIL | Execution halted due to earlier cell failure |
| 23 | FAIL | Execution halted due to earlier cell failure |
| 24 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/data_prepare/predict/predict_data.ipynb
example/notebooks/embedding_attention.ipynb
Cell
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Error
0
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1
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Notebook execution timed out after 180s
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Notebook execution timed out after 180s
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Notebook execution timed out after 180s
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TIMEOUT
Notebook execution timed out after 180s
example/notebooks/finetune_NER_task/data_generation_and_inference.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmphgyh6kgr.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
| 8 | FAIL | Execution halted due to earlier cell failure |
| 9 | FAIL | Execution halted due to earlier cell failure |
| 10 | FAIL | Execution halted due to earlier cell failure |
| 11 | FAIL | Execution halted due to earlier cell failure |
| 12 | FAIL | Execution halted due to earlier cell failure |
| 13 | FAIL | Execution halted due to earlier cell failure |
| 14 | FAIL | Execution halted due to earlier cell failure |
| 15 | FAIL | Execution halted due to earlier cell failure |
| 16 | FAIL | Execution halted due to earlier cell failure |
| 17 | FAIL | Execution halted due to earlier cell failure |
| 18 | FAIL | Execution halted due to earlier cell failure |
| 19 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/finetune_NER_task/finetune_NER_task.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmpumzj0xvo.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/finetune_binary/finetune_binary.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmpwtyqoclg.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/finetune_custom_head/finetune.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmpx7u8lazp.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
| 9 | FAIL | Execution halted due to earlier cell failure |
| 10 | FAIL | Execution halted due to earlier cell failure |
| 11 | FAIL | Execution halted due to earlier cell failure |
| 12 | FAIL | Execution halted due to earlier cell failure |
| 13 | FAIL | Execution halted due to earlier cell failure |
| 14 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/finetune_generation/finetune_generation.ipynb
Cell
Status
Error
1
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmph0sysem6.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
| 8 | FAIL | Execution halted due to earlier cell failure |
| 9 | FAIL | Execution halted due to earlier cell failure |
| 10 | FAIL | Execution halted due to earlier cell failure |
| 11 | FAIL | Execution halted due to earlier cell failure |
| 12 | FAIL | Execution halted due to earlier cell failure |
| 13 | FAIL | Execution halted due to earlier cell failure |
| 15 | FAIL | Execution halted due to earlier cell failure |
| 16 | FAIL | Execution halted due to earlier cell failure |
| 17 | FAIL | Execution halted due to earlier cell failure |
| 18 | FAIL | Execution halted due to earlier cell failure |
| 19 | FAIL | Execution halted due to earlier cell failure |
| 20 | FAIL | Execution halted due to earlier cell failure |
| 21 | FAIL | Execution halted due to earlier cell failure |
| 22 | FAIL | Execution halted due to earlier cell failure |
| 23 | FAIL | Execution halted due to earlier cell failure |
| 24 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/finetune_multi_labels/finetune_multi_labels.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmpj6034k1i.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/generation/inference.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmpxglj7fvn.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/generation_evo_models/inference.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmp2vei3494.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
| 8 | FAIL | Execution halted due to earlier cell failure |
| 10 | FAIL | Execution halted due to earlier cell failure |
| 11 | FAIL | Execution halted due to earlier cell failure |
| 12 | FAIL | Execution halted due to earlier cell failure |
| 13 | FAIL | Execution halted due to earlier cell failure |
| 14 | FAIL | Execution halted due to earlier cell failure |
| 15 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/generation_megaDNA/inference.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmpuc1di5_6.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/in_silico_mutagenesis/in_silico_mutagenesis.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmpdjp2q1s3.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
| 8 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/inference/inference.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmp3n9mrzx2.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/inference_for_tRNA/inference.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmp4atnxhvt.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
| 8 | FAIL | Execution halted due to earlier cell failure |
| 9 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/interpretation/interpretation.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmp0oz60w03.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |
| 8 | FAIL | Execution halted due to earlier cell failure |
| 9 | FAIL | Execution halted due to earlier cell failure |
| 11 | FAIL | Execution halted due to earlier cell failure |
| 12 | FAIL | Execution halted due to earlier cell failure |
| 13 | FAIL | Execution halted due to earlier cell failure |
| 14 | FAIL | Execution halted due to earlier cell failure |
| 15 | FAIL | Execution halted due to earlier cell failure |
| 16 | FAIL | Execution halted due to earlier cell failure |
| 17 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/lora_finetune_inference/lora_finetune.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmprokzgtka.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
example/notebooks/lora_finetune_inference/lora_inference.ipynb
Cell
Status
Error
0
FAIL
[NbConvertApp] Converting notebook /home/forrest/Github/DNALLM/tmpjffjbfjs.ipynb to notebook
Traceback (most recent call last):
File "/home/forrest/Github/DNALLM/.venv/bin/jupyter-nbconvert", line 6, in
File "/home/forrest/Github/DNALLM/.venv/lib/python3.13/site-packages/jupyter_core/application.py", line 284, in launch_instance
super().launch_instance(argv=argv, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^
File "/home/for |
| 1 | FAIL | Execution halted due to earlier cell failure |
| 2 | FAIL | Execution halted due to earlier cell failure |
| 3 | FAIL | Execution halted due to earlier cell failure |
| 4 | FAIL | Execution halted due to earlier cell failure |
| 5 | FAIL | Execution halted due to earlier cell failure |
| 6 | FAIL | Execution halted due to earlier cell failure |
| 7 | FAIL | Execution halted due to earlier cell failure |