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winstonsmith1897/DantinoX

https://github.com/winstonsmith1897/DantinoX · scanned 2026-06-16 00:58 UTC (2 months, 1 week ago)

73 raw signals (0 security + 73 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 51 actionable findings from 1 signal source. 22 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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77.8% cov · 51 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 1 Medium 5 Low 39 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 51 Crowd 0 Layer: Software 30 Frontend 1 Security 1 Cicd 4 Quality 15

Exclude dismissed / FP Exclude test files

All 1131 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

Label	Layer	Status	Path
`tiny_config`	software	healthy	`tests/conftest.py:25`
`tiny_gqa_config`	software	healthy	`tests/conftest.py:45`
`tiny_mla_config`	software	healthy	`tests/conftest.py:64`
`tiny_moe_config`	software	healthy	`tests/conftest.py:88`
`tiny_moe_latent_config`	software	healthy	`tests/conftest.py:110`
`batch_input`	software	healthy	`tests/conftest.py:136`
`rngs`	software	healthy	`tests/conftest.py:143`
`moe_input`	software	healthy	`tests/test_moe.py:13`
`make_moe`	software	healthy	`tests/test_moe.py:19`
`test_output_shape`	software	healthy	`tests/test_moe.py:25`
`test_output_dtype_matches_input`	software	healthy	`tests/test_moe.py:31`
`test_loss_is_finite`	software	healthy	`tests/test_moe.py:39`
`test_loss_is_non_negative`	software	healthy	`tests/test_moe.py:45`
`test_loss_upper_bound`	software	healthy	`tests/test_moe.py:51`
`test_no_nan_in_output`	software	healthy	`tests/test_moe.py:60`
`test_deterministic_true`	software	healthy	`tests/test_moe.py:69`
`test_deterministic_output_is_reproducible`	software	healthy	`tests/test_moe.py:76`
`test_router_uses_top_k_experts`	software	healthy	`tests/test_moe.py:87`
`test_latent_output_shape`	software	healthy	`tests/test_moe.py:99`
`test_latent_has_projections`	software	healthy	`tests/test_moe.py:107`
`test_latent_loss_is_finite`	software	healthy	`tests/test_moe.py:114`
`test_standard_has_no_projections`	software	healthy	`tests/test_moe.py:122`
`test_moe_config_roundtrip`	software	healthy	`tests/test_moe.py:130`
`test_moe_latent_config_roundtrip`	software	healthy	`tests/test_moe.py:138`
`test_invalid_moe_latent_dim_raises`	software	healthy	`tests/test_moe.py:145`
`_tiny_cfg`	software	healthy	`tests/test_lora.py:19`
`test_is_nnx_variable`	software	healthy	`tests/test_lora.py:27`
`test_distinct_from_param`	software	healthy	`tests/test_lora.py:31`
`test_value_access`	software	healthy	`tests/test_lora.py:34`
`setup_method`	software	healthy	`tests/test_lora.py:43`
`test_output_shape`	software	healthy	`tests/test_lora.py:46`
`test_no_nan`	software	healthy	`tests/test_lora.py:51`
`test_zero_delta_at_init`	software	healthy	`tests/test_lora.py:57`
`test_lora_A_dtype_and_scale`	software	healthy	`tests/test_lora.py:65`
`test_merge_weights_shape`	software	healthy	`tests/test_lora.py:73`
`test_lora_params_are_loraparam_type`	software	healthy	`tests/test_lora.py:78`
`test_base_params_are_nnx_param_type`	software	healthy	`tests/test_lora.py:84`
`test_dropout_applied_when_rate_nonzero`	software	healthy	`tests/test_lora.py:89`
`test_attention_lora_forward`	software	healthy	`tests/test_lora.py:100`
`test_mlp_lora_forward`	software	healthy	`tests/test_lora.py:107`
`test_all_lora_forward`	software	healthy	`tests/test_lora.py:114`
`test_lora_param_count_less_than_full`	software	healthy	`tests/test_lora.py:121`
`test_base_params_not_in_lora_grad`	software	healthy	`tests/test_lora.py:133`
`loss_fn`	software	healthy	`tests/test_lora.py:138`
`test_invalid_targets_raises`	software	healthy	`tests/test_lora.py:152`
`test_invalid_rank_raises`	software	healthy	`tests/test_lora.py:156`
`test_valid_targets`	software	healthy	`tests/test_lora.py:160`
`test_make_mesh_returns_mesh`	software	healthy	`tests/test_lora.py:169`
`test_num_devices_single`	software	healthy	`tests/test_lora.py:174`
`test_replicate_preserves_values`	software	healthy	`tests/test_lora.py:178`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`mkdocs.yml`	software	healthy	`mkdocs.yml`
`README.md`	software	healthy	`README.md`
`CONTRIBUTING.md`	software	healthy	`CONTRIBUTING.md`
`.pre-commit-config.yaml`	software	healthy	`.pre-commit-config.yaml`
`setup.py`	software	healthy	`setup.py`
`.readthedocs.yaml`	software	healthy	`.readthedocs.yaml`
`pyproject.toml`	software	healthy	`pyproject.toml`
`Makefile`	software	healthy	`Makefile`
`requirements.txt`	software	healthy	`requirements.txt`
`CHANGELOG.md`	software	healthy	`CHANGELOG.md`
`conftest.py`	software	healthy	`tests/conftest.py`
`test_moe.py`	software	healthy	`tests/test_moe.py`
`dummy_data.txt.t5.tokenizer.json`	software	healthy	`tests/dummy_data.txt.t5.tokenizer.json`
`test_lora.py`	software	healthy	`tests/test_lora.py`
`test_improvements.py`	software	healthy	`tests/test_improvements.py`
`test_model.py`	software	healthy	`tests/test_model.py`
`test_trainer.py`	software	healthy	`tests/test_trainer.py`
`test_mla.py`	software	healthy	`tests/test_mla.py`
`dummy_data.txt.char.tokenizer.json`	software	healthy	`tests/dummy_data.txt.char.tokenizer.json`
`test_sweep_simulation.py`	software	healthy	`tests/test_sweep_simulation.py`
`test_differential_attention.py`	software	healthy	`tests/test_differential_attention.py`
`paradigm_ablations.py`	software	healthy	`benchmarks/paradigm_ablations.py`
`generation_quality.py`	software	healthy	`benchmarks/generation_quality.py`
`__init__.py`	software	healthy	`benchmarks/__init__.py`
`trained_batch_sweep.py`	software	healthy	`benchmarks/trained_batch_sweep.py`
`plot_paradigm_ablations.py`	software	healthy	`benchmarks/plot_paradigm_ablations.py`
`plot_inference.py`	software	healthy	`benchmarks/plot_inference.py`
`plot_diffusion_ar.py`	software	healthy	`benchmarks/plot_diffusion_ar.py`
`confidence_sweep.py`	software	healthy	`benchmarks/confidence_sweep.py`
`diffusion_ar_sweep.py`	software	healthy	`benchmarks/diffusion_ar_sweep.py`
`trained_analysis.py`	software	healthy	`benchmarks/trained_analysis.py`
`run_all.py`	software	healthy	`benchmarks/run_all.py`
`plot_paradigm_bench.py`	software	healthy	`benchmarks/plot_paradigm_bench.py`
`plot_emnlp.py`	software	healthy	`benchmarks/plot_emnlp.py`
`inference_sweep.py`	software	healthy	`benchmarks/inference_sweep.py`
`paradigm_bench.py`	software	healthy	`benchmarks/paradigm_bench.py`
`perplexity_eval.py`	software	healthy	`benchmarks/perplexity_eval.py`
`vs-transformers.md`	software	healthy	`docs/vs-transformers.md`
`architecture.md`	software	healthy	`docs/architecture.md`
`paper.md`	software	healthy	`docs/paper.md`
`cli.md`	software	healthy	`docs/cli.md`
`api.md`	software	healthy	`docs/api.md`
`ablation_studies.md`	software	healthy	`docs/ablation_studies.md`
`benchmarks.md`	software	healthy	`docs/benchmarks.md`
`index.md`	software	healthy	`docs/index.md`
`generation.md`	software	healthy	`docs/generation.md`
`quickstart.md`	software	healthy	`docs/quickstart.md`
`cookbook.md`	software	healthy	`docs/cookbook.md`
`training.md`	software	healthy	`docs/training.md`
`configuration.md`	software	healthy	`docs/configuration.md`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`TestLoRAParam`	software	healthy	`tests/test_lora.py:26`
`TestLoRALinear`	software	healthy	`tests/test_lora.py:42`
`TestModelWithLoRA`	software	healthy	`tests/test_lora.py:99`
`TestLoRAConfig`	software	healthy	`tests/test_lora.py:151`
`TestSharding`	software	healthy	`tests/test_lora.py:168`
`TestRMSNorm`	software	healthy	`tests/test_improvements.py:21`
`TestModelOutput`	software	healthy	`tests/test_improvements.py:68`
`TestRoPEScaling`	software	healthy	`tests/test_improvements.py:98`
`TestFlashAttention`	software	healthy	`tests/test_improvements.py:140`
`TestSchedulerFactory`	software	healthy	`tests/test_improvements.py:178`
`TestRMSNormModel`	software	healthy	`tests/test_improvements.py:219`
`TestTokenizerPersistence`	software	healthy	`tests/test_trainer.py:60`
`TestTrainerFit`	software	healthy	`tests/test_trainer.py:96`
`TestGeneratorLoads`	software	healthy	`tests/test_trainer.py:136`
`TestCheckpointResume`	software	healthy	`tests/test_trainer.py:157`
`TestEarlyStopping`	software	healthy	`tests/test_trainer.py:169`
`TestGetOptaxOptimizer`	software	healthy	`tests/test_sweep_simulation.py:209`
`TestParseArgs`	software	healthy	`tests/test_sweep_simulation.py:267`
`TestGetVramUsage`	software	healthy	`tests/test_sweep_simulation.py:295`
`TestReportModelSummary`	software	healthy	`tests/test_sweep_simulation.py:324`
`TestConfigSetup`	software	healthy	`tests/test_sweep_simulation.py:388`
`TestRunDirectorySetup`	software	healthy	`tests/test_sweep_simulation.py:438`
`TestDatasetProcessing`	software	healthy	`tests/test_sweep_simulation.py:482`
`TestTokenizer`	software	healthy	`tests/test_sweep_simulation.py:530`
`TestTrainingLoop`	software	healthy	`tests/test_sweep_simulation.py:564`
`TestWandBIntegration`	software	healthy	`tests/test_sweep_simulation.py:603`
`TestEdgeCases`	software	healthy	`tests/test_sweep_simulation.py:645`
`TestSweepParameterCombinations`	software	healthy	`tests/test_sweep_simulation.py:715`
`TestMemoryManagement`	software	healthy	`tests/test_sweep_simulation.py:756`
`DantinoXError`	software	healthy	`dantinox/exceptions.py:17`
`ConfigError`	software	healthy	`dantinox/exceptions.py:21`
`CheckpointError`	software	healthy	`dantinox/exceptions.py:25`
`BenchmarkError`	software	healthy	`dantinox/exceptions.py:29`
`PlotError`	software	healthy	`dantinox/exceptions.py:33`
`Plotter`	software	healthy	`dantinox/plotting.py:27`
`BenchmarkRunner`	software	healthy	`dantinox/bench.py:25`
`Generator`	software	healthy	`dantinox/generator.py:194`
`Trainer`	software	healthy	`dantinox/trainer.py:201`
`BenchmarkSuite`	software	healthy	`dantinox/benchmarking/suite.py:16`
`BenchmarkResult`	software	healthy	`dantinox/benchmarking/base.py:17`
`SuiteReport`	software	healthy	`dantinox/benchmarking/base.py:46`
`BenchmarkConfig`	software	healthy	`dantinox/benchmarking/base.py:101`
`BenchmarkTask`	software	healthy	`dantinox/benchmarking/base.py:148`
`PerplexityTask`	software	healthy	`dantinox/benchmarking/tasks/perplexity.py:14`
`LatencyTask`	software	healthy	`dantinox/benchmarking/tasks/latency.py:12`
`ThroughputTask`	software	healthy	`dantinox/benchmarking/tasks/throughput.py:13`
`RenderConfig`	software	healthy	`dantinox/visualization/base.py:10`
`Chart`	software	healthy	`dantinox/visualization/base.py:45`
`Visualizer`	software	healthy	`dantinox/visualization/visualizer.py:12`
`LatencyChart`	software	healthy	`dantinox/visualization/charts/latency.py:9`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`tests`	software	healthy	`tests`
`benchmarks`	software	healthy	`benchmarks`
`docs`	software	healthy	`docs`
`stylesheets`	software	healthy	`docs/stylesheets`
`architecture`	software	healthy	`docs/architecture`
`api`	software	healthy	`docs/api`
`javascript`	software	healthy	`docs/javascript`
`paradigms`	software	healthy	`docs/paradigms`
`notebooks`	software	healthy	`docs/notebooks`
`inference`	software	healthy	`docs/inference`
`guides`	software	healthy	`docs/guides`
`tutorials`	software	healthy	`docs/tutorials`
`training`	software	healthy	`docs/training`
`scripts`	software	healthy	`scripts`
`utils`	software	healthy	`utils`
`dantinox`	software	healthy	`dantinox`
`benchmarking`	software	healthy	`dantinox/benchmarking`
`tasks`	software	healthy	`dantinox/benchmarking/tasks`
`plots`	software	healthy	`dantinox/plots`
`visualization`	software	healthy	`dantinox/visualization`
`charts`	software	healthy	`dantinox/visualization/charts`
`utils`	software	healthy	`dantinox/utils`
`paradigms`	software	healthy	`dantinox/paradigms`
`diffusion`	software	healthy	`dantinox/paradigms/diffusion`
`profiling`	software	healthy	`dantinox/profiling`
`core`	software	healthy	`dantinox/core`
`training`	software	healthy	`dantinox/training`
`examples`	software	healthy	`examples`
`core`	software	healthy	`core`
`.github`	software	healthy	`.github`
`workflows`	software	healthy	`.github/workflows`
`configs`	software	healthy	`configs`

Label	Layer	Status	Path
`quality`	cicd	healthy	`.github/workflows/ci.yml`
`test`	cicd	healthy	`.github/workflows/ci.yml`
`build`	cicd	healthy	`.github/workflows/docs.yml`
`deploy`	cicd	healthy	`.github/workflows/docs.yml`
`test`	cicd	healthy	`.github/workflows/tests.yml`
`build`	cicd	healthy	`.github/workflows/release.yml`
`publish`	cicd	healthy	`.github/workflows/release.yml`

Label	Layer	Status	Path
`gha::ci`	cicd	healthy	`.github/workflows/ci.yml`
`gha::docs`	cicd	healthy	`.github/workflows/docs.yml`
`gha::tests`	cicd	healthy	`.github/workflows/tests.yml`
`gha::release`	cicd	healthy	`.github/workflows/release.yml`

Label	Layer	Status	Path
`repobility-clone-06bccz9f`	software	healthy	`/tmp/repobility-clone-06bccz9f`

Label	Layer	Status	Path
`127.0.0.1`	network	healthy	`README.md`

Label	Layer	Status	Path
`gpu (detected)`	hardware	healthy	`mkdocs.yml`

Label	Layer	Status	Path
`auth::.github/workflows/release.yml`	security	healthy	`.github/workflows/release.yml`

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winstonsmith1897/DantinoX

Complete repo analysis

function 50+

file 50+

class 50+

directory 32

job 7

pipeline 4

repo 1

service 1

gpu 1

auth 1