Apr Cookbook
Examples of .apr format models
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apr-cookbook
The umbrella cookbook for the PAIML sovereign AI stack β model bundling, data loading, deployment-as-recipe, and visualization, all in pure Rust.
v6.1.0 (2026-05-05) closes the expand-cookbooks sprint: 44 new recipes covering Claude Code parity (apr code), GPU/CPU oracle bisection, MCP M5 transports, Anthropic Messages API drop-in, end-to-end publish, and 6 sister crates (aprender-{mcp,tsp,shell,monte-carlo,cgp,contracts-macros}). 420 recipes across 34 categories.
v6.0.0 (2026-05-05) consolidated sovereign-ai-cookbook, alimentar examples, and presentar examples into this repository per centralize-cookbooks. Source repositories archived 2026-05-05 (PMAT-070): sovereign-ai-cookbook, alimentar, presentar. The alimentar and presentar Rust crates remain published on crates.io as aprender-data and presentar respectively.
What | Install | Quick Start | Examples | APR v2 | Stack | Docs
What is apr-cookbook?
341 executable examples across 25 categories covering the full ML model lifecycle in pure Rust: creation, bundling, format conversion, training, optimization, inference, serving, monitoring, and deployment -- all built on the APR v2 model format with LZ4/ZSTD compression, Int4/Int8 quantization, and Ed25519 signatures.
Every example compiles, runs, and includes unit tests. Device fallback is automatic: GPU -> SIMD -> Scalar.
Table of Contents
- Installation
- Quick Start
- Examples
- APR v2 Format
- Quality
- Sovereign AI Stack
- Live Demos
- Documentation
- License
Installation
git clone https://github.com/paiml/apr-cookbook.git
cd apr-cookbook
cargo build --examples
cargo test --all-features
Requires Rust 1.89+ (rustup update stable).
Quick Start
# Create a model from scratch
cargo run --example create_apr_from_scratch
# Bundle for deployment
cargo run --example bundle_static_model
# Run the full optimization pipeline
cargo run --example optimize_full_pipeline
# List all 341 examples
cargo run --example 2>&1 | head -50
Examples
| Category | Count | Description |
|---|---|---|
| Analysis | 64 | Inspect, validate, diff, bench, profile, QA gates, oracle, trace, lint, fingerprint |
| CLI | 36 | apr-info, bench, convert, compile, serve, diff, tui, decrypt, diagnose, ptx-map |
| Optimize | 27 | LoRA, QLoRA, pruning, distillation, merge (SLERP/TIES/DARE), quantize |
| Advanced | 23 | RAG, CI/CD pipeline, A/B experiment, compliance audit, edge anomaly, style transfer |
| Training | 23 | Autograd, custom ops, gradient clipping, mixed-precision, curriculum, federated |
| Format | 20 | Rosetta convert/chain/verify, batch export, HF import, migration pipeline |
| Lint | 18 | AWQ, GBNF, naming rules, DRY sampling, OOM, tool-use, validate-manifest |
| Inference | 16 | Speculative decode, KV-cache, streaming tokens, mmap lazy load, ensemble, tool use |
| GPU | 14 | FlashAttention, CUDA, Vulkan/Intel Arc, tensor cores, multi-GPU, PTX analysis |
| Monitoring | 12 | Explainability, audit trail, cost tracking, drift detection, RAPL energy, memory profiler |
| Serving | 12 | HTTP server, A/B testing, canary deploy, rate limiting, selection router |
| Bundling | 9 | Static binary, quantized, encrypted, signed, Lambda package |
| Registry | 8 | Versioning, lineage, comparison, rollback |
| Acceleration | 7 | Autotuner, kernel fusion, mmap, quantized matmul, LZ4/ZSTD bench, cache tiling |
| Creation | 7 | Linear regression, decision trees, clustering, neural networks, n-gram LM |
| SIMD | 6 | trueno ops, AVX-VNNI Int8, matrix operations, vectorized inference |
| WASM | 6 | Browser inference, Web Workers, WebGPU, progressive loading, streaming compilation |
| API | 5 | REST inference, streaming, batch, auth middleware, health check |
| Chat | 5 | ChatML, LLaMA 2, Mistral, multi-format, injection defense |
| Conversion | 5 | SafeTensors, GGUF, ONNX, Phi |
| Distillation | 5 | Knowledge transfer, attention transfer, layer matching, self-distillation |
| Distributed | 5 | Multi-node inference, sharding, ring-allreduce, pipeline parallel, gossip |
| Serverless | 5 | Lambda, cold start optimization, edge functions, containers, warmup |
| Speech | 5 | Whisper transcription, streaming ASR, VAD, diarization, multilingual |
| MCP | 3 | Stdio server, HTTP server, tool schema advertisement |
Total: 341 recipes. Run any example: cargo run --example <name>
Demo-run baseline (2026-04-23): 330 / 341 pass under 10s; the remaining 11 are compute-heavy benchmarks (see docs/specifications/components/quality-gates.md#demo-run-baseline) that require a longer timeout. 0 failures.
Full recipe table
Full recipe table (click to expand)
| # | Example | Category | Devices | Build |
|---|---|---|---|---|
| 1 | acceleration_arithmetic_intensity | acceleration | β | |
| 2 | acceleration_autotuner | acceleration | β | |
| 3 | acceleration_cache_tiling | acceleration | β | |
| 4 | acceleration_compression_benchmark | acceleration | β | |
| 5 | acceleration_kernel_dispatch_planner | acceleration | β | |
| 6 | acceleration_kernel_fusion | acceleration | β | |
| 7 | acceleration_mmap_inference | acceleration | β | |
| 8 | acceleration_mmap_per_tensor_diff_bench | acceleration | β | |
| 9 | acceleration_moe_rayon_dispatch_bench | acceleration | β | |
| 10 | acceleration_quantized_matmul | acceleration | β | |
| 11 | acceleration_thread_pool_sizer | acceleration | β | |
| 12 | simd_matrix_operations | acceleration | β | |
| 13 | ab_experiment | advanced | β | |
| 14 | adv_admission_quota_per_tenant | advanced | β | |
| 15 | adv_canary_promotion_gate | advanced | β | |
| 16 | adv_capability_manifest_validator | advanced | β | |
| 17 | adv_chain_of_thought | advanced | β | |
| 18 | adv_chunked_prefill | advanced | β | |
| 19 | adv_chunked_response_buffer | advanced | β | |
| 20 | adv_circuit_breaker | advanced | β | |
| 21 | adv_continuous_batching | advanced | β | |
| 22 | adv_correlation_id_propagator | advanced | β | |
| 23 | adv_idempotency_key | advanced | β | |
| 24 | adv_iiur_compliance_scorer | advanced | β | |
| 25 | adv_kv_cache_eviction | advanced | β | |
| 26 | adv_kv_quantization | advanced | β | |
| 27 | adv_long_context_retrieval_split | advanced | β | |
| 28 | adv_multimodal_router | advanced | β | |
| 29 | adv_payload_size_limit | advanced | β | |
| 30 | adv_pipeline_dag | advanced | β | |
| 31 | adv_priority_queue_eviction | advanced | β | |
| 32 | adv_provenance_chain | advanced | β | |
| 33 | adv_quantize_pipeline | advanced | β | |
| 34 | adv_quota_token_bucket | advanced | β | |
| 35 | adv_recipe_dependency_dag | advanced | β | |
| 36 | adv_replica_failover | advanced | β | |
| 37 | adv_request_coalescing | advanced | β | |
| 38 | adv_request_dedup_cache | advanced | β | |
| 39 | adv_request_id_format | advanced | β | |
| 40 | adv_request_priority_aging | advanced | β | |
| 41 | adv_request_priority_router | advanced | β | |
| 42 | adv_response_compression_picker | advanced | β | |
| 43 | adv_response_diff_validator | advanced | β | |
| 44 | adv_response_redactor | advanced | β | |
| 45 | adv_response_schema_match | advanced | β | |
| 46 | adv_retry_backoff | advanced | β | |
| 47 | adv_safety_classifier_threshold | advanced | β | |
| 48 | adv_session_affinity_router | advanced | β | |
| 49 | adv_speculative_decode_window | advanced | β | |
| 50 | adv_speculative_tree_attention | advanced | β | |
| 51 | adv_token_budget | advanced | β | |
| 52 | adv_tool_call_validator | advanced | β | |
| 53 | adv_warmup_classifier | advanced | β | |
| 54 | cicd_model_pipeline | advanced | β | |
| 55 | clip_search | advanced | β | |
| 56 | code_defect_oracle | advanced | β | |
| 57 | compliance_audit | advanced | β | |
| 58 | debug_fix_loop | advanced | β | |
| 59 | edge_anomaly_detection | advanced | β | |
| 60 | embedding_visualization | advanced | β | |
| 61 | handwriting_recognition | advanced | β | |
| 62 | hierarchical_cache_benchmark | advanced | β | |
| 63 | image_classification | advanced | β | |
| 64 | model_inspection_scoring | advanced | β | |
| 65 | model_showcase | advanced | β | |
| 66 | online_training_defect | advanced | β | |
| 67 | quantization_quality_tradeoff | advanced | β | |
| 68 | rag_pipeline | advanced | β | |
| 69 | showcase_gallery | advanced | β | |
| 70 | showcase_markdown | advanced | β | |
| 71 | spanish_tutor | advanced | β | |
| 72 | streaming_sentiment | advanced | β | |
| 73 | style_transfer | advanced | β | |
| 74 | voice_recognition | advanced | β | |
| 75 | wasm_summarizer | advanced | β | |
| 76 | analysis_bench | analysis | β | |
| 77 | analysis_canary | analysis | β | |
| 78 | analysis_check | analysis | β | |
| 79 | analysis_compare_hf | analysis | β | |
| 80 | analysis_compare_hf_threshold | analysis | β | |
| 81 | analysis_contract_algorithm_binding_pattern | analysis | β | |
| 82 | analysis_cpu_vs_gpu_parity_gate | analysis | β | |
| 83 | analysis_debug | analysis | β | |
| 84 | analysis_diff | analysis | β | |
| 85 | analysis_eval | analysis | β | |
| 86 | analysis_explain | analysis | β | |
| 87 | analysis_flow | analysis | β | |
| 88 | analysis_hex | analysis | β | |
| 89 | analysis_inspect | analysis | β | |
| 90 | analysis_json_schema_draft7_meta_validation | analysis | β | |
| 91 | analysis_latency_breakdown | analysis | β | |
| 92 | analysis_lint | analysis | β | |
| 93 | analysis_memory_leak_detector | analysis | β | |
| 94 | analysis_model_fingerprint | analysis | β | |
| 95 | analysis_oracle | analysis | β | |
| 96 | analysis_p99_throughput_gate | analysis | β | |
| 97 | analysis_parity | analysis | β | |
| 98 | analysis_probar | analysis | β | |
| 99 | analysis_profile | analysis | β | |
| 100 | analysis_pv_check_parity_authoring | analysis | β | |
| 101 | analysis_qa_capability | analysis | β | |
| 102 | analysis_qa_gates | analysis | β | |
| 103 | analysis_qa_report | analysis | β | |
| 104 | analysis_qualify | analysis | β | |
| 105 | analysis_slice | analysis | β | |
| 106 | analysis_tensors | analysis | β | |
| 107 | analysis_tensors_stats | analysis | β | |
| 108 | analysis_trace | analysis | β | |
| 109 | analysis_tree | analysis | β | |
| 110 | analysis_validate | analysis | β | |
| 111 | bench_batch_sweep | analysis | β | |
| 112 | bench_quantization_compare | analysis | β | |
| 113 | canary_regression | analysis | β | |
| 114 | canary_rolling_window | analysis | β | |
| 115 | check_batch | analysis | β | |
| 116 | check_json_report | analysis | β | |
| 117 | debug_activation_dist | analysis | β | |
| 118 | debug_nan_trace | analysis | β | |
| 119 | eval_benchmark_suite | analysis | β | |
| 120 | eval_pass_at_k | analysis | β | |
| 121 | experiment_ab_test | analysis | β | |
| 122 | experiment_multi_seed | analysis | β | |
| 123 | explain_error_codes | analysis | β | |
| 124 | explain_shape_mismatch | analysis | β | |
| 125 | flow_arch_diff | analysis | β | |
| 126 | flow_depth_sweep | analysis | β | |
| 127 | hex_diff | analysis | β | |
| 128 | hex_pattern_search | analysis | β | |
| 129 | inspect_layer_params | analysis | β | |
| 130 | inspect_quantization_stats | analysis | β | |
| 131 | lint_naming_rules | analysis | β | |
| 132 | lint_suppression | analysis | β | |
| 133 | oracle_classifier | analysis | β | |
| 134 | oracle_ensemble_vote | analysis | β | |
| 135 | parity_format | analysis | β | |
| 136 | parity_quantization | analysis | β | |
| 137 | probar_regression_diff | analysis | β | |
| 138 | probar_suite_runner | analysis | β | |
| 139 | profile_memory_layers | analysis | β | |
| 140 | profile_roofline | analysis | β | |
| 141 | qualify_remediation | analysis | β | |
| 142 | qualify_scorecard | analysis | β | |
| 143 | trace_per_op_latency | analysis | β | |
| 144 | trace_run_diff | analysis | β | |
| 145 | tree_arch_diff | analysis | β | |
| 146 | tree_param_rollup | analysis | β | |
| 147 | api_admission_control_queue | api | β | |
| 148 | api_auth_middleware | api | β | |
| 149 | api_batch_inference | api | β | |
| 150 | api_call_model_inference | api | β | |
| 151 | api_circuit_breaker_state | api | β | |
| 152 | api_idempotency_key_dedup | api | β | |
| 153 | api_model_health_check | api | β | |
| 154 | api_oauth_token_refresh_window | api | β | |
| 155 | api_request_id_correlation | api | β | |
| 156 | api_request_timeout_classifier | api | β | |
| 157 | api_response_cache_ttl | api | β | |
| 158 | api_streaming_chunk_size | api | β | |
| 159 | api_streaming_inference | api | β | |
| 160 | api_token_bucket_rate_limiter | api | β | |
| 161 | bundle_apr_lambda_package | bundling | β | |
| 162 | bundle_apr_quantized_q4 | bundling | β | |
| 163 | bundle_apr_signed | bundling | β | |
| 164 | bundle_apr_static_binary | bundling | β | |
| 165 | bundle_cache_key_deriver | bundling | β | |
| 166 | bundle_compression_picker | bundling | β | |
| 167 | bundle_compression_ratio_calc | bundling | β | |
| 168 | bundle_encrypted_model | bundling | β | |
| 169 | bundle_integrity_checksum | bundling | β | |
| 170 | bundle_manifest_header_validator | bundling | β | |
| 171 | bundle_metadata_versioning | bundling | β | |
| 172 | bundle_mmap_offset_calculator | bundling | β | |
| 173 | bundle_partial_load | bundling | β | |
| 174 | bundle_pre_load_warmup | bundling | β | |
| 175 | bundle_quantized_model | bundling | β | |
| 176 | bundle_signing_attestation | bundling | β | |
| 177 | bundle_signing_chain_builder | bundling | β | |
| 178 | bundle_static_model | bundling | β | |
| 179 | bundle_streaming_q4k_large_model | bundling | β | |
| 180 | bundle_streaming_unpack | bundling | β | |
| 181 | bundle_table_of_contents | bundling | β | |
| 182 | bundle_tensor_dedup | bundling | β | |
| 183 | bundle_zero_copy_handoff | bundling | β | |
| 184 | encrypt_kdf_sweep | bundling | β | |
| 185 | encrypt_signed | bundling | β | |
| 186 | cgp_baseline_diff_classifier | cgp | β | |
| 187 | cgp_kernel_metric_aggregator | cgp | β | |
| 188 | cgp_proof_status_dispatcher | cgp | β | |
| 189 | cgp_regression_detector_baseline_vs_current | cgp | β | |
| 190 | cgp_roofline_classify_kernel | cgp | β | |
| 191 | cgp_roofline_ridge_point_per_precision | cgp | β | |
| 192 | chat_chatml | chat | β | |
| 193 | chat_injection_defense | chat | β | |
| 194 | chat_llama2 | chat | β | |
| 195 | chat_mistral | chat | β | |
| 196 | chat_multi_format | chat | β | |
| 197 | chat_role_state_machine | chat | β | |
| 198 | chat_template_renderer | chat | β | |
| 199 | chat_token_budget_truncation | chat | β | |
| 200 | apr_bench | cli | β | |
| 201 | apr_info | cli | β | |
| 202 | cli_apr_bench | cli | β | |
| 203 | cli_apr_compile | cli | β | |
| 204 | cli_apr_convert | cli | β | |
| 205 | cli_apr_decrypt | cli | β | |
| 206 | cli_apr_diagnose | cli | β | |
| 207 | cli_apr_diff | cli | β | |
| 208 | cli_apr_info | cli | β | |
| 209 | cli_apr_list | cli | β | |
| 210 | cli_apr_ptx_map | cli | β | |
| 211 | cli_apr_rm | cli | β | |
| 212 | cli_apr_runs | cli | β | |
| 213 | cli_apr_serve | cli | β | |
| 214 | cli_apr_tokenize | cli | β | |
| 215 | cli_apr_tui | cli | β | |
| 216 | cli_bench_batch_sweep_planner | cli | β | |
| 217 | cli_bench_cv_stability_gate | cli | β | |
| 218 | cli_bench_h12_throughput_gate | cli | β | |
| 219 | cli_bench_percentiles_csv_parser | cli | β | |
| 220 | cli_bench_unit_normalizer | cli | β | |
| 221 | cli_bench_warmup_iterations_envelope | cli | β | |
| 222 | cli_canary_check_verdict | cli | β | |
| 223 | cli_canary_create_envelope | cli | β | |
| 224 | cli_canary_directory_layout | cli | β | |
| 225 | cli_cbtop_ci_threshold_gate | cli | β | |
| 226 | cli_cbtop_headless_json_schema | cli | β | |
| 227 | cli_cbtop_speculative_decoding_envelope | cli | β | |
| 228 | cli_check_json_output_schema | cli | β | |
| 229 | cli_check_pipeline_integrity_smoke | cli | β | |
| 230 | cli_check_skip_contract_diagnostic | cli | β | |
| 231 | cli_compare_hf_offline_safety | cli | β | |
| 232 | cli_compare_hf_tensor_filter | cli | β | |
| 233 | cli_compare_hf_threshold_gate | cli | β | |
| 234 | cli_compile_optimization_flags | cli | β | |
| 235 | cli_compile_output_path_resolver | cli | β | |
| 236 | cli_compile_target_triple_validator | cli | β | |
| 237 | cli_data_balance_strategy_picker | cli | β | |
| 238 | cli_data_decontaminate_ngram_overlap | cli | β | |
| 239 | cli_data_split_stratified_ratios | cli | β | |
| 240 | cli_debug_breakpoint_planner | cli | β | |
| 241 | cli_debug_drama_classifier | cli | β | |
| 242 | cli_debug_layer_glob_matcher | cli | β | |
| 243 | cli_debug_limit_truncator | cli | β | |
| 244 | cli_debug_string_extractor | cli | β | |
| 245 | cli_debug_tensor_diff_tolerance | cli | β | |
| 246 | cli_decrypt_aead_tag_verification | cli | β | |
| 247 | cli_decrypt_invocation_envelope | cli | β | |
| 248 | cli_decrypt_key_format_validation | cli | β | |
| 249 | cli_decrypt_key_rotation_grace | cli | β | |
| 250 | cli_decrypt_output_collision_detector | cli | β | |
| 251 | cli_decrypt_verify_ordering | cli | β | |
| 252 | cli_diagnose_five_whys_chain | cli | β | |
| 253 | cli_diagnose_grad_nan_scanner | cli | β | |
| 254 | cli_diagnose_jsonl_corpus_validator | cli | β | |
| 255 | cli_diagnose_model_size_inference | cli | β | |
| 256 | cli_diagnose_param_count_sanity | cli | β | |
| 257 | cli_diagnose_weight_histogram_classifier | cli | β | |
| 258 | cli_diff_magnitude_classifier | cli | β | |
| 259 | cli_diff_shape_compatibility | cli | β | |
| 260 | cli_diff_structural_renderer | cli | β | |
| 261 | cli_diff_values_aprt_stage | cli | β | |
| 262 | cli_distill_ensemble_weighter | cli | β | |
| 263 | cli_distill_layer_pairer | cli | β | |
| 264 | cli_distill_loss_combiner | cli | β | |
| 265 | cli_distill_stage_dispatcher | cli | β | |
| 266 | cli_distill_strategy_dispatcher | cli | β | |
| 267 | cli_distill_temperature_alpha_band | cli | β | |
| 268 | cli_encrypt_aad_envelope | cli | β | |
| 269 | cli_encrypt_force_overwrite_policy | cli | β | |
| 270 | cli_encrypt_kdf_iterations_validator | cli | β | |
| 271 | cli_encrypt_keystream_envelope | cli | β | |
| 272 | cli_encrypt_nonce_uniqueness_checker | cli | β | |
| 273 | cli_encrypt_passphrase_strength | cli | β | |
| 274 | cli_eval_bleu_score_classifier | cli | β | |
| 275 | cli_eval_dataset_dispatcher | cli | β | |
| 276 | cli_eval_metric_dispatcher | cli | β | |
| 277 | cli_eval_pass_at_k_temperature_pairing | cli | β | |
| 278 | cli_eval_perplexity_threshold_gate | cli | β | |
| 279 | cli_eval_top_k_accuracy_gate | cli | β | |
| 280 | cli_experiment_hypothesis_envelope | cli | β | |
| 281 | cli_experiment_metric_compare_gate | cli | β | |
| 282 | cli_experiment_param_diff_renderer | cli | β | |
| 283 | cli_experiment_run_id_collision | cli | β | |
| 284 | cli_experiment_view_loss_curve_render | cli | β | |
| 285 | cli_experiment_view_run_filter | cli | β | |
| 286 | cli_explain_ablation_envelope | cli | β | |
| 287 | cli_explain_error_code_lookup | cli | β | |
| 288 | cli_explain_ig_steps_validator | cli | β | |
| 289 | cli_explain_kernel_dispatch_pipeline | cli | β | |
| 290 | cli_explain_proof_status_aggregator | cli | β | |
| 291 | cli_explain_saliency_rank_classifier | cli | β | |
| 292 | cli_export_batch_csv_planner | cli | β | |
| 293 | cli_export_format_allowlist | cli | β | |
| 294 | cli_export_opset_compat_matrix | cli | β | |
| 295 | cli_export_output_naming_pattern | cli | β | |
| 296 | cli_export_plan_mode_envelope | cli | β | |
| 297 | cli_export_target_dtype_validator | cli | β | |
| 298 | cli_finetune_checkpoint_format_csv | cli | β | |
| 299 | cli_finetune_grad_accum_budget | cli | β | |
| 300 | cli_finetune_lora_rank_picker | cli | β | |
| 301 | cli_finetune_lr_scheduler_picker | cli | β | |
| 302 | cli_finetune_merge_mode_envelope | cli | β | |
| 303 | cli_finetune_method_picker | cli | β | |
| 304 | cli_flow_component_filter | cli | β | |
| 305 | cli_flow_dot_renderer | cli | β | |
| 306 | cli_flow_layer_aggregation | cli | β | |
| 307 | cli_gpu_device_capability_filter | cli | β | |
| 308 | cli_gpu_fp8_capability_checker | cli | β | |
| 309 | cli_gpu_nccl_strategy_picker | cli | β | |
| 310 | cli_gpu_oom_recovery_advisor | cli | β | |
| 311 | cli_gpu_peer_access_topology | cli | β | |
| 312 | cli_gpu_vram_reservation_planner | cli | β | |
| 313 | cli_hex_offset_parser | cli | β | |
| 314 | cli_hex_slice_range_parser | cli | β | |
| 315 | cli_hex_view_mode_dispatcher | cli | β | |
| 316 | cli_import_dtype_coercion_validator | cli | β | |
| 317 | cli_import_format_auto_detector | cli | β | |
| 318 | cli_import_no_config_inference_risk | cli | β | |
| 319 | cli_import_provenance_chain_enforcement | cli | β | |
| 320 | cli_import_sharding_plan_validator | cli | β | |
| 321 | cli_import_strict_mode_envelope | cli | β | |
| 322 | cli_inspect_view_mode_dispatcher | cli | β | |
| 323 | cli_inspect_vocab_token_query | cli | β | |
| 324 | cli_inspect_weight_stats_aggregator | cli | β | |
| 325 | cli_mcp_batch_request_envelope | cli | β | |
| 326 | cli_mcp_error_response_codes | cli | β | |
| 327 | cli_mcp_jsonrpc_request_validator | cli | β | |
| 328 | cli_mcp_resource_uri_scheme | cli | β | |
| 329 | cli_mcp_tool_manifest_envelope | cli | β | |
| 330 | cli_mcp_transport_dispatcher | cli | β | |
| 331 | cli_merge_dare_drop_rate_band | cli | β | |
| 332 | cli_merge_signed_conflict_resolver | cli | β | |
| 333 | cli_merge_slerp_t_clamp | cli | β | |
| 334 | cli_merge_strategy_dispatcher | cli | β | |
| 335 | cli_merge_ties_density_gate | cli | β | |
| 336 | cli_merge_weights_csv_parser | cli | β | |
| 337 | cli_monitor_drift_threshold_gate | cli | β | |
| 338 | cli_monitor_format_dispatcher | cli | β | |
| 339 | cli_monitor_log_rotation_budget | cli | β | |
| 340 | cli_monitor_metrics_envelope | cli | β | |
| 341 | cli_monitor_quantile_picker | cli | β | |
| 342 | cli_monitor_refresh_throttle | cli | β | |
| 343 | cli_ollama_chat_lint_eval_count_consistency | cli | β | |
| 344 | cli_ollama_chat_lint_message_content_validation | cli | β | |
| 345 | cli_ollama_chat_lint_role_state_machine | cli | β | |
| 346 | cli_ollama_embed_dim_validator | cli | β | |
| 347 | cli_ollama_model_name_parser | cli | β | |
| 348 | cli_ollama_token_rate_gate | cli | β | |
| 349 | cli_oracle_compliance_gate | cli | β | |
| 350 | cli_oracle_family_introspection | cli | β | |
| 351 | cli_oracle_size_constraint_filter | cli | β | |
| 352 | cli_parity_assert_mode_exit_codes | cli | β | |
| 353 | cli_parity_default_prompt_envelope | cli | β | |
| 354 | cli_parity_token_divergence_classifier | cli | β | |
| 355 | cli_pipeline_concurrency_limiter | cli | β | |
| 356 | cli_pipeline_dag_topological_sort | cli | β | |
| 357 | cli_pipeline_retry_policy_envelope | cli | β | |
| 358 | cli_pipeline_stage_skip_predicate | cli | β | |
| 359 | cli_pipeline_status_state_machine | cli | β | |
| 360 | cli_pipeline_validate_manifest_schema | cli | β | |
| 361 | cli_pretrain_curriculum_validator | cli | β | |
| 362 | cli_pretrain_divergence_guard | cli | β | |
| 363 | cli_pretrain_epoch_budget_calc | cli | β | |
| 364 | cli_pretrain_grad_clip_threshold | cli | β | |
| 365 | cli_pretrain_mode_dispatcher | cli | β | |
| 366 | cli_pretrain_run_dir_layout | cli | β | |
| 367 | cli_probar_export_envelope | cli | β | |
| 368 | cli_probar_golden_diff | cli | β | |
| 369 | cli_probar_layer_pattern_filter | cli | β | |
| 370 | cli_profile_flame_depth_limit | cli | β | |
| 371 | cli_profile_format_dispatcher | cli | β | |
| 372 | cli_profile_hot_function_classifier | cli | β | |
| 373 | cli_profile_naive_detection_threshold | cli | β | |
| 374 | cli_profile_perf_grade_thresholds | cli | β | |
| 375 | cli_profile_sampling_rate_budget | cli | β | |
| 376 | cli_prune_lottery_ticket_warmup | cli | β | |
| 377 | cli_prune_method_validator | cli | β | |
| 378 | cli_prune_remove_layers_parser | cli | β | |
| 379 | cli_prune_sparsity_ramp_validator | cli | β | |
| 380 | cli_prune_target_ratio_band | cli | β | |
| 381 | cli_prune_wanda_activation_scorer | cli | β | |
| 382 | cli_ptx_kernel_name_parser | cli | β | |
| 383 | cli_ptx_map_kernel_filter | cli | β | |
| 384 | cli_ptx_map_prefill_vs_decode | cli | β | |
| 385 | cli_ptx_map_reverse_lookup | cli | β | |
| 386 | cli_ptx_register_pressure_threshold | cli | β | |
| 387 | cli_ptx_strict_mode_whitelist | cli | β | |
| 388 | cli_publish_dry_run_diff | cli | β | |
| 389 | cli_publish_manifest_full | cli | β | |
| 390 | cli_publish_parent_chain_termination | cli | β | |
| 391 | cli_publish_pipeline_tag_allowlist | cli | β | |
| 392 | cli_publish_repo_id_validator | cli | β | |
| 393 | cli_pull_alias_resolver | cli | β | |
| 394 | cli_pull_dataset_glob_filter | cli | β | |
| 395 | cli_pull_revision_pin_resolver | cli | β | |
| 396 | cli_qa_assertion_envelope | cli | β | |
| 397 | cli_qa_parallel_test_budget | cli | β | |
| 398 | cli_qa_regression_delta_classifier | cli | β | |
| 399 | cli_qa_safetensors_parity_required | cli | β | |
| 400 | cli_qa_tier_aggregator | cli | β | |
| 401 | cli_qa_warmup_iteration_budget | cli | β | |
| 402 | cli_qualify_skip_list_filter | cli | β | |
| 403 | cli_qualify_tier_progression | cli | β | |
| 404 | cli_qualify_timeout_budget | cli | β | |
| 405 | cli_quantize_batch_csv_planner | cli | β | |
| 406 | cli_quantize_calibration_budget | cli | β | |
| 407 | cli_quantize_format_compatibility | cli | β | |
| 408 | cli_quantize_mixed_precision_selector | cli | β | |
| 409 | cli_quantize_scale_zero_point_validator | cli | β | |
| 410 | cli_quantize_scheme_size_predictor | cli | β | |
| 411 | cli_registry_aliases_collision_detection | cli | β | |
| 412 | cli_registry_aliases_json_envelope | cli | β | |
| 413 | cli_registry_aliases_yaml_loader | cli | β | |
| 414 | cli_registry_lineage_cycle_detector | cli | β | |
| 415 | cli_registry_semver_tag_matcher | cli | β | |
| 416 | cli_registry_uri_parser | cli | β | |
| 417 | cli_rosetta_chain_planner | cli | β | |
| 418 | cli_rosetta_compare_inference_envelope | cli | β | |
| 419 | cli_rosetta_compare_inference_logit_diff | cli | β | |
| 420 | cli_rosetta_compare_inference_temperature_modes | cli | β | |
| 421 | cli_rosetta_convert_extension_inference | cli | β | |
| 422 | cli_rosetta_convert_external_tokenizer | cli | β | |
| 423 | cli_rosetta_convert_quantize_envelope | cli | β | |
| 424 | cli_rosetta_diff_tensors_layout_check | cli | β | |
| 425 | cli_rosetta_diff_tensors_pad_token_signal | cli | β | |
| 426 | cli_rosetta_diff_tensors_value_sampler | cli | β | |
| 427 | cli_rosetta_fingerprint_diff_mode | cli | β | |
| 428 | cli_rosetta_fingerprint_filter_pattern | cli | β | |
| 429 | cli_rosetta_fingerprint_json_envelope | cli | β | |
| 430 | cli_rosetta_fingerprint_stats | cli | β | |
| 431 | cli_rosetta_inspect_format_detector | cli | β | |
| 432 | cli_rosetta_inspect_hexdump_window | cli | β | |
| 433 | cli_rosetta_inspect_tensor_table | cli | β | |
| 434 | cli_rosetta_round_trip_verify | cli | β | |
| 435 | cli_rosetta_validate_stats_per_tensor_report | cli | β | |
| 436 | cli_rosetta_validate_stats_reference_or_fingerprints | cli | β | |
| 437 | cli_rosetta_validate_stats_threshold_gate | cli | β | |
| 438 | cli_runs_diff_two_runs | cli | β | |
| 439 | cli_runs_ls_sparkline_renderer | cli | β | |
| 440 | cli_runs_show_metric_summary | cli | β | |
| 441 | cli_serve_kv_cache_budget | cli | β | |
| 442 | cli_serve_max_tokens_cap | cli | β | |
| 443 | cli_serve_plan_capacity_estimator | cli | β | |
| 444 | cli_serve_run_endpoint_router | cli | β | |
| 445 | cli_serve_run_port_validator | cli | β | |
| 446 | cli_serve_streaming_chunk_size | cli | β | |
| 447 | cli_showcase_runs_floor_enforcement | cli | β | |
| 448 | cli_showcase_step_dispatcher | cli | β | |
| 449 | cli_showcase_tier_baseline_matrix | cli | β | |
| 450 | cli_stamp_preserves_tensor_bytes | cli | β | |
| 451 | cli_stamp_provenance_basic | cli | β | |
| 452 | cli_stamp_spdx_validation | cli | β | |
| 453 | cli_tensors_filter_pattern | cli | β | |
| 454 | cli_tensors_limit_truncator | cli | β | |
| 455 | cli_tensors_stats_aggregator | cli | β | |
| 456 | cli_tokenize_corpus_shard_planner | cli | β | |
| 457 | cli_tokenize_hf_import_validation | cli | β | |
| 458 | cli_tokenize_plan_estimator | cli | β | |
| 459 | cli_trace_diff_mode_envelope | cli | β | |
| 460 | cli_trace_save_tensor_layer0 | cli | β | |
| 461 | cli_trace_save_tensor_layer_range | cli | β | |
| 462 | cli_trace_stage_csv_dispatcher | cli | β | |
| 463 | cli_train_checkpoint_planner | cli | β | |
| 464 | cli_train_early_stop_patience | cli | β | |
| 465 | cli_train_halving_round_planner | cli | β | |
| 466 | cli_train_lr_finder_validator | cli | β | |
| 467 | cli_train_sweep_grid_generator | cli | β | |
| 468 | cli_train_watch_restart_policy | cli | β | |
| 469 | cli_tui_color_theme_dispatcher | cli | β | |
| 470 | cli_tui_keybinding_matcher | cli | β | |
| 471 | cli_tui_pager_buffer_planner | cli | β | |
| 472 | cli_tui_panel_layout_calculator | cli | β | |
| 473 | cli_tui_resize_event_throttle | cli | β | |
| 474 | cli_tui_search_filter_predicate | cli | β | |
| 475 | cli_tune_budget_compat_matrix | cli | β | |
| 476 | cli_tune_scheduler_dispatcher | cli | β | |
| 477 | cli_tune_strategy_picker | cli | β | |
| 478 | cli_validate_manifest_falsify_envelope | cli | β | |
| 479 | cli_validate_manifest_offline_safety | cli | β | |
| 480 | cli_validate_manifest_safetensors_dtype | cli | β | |
| 481 | cli_validate_manifest_sha256_format | cli | β | |
| 482 | cli_validate_min_score_gate | cli | β | |
| 483 | cli_validate_quality_score_aggregator | cli | β | |
| 484 | cli_validate_strict_warning_promoter | cli | β | |
| 485 | compile_ptx | cli | β | |
| 486 | compile_size_optimized | cli | β | |
| 487 | decrypt_batch | cli | β | |
| 488 | decrypt_key_rotation | cli | β | |
| 489 | diagnose_hardware | cli | β | |
| 490 | diagnose_multi_model | cli | β | |
| 491 | diff_quantization | cli | β | |
| 492 | diff_topology | cli | β | |
| 493 | list_json_export | cli | β | |
| 494 | list_size_filter | cli | β | |
| 495 | rm_dry_run | cli | β | |
| 496 | rm_retention_policy | cli | β | |
| 497 | runs_diff | cli | β | |
| 498 | runs_filter_sort | cli | β | |
| 499 | tokenize_bpe_trace | cli | β | |
| 500 | tokenize_compare_vocabs | cli | β | |
| 501 | tui_health_dashboard | cli | β | |
| 502 | tui_log_tail | cli | β | |
| 503 | validate_batch | cli | β | |
| 504 | validate_fix_suggestions | cli | β | |
| 505 | code_custom_agent_definition | code | β | |
| 506 | code_diff_hunk_parser | code | β | |
| 507 | code_hook_session_start | code | β | |
| 508 | code_indent_normalizer | code | β | |
| 509 | code_lint_severity_aggregator | code | β | |
| 510 | code_mcp_client_config | code | β | |
| 511 | code_skill_discovery | code | β | |
| 512 | code_slash_command_extension | code | β | |
| 513 | code_subagent_spawn_payload | code | β | |
| 514 | code_worktree_isolation_permission_mode | code | β | |
| 515 | contracts_macros_alias_resolver | contracts-macros | β | |
| 516 | contracts_macros_alphabet_check | contracts-macros | β | |
| 517 | contracts_macros_arxiv_citation_lint | contracts-macros | β | |
| 518 | contracts_macros_attribute_basic | contracts-macros | β | |
| 519 | contracts_macros_attribute_round_trip | contracts-macros | β | |
| 520 | contracts_macros_constant_propagation | contracts-macros | β | |
| 521 | contracts_macros_coverage_band_check | contracts-macros | β | |
| 522 | contracts_macros_dependency_graph | contracts-macros | β | |
| 523 | contracts_macros_deprecation_window_audit | contracts-macros | β | |
| 524 | contracts_macros_dispatch_fallback | contracts-macros | β | |
| 525 | contracts_macros_env_key_convention | contracts-macros | β | |
| 526 | contracts_macros_falsification_witness | contracts-macros | β | |
| 527 | contracts_macros_field_default_inference | contracts-macros | β | |
| 528 | contracts_macros_invariant_atomicity | contracts-macros | β | |
| 529 | contracts_macros_invariant_baseline_diff | contracts-macros | β | |
| 530 | contracts_macros_invariant_chain | contracts-macros | β | |
| 531 | contracts_macros_invariant_compose_chain | contracts-macros | β | |
| 532 | contracts_macros_invariant_drift_alert | contracts-macros | β | |
| 533 | contracts_macros_invariant_drift_window | contracts-macros | β | |
| 534 | contracts_macros_invariant_negated_classify | contracts-macros | β | |
| 535 | contracts_macros_invariant_priority_band | contracts-macros | β | |
| 536 | contracts_macros_invariant_proof_lang | contracts-macros | β | |
| 537 | contracts_macros_invariant_split_check | contracts-macros | β | |
| 538 | contracts_macros_invariant_witness_pair | contracts-macros | β | |
| 539 | contracts_macros_inverse_postcond | contracts-macros | β | |
| 540 | contracts_macros_kani_status | contracts-macros | β | |
| 541 | contracts_macros_lean_axiom_audit | contracts-macros | β | |
| 542 | contracts_macros_lean_compile_status | contracts-macros | β | |
| 543 | contracts_macros_lean_filename | contracts-macros | β | |
| 544 | contracts_macros_lemma_reuse_count | contracts-macros | β | |
| 545 | contracts_macros_metric_threshold | contracts-macros | β | |
| 546 | contracts_macros_module_binding | contracts-macros | β | |
| 547 | contracts_macros_multi_equation_dispatch | contracts-macros | β | |
| 548 | contracts_macros_no_op_degradation | contracts-macros | β | |
| 549 | contracts_macros_obligation_age_audit | contracts-macros | β | |
| 550 | contracts_macros_obligation_arity | contracts-macros | β | |
| 551 | contracts_macros_obligation_assignee_balance | contracts-macros | β | |
| 552 | contracts_macros_obligation_audit_log | contracts-macros | β | |
| 553 | contracts_macros_obligation_blame_chain | contracts-macros | β | |
| 554 | contracts_macros_obligation_breaking_change_audit | contracts-macros | β | |
| 555 | contracts_macros_obligation_chain_audit | contracts-macros | β | |
| 556 | contracts_macros_obligation_checksum | contracts-macros | β | |
| 557 | contracts_macros_obligation_compose | contracts-macros | β | |
| 558 | contracts_macros_obligation_count_audit | contracts-macros | β | |
| 559 | contracts_macros_obligation_coverage_pct | contracts-macros | β | |
| 560 | contracts_macros_obligation_dedupe | contracts-macros | β | |
| 561 | contracts_macros_obligation_diff | contracts-macros | β | |
| 562 | contracts_macros_obligation_export_csv | contracts-macros | β | |
| 563 | contracts_macros_obligation_history_log | contracts-macros | β | |
| 564 | contracts_macros_obligation_join_status | contracts-macros | β | |
| 565 | contracts_macros_obligation_lifecycle_state | contracts-macros | β | |
| 566 | contracts_macros_obligation_lock_file | contracts-macros | β | |
| 567 | contracts_macros_obligation_namespace_collision | contracts-macros | β | |
| 568 | contracts_macros_obligation_owner_filter | contracts-macros | β | |
| 569 | contracts_macros_obligation_parametric | contracts-macros | β | |
| 570 | contracts_macros_obligation_priority_inheritance | contracts-macros | β | |
| 571 | contracts_macros_obligation_renaming | contracts-macros | β | |
| 572 | contracts_macros_obligation_review_age | contracts-macros | β | |
| 573 | contracts_macros_obligation_satisfied_audit | contracts-macros | β | |
| 574 | contracts_macros_obligation_severity | contracts-macros | β | |
| 575 | contracts_macros_obligation_severity_escalate | contracts-macros | β | |
| 576 | contracts_macros_obligation_split_grouping | contracts-macros | β | |
| 577 | contracts_macros_obligation_subset_check | contracts-macros | β | |
| 578 | contracts_macros_obligation_tag_filter | contracts-macros | β | |
| 579 | contracts_macros_obligation_test_traceability | contracts-macros | β | |
| 580 | contracts_macros_obligation_type_consistency | contracts-macros | β | |
| 581 | contracts_macros_phase_chain | contracts-macros | β | |
| 582 | contracts_macros_phase_dag_order | contracts-macros | β | |
| 583 | contracts_macros_phase_dependency_check | contracts-macros | β | |
| 584 | contracts_macros_pre_post_envelope | contracts-macros | β | |
| 585 | contracts_macros_pre_post_partition | contracts-macros | β | |
| 586 | contracts_macros_pre_violation_classify | contracts-macros | β | |
| 587 | contracts_macros_priority_inversion | contracts-macros | β | |
| 588 | contracts_macros_priority_sort | contracts-macros | β | |
| 589 | contracts_macros_proof_age_audit | contracts-macros | β | |
| 590 | contracts_macros_proof_dependency | contracts-macros | β | |
| 591 | contracts_macros_proof_module_index | contracts-macros | β | |
| 592 | contracts_macros_proof_obligation_score | contracts-macros | β | |
| 593 | contracts_macros_proof_status_transition | contracts-macros | β | |
| 594 | contracts_macros_pure_check | contracts-macros | β | |
| 595 | contracts_macros_recipe_archive_safe | contracts-macros | β | |
| 596 | contracts_macros_recipe_attestation_chain | contracts-macros | β | |
| 597 | contracts_macros_recipe_benchmark_envelope | contracts-macros | β | |
| 598 | contracts_macros_recipe_breaking_change_log | contracts-macros | β | |
| 599 | contracts_macros_recipe_categorize_by_keyword | contracts-macros | β | |
| 600 | contracts_macros_recipe_change_log | contracts-macros | β | |
| 601 | contracts_macros_recipe_changelog_entry | contracts-macros | β | |
| 602 | contracts_macros_recipe_changelog_versi | contracts-macros | β | |
| 603 | contracts_macros_recipe_compat_matrix | contracts-macros | β | |
| 604 | contracts_macros_recipe_complete_pct | contracts-macros | β | |
| 605 | contracts_macros_recipe_decomposition | contracts-macros | β | |
| 606 | contracts_macros_recipe_dependency_height | contracts-macros | β | |
| 607 | contracts_macros_recipe_dependent_count | contracts-macros | β | |
| 608 | contracts_macros_recipe_diff_minimum | contracts-macros | β | |
| 609 | contracts_macros_recipe_estimated_complexity | contracts-macros | β | |
| 610 | contracts_macros_recipe_freeze_check | contracts-macros | β | |
| 611 | contracts_macros_recipe_freshness_window | contracts-macros | β | |
| 612 | contracts_macros_recipe_generated_marker | contracts-macros | β | |
| 613 | contracts_macros_recipe_hash_consistency | contracts-macros | β | |
| 614 | contracts_macros_recipe_id_canon | contracts-macros | β | |
| 615 | contracts_macros_recipe_id_format | contracts-macros | β | |
| 616 | contracts_macros_recipe_id_uniqueness | contracts-macros | β | |
| 617 | contracts_macros_recipe_label_consistency | contracts-macros | β | |
| 618 | contracts_macros_recipe_lifecycle | contracts-macros | β | |
| 619 | contracts_macros_recipe_link_health | contracts-macros | β | |
| 620 | contracts_macros_recipe_locale_consistency | contracts-macros | β | |
| 621 | contracts_macros_recipe_meta_audit | contracts-macros | β | |
| 622 | contracts_macros_recipe_metadata_min | contracts-macros | β | |
| 623 | contracts_macros_recipe_namespace_audit | contracts-macros | β | |
| 624 | contracts_macros_recipe_orphan_detector | contracts-macros | β | |
| 625 | contracts_macros_recipe_outdated_dep | contracts-macros | β | |
| 626 | contracts_macros_recipe_owner_assignment | contracts-macros | β | |
| 627 | contracts_macros_recipe_owner_email_valid | contracts-macros | β | |
| 628 | contracts_macros_recipe_owner_handoff | contracts-macros | β | |
| 629 | contracts_macros_recipe_owner_routing | contracts-macros | β | |
| 630 | contracts_macros_recipe_pre_publish_lint | contracts-macros | β | |
| 631 | contracts_macros_recipe_priority_classifier | contracts-macros | β | |
| 632 | contracts_macros_recipe_priority_decay | contracts-macros | β | |
| 633 | contracts_macros_recipe_publish_gate | contracts-macros | β | |
| 634 | contracts_macros_recipe_quarantine_audit | contracts-macros | β | |
| 635 | contracts_macros_recipe_release_blocker | contracts-macros | β | |
| 636 | contracts_macros_recipe_review_round_count | contracts-macros | β | |
| 637 | contracts_macros_recipe_reviewer_assign | contracts-macros | β | |
| 638 | contracts_macros_recipe_revision_bump | contracts-macros | β | |
| 639 | contracts_macros_recipe_risk_score | contracts-macros | β | |
| 640 | contracts_macros_recipe_runtime_budget | contracts-macros | β | |
| 641 | contracts_macros_recipe_severity_aggregate | contracts-macros | β | |
| 642 | contracts_macros_recipe_signature | contracts-macros | β | |
| 643 | contracts_macros_recipe_signature_diff | contracts-macros | β | |
| 644 | contracts_macros_recipe_signoff_required | contracts-macros | β | |
| 645 | contracts_macros_recipe_status_summary | contracts-macros | β | |
| 646 | contracts_macros_recipe_tag_consistency | contracts-macros | β | |
| 647 | contracts_macros_recipe_tag_taxonomy | contracts-macros | β | |
| 648 | contracts_macros_recipe_test_count_audit | contracts-macros | β | |
| 649 | contracts_macros_recipe_test_naming | contracts-macros | β | |
| 650 | contracts_macros_recipe_test_runtime_audit | contracts-macros | β | |
| 651 | contracts_macros_recipe_test_skip_audit | contracts-macros | β | |
| 652 | contracts_macros_recipe_ttl_check | contracts-macros | β | |
| 653 | contracts_macros_runtime_validator_bridge | contracts-macros | β | |
| 654 | contracts_macros_severity_decay_curve | contracts-macros | β | |
| 655 | contracts_macros_severity_propagation | contracts-macros | β | |
| 656 | contracts_macros_severity_score_normalize | contracts-macros | β | |
| 657 | contracts_macros_signature_hash | contracts-macros | β | |
| 658 | contracts_macros_spec_drift_audit | contracts-macros | β | |
| 659 | contracts_macros_spec_hash_pin | contracts-macros | β | |
| 660 | contracts_macros_spec_release_notes | contracts-macros | β | |
| 661 | contracts_macros_status_provenance | contracts-macros | β | |
| 662 | contracts_macros_tolerance_propagation | contracts-macros | β | |
| 663 | contracts_macros_violation_history | contracts-macros | β | |
| 664 | contracts_macros_witness_aging_decay | contracts-macros | β | |
| 665 | contracts_macros_witness_count_min | contracts-macros | β | |
| 666 | contracts_macros_witness_dag_check | contracts-macros | β | |
| 667 | contracts_macros_witness_origin_trace | contracts-macros | β | |
| 668 | contracts_macros_witness_replay_audit | contracts-macros | β | |
| 669 | contracts_macros_yaml_alias_dup_check | contracts-macros | β | |
| 670 | contracts_macros_yaml_alias_resolution_depth | contracts-macros | β | |
| 671 | contracts_macros_yaml_alias_resolve_chain | contracts-macros | β | |
| 672 | contracts_macros_yaml_anchor_alphabetize | contracts-macros | β | |
| 673 | contracts_macros_yaml_anchor_chain_depth | contracts-macros | β | |
| 674 | contracts_macros_yaml_anchor_cycle | contracts-macros | β | |
| 675 | contracts_macros_yaml_anchor_namespace | contracts-macros | β | |
| 676 | contracts_macros_yaml_anchor_naming | contracts-macros | β | |
| 677 | contracts_macros_yaml_anchor_resolver | contracts-macros | β | |
| 678 | contracts_macros_yaml_anchor_unused | contracts-macros | β | |
| 679 | contracts_macros_yaml_block_indent_audit | contracts-macros | β | |
| 680 | contracts_macros_yaml_block_scalar_audit | contracts-macros | β | |
| 681 | contracts_macros_yaml_block_scalar_norm | contracts-macros | β | |
| 682 | contracts_macros_yaml_canonical_form | contracts-macros | β | |
| 683 | contracts_macros_yaml_collection_size_max | contracts-macros | β | |
| 684 | contracts_macros_yaml_comment_density | contracts-macros | β | |
| 685 | contracts_macros_yaml_default_field_audit | contracts-macros | β | |
| 686 | contracts_macros_yaml_default_value_audit | contracts-macros | β | |
| 687 | contracts_macros_yaml_doc_separator_check | contracts-macros | β | |
| 688 | contracts_macros_yaml_doc_seq_audit | contracts-macros | β | |
| 689 | contracts_macros_yaml_dotted_path_lookup | contracts-macros | β | |
| 690 | contracts_macros_yaml_emit_format_check | contracts-macros | β | |
| 691 | contracts_macros_yaml_envelope_quote | contracts-macros | β | |
| 692 | contracts_macros_yaml_envelope_size_audit | contracts-macros | β | |
| 693 | contracts_macros_yaml_explicit_tag_audit | contracts-macros | β | |
| 694 | contracts_macros_yaml_field_alphabetize | contracts-macros | β | |
| 695 | contracts_macros_yaml_indent_check | contracts-macros | β | |
| 696 | contracts_macros_yaml_indent_normalize | contracts-macros | β | |
| 697 | contracts_macros_yaml_inline_array_audit | contracts-macros | β | |
| 698 | contracts_macros_yaml_kebab_case_audit | contracts-macros | β | |
| 699 | contracts_macros_yaml_lint | contracts-macros | β | |
| 700 | contracts_macros_yaml_macros_expansion_audit | contracts-macros | β | |
| 701 | contracts_macros_yaml_max_nesting_depth | contracts-macros | β | |
| 702 | contracts_macros_yaml_path_normalize | contracts-macros | β | |
| 703 | contracts_macros_yaml_quote_style_audit | contracts-macros | β | |
| 704 | contracts_macros_yaml_quoted_keys_audit | contracts-macros | β | |
| 705 | contracts_macros_yaml_required_field_audit | contracts-macros | β | |
| 706 | contracts_macros_yaml_required_top_level | contracts-macros | β | |
| 707 | contracts_macros_yaml_reserved_word_audit | contracts-macros | β | |
| 708 | contracts_macros_yaml_root_node_check | contracts-macros | β | |
| 709 | contracts_macros_yaml_schema_diff | contracts-macros | β | |
| 710 | contracts_macros_yaml_seq_dedupe | contracts-macros | β | |
| 711 | contracts_macros_yaml_seq_padding_norm | contracts-macros | β | |
| 712 | contracts_macros_yaml_string_truncate | contracts-macros | β | |
| 713 | contracts_macros_yaml_tab_indent_reject | contracts-macros | β | |
| 714 | contracts_macros_yaml_unicode_normalize | contracts-macros | β | |
| 715 | contracts_macros_yaml_url_validation | contracts-macros | β | |
| 716 | conversion_gguf_legacy_quant_fallback | conversion | β | |
| 717 | convert_apr_to_gguf | conversion | β | |
| 718 | convert_dtype_loss_estimator | conversion | β | |
| 719 | convert_dtype_promote | conversion | β | |
| 720 | convert_dtype_widener | conversion | β | |
| 721 | convert_endianness_swapper | conversion | β | |
| 722 | convert_format_version_matrix | conversion | β | |
| 723 | convert_gguf_to_apr | conversion | β | |
| 724 | convert_layout_transposer | conversion | β | |
| 725 | convert_lossy_check | conversion | β | |
| 726 | convert_metadata_passthrough | conversion | β | |
| 727 | convert_onnx_to_apr | conversion | β | |
| 728 | convert_phi_to_apr | conversion | β | |
| 729 | convert_quant_calibration | conversion | β | |
| 730 | convert_quantization_rescaler | conversion | β | |
| 731 | convert_safetensors_header | conversion | β | |
| 732 | convert_safetensors_header_to_apr | conversion | β | |
| 733 | convert_safetensors_to_apr | conversion | β | |
| 734 | convert_sparse_csr_to_dense | conversion | β | |
| 735 | convert_tensor_name_remapper | conversion | β | |
| 736 | convert_tensor_view_strider | conversion | β | |
| 737 | create_apr_decision_tree | creation | β | |
| 738 | create_apr_from_scratch | creation | β | |
| 739 | create_apr_kmeans_clustering | creation | β | |
| 740 | create_apr_linear_regression | creation | β | |
| 741 | create_apr_neural_network | creation | β | |
| 742 | create_apr_ngram_language_model | creation | β | |
| 743 | create_demo_model | creation | β | |
| 744 | create_embedding_tying_envelope | creation | β | |
| 745 | create_init_scheme_dispatcher | creation | β | |
| 746 | create_vocab_size_validator | creation | β | |
| 747 | basic_loading | data-loading | β | |
| 748 | cli_batch_commands | data-loading | β | |
| 749 | data_compression_codec | data-loading | β | |
| 750 | data_row_dedup_strategy | data-loading | β | |
| 751 | data_sample_quota_balancer | data-loading | β | |
| 752 | data_shuffle_seed_validator | data-loading | β | |
| 753 | data_streaming_buffer_size | data-loading | β | |
| 754 | data_train_val_test_split | data-loading | β | |
| 755 | dataloader_batching | data-loading | β | |
| 756 | doctest_extraction | data-loading | β | |
| 757 | drift_detection | data-loading | β | |
| 758 | federated_split | data-loading | β | |
| 759 | hub_publishing | data-loading | β | |
| 760 | prose_detection | data-loading | β | |
| 761 | quality_check | data-loading | β | |
| 762 | registry_publish | data-loading | β | |
| 763 | repl_commands | data-loading | β | |
| 764 | repl_completer | data-loading | β | |
| 765 | repl_display_config | data-loading | β | |
| 766 | repl_health_status | data-loading | β | |
| 767 | repl_session | data-loading | β | |
| 768 | streaming_large | data-loading | β | |
| 769 | transforms_pipeline | data-loading | β | |
| 770 | tui_viewer | data-loading | β | |
| 771 | alimentar_ingest | deployment-stacks | β | |
| 772 | apr_inference_server | deployment-stacks | β | |
| 773 | batuta_agent | deployment-stacks | β | |
| 774 | deploy_blue_green_cutover | deployment-stacks | β | |
| 775 | deploy_canary_traffic_ramp | deployment-stacks | β | |
| 776 | deploy_pod_replica_scheduler | deployment-stacks | β | |
| 777 | entrenar_train | deployment-stacks | β | |
| 778 | jetson_edge_base | deployment-stacks | β | |
| 779 | pacha_registry | deployment-stacks | β | |
| 780 | pepita_sandbox | deployment-stacks | β | |
| 781 | realizar_serve | deployment-stacks | β | |
| 782 | renacer_observability | deployment-stacks | β | |
| 783 | repartir_worker | deployment-stacks | β | |
| 784 | sovereign_ai_stack | deployment-stacks | β | |
| 785 | trueno_db_analytics | deployment-stacks | β | |
| 786 | trueno_rag_pipeline | deployment-stacks | β | |
| 787 | whisper_apr_asr | deployment-stacks | β | |
| 788 | distill_against_contract_v1 | distillation | β | |
| 789 | distill_attention_head_align | distillation | β | |
| 790 | distill_attention_transfer | distillation | β | |
| 791 | distill_attention_transfer_loss | distillation | β | |
| 792 | distill_block_skip | distillation | β | |
| 793 | distill_capacity_match | distillation | β | |
| 794 | distill_continual_replay | distillation | β | |
| 795 | distill_cross_layer_match | distillation | β | |
| 796 | distill_curriculum_difficulty | distillation | β | |
| 797 | distill_data_augmentation | distillation | β | |
| 798 | distill_dataset_filter | distillation | β | |
| 799 | distill_dataset_synth_ratio | distillation | β | |
| 800 | distill_dropout_match | distillation | β | |
| 801 | distill_grad_accum_picker | distillation | β | |
| 802 | distill_grad_clip_picker | distillation | β | |
| 803 | distill_intermediate_feature_match | distillation | β | |
| 804 | distill_kl_floor | distillation | β | |
| 805 | distill_knowledge_transfer | distillation | β | |
| 806 | distill_layer_alignment_planner | distillation | β | |
| 807 | distill_layer_matching | distillation | β | |
| 808 | distill_layer_skip_connection | distillation | β | |
| 809 | distill_logit_smoothing | distillation | β | |
| 810 | distill_loss_mask_padding | distillation | β | |
| 811 | distill_loss_weight_schedule | distillation | β | |
| 812 | distill_lr_schedule_match | distillation | β | |
| 813 | distill_per_class_temperature | distillation | β | |
| 814 | distill_progressive_freeze | distillation | β | |
| 815 | distill_quantile_calibration | distillation | β | |
| 816 | distill_quantization_aware | distillation | β | |
| 817 | distill_response_pruning | distillation | β | |
| 818 | distill_self_consistency_filter | distillation | β | |
| 819 | distill_self_distill_bootstrap | distillation | β | |
| 820 | distill_self_distillation | distillation | β | |
| 821 | distill_skill_cluster_router | distillation | β | |
| 822 | distill_softlabel_topk | distillation | β | |
| 823 | distill_teacher_ensemble | distillation | β | |
| 824 | distill_temperature_anneal | distillation | β | |
| 825 | distill_temperature_picker | distillation | β | |
| 826 | distill_temperature_search_envelope | distillation | β | |
| 827 | distill_token_level_kd | distillation | β | |
| 828 | distill_token_skipping | distillation | β | |
| 829 | distill_warmup_kd_only | distillation | β | |
| 830 | distill_white_box_logit_match | distillation | β | |
| 831 | distributed_allreduce_strategy | distributed | β | |
| 832 | distributed_byzantine_quorum | distributed | β | |
| 833 | distributed_collective_overlap | distributed | β | |
| 834 | distributed_consistent_hash | distributed | β | |
| 835 | distributed_eventual_consistency_window | distributed | β | |
| 836 | distributed_failure_recovery | distributed | β | |
| 837 | distributed_gossip_protocol | distributed | β | |
| 838 | distributed_grad_compression | distributed | β | |
| 839 | distributed_inference | distributed | β | |
| 840 | distributed_lamport_clock | distributed | β | |
| 841 | distributed_model_sharding | distributed | β | |
| 842 | distributed_phi_failure_detector | distributed | β | |
| 843 | distributed_pipeline_microbatch | distributed | β | |
| 844 | distributed_pipeline_parallel | distributed | β | |
| 845 | distributed_priority_queue | distributed | β | |
| 846 | distributed_ring_allreduce | distributed | β | |
| 847 | distributed_ring_chunks | distributed | β | |
| 848 | distributed_shard_partition_planner | distributed | β | |
| 849 | distributed_split_brain_detector | distributed | β | |
| 850 | distributed_zero_copy_rdma | distributed | β | |
| 851 | format_alignment_padding | format | β | |
| 852 | format_arrow_ipc | format | β | |
| 853 | format_avro_schema_resolver | format | β | |
| 854 | format_batch_export | format | β | |
| 855 | format_bf16_vs_fp16_mantissa | format | β | |
| 856 | format_convert_quantize | format | β | |
| 857 | format_endianness_detector | format | β | |
| 858 | format_export_gguf | format | β | |
| 859 | format_export_safetensors | format | β | |
| 860 | format_gguf_metadata_key | format | β | |
| 861 | format_import_hf | format | β | |
| 862 | format_magic_bytes_validator | format | β | |
| 863 | format_manifest_tensor_count | format | β | |
| 864 | format_migration_pipeline | format | β | |
| 865 | format_npy_header | format | β | |
| 866 | format_pickle_safety | format | β | |
| 867 | format_protobuf_varint | format | β | |
| 868 | format_publish | format | β | |
| 869 | format_pull_cache | format | β | |
| 870 | format_rosetta_chain | format | β | |
| 871 | format_rosetta_convert | format | β | |
| 872 | format_rosetta_verify | format | β | |
| 873 | format_stride_encoder | format | β | |
| 874 | format_tensor_name_canonicalizer | format | β | |
| 875 | format_version_compat_matrix | format | β | |
| 876 | format_zip_eocd | format | β | |
| 877 | import_hf_cache | format | β | |
| 878 | import_multi_format | format | β | |
| 879 | publish_dry_run | format | β | |
| 880 | publish_multi_registry | format | β | |
| 881 | pull_resume | format | β | |
| 882 | pull_verify_decompress | format | β | |
| 883 | validate_manifest_happy | format | β | |
| 884 | validate_manifest_live_check | format | β | |
| 885 | validate_manifest_sha_mismatch | format | β | |
| 886 | flash_attention_inference | gpu | β | |
| 887 | gpu_async_memcpy_overlap | gpu | β | |
| 888 | gpu_capability_detect | gpu | β | |
| 889 | gpu_collective_op_picker | gpu | β | |
| 890 | gpu_cuda_graph_capture | gpu | β | |
| 891 | gpu_cuda_inference | gpu | β | |
| 892 | gpu_dynamic_shape_handler | gpu | β | |
| 893 | gpu_gqa_group_picker | gpu | β | |
| 894 | gpu_kernel_autotune | gpu | β | |
| 895 | gpu_kernel_fusion | gpu | β | |
| 896 | gpu_kv_cache_paging | gpu | β | |
| 897 | gpu_l1_shared_mem_partition | gpu | β | |
| 898 | gpu_memory_bandwidth_roofline | gpu | β | |
| 899 | gpu_memory_management | gpu | β | |
| 900 | gpu_memory_planner | gpu | β | |
| 901 | gpu_memory_pool | gpu | β | |
| 902 | gpu_multi_gpu_inference | gpu | β | |
| 903 | gpu_occupancy_calculator | gpu | β | |
| 904 | gpu_pcie_bandwidth_tier | gpu | β | |
| 905 | gpu_pcie_p2p_topology | gpu | β | |
| 906 | gpu_persistent_kernel | gpu | β | |
| 907 | gpu_pinned_memory_pipeline | gpu | β | |
| 908 | gpu_ptx_analysis | gpu | β | |
| 909 | gpu_register_spill | gpu | β | |
| 910 | gpu_shared_mem_bank | gpu | β | |
| 911 | gpu_tensor_core_alignment | gpu | β | |
| 912 | gpu_tensor_core_optimization | gpu | β | |
| 913 | gpu_tensor_parallel_split | gpu | β | |
| 914 | gpu_vulkan_inference | gpu | β | |
| 915 | gpu_warp_divergence_classifier | gpu | β | |
| 916 | gpu_warp_scheduler_dispatch | gpu | β | |
| 917 | gpu_warp_size_dispatch | gpu | β | |
| 918 | gpu_warp_specialization | gpu | β | |
| 919 | ptx_disassembly | gpu | β | |
| 920 | ptx_map_hot_regions | gpu | β | |
| 921 | ptx_map_sass_to_ptx | gpu | β | |
| 922 | ptx_register_usage | gpu | β | |
| 923 | adaptive_batch_inference | inference | β | |
| 924 | chat_kv_cache | inference | β | |
| 925 | chat_multiturn | inference | β | |
| 926 | chat_tool_use | inference | β | |
| 927 | dynamic_batch_with_sla | inference | β | |
| 928 | ensemble_inference | inference | β | |
| 929 | inference_apr_run | inference | β | |
| 930 | inference_beam_search_width | inference | β | |
| 931 | inference_kv_cache_lru | inference | β | |
| 932 | inference_mmap_lazy_load | inference | β | |
| 933 | inference_qwen3_moe_numerical_parity_smoke | inference | β | |
| 934 | inference_run_temperature_sweep | inference | β | |
| 935 | inference_top_p_nucleus | inference | β | |
| 936 | model_pipeline | inference | β | |
| 937 | pipeline_3stage | inference | β | |
| 938 | pipeline_resilient | inference | β | |
| 939 | quantized_inference_comparison | inference | β | |
| 940 | simple_inference | inference | β | |
| 941 | speculative_decode | inference | β | |
| 942 | streaming_token_generator | inference | β | |
| 943 | awq_lint_batch | lint | β | |
| 944 | awq_lint_happy | lint | β | |
| 945 | awq_lint_violation | lint | β | |
| 946 | dry_sampling_lint_happy | lint | β | |
| 947 | dry_sampling_lint_pipeline | lint | β | |
| 948 | dry_sampling_lint_repetition | lint | β | |
| 949 | embeddings_lint_dim_consistency | lint | β | |
| 950 | embeddings_lint_happy | lint | β | |
| 951 | embeddings_lint_l2_norm_check | lint | β | |
| 952 | fp8_lint_capability_gate | lint | β | |
| 953 | fp8_lint_happy | lint | β | |
| 954 | fp8_lint_saturation_violation | lint | β | |
| 955 | gbnf_lint_happy | lint | β | |
| 956 | gbnf_lint_malformed | lint | β | |
| 957 | gbnf_lint_pipeline | lint | β | |
| 958 | gptq_lint_cosine_violation | lint | β | |
| 959 | gptq_lint_flag_combinations | lint | β | |
| 960 | gptq_lint_happy | lint | β | |
| 961 | grad_norm_divergence_run | lint | β | |
| 962 | grad_norm_happy | lint | β | |
| 963 | grad_norm_spike_detection | lint | β | |
| 964 | imatrix_lint_corpus_entropy | lint | β | |
| 965 | imatrix_lint_happy | lint | β | |
| 966 | imatrix_lint_nan_detection | lint | β | |
| 967 | lint_cors_origin_allowlist | lint | β | |
| 968 | lint_prompt_pii_redactor | lint | β | |
| 969 | lint_schema_drift_detector | lint | β | |
| 970 | nf4_lint_codebook_violation | lint | β | |
| 971 | nf4_lint_double_quant_parity | lint | β | |
| 972 | nf4_lint_happy | lint | β | |
| 973 | ollama_chat_lint_happy | lint | β | |
| 974 | ollama_chat_lint_schema_violation | lint | β | |
| 975 | ollama_chat_lint_stream | lint | β | |
| 976 | ollama_tools_lint_allowlist_gate | lint | β | |
| 977 | ollama_tools_lint_happy | lint | β | |
| 978 | ollama_tools_lint_streaming_ndjson | lint | β | |
| 979 | oom_lint_allocation_trace | lint | β | |
| 980 | oom_lint_happy | lint | β | |
| 981 | oom_lint_missing_breadcrumb | lint | β | |
| 982 | registry_quota_lint_atomic_violation | lint | β | |
| 983 | registry_quota_lint_happy | lint | β | |
| 984 | registry_quota_lint_tenant_overage | lint | β | |
| 985 | rm_gc_lint_happy | lint | β | |
| 986 | rm_gc_lint_orphan_detection | lint | β | |
| 987 | rm_gc_lint_refcount_conservation | lint | β | |
| 988 | shared_cache_lint_dedup_audit | lint | β | |
| 989 | shared_cache_lint_happy | lint | β | |
| 990 | shared_cache_lint_permission_matrix | lint | β | |
| 991 | tool_use_lint_happy | lint | β | |
| 992 | tool_use_lint_invalid_args | lint | β | |
| 993 | tool_use_lint_streaming | lint | β | |
| 994 | typical_p_lint_entropy_truncation | lint | β | |
| 995 | typical_p_lint_happy | lint | β | |
| 996 | typical_p_lint_min_keep_floor | lint | β | |
| 997 | unified_search_lint_happy | lint | β | |
| 998 | unified_search_lint_offline_consistency | lint | β | |
| 999 | unified_search_lint_rrf_recompute | lint | β | |
| 1000 | mcp_byte_parity_dispatcher_swap | mcp | β | |
| 1001 | mcp_capability_handshake_diff | mcp | β | |
| 1002 | mcp_client_simulation | mcp | β | |
| 1003 | mcp_embedded_initialize_handshake | mcp | β | |
| 1004 | mcp_embedded_protocol_invariants | mcp | β | |
| 1005 | mcp_embedded_tools_list_discovery | mcp | β | |
| 1006 | mcp_error_code_classifier | mcp | β | |
| 1007 | mcp_notification_progress_token | mcp | β | |
| 1008 | mcp_request_id_correlator | mcp | β | |
| 1009 | mcp_resource_uri_resolver | mcp | β | |
| 1010 | mcp_session_lifecycle | mcp | β | |
| 1011 | mcp_sse_event_envelope | mcp | β | |
| 1012 | mcp_stdio_server | mcp | β | |
| 1013 | mcp_tool_discovery | mcp | β | |
| 1014 | mcp_tool_signature_validator | mcp | β | |
| 1015 | mcp_websocket_frame_envelope | mcp | β | |
| 1016 | cbtop_headless | monitoring | β | |
| 1017 | cbtop_histogram | monitoring | β | |
| 1018 | cbtop_streaming | monitoring | β | |
| 1019 | hash_chain_audit | monitoring | β | |
| 1020 | inference_cost_tracking | monitoring | β | |
| 1021 | inference_explainability | monitoring | β | |
| 1022 | latency_histogram | monitoring | β | |
| 1023 | model_drift_detection | monitoring | β | |
| 1024 | monitor_aggregation_window | monitoring | β | |
| 1025 | monitor_aggregation_window_dispatcher | monitoring | β | |
| 1026 | monitor_alert_dedup_window | monitoring | β | |
| 1027 | monitor_alerting | monitoring | β | |
| 1028 | monitor_anomaly_z_score_classifier | monitoring | β | |
| 1029 | monitor_cache_hit_rate | monitoring | β | |
| 1030 | monitor_canary_metric | monitoring | β | |
| 1031 | monitor_capacity_planner | monitoring | β | |
| 1032 | monitor_circuit_log_emit | monitoring | β | |
| 1033 | monitor_concurrent_inflight | monitoring | β | |
| 1034 | monitor_correlated_failures | monitoring | β | |
| 1035 | monitor_db_pool_exhaustion | monitoring | β | |
| 1036 | monitor_disk_io_pressure | monitoring | β | |
| 1037 | monitor_drift_psi | monitoring | β | |
| 1038 | monitor_dropped_request_classifier | monitoring | β | |
| 1039 | monitor_gpu_thermal_throttle | monitoring | β | |
| 1040 | monitor_gradient_norm_alert | monitoring | β | |
| 1041 | monitor_health_check_endpoint | monitoring | β | |
| 1042 | monitor_inference_cost | monitoring | β | |
| 1043 | monitor_ingest_backpressure | monitoring | β | |
| 1044 | monitor_log_correlation | monitoring | β | |
| 1045 | monitor_log_pii_redact | monitoring | β | |
| 1046 | monitor_log_sampling | monitoring | β | |
| 1047 | monitor_log_volume_anomaly | monitoring | β | |
| 1048 | monitor_metric_cardinality | monitoring | β | |
| 1049 | monitor_oom_predict | monitoring | β | |
| 1050 | monitor_p50_drift | monitoring | β | |
| 1051 | monitor_p99_outlier | monitoring | β | |
| 1052 | monitor_packet_loss_rate | monitoring | β | |
| 1053 | monitor_percentile_summary | monitoring | β | |
| 1054 | monitor_query_pattern | monitoring | β | |
| 1055 | monitor_realtime | monitoring | β | |
| 1056 | monitor_request_size_histogram | monitoring | β | |
| 1057 | monitor_seasonal_decompose | monitoring | β | |
| 1058 | monitor_session_drop | monitoring | β | |
| 1059 | monitor_sla_uptime_calc | monitoring | β | |
| 1060 | monitor_slo_burn_rate | monitoring | β | |
| 1061 | monitor_synthetic_probe | monitoring | β | |
| 1062 | monitor_thread_pool_saturation | monitoring | β | |
| 1063 | monitor_token_throughput | monitoring | β | |
| 1064 | monitor_trace_sampling | monitoring | β | |
| 1065 | monitoring_energy_estimation | monitoring | β | |
| 1066 | monitoring_memory_profiler | monitoring | β | |
| 1067 | mc_a_star_path_cost | monte-carlo | β | |
| 1068 | mc_antithetic_variance_reduce | monte-carlo | β | |
| 1069 | mc_battery_discharge_curve | monte-carlo | β | |
| 1070 | mc_bayesian_ab_winrate | monte-carlo | β | |
| 1071 | mc_birthday_collision | monte-carlo | β | |
| 1072 | mc_blackjack_house_edge | monte-carlo | β | |
| 1073 | mc_blockchain_fork_resolve | monte-carlo | β | |
| 1074 | mc_bloom_filter_false_positive | monte-carlo | β | |
| 1075 | mc_boltzmann_distribution | monte-carlo | β | |
| 1076 | mc_bond_percolation_threshold | monte-carlo | β | |
| 1077 | mc_bootstrap_resample_mean | monte-carlo | β | |
| 1078 | mc_brownian_bridge_path | monte-carlo | β | |
| 1079 | mc_brownian_motion_path | monte-carlo | β | |
| 1080 | mc_buffon_needle_pi | monte-carlo | β | |
| 1081 | mc_burst_buffer_overflow | monte-carlo | β | |
| 1082 | mc_business_revenue_forecast | monte-carlo | β | |
| 1083 | mc_cache_warmup_curve | monte-carlo | β | |
| 1084 | mc_caching_eviction_oldest | monte-carlo | β | |
| 1085 | mc_caching_layer_warmup | monte-carlo | β | |
| 1086 | mc_calibration_drift | monte-carlo | β | |
| 1087 | mc_capacity_planner | monte-carlo | β | |
| 1088 | mc_card_shuffle_riffle | monte-carlo | β | |
| 1089 | mc_chaos_monkey_failures | monte-carlo | β | |
| 1090 | mc_chi_squared_uniformity | monte-carlo | β | |
| 1091 | mc_chinese_restaurant_process | monte-carlo | β | |
| 1092 | mc_circuit_breaker_recovery | monte-carlo | β | |
| 1093 | mc_circuit_open_rate | monte-carlo | β | |
| 1094 | mc_circuit_recovery_time | monte-carlo | β | |
| 1095 | mc_clock_drift_compensation | monte-carlo | β | |
| 1096 | mc_coalescent_tree_sample | monte-carlo | β | |
| 1097 | mc_coin_flip_max_streak | monte-carlo | β | |
| 1098 | mc_concurrency_collapse | monte-carlo | β | |
| 1099 | mc_consensus_quorum_failure | monte-carlo | β | |
| 1100 | mc_consensus_round_latency | monte-carlo | β | |
| 1101 | mc_control_variate_reduction | monte-carlo | β | |
| 1102 | mc_correlated_burst | monte-carlo | β | |
| 1103 | mc_correlated_portfolio_var | monte-carlo | β | |
| 1104 | mc_count_min_sketch_estimate | monte-carlo | β | |
| 1105 | mc_coupon_collector | monte-carlo | β | |
| 1106 | mc_data_freshness_lag | monte-carlo | β | |
| 1107 | mc_dataset_split_uniformity | monte-carlo | β | |
| 1108 | mc_db_lock_wait_time | monte-carlo | β | |
| 1109 | mc_decode_branching_path | monte-carlo | β | |
| 1110 | mc_deterministic_replay_diverge | monte-carlo | β | |
| 1111 | mc_dice_throw_distribution | monte-carlo | β | |
| 1112 | mc_disk_failure_raid | monte-carlo | β | |
| 1113 | mc_disk_io_queue_depth | monte-carlo | β | |
| 1114 | mc_disk_seek_pattern | monte-carlo | β | |
| 1115 | mc_distill_label_corruption | monte-carlo | β | |
| 1116 | mc_distributed_lock_contention | monte-carlo | β | |
| 1117 | mc_dns_resolver_cache | monte-carlo | β | |
| 1118 | mc_drop_in_replacement_test | monte-carlo | β | |
| 1119 | mc_dropout_dependency | monte-carlo | β | |
| 1120 | mc_dropout_resilience | monte-carlo | β | |
| 1121 | mc_elementary_ca_rule30 | monte-carlo | β | |
| 1122 | mc_elephant_walk_memory | monte-carlo | β | |
| 1123 | mc_epidemic_sir_model | monte-carlo | β | |
| 1124 | mc_eval_split_significance | monte-carlo | β | |
| 1125 | mc_event_correlation_window | monte-carlo | β | |
| 1126 | mc_eviction_thrashing | monte-carlo | β | |
| 1127 | mc_eviction_under_pressure | monte-carlo | β | |
| 1128 | mc_exponential_backoff_jitter | monte-carlo | β | |
| 1129 | mc_failure_chain_propagation | monte-carlo | β | |
| 1130 | mc_firefly_optimization | monte-carlo | β | |
| 1131 | mc_forest_fire_spread | monte-carlo | β | |
| 1132 | mc_full_shuffle_quality | monte-carlo | β | |
| 1133 | mc_galton_board_distribution | monte-carlo | β | |
| 1134 | mc_gamblers_ruin | monte-carlo | β | |
| 1135 | mc_garbage_collection_pause | monte-carlo | β | |
| 1136 | mc_gaussian_kde_estimate | monte-carlo | β | |
| 1137 | mc_genetic_algorithm_convergence | monte-carlo | β | |
| 1138 | mc_genetic_drift_population | monte-carlo | β | |
| 1139 | mc_geo_distance_routing | monte-carlo | β | |
| 1140 | mc_geomean_estimate | monte-carlo | β | |
| 1141 | mc_german_tank_problem | monte-carlo | β | |
| 1142 | mc_gibbs_sampler_bivariate | monte-carlo | β | |
| 1143 | mc_grid_walk_2d_diffusion | monte-carlo | β | |
| 1144 | mc_hash_collision_birthday | monte-carlo | β | |
| 1145 | mc_hawkes_self_exciting_process | monte-carlo | β | |
| 1146 | mc_hit_or_miss_integration | monte-carlo | β | |
| 1147 | mc_idempotency_collision | monte-carlo | β | |
| 1148 | mc_inference_burst_buffer | monte-carlo | β | |
| 1149 | mc_inference_jitter | monte-carlo | β | |
| 1150 | mc_inference_p99_estimator | monte-carlo | β | |
| 1151 | mc_inhomog_poisson_thinning | monte-carlo | β | |
| 1152 | mc_inventory_replenishment | monte-carlo | β | |
| 1153 | mc_inverse_cdf_sample | monte-carlo | β | |
| 1154 | mc_ising_model_2d | monte-carlo | β | |
| 1155 | mc_island_model_migration | monte-carlo | β | |
| 1156 | mc_jidoka_guard_failure_rate | monte-carlo | β | |
| 1157 | mc_jit_amortization | monte-carlo | β | |
| 1158 | mc_jitter_buffer_underrun | monte-carlo | β | |
| 1159 | mc_jobqueue_completion_time | monte-carlo | β | |
| 1160 | mc_kademlia_routing_lookup | monte-carlo | β | |
| 1161 | mc_kafka_partition_skew | monte-carlo | β | |
| 1162 | mc_kalman_filter_smoothing | monte-carlo | β | |
| 1163 | mc_kelly_criterion_bet_size | monte-carlo | β | |
| 1164 | mc_knapsack_random | monte-carlo | β | |
| 1165 | mc_kv_cache_hit_under_eviction | monte-carlo | β | |
| 1166 | mc_kv_eviction_compare | monte-carlo | β | |
| 1167 | mc_kv_zipf_hit_rate | monte-carlo | β | |
| 1168 | mc_lazy_replication_lag | monte-carlo | β | |
| 1169 | mc_levy_flight_step | monte-carlo | β | |
| 1170 | mc_load_balancer_least_conn | monte-carlo | β | |
| 1171 | mc_load_shed_threshold | monte-carlo | β | |
| 1172 | mc_load_test_ramp_up | monte-carlo | β | |
| 1173 | mc_loadbalancer_health_check | monte-carlo | β | |
| 1174 | mc_log_aggregation_window | monte-carlo | β | |
| 1175 | mc_lru_admission_filter | monte-carlo | β | |
| 1176 | mc_lru_vs_fifo_eviction | monte-carlo | β | |
| 1177 | mc_m_m_1_queue_wait | monte-carlo | β | |
| 1178 | mc_markov_text_generator | monte-carlo | β | |
| 1179 | mc_metropolis_hastings_target | monte-carlo | β | |
| 1180 | mc_mm1_queue_little_law | monte-carlo | β | |
| 1181 | mc_monty_hall_problem | monte-carlo | β | |
| 1182 | mc_negative_binomial_overdisp | monte-carlo | β | |
| 1183 | mc_neural_dropout_inference | monte-carlo | β | |
| 1184 | mc_p_value_under_null | monte-carlo | β | |
| 1185 | mc_packet_loss_burst_pattern | monte-carlo | β | |
| 1186 | mc_pareto_principle_80_20 | monte-carlo | β | |
| 1187 | mc_password_brute_force_eta | monte-carlo | β | |
| 1188 | mc_pi_estimation_buffon | monte-carlo | β | |
| 1189 | mc_pipeline_stage_bottleneck | monte-carlo | β | |
| 1190 | mc_polya_ballot_problem | monte-carlo | β | |
| 1191 | mc_polya_urn_color_balance | monte-carlo | β | |
| 1192 | mc_preferential_attachment_growth | monte-carlo | β | |
| 1193 | mc_priority_inversion_detect | monte-carlo | β | |
| 1194 | mc_priority_queue_aging | monte-carlo | β | |
| 1195 | mc_priority_queue_wait | monte-carlo | β | |
| 1196 | mc_priority_starvation | monte-carlo | β | |
| 1197 | mc_prisoner_box_strategy | monte-carlo | β | |
| 1198 | mc_quantization_loss_estimator | monte-carlo | β | |
| 1199 | mc_quantized_round_trip | monte-carlo | β | |
| 1200 | mc_quorum_read_consistency | monte-carlo | β | |
| 1201 | mc_random_binary_tree | monte-carlo | β | |
| 1202 | mc_random_forest_voting | monte-carlo | β | |
| 1203 | mc_random_graph_connectedness | monte-carlo | β | |
| 1204 | mc_random_partition_set | monte-carlo | β | |
| 1205 | mc_random_polygon_area | monte-carlo | β | |
| 1206 | mc_random_walk_2d_diffusion | monte-carlo | β | |
| 1207 | mc_random_walk_drunkard | monte-carlo | β | |
| 1208 | mc_rejection_sampling_normal | monte-carlo | β | |
| 1209 | mc_replica_failover_time | monte-carlo | β | |
| 1210 | mc_replica_lag_distribution | monte-carlo | β | |
| 1211 | mc_request_arrival_poisson | monte-carlo | β | |
| 1212 | mc_request_coalescing | monte-carlo | β | |
| 1213 | mc_request_collision_dedup | monte-carlo | β | |
| 1214 | mc_request_lifetime | monte-carlo | β | |
| 1215 | mc_request_routing_a_b | monte-carlo | β | |
| 1216 | mc_request_signature_verification_throughput | monte-carlo | β | |
| 1217 | mc_request_size_log_normal | monte-carlo | β | |
| 1218 | mc_request_size_pareto | monte-carlo | β | |
| 1219 | mc_reservoir_sample | monte-carlo | β | |
| 1220 | mc_resource_contention | monte-carlo | β | |
| 1221 | mc_retry_chain_success | monte-carlo | β | |
| 1222 | mc_revenue_max_pricing | monte-carlo | β | |
| 1223 | mc_rng_period_check | monte-carlo | β | |
| 1224 | mc_rumor_spread_dk_model | monte-carlo | β | |
| 1225 | mc_safety_stock_planner | monte-carlo | β | |
| 1226 | mc_secretary_problem | monte-carlo | β | |
| 1227 | mc_secretary_two_choice | monte-carlo | β | |
| 1228 | mc_self_avoiding_walk | monte-carlo | β | |
| 1229 | mc_session_affinity_routing | monte-carlo | β | |
| 1230 | mc_sim_clock_drift_detect | monte-carlo | β | |
| 1231 | mc_simulated_annealing_optimum | monte-carlo | β | |
| 1232 | mc_simulated_pi_dart | monte-carlo | β | |
| 1233 | mc_skewed_load_distribution | monte-carlo | β | |
| 1234 | mc_speculative_decode_acceptance | monte-carlo | β | |
| 1235 | mc_sphere_volume_estimate | monte-carlo | β | |
| 1236 | mc_spinning_wheel_payout | monte-carlo | β | |
| 1237 | mc_st_petersburg_paradox | monte-carlo | β | |
| 1238 | mc_stock_price_simulation_gbm | monte-carlo | β | |
| 1239 | mc_stratified_sampling | monte-carlo | β | |
| 1240 | mc_streaming_underflow | monte-carlo | β | |
| 1241 | mc_supply_chain_lead_time_jitter | monte-carlo | β | |
| 1242 | mc_texas_holdem_pocket_pair | monte-carlo | β | |
| 1243 | mc_throttle_token_bucket_fairness | monte-carlo | β | |
| 1244 | mc_throughput_concurrency_curve | monte-carlo | β | |
| 1245 | mc_token_billing_estimator | monte-carlo | β | |
| 1246 | mc_token_compress_ratio | monte-carlo | β | |
| 1247 | mc_token_dropout_resilience | monte-carlo | β | |
| 1248 | mc_token_pricing_arbitrage | monte-carlo | β | |
| 1249 | mc_token_refill_rate_match | monte-carlo | β | |
| 1250 | mc_token_streaming_jitter | monte-carlo | β | |
| 1251 | mc_token_throughput_sim | monte-carlo | β | |
| 1252 | mc_traffic_jam_density | monte-carlo | β | |
| 1253 | mc_traffic_light_intersection | monte-carlo | β | |
| 1254 | mc_traveling_salesman_random | monte-carlo | β | |
| 1255 | mc_tsp_random_search | monte-carlo | β | |
| 1256 | mc_two_armed_bandit_thompson | monte-carlo | β | |
| 1257 | mc_value_at_risk_historical_vs_parametric | monte-carlo | β | |
| 1258 | mc_voronoi_cell_area | monte-carlo | β | |
| 1259 | mc_voting_majority_consensus | monte-carlo | β | |
| 1260 | mc_walking_meander | monte-carlo | β | |
| 1261 | mc_warehouse_pick_path_length | monte-carlo | β | |
| 1262 | mc_warm_vs_cold_cache | monte-carlo | β | |
| 1263 | mc_warmup_sample_efficiency | monte-carlo | β | |
| 1264 | mc_warmup_to_target | monte-carlo | β | |
| 1265 | mc_work_steal_scheduler_balance | monte-carlo | β | |
| 1266 | mc_zipf_law_word_freq | monte-carlo | β | |
| 1267 | mc_zipf_request_distribution | monte-carlo | β | |
| 1268 | distill_checkpoint | optimize | β | |
| 1269 | distill_ensemble | optimize | β | |
| 1270 | distill_progressive | optimize | β | |
| 1271 | distill_standard_kl | optimize | β | |
| 1272 | finetune_lora | optimize | β | |
| 1273 | finetune_merge_adapter | optimize | β | |
| 1274 | finetune_plan_vram | optimize | β | |
| 1275 | finetune_qlora | optimize | β | |
| 1276 | merge_average | optimize | β | |
| 1277 | merge_dare | optimize | β | |
| 1278 | merge_hierarchical | optimize | β | |
| 1279 | merge_slerp | optimize | β | |
| 1280 | merge_ties | optimize | β | |
| 1281 | merge_weighted | optimize | β | |
| 1282 | optimize_adamw_vs_lion_picker | optimize | β | |
| 1283 | optimize_full_pipeline | optimize | β | |
| 1284 | optimize_micro_batch_grad_accum | optimize | β | |
| 1285 | optimize_tune | optimize | β | |
| 1286 | optimize_warmup_cosine_lr | optimize | β | |
| 1287 | prune_depth | optimize | β | |
| 1288 | prune_gradual_schedule | optimize | β | |
| 1289 | prune_magnitude | optimize | β | |
| 1290 | prune_structured | optimize | β | |
| 1291 | prune_wanda | optimize | β | |
| 1292 | quantize_4bit | optimize | β | |
| 1293 | quantize_fake_qat | optimize | β | |
| 1294 | quantize_gptq | optimize | β | |
| 1295 | quantize_mixed_precision | optimize | β | |
| 1296 | tune_bayesian | optimize | β | |
| 1297 | tune_grid_early_stop | optimize | β | |
| 1298 | registry_alias_resolver_chain | registry | β | |
| 1299 | registry_aliases_diff | registry | β | |
| 1300 | registry_aliases_list | registry | β | |
| 1301 | registry_aliases_resolve | registry | β | |
| 1302 | registry_artifact_size_quota | registry | β | |
| 1303 | registry_dependency_resolver | registry | β | |
| 1304 | registry_gc_orphans | registry | β | |
| 1305 | registry_gc_policy | registry | β | |
| 1306 | registry_hash_pin_enforcer | registry | β | |
| 1307 | registry_immutable_tag_policy | registry | β | |
| 1308 | registry_manifest_schema | registry | β | |
| 1309 | registry_metadata_search | registry | β | |
| 1310 | registry_model_comparison | registry | β | |
| 1311 | registry_model_lineage | registry | β | |
| 1312 | registry_model_rollback | registry | β | |
| 1313 | registry_model_versioning | registry | β | |
| 1314 | registry_oci_index | registry | β | |
| 1315 | registry_provenance_attestation | registry | β | |
| 1316 | registry_pull_secret_validator | registry | β | |
| 1317 | registry_pull_throttle | registry | β | |
| 1318 | registry_quota_per_user | registry | β | |
| 1319 | registry_register_apr | registry | β | |
| 1320 | registry_signature_chain | registry | β | |
| 1321 | http_model_server | serve | β | |
| 1322 | model_ab_testing | serve | β | |
| 1323 | model_canary_deploy | serve | β | |
| 1324 | model_rate_limiter | serve | β | |
| 1325 | model_selection_router | serve | β | |
| 1326 | serve_anthropic_messages_api_drop_in | serve | β | |
| 1327 | serve_grpc_stream | serve | β | |
| 1328 | serve_plan_hf_dryrun_no_weights | serve | β | |
| 1329 | serve_rate_limited | serve | β | |
| 1330 | serverless_cold_start_classifier | serverless | β | |
| 1331 | serverless_cold_start_optimization | serverless | β | |
| 1332 | serverless_concurrency_limit | serverless | β | |
| 1333 | serverless_concurrency_validator | serverless | β | |
| 1334 | serverless_container_image | serverless | β | |
| 1335 | serverless_edge_function | serverless | β | |
| 1336 | serverless_image_layer_caching | serverless | β | |
| 1337 | serverless_lambda_inference | serverless | β | |
| 1338 | serverless_lambda_pricing_matrix | serverless | β | |
| 1339 | serverless_model_warmup | serverless | β | |
| 1340 | serverless_provisioned_concurrency | serverless | β | |
| 1341 | serverless_step_function_router | serverless | β | |
| 1342 | serverless_timeout_budget_picker | serverless | β | |
| 1343 | serverless_vpc_cold_start | serverless | β | |
| 1344 | shell_brace_expander | shell | β | |
| 1345 | shell_corpus_from_string | shell | β | |
| 1346 | shell_history_parse_zsh | shell | β | |
| 1347 | shell_pipe_redirection_parser | shell | β | |
| 1348 | shell_quote_state_classifier | shell | β | |
| 1349 | shell_trie_prefix_completion | shell | β | |
| 1350 | simd_alignment_strategy | simd | β | |
| 1351 | simd_alignment_validator | simd | β | |
| 1352 | simd_aos_to_soa | simd | β | |
| 1353 | simd_auto_vectorization | simd | β | |
| 1354 | simd_avx_vnni_int8_inference | simd | β | |
| 1355 | simd_count_trailing_zeros_lane | simd | β | |
| 1356 | simd_dot_product_lane | simd | β | |
| 1357 | simd_fma_fusion_gate | simd | β | |
| 1358 | simd_horizontal_max | simd | β | |
| 1359 | simd_horizontal_min_lanes | simd | β | |
| 1360 | simd_horizontal_reduce_dispatcher | simd | β | |
| 1361 | simd_lane_swizzle_validate | simd | β | |
| 1362 | simd_loop_carried_dep_detector | simd | β | |
| 1363 | simd_mask_lane_predicate | simd | β | |
| 1364 | simd_matrix_ops | simd | β | |
| 1365 | simd_pop_count_lane | simd | β | |
| 1366 | simd_prefetch_distance_picker | simd | β | |
| 1367 | simd_quantized_operations | simd | β | |
| 1368 | simd_saturating_arithmetic | simd | β | |
| 1369 | simd_strided_load | simd | β | |
| 1370 | simd_sum_lanes_reduce | simd | β | |
| 1371 | simd_unroll_factor_picker | simd | β | |
| 1372 | simd_vectorized_inference | simd | β | |
| 1373 | simd_zigzag_packer | simd | β | |
| 1374 | trueno_simd_ops | simd | β | |
| 1375 | speech_audio_format_validator | speech | β | |
| 1376 | speech_audio_resampler | speech | β | |
| 1377 | speech_chunk_overlap_planner | speech | β | |
| 1378 | speech_diarization | speech | β | |
| 1379 | speech_diarization_count | speech | β | |
| 1380 | speech_language_id_confidence | speech | β | |
| 1381 | speech_multilingual | speech | β | |
| 1382 | speech_punctuation_restorer | speech | β | |
| 1383 | speech_vad | speech | β | |
| 1384 | speech_vad_threshold | speech | β | |
| 1385 | speech_vad_threshold_classifier | speech | β | |
| 1386 | speech_word_timestamp_align | speech | β | |
| 1387 | whisper_streaming | speech | β | |
| 1388 | whisper_transcribe | speech | β | |
| 1389 | autograd_backprop_viz | training | β | |
| 1390 | autograd_custom_ops | training | β | |
| 1391 | autograd_gradient_clipping | training | β | |
| 1392 | checkpoint_resume | training | β | |
| 1393 | continuous_train_curriculum | training | β | |
| 1394 | continuous_train_federated_simulation | training | β | |
| 1395 | continuous_train_incremental | training | β | |
| 1396 | continuous_train_online_learning | training | β | |
| 1397 | data_preprocessing | training | β | |
| 1398 | data_sharded_shuffle | training | β | |
| 1399 | data_streaming_tokens | training | β | |
| 1400 | entrenar_autograd_training | training | β | |
| 1401 | entrenar_eval_metrics | training | β | |
| 1402 | few_shot_finetune | training | β | |
| 1403 | gradient_accumulation | training | β | |
| 1404 | hyperparameter_sweep | training | β | |
| 1405 | learning_rate_schedule | training | β | |
| 1406 | mixed_precision_training | training | β | |
| 1407 | pretrain_checkpoint_resume | training | β | |
| 1408 | pretrain_nan_guard | training | β | |
| 1409 | pretrain_synthetic_decreasing | training | β | |
| 1410 | train_distributed_sim | training | β | |
| 1411 | train_grad_accum | training | β | |
| 1412 | training_attention_dropout | training | β | |
| 1413 | training_curriculum_filter | training | β | |
| 1414 | training_eval_cadence | training | β | |
| 1415 | training_grad_accum_steps | training | β | |
| 1416 | training_grad_clip_norm | training | β | |
| 1417 | training_label_smoothing | training | β | |
| 1418 | training_long_context_extension | training | β | |
| 1419 | training_loss_scaler | training | β | |
| 1420 | training_loss_spike_detector | training | β | |
| 1421 | training_lr_combo_scheduler | training | β | |
| 1422 | training_lr_warmup_decay | training | β | |
| 1423 | training_optimizer_state_memory | training | β | |
| 1424 | training_pretrain_data_mix | training | β | |
| 1425 | training_warmup_steps | training | β | |
| 1426 | training_zero3_partitioning | training | β | |
| 1427 | tsp_christofides_ratio | tsp | β | |
| 1428 | tsp_compare_tabu_vs_genetic | tsp | β | |
| 1429 | tsp_distance_matrix_explicit | tsp | β | |
| 1430 | tsp_nearest_neighbor | tsp | β | |
| 1431 | tsp_solve_with_tabu | tsp | β | |
| 1432 | tsp_two_opt_swap_improver | tsp | β | |
| 1433 | tui_action_undo_stack | tui | β | |
| 1434 | tui_active_indicator_dot | tui | β | |
| 1435 | tui_alert_dismiss_state | tui | β | |
| 1436 | tui_alphabetical_index_jump | tui | β | |
| 1437 | tui_animation_easing_curve | tui | β | |
| 1438 | tui_arrow_key_navigation | tui | β | |
| 1439 | tui_ascii_histogram_render | tui | β | |
| 1440 | tui_aspect_ratio_grid | tui | β | |
| 1441 | tui_banner_alert_render | tui | β | |
| 1442 | tui_braces_match_highlight | tui | β | |
| 1443 | tui_breadcrumb_click_target | tui | β | |
| 1444 | tui_breadcrumb_collapse | tui | β | |
| 1445 | tui_breadcrumb_path | tui | β | |
| 1446 | tui_breadcrumb_search_filter | tui | β | |
| 1447 | tui_breadcrumb_separator_style | tui | β | |
| 1448 | tui_button_kbd_mnemonic | tui | β | |
| 1449 | tui_calendar_grid | tui | β | |
| 1450 | tui_carousel_advance_step | tui | β | |
| 1451 | tui_chart_axis_ticks | tui | β | |
| 1452 | tui_chart_bar_render | tui | β | |
| 1453 | tui_chart_legend_swatch | tui | β | |
| 1454 | tui_chart_threshold_overlay | tui | β | |
| 1455 | tui_clip_to_visible | tui | β | |
| 1456 | tui_clipboard_buffer | tui | β | |
| 1457 | tui_clipboard_history_circular | tui | β | |
| 1458 | tui_clipboard_paste_filter | tui | β | |
| 1459 | tui_clipboard_paste_pending | tui | β | |
| 1460 | tui_color_contrast_pass | tui | β | |
| 1461 | tui_color_palette_quantize | tui | β | |
| 1462 | tui_color_scheme_validate | tui | β | |
| 1463 | tui_color_swatch_render | tui | β | |
| 1464 | tui_column_header_sort_cycle | tui | β | |
| 1465 | tui_command_history | tui | β | |
| 1466 | tui_command_history_search_pattern | tui | β | |
| 1467 | tui_command_line_history_dedupe | tui | β | |
| 1468 | tui_command_palette | tui | β | |
| 1469 | tui_command_palette_score | tui | β | |
| 1470 | tui_context_menu_show | tui | β | |
| 1471 | tui_cursor_blink_phase | tui | β | |
| 1472 | tui_cursor_shape_phase | tui | β | |
| 1473 | tui_date_picker_validate | tui | β | |
| 1474 | tui_dialog_button_focus | tui | β | |
| 1475 | tui_diff_renderer | tui | β | |
| 1476 | tui_diff_three_way_render | tui | β | |
| 1477 | tui_diff_word_level | tui | β | |
| 1478 | tui_drag_drop_constrain | tui | β | |
| 1479 | tui_drawer_slide_compute | tui | β | |
| 1480 | tui_dropdown_filter | tui | β | |
| 1481 | tui_duration_humanize | tui | β | |
| 1482 | tui_emoji_picker_filter | tui | β | |
| 1483 | tui_empty_state_render | tui | β | |
| 1484 | tui_find_replace_count | tui | β | |
| 1485 | tui_focus_ring_traversal | tui | β | |
| 1486 | tui_fold_block_collapse | tui | β | |
| 1487 | tui_form_field_tab_order | tui | β | |
| 1488 | tui_form_layout_grid | tui | β | |
| 1489 | tui_form_validation | tui | β | |
| 1490 | tui_fps_meter_smooth | tui | β | |
| 1491 | tui_gauge_meter_render | tui | β | |
| 1492 | tui_gradient_fill_compute | tui | β | |
| 1493 | tui_grid_focus_navigation | tui | β | |
| 1494 | tui_help_overlay_dismiss | tui | β | |
| 1495 | tui_help_panel_state | tui | β | |
| 1496 | tui_history_navigation | tui | β | |
| 1497 | tui_horizontal_scroll | tui | β | |
| 1498 | tui_indent_guides_render | tui | β | |
| 1499 | tui_inline_code_render | tui | β | |
| 1500 | tui_inline_diff_view | tui | β | |
| 1501 | tui_inline_emoji_replace | tui | β | |
| 1502 | tui_input_autocomplete | tui | β | |
| 1503 | tui_input_buffer | tui | β | |
| 1504 | tui_input_history_navigate | tui | β | |
| 1505 | tui_input_max_length_indicator | tui | β | |
| 1506 | tui_input_validation_state | tui | β | |
| 1507 | tui_kbd_chord_render | tui | β | |
| 1508 | tui_kbd_shortcuts_render | tui | β | |
| 1509 | tui_keybinding_dispatch | tui | β | |
| 1510 | tui_keyboard_repeat_rate | tui | β | |
| 1511 | tui_keymap_dispatch | tui | β | |
| 1512 | tui_keymap_register_chord | tui | β | |
| 1513 | tui_layout_constraint_solver | tui | β | |
| 1514 | tui_layout_split | tui | β | |
| 1515 | tui_line_number_render | tui | β | |
| 1516 | tui_live_preview_throttle | tui | β | |
| 1517 | tui_loading_dots_animation | tui | β | |
| 1518 | tui_loading_skeleton | tui | β | |
| 1519 | tui_log_level_filter | tui | β | |
| 1520 | tui_log_tail_buffer | tui | β | |
| 1521 | tui_marquee_scroll | tui | β | |
| 1522 | tui_marquee_speed_control | tui | β | |
| 1523 | tui_menu_render_aligned | tui | β | |
| 1524 | tui_message_box_align | tui | β | |
| 1525 | tui_minilist_filter_render | tui | β | |
| 1526 | tui_minimap_render | tui | β | |
| 1527 | tui_modal_focus_stack | tui | β | |
| 1528 | tui_modal_keymap | tui | β | |
| 1529 | tui_modal_slide_transition | tui | β | |
| 1530 | tui_notification_toast_queue | tui | β | |
| 1531 | tui_overflow_marker_render | tui | β | |
| 1532 | tui_overlay_z_order | tui | β | |
| 1533 | tui_pane_split_compute | tui | β | |
| 1534 | tui_paragraph_wrap | tui | β | |
| 1535 | tui_password_input_mask | tui | β | |
| 1536 | tui_password_mask | tui | β | |
| 1537 | tui_password_strength_meter | tui | β | |
| 1538 | tui_pill_badge_render | tui | β | |
| 1539 | tui_pixel_art_palette_render | tui | β | |
| 1540 | tui_popup_dialog_modal | tui | β | |
| 1541 | tui_progress_band_color | tui | β | |
| 1542 | tui_progress_estimate_remaining | tui | β | |
| 1543 | tui_progress_eta_format | tui | β | |
| 1544 | tui_progress_indeterminate | tui | β | |
| 1545 | tui_progress_multi_bar | tui | β | |
| 1546 | tui_progress_smooth_eta | tui | β | |
| 1547 | tui_progress_state | tui | β | |
| 1548 | tui_progress_throughput_avg | tui | β | |
| 1549 | tui_quote_block_render | tui | β | |
| 1550 | tui_radio_group_select | tui | β | |
| 1551 | tui_range_slider_validate | tui | β | |
| 1552 | tui_resize_constraints | tui | β | |
| 1553 | tui_resize_grid_layout | tui | β | |
| 1554 | tui_resize_overflow_compact | tui | β | |
| 1555 | tui_resize_safe_truncate | tui | β | |
| 1556 | tui_resize_split_constraint | tui | β | |
| 1557 | tui_scroll_state | tui | β | |
| 1558 | tui_search_index_navigate | tui | β | |
| 1559 | tui_search_input_box | tui | β | |
| 1560 | tui_search_jump_list | tui | β | |
| 1561 | tui_search_replace_preview | tui | β | |
| 1562 | tui_segmented_control_render | tui | β | |
| 1563 | tui_select_box_arrow_nav | tui | β | |
| 1564 | tui_select_popup | tui | β | |
| 1565 | tui_severity_color | tui | β | |
| 1566 | tui_sidebar_toggle_state | tui | β | |
| 1567 | tui_smart_indent_continue | tui | β | |
| 1568 | tui_smooth_scroll_velocity | tui | β | |
| 1569 | tui_sparkline_render | tui | β | |
| 1570 | tui_spell_check_underline | tui | β | |
| 1571 | tui_spinner_frame | tui | β | |
| 1572 | tui_split_button_render | tui | β | |
| 1573 | tui_split_pane_resize | tui | β | |
| 1574 | tui_status_bar_compose | tui | β | |
| 1575 | tui_status_dot_indicator | tui | β | |
| 1576 | tui_status_history_compact | tui | β | |
| 1577 | tui_status_pulse_dot | tui | β | |
| 1578 | tui_sticky_header_pin | tui | β | |
| 1579 | tui_syntax_token_classify | tui | β | |
| 1580 | tui_tabbed_view_switch | tui | β | |
| 1581 | tui_table_cell_render | tui | β | |
| 1582 | tui_table_column_resize | tui | β | |
| 1583 | tui_table_pager | tui | β | |
| 1584 | tui_table_pagination_indicator | tui | β | |
| 1585 | tui_table_sort_indicator | tui | β | |
| 1586 | tui_table_zebra_stripe | tui | β | |
| 1587 | tui_tag_chip_render | tui | β | |
| 1588 | tui_tag_cloud_size_compute | tui | β | |
| 1589 | tui_task_status_check | tui | β | |
| 1590 | tui_terminal_bell_throttle | tui | β | |
| 1591 | tui_text_alignment | tui | β | |
| 1592 | tui_text_search_highlight | tui | β | |
| 1593 | tui_text_search_match_count | tui | β | |
| 1594 | tui_theme_switch_apply | tui | β | |
| 1595 | tui_toast_notification_render | tui | β | |
| 1596 | tui_toolbar_btn_overflow | tui | β | |
| 1597 | tui_tooltip_show_delay | tui | β | |
| 1598 | tui_trailing_ws_highlight | tui | β | |
| 1599 | tui_tree_view_collapse | tui | β | |
| 1600 | tui_truncate_ellipsis | tui | β | |
| 1601 | tui_truncate_path_with_dots | tui | β | |
| 1602 | tui_typeahead_completion | tui | β | |
| 1603 | tui_undo_redo_stack | tui | β | |
| 1604 | tui_unicode_emoji_width | tui | β | |
| 1605 | tui_widget_focus_chain | tui | β | |
| 1606 | tui_window_layout_anchor | tui | β | |
| 1607 | tui_word_count_status | tui | β | |
| 1608 | tui_word_wrap | tui | β | |
| 1609 | tui_wrap_strategy_compute | tui | β | |
| 1610 | load_visualization | visualization | β | |
| 1611 | viz_axis_scale_classifier | visualization | β | |
| 1612 | viz_color_palette_picker | visualization | β | |
| 1613 | viz_legend_placement_optimizer | visualization | β | |
| 1614 | wasm_atomic_wait_timeout | wasm | β | |
| 1615 | wasm_browser_compat_matrix | wasm | β | |
| 1616 | wasm_browser_inference | wasm | β | |
| 1617 | wasm_capability_check | wasm | β | |
| 1618 | wasm_component_export | wasm | β | |
| 1619 | wasm_custom_section_emit | wasm | β | |
| 1620 | wasm_data_segment_overlap | wasm | β | |
| 1621 | wasm_export_section_size | wasm | β | |
| 1622 | wasm_export_table_validator | wasm | β | |
| 1623 | wasm_features_compat_check | wasm | β | |
| 1624 | wasm_function_table_growth | wasm | β | |
| 1625 | wasm_globals_section | wasm | β | |
| 1626 | wasm_import_count_budget | wasm | β | |
| 1627 | wasm_imported_function_count | wasm | β | |
| 1628 | wasm_magic_bytes_check | wasm | β | |
| 1629 | wasm_memory_grow_step | wasm | β | |
| 1630 | wasm_memory_growth_policy | wasm | β | |
| 1631 | wasm_memory_growth_strategy | wasm | β | |
| 1632 | wasm_model_loader | wasm | β | |
| 1633 | wasm_module_cache_strategy | wasm | β | |
| 1634 | wasm_module_size_budget | wasm | β | |
| 1635 | wasm_name_section_validate | wasm | β | |
| 1636 | wasm_progressive_loading | wasm | β | |
| 1637 | wasm_relaxed_simd | wasm | β | |
| 1638 | wasm_simd128_dispatch | wasm | β | |
| 1639 | wasm_simd_lane_dispatcher | wasm | β | |
| 1640 | wasm_start_section_validate | wasm | β | |
| 1641 | wasm_streaming_compilation | wasm | β | |
| 1642 | wasm_table_index_resolver | wasm | β | |
| 1643 | wasm_table_max_size_check | wasm | β | |
| 1644 | wasm_tail_call_dispatch | wasm | β | |
| 1645 | wasm_threads_atomics_gate | wasm | β | |
| 1646 | wasm_wasi_capability_grant | wasm | β | |
| 1647 | wasm_web_worker | wasm | β | |
| 1648 | wasm_webgpu_acceleration | wasm | β |
APR v2 Format
| Feature | Spec |
|---|---|
| Compression | LZ4 (3+ GB/s) / ZSTD |
| Quantization | FP32, FP16, Int8, Int4 |
| Signatures | Ed25519 |
| Tensor Index | Binary, O(1) lookup |
| Zero-Copy | Full mmap support |
use apr_cookbook::prelude::*;
let bundle = ModelBundleV2::new()
.with_name("my-model")
.with_compression(Compression::Lz4)
.with_quantization(Quantization::Int8)
.add_tensor("weights", vec![768, 768], weight_bytes)
.build();
assert_eq!(&bundle[0..4], b"APR2");
Quality
cargo fmt --check
cargo clippy --all-targets -- -D warnings
cargo test --all-features
Every example includes a doc header with QA checklist, uses
RecipeContext for isolation, and contains 8-15 unit tests.
Provable-contract scoreboard (pv score --binding contracts/binding.yaml)
| Metric | Value | Grade |
|---|---|---|
| Codebase (simple mean) | 0.92 | A |
| PVScore (10-dim composite) | 94.8 | A |
| Mean per-contract | 0.89 | B |
| Binding coverage | 76% | β |
| Proof depth (Kani + Lean) | 0.92 | β |
| Drift | 1.00 | β |
Per-contract breakdown (11 contracts, 2026-04-23): recipe-iiur 0.96 (A), whisper-wer 0.94 (A), docs-schema 0.93 (A), cli-parity 0.90 (A), int4-quantization 0.90 (A), apr-format-roundtrip 0.90 (A), mmap-inference 0.84 (B), lz4-decompression 0.83 (B), flash-attention 0.81 (B), aes256-gcm-decrypt 0.79 (B), avx512-matmul 0.79 (B). No Grade C contracts remain.
Formal verification
- 23/39 Lean 4 theorems proved β structural invariants, WER non-negativity, tensor round-trip preservation. Runtime/hardware claims (latency, throughput, crypto correctness) remain
:= by sorryhonestly. Seelean/ProvableContracts/+make lean-build. - 39/39 Kani harnesses β
#[kani::proof]for every contract obligation, strategies:exhaustive | bounded_int | compositional | stub_float. Seekani/src/lib.rs. - 11/11 contract YAMLs validate β
cargo test --test contractsenforces parse + schema in-process viaprovable_contracts::schema.
Sovereign AI Stack
All stack crates are consolidated in the APR-MONO workspace at v0.31.2. Cargo package names differ from Rust lib names β the monorepo preserved historical lib idents for source compatibility.
| Cargo package | Rust lib | Version | Role |
|---|---|---|---|
| aprender-core | aprender | 0.31.2 | APR v2 format, LZ4/ZSTD compression, Int4/Int8 quantization |
| aprender-compute | trueno | 0.31.2 | SIMD/GPU tensor operations (AVX-512/NEON/wgpu) |
| aprender-train | entrenar | 0.31.2 | Autograd, LoRA/QLoRA, model merge, distillation |
| aprender-contracts | provable_contracts | 0.31.2 | YAML contract validation (dev-dep, in-process) |
Live Demos
| Demo | Link |
|---|---|
| Monte Carlo S&P 500 | Launch |
| Shell ML Autocomplete | Launch |
Documentation
- The APR Cookbook -- mdBook source (build with
mdbook serve book/) - Specification -- Unified spec with component docs
- API Reference -- module-level API overview
Usage
# Run any example by name
cargo run --example create_apr_from_scratch
cargo run --example optimize_full_pipeline
cargo run --example analysis_inspect
# Build all examples
cargo build --examples
# Run tests
cargo test --all-features
# With encryption feature
cargo run --example bundle_encrypted_model --features encryption
Contributing
- Fork and clone the repository
- Create examples following IIUR principles (see
docs/specifications/components/principles.md) - Ensure
cargo clippy --all-targets -- -D warningspasses - Ensure
cargo test --all-featurespasses - Every recipe file must be under 500 lines; split into
main.rs+types.rs+helpers.rsif needed
License
MIT
