{ "schema": "kapi-hf-eval-summary/1", "kind": "val_v2c", "label": "Internal evaluation on synthetic data; no blind human-written set. Aggregates only; no item text.", "model": "esilva/KapiCoder-Mongo-Nano", "split": "val", "n": 2000, "seed": 20261008, "contract": "editor-context-v1", "dataset": { "sample_ids_sha256": "28ba86be496839a321de0035d6a7e21827a5e8de4362151d80958ee8c798562f", "sha256": "af3331481966f3ebfb05d36109b43014cd850f669f6f5d2a524f8da6e9609ec7", "manifest_sha256": "2fef4f342d8a21eaf6d7e9eb1f223b3c8094d56c8dcd00e64f04bc20b20cd3cb", "stratify_by": [ "cut_kind", "domain" ], "cut_kind": { "multiline": 161, "key": 319, "value": 280, "rest": 241, "operator": 268, "member": 201, "stage": 251, "partial": 200, "stmt_start": 79 }, "domain": { "commerce": 168, "content": 161, "energy": 171, "finance": 175, "gaming": 163, "healthcare-synthetic": 173, "hr": 168, "iot": 168, "logistics": 157, "saas": 165, "travel": 162, "workspace": 169 } }, "decoding": "greedy (argmax), padding do vocab mascarado", "max_new_tokens": 96, "context_tokens": 2048, "load": "bf16", "this_model": { "headline": { "n": 2000, "exact_match": 0.405, "normalized_match": 0.405, "prefix_match": 0.4105, "edit_similarity": 0.6499, "chars_accepted": 7.9775, "tab_chars": 6.343, "accepted_prefix_tokens": 2.62, "syntax_valid": 0.9955, "mongo_valid": 0.992, "exec_valid": 0.5945, "exec_valid_incl_empty": 0.5945, "nonexistent_fields_rate": 0.0265, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.997, "mean_generated_tokens": 15.292 }, "headline_ide32": { "n": 2000, "exact_match": 0.4035, "normalized_match": 0.4035, "prefix_match": 0.4105, "edit_similarity": 0.6421, "chars_accepted": 7.9575, "tab_chars": 6.323, "accepted_prefix_tokens": 2.6125, "syntax_valid": 0.836, "mongo_valid": 0.833, "exec_valid": 0.5055, "exec_valid_incl_empty": 0.5055, "nonexistent_fields_rate": 0.0165, "empty_rate": 0.0, "eos_or_suffix_stop_rate": null, "mean_generated_tokens": null }, "reference_ceiling": { "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.6255, "nonexistent_fields_rate": 0.0 }, "exec_stage_distribution": { "ok": 1189, "api": 483, "syntax": 248, "fields": 75, "exec": 2, "type": 3 }, "by_cut_kind": { "key": { "n": 319, "exact_match": 0.4639, "normalized_match": 0.4639, "prefix_match": 0.4639, "edit_similarity": 0.6428, "chars_accepted": 6.2351, "tab_chars": 5.7335, "accepted_prefix_tokens": 1.9154, "syntax_valid": 0.9969, "mongo_valid": 0.9937, "exec_valid": 0.5392, "exec_valid_incl_empty": 0.5392, "nonexistent_fields_rate": 0.0376, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 8.7147 }, "member": { "n": 201, "exact_match": 0.7711, "normalized_match": 0.7711, "prefix_match": 0.7761, "edit_similarity": 0.8523, "chars_accepted": 7.9254, "tab_chars": 7.6368, "accepted_prefix_tokens": 1.6269, "syntax_valid": 1.0, "mongo_valid": 0.995, "exec_valid": 0.6368, "exec_valid_incl_empty": 0.6368, "nonexistent_fields_rate": 0.0, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 5.209 }, "multiline": { "n": 161, "exact_match": 0.0, "normalized_match": 0.0, "prefix_match": 0.0, "edit_similarity": 0.4178, "chars_accepted": 11.5155, "tab_chars": 7.1491, "accepted_prefix_tokens": 3.5839, "syntax_valid": 0.9938, "mongo_valid": 0.9938, "exec_valid": 0.5901, "exec_valid_incl_empty": 0.5901, "nonexistent_fields_rate": 0.087, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9876, "mean_generated_tokens": 43.7578 }, "operator": { "n": 268, "exact_match": 0.6045, "normalized_match": 0.6045, "prefix_match": 0.6157, "edit_similarity": 0.7894, "chars_accepted": 7.6194, "tab_chars": 6.4701, "accepted_prefix_tokens": 3.0261, "syntax_valid": 0.9963, "mongo_valid": 0.9963, "exec_valid": 0.6306, "exec_valid_incl_empty": 0.6306, "nonexistent_fields_rate": 0.0187, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9963, "mean_generated_tokens": 9.8881 }, "partial": { "n": 200, "exact_match": 0.695, "normalized_match": 0.695, "prefix_match": 0.695, "edit_similarity": 0.8264, "chars_accepted": 6.34, "tab_chars": 5.425, "accepted_prefix_tokens": 2.405, "syntax_valid": 0.995, "mongo_valid": 0.98, "exec_valid": 0.57, "exec_valid_incl_empty": 0.57, "nonexistent_fields_rate": 0.05, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 7.9 }, "rest": { "n": 241, "exact_match": 0.3444, "normalized_match": 0.3444, "prefix_match": 0.3485, "edit_similarity": 0.6293, "chars_accepted": 9.4855, "tab_chars": 7.3361, "accepted_prefix_tokens": 2.9793, "syntax_valid": 0.9959, "mongo_valid": 0.9876, "exec_valid": 0.5809, "exec_valid_incl_empty": 0.5809, "nonexistent_fields_rate": 0.0124, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 16.7054 }, "stage": { "n": 251, "exact_match": 0.012, "normalized_match": 0.012, "prefix_match": 0.012, "edit_similarity": 0.4255, "chars_accepted": 11.4861, "tab_chars": 7.8247, "accepted_prefix_tokens": 4.243, "syntax_valid": 0.992, "mongo_valid": 0.992, "exec_valid": 0.5817, "exec_valid_incl_empty": 0.5817, "nonexistent_fields_rate": 0.0239, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.992, "mean_generated_tokens": 30.7131 }, "stmt_start": { "n": 79, "exact_match": 0.3671, "normalized_match": 0.3671, "prefix_match": 0.3671, "edit_similarity": 0.6448, "chars_accepted": 16.0633, "tab_chars": 13.8734, "accepted_prefix_tokens": 3.5316, "syntax_valid": 0.9873, "mongo_valid": 0.9873, "exec_valid": 0.7468, "exec_valid_incl_empty": 0.7468, "nonexistent_fields_rate": 0.038, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9873, "mean_generated_tokens": 16.3924 }, "value": { "n": 280, "exact_match": 0.325, "normalized_match": 0.325, "prefix_match": 0.3464, "edit_similarity": 0.6071, "chars_accepted": 2.7536, "tab_chars": 1.8714, "accepted_prefix_tokens": 1.325, "syntax_valid": 0.9964, "mongo_valid": 0.9964, "exec_valid": 0.5929, "exec_valid_incl_empty": 0.5929, "nonexistent_fields_rate": 0.0, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 8.7571 } }, "by_domain": { "commerce": { "n": 168, "exact_match": 0.375, "normalized_match": 0.375, "prefix_match": 0.381, "edit_similarity": 0.623, "chars_accepted": 6.9881, "tab_chars": 5.3214, "accepted_prefix_tokens": 2.25, "syntax_valid": 1.0, "mongo_valid": 0.994, "exec_valid": 0.6548, "exec_valid_incl_empty": 0.6548, "nonexistent_fields_rate": 0.0298, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 14.1786 }, "content": { "n": 161, "exact_match": 0.3913, "normalized_match": 0.3913, "prefix_match": 0.4099, "edit_similarity": 0.6281, "chars_accepted": 8.0497, "tab_chars": 6.5652, "accepted_prefix_tokens": 2.7019, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.5901, "exec_valid_incl_empty": 0.5901, "nonexistent_fields_rate": 0.0062, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 14.8012 }, "energy": { "n": 171, "exact_match": 0.4269, "normalized_match": 0.4269, "prefix_match": 0.4327, "edit_similarity": 0.6494, "chars_accepted": 7.7953, "tab_chars": 6.5146, "accepted_prefix_tokens": 2.3509, "syntax_valid": 0.9942, "mongo_valid": 0.9942, "exec_valid": 0.614, "exec_valid_incl_empty": 0.614, "nonexistent_fields_rate": 0.0351, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9942, "mean_generated_tokens": 16.6842 }, "finance": { "n": 175, "exact_match": 0.3486, "normalized_match": 0.3486, "prefix_match": 0.3543, "edit_similarity": 0.6135, "chars_accepted": 8.1257, "tab_chars": 6.6286, "accepted_prefix_tokens": 2.88, "syntax_valid": 0.9943, "mongo_valid": 0.9943, "exec_valid": 0.5943, "exec_valid_incl_empty": 0.5943, "nonexistent_fields_rate": 0.04, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 18.5257 }, "gaming": { "n": 163, "exact_match": 0.3681, "normalized_match": 0.3681, "prefix_match": 0.3804, "edit_similarity": 0.6296, "chars_accepted": 7.6196, "tab_chars": 6.0184, "accepted_prefix_tokens": 2.5092, "syntax_valid": 0.9877, "mongo_valid": 0.9755, "exec_valid": 0.5951, "exec_valid_incl_empty": 0.5951, "nonexistent_fields_rate": 0.0245, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 14.8712 }, "healthcare-synthetic": { "n": 173, "exact_match": 0.4104, "normalized_match": 0.4104, "prefix_match": 0.4104, "edit_similarity": 0.6618, "chars_accepted": 8.3815, "tab_chars": 6.4624, "accepted_prefix_tokens": 2.7341, "syntax_valid": 0.9942, "mongo_valid": 0.9884, "exec_valid": 0.5607, "exec_valid_incl_empty": 0.5607, "nonexistent_fields_rate": 0.0231, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9942, "mean_generated_tokens": 15.0636 }, "hr": { "n": 168, "exact_match": 0.4643, "normalized_match": 0.4643, "prefix_match": 0.4762, "edit_similarity": 0.6899, "chars_accepted": 7.8155, "tab_chars": 6.3393, "accepted_prefix_tokens": 2.5357, "syntax_valid": 0.994, "mongo_valid": 0.994, "exec_valid": 0.5833, "exec_valid_incl_empty": 0.5833, "nonexistent_fields_rate": 0.0119, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.994, "mean_generated_tokens": 12.7738 }, "iot": { "n": 168, "exact_match": 0.4107, "normalized_match": 0.4107, "prefix_match": 0.4107, "edit_similarity": 0.6606, "chars_accepted": 8.4821, "tab_chars": 6.4643, "accepted_prefix_tokens": 2.869, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.6369, "exec_valid_incl_empty": 0.6369, "nonexistent_fields_rate": 0.0536, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 15.3155 }, "logistics": { "n": 157, "exact_match": 0.4076, "normalized_match": 0.4076, "prefix_match": 0.4076, "edit_similarity": 0.6721, "chars_accepted": 8.9554, "tab_chars": 6.8408, "accepted_prefix_tokens": 2.8535, "syntax_valid": 1.0, "mongo_valid": 0.9936, "exec_valid": 0.5987, "exec_valid_incl_empty": 0.5987, "nonexistent_fields_rate": 0.0255, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 15.2102 }, "saas": { "n": 165, "exact_match": 0.4788, "normalized_match": 0.4788, "prefix_match": 0.4788, "edit_similarity": 0.7021, "chars_accepted": 7.0242, "tab_chars": 5.5636, "accepted_prefix_tokens": 2.3758, "syntax_valid": 0.9939, "mongo_valid": 0.9939, "exec_valid": 0.4848, "exec_valid_incl_empty": 0.4848, "nonexistent_fields_rate": 0.0364, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 12.4909 }, "travel": { "n": 162, "exact_match": 0.4136, "normalized_match": 0.4136, "prefix_match": 0.4198, "edit_similarity": 0.6412, "chars_accepted": 8.4506, "tab_chars": 6.6667, "accepted_prefix_tokens": 2.7901, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.6543, "exec_valid_incl_empty": 0.6543, "nonexistent_fields_rate": 0.0123, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 16.5123 }, "workspace": { "n": 169, "exact_match": 0.3669, "normalized_match": 0.3669, "prefix_match": 0.3669, "edit_similarity": 0.6296, "chars_accepted": 8.0828, "tab_chars": 6.7396, "accepted_prefix_tokens": 2.5976, "syntax_valid": 0.9882, "mongo_valid": 0.9763, "exec_valid": 0.568, "exec_valid_incl_empty": 0.568, "nonexistent_fields_rate": 0.0178, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9822, "mean_generated_tokens": 16.8698 } }, "by_context_kind": { "full": { "n": 1647, "exact_match": 0.4141, "normalized_match": 0.4141, "prefix_match": 0.4196, "edit_similarity": 0.6598, "chars_accepted": 8.1488, "tab_chars": 6.4584, "accepted_prefix_tokens": 2.6752, "syntax_valid": 0.9951, "mongo_valid": 0.9927, "exec_valid": 0.6169, "exec_valid_incl_empty": 0.6169, "nonexistent_fields_rate": 0.0134, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.997, "mean_generated_tokens": 15.4244 }, "irrelevant": { "n": 198, "exact_match": 0.3687, "normalized_match": 0.3687, "prefix_match": 0.3737, "edit_similarity": 0.5935, "chars_accepted": 7.0707, "tab_chars": 5.8081, "accepted_prefix_tokens": 2.2374, "syntax_valid": 1.0, "mongo_valid": 0.9949, "exec_valid": 0.5051, "exec_valid_incl_empty": 0.5051, "nonexistent_fields_rate": 0.0859, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9949, "mean_generated_tokens": 14.5505 }, "none": { "n": 155, "exact_match": 0.3548, "normalized_match": 0.3548, "prefix_match": 0.3613, "edit_similarity": 0.6167, "chars_accepted": 7.3161, "tab_chars": 5.8, "accepted_prefix_tokens": 2.5226, "syntax_valid": 0.9935, "mongo_valid": 0.9806, "exec_valid": 0.471, "exec_valid_incl_empty": 0.471, "nonexistent_fields_rate": 0.0903, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 14.8323 } } }, "metrics_by_model": { "this_model_v3": { "syntax_valid": 0.9955, "mongodb_valid": 0.992, "nonexistent_fields_rate": 2.65, "conversational_suggestion_rate": 0.0, "fim_acc": 0.405, "exact_match": 0.405, "apt_mean": 2.62, "exec_valid_autocomplete": 0.5945, "empty_rate": 0.0, "reference_ceiling_exec_valid": 0.6255, "exec_valid_vs_ceiling": 0.9504, "nonexistent_fields_full_rate_pct": 1.34, "n_context_full": 1647, "exec_valid_full": 0.6169, "nonexistent_fields_irrelevant_rate_pct": 8.59, "n_context_irrelevant": 198, "exec_valid_irrelevant": 0.5051, "nonexistent_fields_none_rate_pct": 9.03, "n_context_none": 155, "exec_valid_none": 0.471, "info_fim_acc_gain_vs_zero_shot_base_pp": 32.9, "info_apt_delta_vs_zero_shot_base": 1.4155, "info_exec_valid_delta_vs_zero_shot_base_pp": 38.15, "generic_js_fim_acc": 0.53, "generic_js_fim_delta_pp_vs_zero_shot_base": 19.0, "write_or_destructive_executions": 0, "train_eval_leak_count": 0, "decontamination_approved": true, "auto_report_attached": true }, "previous_internal_checkpoint_v1_not_released": { "syntax_valid": 0.995, "mongodb_valid": 0.994, "nonexistent_fields_rate": 3.8, "conversational_suggestion_rate": 0.0, "fim_acc": 0.403, "exact_match": 0.403, "apt_mean": 2.6605, "exec_valid_autocomplete": 0.582, "empty_rate": 0.0, "reference_ceiling_exec_valid": 0.6255, "exec_valid_vs_ceiling": 0.9305, "nonexistent_fields_full_rate_pct": 2.06, "n_context_full": 1647, "exec_valid_full": 0.6084, "nonexistent_fields_irrelevant_rate_pct": 11.11, "n_context_irrelevant": 198, "exec_valid_irrelevant": 0.4798, "nonexistent_fields_none_rate_pct": 12.9, "n_context_none": 155, "exec_valid_none": 0.4323, "info_fim_acc_gain_vs_zero_shot_base_pp": 32.7, "info_apt_delta_vs_zero_shot_base": 1.456, "info_exec_valid_delta_vs_zero_shot_base_pp": 36.9, "generic_js_fim_acc": 0.518, "generic_js_fim_delta_pp_vs_zero_shot_base": 17.8, "write_or_destructive_executions": 0, "train_eval_leak_count": 0, "decontamination_approved": true, "auto_report_attached": true }, "zero_shot_base": { "syntax_valid": 0.498, "mongodb_valid": 0.4275, "nonexistent_fields_rate": 4.85, "conversational_suggestion_rate": 0.0, "fim_acc": 0.076, "exact_match": 0.076, "apt_mean": 1.2045, "exec_valid_autocomplete": 0.213, "empty_rate": 0.0055, "reference_ceiling_exec_valid": 0.6255, "exec_valid_vs_ceiling": 0.3405, "nonexistent_fields_full_rate_pct": 4.13, "n_context_full": 1647, "exec_valid_full": 0.2198, "nonexistent_fields_irrelevant_rate_pct": 8.59, "n_context_irrelevant": 198, "exec_valid_irrelevant": 0.1667, "nonexistent_fields_none_rate_pct": 7.74, "n_context_none": 155, "exec_valid_none": 0.2, "generic_js_fim_acc": 0.34, "write_or_destructive_executions": 0, "train_eval_leak_count": 0, "decontamination_approved": true, "auto_report_attached": true } }, "metric_definitions": { "exact_match": "pred.strip() == middle.strip()", "normalized_match": "igualdade com espacos normalizados (FIM accuracy do bake-off)", "chars_accepted": "tamanho do prefixo comum (caracteres) entre predicao e middle", "accepted_prefix_tokens": "tokens iniciais da referencia cobertos pelo prefixo comum (APT)", "syntax_valid": "node vm.Script sobre prefix+pred+suffix", "mongo_valid": "mongo_validate (AST, estatico) sobre o documento reconstruido", "exec_valid": "chat_validate.validate_text stage=ok (sintaxe, API do Console, campos, tipos, execucao somente-leitura em kapi_fx_*) E predicao nao vazia; exec_valid_incl_empty conta vazio como valido", "nonexistent_fields_rate": "stage=fields com 'campo/estrutura invalido' (campo ausente do schema) sobre todos os exemplos", "reference_ceiling": "mesmas checagens aplicadas ao middle de referencia (teto/calibracao do validador)" } }