{ "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-Small", "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": 0.41, "normalized_match": 0.41, "prefix_match": 0.416, "edit_similarity": 0.6536, "chars_accepted": 8.214, "tab_chars": 6.5425, "accepted_prefix_tokens": 2.698, "syntax_valid": 0.998, "mongo_valid": 0.9975, "exec_valid": 0.6015, "exec_valid_incl_empty": 0.6015, "nonexistent_fields_rate": 0.021, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9975, "mean_generated_tokens": 15.3875 }, "headline_ide32": { "n": 2000, "exact_match": 0.409, "normalized_match": 0.409, "prefix_match": 0.4165, "edit_similarity": 0.6463, "chars_accepted": 8.2, "tab_chars": 6.5285, "accepted_prefix_tokens": 2.693, "syntax_valid": 0.836, "mongo_valid": 0.8355, "exec_valid": 0.5115, "exec_valid_incl_empty": 0.5115, "nonexistent_fields_rate": 0.012, "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": 1203, "api": 490, "syntax": 243, "type": 3, "fields": 59, "exec": 2 }, "by_cut_kind": { "key": { "n": 319, "exact_match": 0.4514, "normalized_match": 0.4514, "prefix_match": 0.4545, "edit_similarity": 0.6407, "chars_accepted": 6.4639, "tab_chars": 5.8119, "accepted_prefix_tokens": 2.0, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.5361, "exec_valid_incl_empty": 0.5361, "nonexistent_fields_rate": 0.0408, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 9.1442 }, "member": { "n": 201, "exact_match": 0.801, "normalized_match": 0.801, "prefix_match": 0.801, "edit_similarity": 0.8754, "chars_accepted": 8.6965, "tab_chars": 8.3134, "accepted_prefix_tokens": 1.8259, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.6517, "exec_valid_incl_empty": 0.6517, "nonexistent_fields_rate": 0.0, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 5.1045 }, "multiline": { "n": 161, "exact_match": 0.0, "normalized_match": 0.0, "prefix_match": 0.0, "edit_similarity": 0.4159, "chars_accepted": 11.5652, "tab_chars": 7.2671, "accepted_prefix_tokens": 3.677, "syntax_valid": 0.9876, "mongo_valid": 0.9876, "exec_valid": 0.6149, "exec_valid_incl_empty": 0.6149, "nonexistent_fields_rate": 0.0807, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9814, "mean_generated_tokens": 44.3665 }, "operator": { "n": 268, "exact_match": 0.6119, "normalized_match": 0.6119, "prefix_match": 0.6231, "edit_similarity": 0.7941, "chars_accepted": 7.7052, "tab_chars": 6.5522, "accepted_prefix_tokens": 3.0597, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.6306, "exec_valid_incl_empty": 0.6306, "nonexistent_fields_rate": 0.0037, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 9.8134 }, "partial": { "n": 200, "exact_match": 0.72, "normalized_match": 0.72, "prefix_match": 0.72, "edit_similarity": 0.8414, "chars_accepted": 6.265, "tab_chars": 5.435, "accepted_prefix_tokens": 2.36, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.59, "exec_valid_incl_empty": 0.59, "nonexistent_fields_rate": 0.035, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 7.66 }, "rest": { "n": 241, "exact_match": 0.3444, "normalized_match": 0.3444, "prefix_match": 0.3485, "edit_similarity": 0.6199, "chars_accepted": 9.8714, "tab_chars": 7.7344, "accepted_prefix_tokens": 3.1286, "syntax_valid": 1.0, "mongo_valid": 0.9959, "exec_valid": 0.5892, "exec_valid_incl_empty": 0.5892, "nonexistent_fields_rate": 0.0124, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 17.5021 }, "stage": { "n": 251, "exact_match": 0.0239, "normalized_match": 0.0239, "prefix_match": 0.0239, "edit_similarity": 0.4418, "chars_accepted": 11.8367, "tab_chars": 8.1474, "accepted_prefix_tokens": 4.3347, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.5976, "exec_valid_incl_empty": 0.5976, "nonexistent_fields_rate": 0.012, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 30.0478 }, "stmt_start": { "n": 79, "exact_match": 0.3671, "normalized_match": 0.3671, "prefix_match": 0.3671, "edit_similarity": 0.6481, "chars_accepted": 16.2785, "tab_chars": 13.9747, "accepted_prefix_tokens": 3.6076, "syntax_valid": 0.9873, "mongo_valid": 0.9873, "exec_valid": 0.7089, "exec_valid_incl_empty": 0.7089, "nonexistent_fields_rate": 0.0253, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9873, "mean_generated_tokens": 16.3924 }, "value": { "n": 280, "exact_match": 0.3179, "normalized_match": 0.3179, "prefix_match": 0.3429, "edit_similarity": 0.5979, "chars_accepted": 2.8643, "tab_chars": 1.9071, "accepted_prefix_tokens": 1.3571, "syntax_valid": 0.9964, "mongo_valid": 0.9964, "exec_valid": 0.5964, "exec_valid_incl_empty": 0.5964, "nonexistent_fields_rate": 0.0, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9964, "mean_generated_tokens": 8.8286 } }, "by_domain": { "commerce": { "n": 168, "exact_match": 0.381, "normalized_match": 0.381, "prefix_match": 0.3869, "edit_similarity": 0.6404, "chars_accepted": 7.1667, "tab_chars": 5.4464, "accepted_prefix_tokens": 2.2917, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.6607, "exec_valid_incl_empty": 0.6607, "nonexistent_fields_rate": 0.0119, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 15.1488 }, "content": { "n": 161, "exact_match": 0.3851, "normalized_match": 0.3851, "prefix_match": 0.4037, "edit_similarity": 0.6223, "chars_accepted": 8.1366, "tab_chars": 6.5093, "accepted_prefix_tokens": 2.6894, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.6087, "exec_valid_incl_empty": 0.6087, "nonexistent_fields_rate": 0.0062, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 15.1491 }, "energy": { "n": 171, "exact_match": 0.4386, "normalized_match": 0.4386, "prefix_match": 0.4444, "edit_similarity": 0.6549, "chars_accepted": 8.1637, "tab_chars": 6.8129, "accepted_prefix_tokens": 2.4737, "syntax_valid": 0.9942, "mongo_valid": 0.9942, "exec_valid": 0.6023, "exec_valid_incl_empty": 0.6023, "nonexistent_fields_rate": 0.0468, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9942, "mean_generated_tokens": 16.0526 }, "finance": { "n": 175, "exact_match": 0.3429, "normalized_match": 0.3429, "prefix_match": 0.3486, "edit_similarity": 0.6153, "chars_accepted": 8.2457, "tab_chars": 6.5314, "accepted_prefix_tokens": 2.9486, "syntax_valid": 0.9943, "mongo_valid": 0.9943, "exec_valid": 0.5943, "exec_valid_incl_empty": 0.5943, "nonexistent_fields_rate": 0.0286, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9943, "mean_generated_tokens": 18.6514 }, "gaming": { "n": 163, "exact_match": 0.3742, "normalized_match": 0.3742, "prefix_match": 0.3804, "edit_similarity": 0.6392, "chars_accepted": 7.9264, "tab_chars": 6.1902, "accepted_prefix_tokens": 2.5644, "syntax_valid": 1.0, "mongo_valid": 0.9939, "exec_valid": 0.6012, "exec_valid_incl_empty": 0.6012, "nonexistent_fields_rate": 0.0184, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 15.0184 }, "healthcare-synthetic": { "n": 173, "exact_match": 0.4046, "normalized_match": 0.4046, "prefix_match": 0.4046, "edit_similarity": 0.6652, "chars_accepted": 8.5896, "tab_chars": 6.4913, "accepted_prefix_tokens": 2.8497, "syntax_valid": 0.9942, "mongo_valid": 0.9942, "exec_valid": 0.5838, "exec_valid_incl_empty": 0.5838, "nonexistent_fields_rate": 0.0116, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9942, "mean_generated_tokens": 14.9827 }, "hr": { "n": 168, "exact_match": 0.4762, "normalized_match": 0.4762, "prefix_match": 0.4881, "edit_similarity": 0.7032, "chars_accepted": 8.8333, "tab_chars": 7.5119, "accepted_prefix_tokens": 2.8512, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.6012, "exec_valid_incl_empty": 0.6012, "nonexistent_fields_rate": 0.0119, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 12.8869 }, "iot": { "n": 168, "exact_match": 0.4345, "normalized_match": 0.4345, "prefix_match": 0.4405, "edit_similarity": 0.6659, "chars_accepted": 8.8393, "tab_chars": 6.9583, "accepted_prefix_tokens": 2.9702, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.6429, "exec_valid_incl_empty": 0.6429, "nonexistent_fields_rate": 0.0357, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 15.6071 }, "logistics": { "n": 157, "exact_match": 0.4331, "normalized_match": 0.4331, "prefix_match": 0.4331, "edit_similarity": 0.6879, "chars_accepted": 8.9172, "tab_chars": 6.8726, "accepted_prefix_tokens": 2.8917, "syntax_valid": 0.9936, "mongo_valid": 0.9936, "exec_valid": 0.586, "exec_valid_incl_empty": 0.586, "nonexistent_fields_rate": 0.0318, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9936, "mean_generated_tokens": 14.5669 }, "saas": { "n": 165, "exact_match": 0.4788, "normalized_match": 0.4788, "prefix_match": 0.4848, "edit_similarity": 0.6938, "chars_accepted": 7.2424, "tab_chars": 5.6788, "accepted_prefix_tokens": 2.4909, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.5091, "exec_valid_incl_empty": 0.5091, "nonexistent_fields_rate": 0.0303, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 12.6061 }, "travel": { "n": 162, "exact_match": 0.4074, "normalized_match": 0.4074, "prefix_match": 0.4136, "edit_similarity": 0.6385, "chars_accepted": 8.8086, "tab_chars": 7.0864, "accepted_prefix_tokens": 2.9136, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.6605, "exec_valid_incl_empty": 0.6605, "nonexistent_fields_rate": 0.0062, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 16.5309 }, "workspace": { "n": 169, "exact_match": 0.3669, "normalized_match": 0.3669, "prefix_match": 0.3669, "edit_similarity": 0.6191, "chars_accepted": 7.7278, "tab_chars": 6.432, "accepted_prefix_tokens": 2.4438, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.568, "exec_valid_incl_empty": 0.568, "nonexistent_fields_rate": 0.0118, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9941, "mean_generated_tokens": 17.2189 } }, "by_context_kind": { "full": { "n": 1647, "exact_match": 0.4183, "normalized_match": 0.4183, "prefix_match": 0.4238, "edit_similarity": 0.6613, "chars_accepted": 8.3734, "tab_chars": 6.6758, "accepted_prefix_tokens": 2.759, "syntax_valid": 0.9976, "mongo_valid": 0.997, "exec_valid": 0.6211, "exec_valid_incl_empty": 0.6211, "nonexistent_fields_rate": 0.0121, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9976, "mean_generated_tokens": 15.4857 }, "irrelevant": { "n": 198, "exact_match": 0.3838, "normalized_match": 0.3838, "prefix_match": 0.3889, "edit_similarity": 0.6152, "chars_accepted": 7.5657, "tab_chars": 6.2121, "accepted_prefix_tokens": 2.3333, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.5303, "exec_valid_incl_empty": 0.5303, "nonexistent_fields_rate": 0.0556, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 0.9949, "mean_generated_tokens": 15.0 }, "none": { "n": 155, "exact_match": 0.3548, "normalized_match": 0.3548, "prefix_match": 0.3677, "edit_similarity": 0.6217, "chars_accepted": 7.3484, "tab_chars": 5.5484, "accepted_prefix_tokens": 2.5161, "syntax_valid": 1.0, "mongo_valid": 1.0, "exec_valid": 0.4839, "exec_valid_incl_empty": 0.4839, "nonexistent_fields_rate": 0.071, "empty_rate": 0.0, "eos_or_suffix_stop_rate": 1.0, "mean_generated_tokens": 14.8387 } } }, "metrics_by_model": { "this_model_v3": { "syntax_valid": 0.998, "mongodb_valid": 0.9975, "nonexistent_fields_rate": 2.1, "conversational_suggestion_rate": 0.0, "fim_acc": 0.41, "exact_match": 0.41, "apt_mean": 2.698, "exec_valid_autocomplete": 0.6015, "empty_rate": 0.0, "reference_ceiling_exec_valid": 0.6255, "exec_valid_vs_ceiling": 0.9616, "nonexistent_fields_full_rate_pct": 1.21, "n_context_full": 1647, "exec_valid_full": 0.6211, "nonexistent_fields_irrelevant_rate_pct": 5.56, "n_context_irrelevant": 198, "exec_valid_irrelevant": 0.5303, "nonexistent_fields_none_rate_pct": 7.1, "n_context_none": 155, "exec_valid_none": 0.4839, "info_fim_acc_gain_vs_zero_shot_base_pp": 26.8, "info_apt_delta_vs_zero_shot_base": 1.259, "info_exec_valid_delta_vs_zero_shot_base_pp": 28.55, "generic_js_fim_acc": 0.606, "generic_js_fim_delta_pp_vs_zero_shot_base": 20.0, "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": 0.9955, "mongodb_valid": 0.9945, "nonexistent_fields_rate": 2.9, "conversational_suggestion_rate": 0.0, "fim_acc": 0.4105, "exact_match": 0.4105, "apt_mean": 2.6665, "exec_valid_autocomplete": 0.595, "empty_rate": 0.0, "reference_ceiling_exec_valid": 0.6255, "exec_valid_vs_ceiling": 0.9512, "nonexistent_fields_full_rate_pct": 1.58, "n_context_full": 1647, "exec_valid_full": 0.6199, "nonexistent_fields_irrelevant_rate_pct": 7.58, "n_context_irrelevant": 198, "exec_valid_irrelevant": 0.5051, "nonexistent_fields_none_rate_pct": 10.97, "n_context_none": 155, "exec_valid_none": 0.4452, "info_fim_acc_gain_vs_zero_shot_base_pp": 26.85, "info_apt_delta_vs_zero_shot_base": 1.2275, "info_exec_valid_delta_vs_zero_shot_base_pp": 27.9, "generic_js_fim_acc": 0.632, "generic_js_fim_delta_pp_vs_zero_shot_base": 22.6, "write_or_destructive_executions": 0, "train_eval_leak_count": 0, "decontamination_approved": true, "auto_report_attached": true }, "zero_shot_base": { "syntax_valid": 0.667, "mongodb_valid": 0.595, "nonexistent_fields_rate": 5.1, "conversational_suggestion_rate": 0.0, "fim_acc": 0.142, "exact_match": 0.142, "apt_mean": 1.439, "exec_valid_autocomplete": 0.316, "empty_rate": 0.0095, "reference_ceiling_exec_valid": 0.6255, "exec_valid_vs_ceiling": 0.5052, "nonexistent_fields_full_rate_pct": 3.76, "n_context_full": 1647, "exec_valid_full": 0.3364, "nonexistent_fields_irrelevant_rate_pct": 10.61, "n_context_irrelevant": 198, "exec_valid_irrelevant": 0.2172, "nonexistent_fields_none_rate_pct": 12.26, "n_context_none": 155, "exec_valid_none": 0.2258, "generic_js_fim_acc": 0.406, "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)" } }