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{
  "method": "Unchanged published BF16-fidelity benchmark: 100 EN/DE text pairs, 50 code pairs, same reference and prefixes",
  "hq": {
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        "text_retrieval": {
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      },
      "512": {
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        "text_queries_fidelity": {
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        "code_queries_fidelity": {
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        "code_snippets_fidelity": {
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        "text_retrieval": {
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          "top5_agreement": 0.9039999999999999,
          "recall_at_1": 0.93,
          "recall_at_5": 1.0,
          "recall_at_10": 1.0,
          "ndcg_at_10": 0.9754695318518756
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        "code_retrieval": {
          "top1_agreement": 1.0,
          "top5_agreement": 0.892,
          "recall_at_1": 0.98,
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          "recall_at_10": 1.0,
          "ndcg_at_10": 0.97317023314118
        }
      },
      "256": {
        "combined_fidelity": {
          "mean_cosine": 0.994737446308136,
          "median_cosine": 0.9953632354736328,
          "min_cosine": 0.9837870001792908,
          "mean_l2_drift": 0.09981194883584976,
          "spearman_rank_correlation": 0.9893874709986344
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        "text_queries_fidelity": {
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          "min_cosine": 0.9857850074768066,
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          "spearman_rank_correlation": 0.9928425364313742
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        "text_docs_fidelity": {
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          "median_cosine": 0.9935889840126038,
          "min_cosine": 0.9837870001792908,
          "mean_l2_drift": 0.11578014492988586,
          "spearman_rank_correlation": 0.9866534910386169
        },
        "code_queries_fidelity": {
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          "median_cosine": 0.9968907833099365,
          "min_cosine": 0.993119478225708,
          "mean_l2_drift": 0.08096438646316528,
          "spearman_rank_correlation": 0.9914799620741137
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        "code_snippets_fidelity": {
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          "median_cosine": 0.9935734272003174,
          "min_cosine": 0.9868944883346558,
          "mean_l2_drift": 0.11639125645160675,
          "spearman_rank_correlation": 0.9858528089777109
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        "text_retrieval": {
          "top1_agreement": 0.99,
          "top5_agreement": 0.898,
          "recall_at_1": 0.93,
          "recall_at_5": 1.0,
          "recall_at_10": 1.0,
          "ndcg_at_10": 0.9737128486737014
        },
        "code_retrieval": {
          "top1_agreement": 1.0,
          "top5_agreement": 0.88,
          "recall_at_1": 0.98,
          "recall_at_5": 1.0,
          "recall_at_10": 1.0,
          "ndcg_at_10": 0.9683037099581555
        }
      },
      "128": {
        "combined_fidelity": {
          "mean_cosine": 0.9962875247001648,
          "median_cosine": 0.9966529607772827,
          "min_cosine": 0.988479733467102,
          "mean_l2_drift": 0.08378876000642776,
          "spearman_rank_correlation": 0.9891410623012039
        },
        "text_queries_fidelity": {
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          "median_cosine": 0.9975807070732117,
          "min_cosine": 0.988479733467102,
          "mean_l2_drift": 0.0732530951499939,
          "spearman_rank_correlation": 0.992236139997222
        },
        "text_docs_fidelity": {
          "mean_cosine": 0.9951152801513672,
          "median_cosine": 0.9954268932342529,
          "min_cosine": 0.9892120361328125,
          "mean_l2_drift": 0.09740488231182098,
          "spearman_rank_correlation": 0.9864264951778177
        },
        "code_queries_fidelity": {
          "mean_cosine": 0.9978145360946655,
          "median_cosine": 0.9979954957962036,
          "min_cosine": 0.9955280423164368,
          "mean_l2_drift": 0.06525526195764542,
          "spearman_rank_correlation": 0.9913819287262265
        },
        "code_snippets_fidelity": {
          "mean_cosine": 0.9952802062034607,
          "median_cosine": 0.9955841898918152,
          "min_cosine": 0.9906960725784302,
          "mean_l2_drift": 0.09616132825613022,
          "spearman_rank_correlation": 0.9861391747309171
        },
        "text_retrieval": {
          "top1_agreement": 1.0,
          "top5_agreement": 0.8739999999999999,
          "recall_at_1": 0.89,
          "recall_at_5": 1.0,
          "recall_at_10": 1.0,
          "ndcg_at_10": 0.9627996512731696
        },
        "code_retrieval": {
          "top1_agreement": 1.0,
          "top5_agreement": 0.848,
          "recall_at_1": 0.98,
          "recall_at_5": 1.0,
          "recall_at_10": 1.0,
          "ndcg_at_10": 0.9599789863148916
        }
      }
    }
  },
  "hq_language_views": {
    "model_label": "Sakura Native AutoRoundV2 HQ Q4_K PLE-Q8_0 Retrieval256",
    "method": "Same metrics and full document pool; queries grouped by existing lang field",
    "dimensions": {
      "768": {
        "en": {
          "pairs": 50,
          "fidelity": {
            "mean_cosine": 0.9935376644134521,
            "median_cosine": 0.9945746660232544,
            "min_cosine": 0.9814159870147705,
            "mean_l2_drift": 0.10984587669372559,
            "spearman_rank_correlation": 0.9876961077283617
          },
          "retrieval": {
            "top1_agreement": 1.0,
            "top5_agreement": 0.8919999999999999,
            "recall_at_1": 1.0,
            "recall_at_5": 1.0,
            "recall_at_10": 1.0,
            "ndcg_at_10": 0.9763361764358859
          }
        },
        "de": {
          "pairs": 50,
          "fidelity": {
            "mean_cosine": 0.9942905902862549,
            "median_cosine": 0.9950199127197266,
            "min_cosine": 0.9838103652000427,
            "mean_l2_drift": 0.10484106838703156,
            "spearman_rank_correlation": 0.9899381101966641
          },
          "retrieval": {
            "top1_agreement": 1.0,
            "top5_agreement": 0.9079999999999998,
            "recall_at_1": 0.88,
            "recall_at_5": 1.0,
            "recall_at_10": 1.0,
            "ndcg_at_10": 0.9770421596461197
          }
        },
        "code": {
          "queries_fidelity": {
            "mean_cosine": 0.996131181716919,
            "median_cosine": 0.9963771104812622,
            "min_cosine": 0.992403507232666,
            "mean_l2_drift": 0.08698179572820663,
            "spearman_rank_correlation": 0.9911986228614428
          },
          "snippets_fidelity": {
            "mean_cosine": 0.992228090763092,
            "median_cosine": 0.9927085638046265,
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  },
  "runtime_smoke": {
    "server_load": "PASS",
    "llama_cpp_commit": "51ce9c11a6f2dfa895696c0048c4333e8953b728",
    "tests": [
      {
        "text": "task: search result | query: mixed precision embeddings",
        "dimension": 768,
        "finite": true,
        "mrl": "PASS"
      },
      {
        "text": "Ein deutscher Test f\u00fcr semantische Suche.",
        "dimension": 768,
        "finite": true,
        "mrl": "PASS"
      },
      {
        "text": "def add(a, b): return a + b",
        "dimension": 768,
        "finite": true,
        "mrl": "PASS"
      }
    ],
    "status": "PASS"
  },
  "ndcg_definition": "Reference-ranking graded nDCG@10; not independent human relevance judgments",
  "source_snapshot": "914f7f89142e33e77833254d9c9b90c3cef7303b",
  "runtime_flags": "--embedding --pooling mean -ngl 99 -c 2048 -b 2048 -ub 2048 --parallel 1",
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}