Package ivory.regression

Examples of ivory.regression.GroundTruth

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  public static void verifyAllResults(Set<String> models,
      Map<String, Map<String, Accumulator[]>> results, DocnoMapping mapping, Qrels qrels) {

    Map<String, GroundTruth> g = Maps.newHashMap();
    // One topic didn't contain qrels, so trec_eval only picked up 149.
    g.put("gov2-dir-base", new GroundTruth(Metric.AP, 149, sDirBaseRawAP, 0.3077f));
    g.put("gov2-bm25-base", new GroundTruth(Metric.AP, 149, sBm25BaseRawAP, 0.2999f));

    Map<String, GroundTruth> h = Maps.newHashMap();
    // One topic didn't contain qrels, so trec_eval only picked up 149.
    h.put("gov2-dir-base", new GroundTruth(Metric.P10, 149, sDirBaseRawP10, 0.5631f));
    h.put("gov2-bm25-base", new GroundTruth(Metric.P10, 149, sBm25BaseRawP10, 0.5846f));

    for (String model : models) {
      LOG.info("Verifying results of model \"" + model + "\"");

      Map<String, Accumulator[]> r = results.get(model);
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      "46", "0.8000", "47", "0.6000", "48", "0.1000", "49", "0.4000", "50", "0.0000" };

  @Test
  public void runRegression() throws Exception {
    Map<String, GroundTruth> g = Maps.newHashMap();
    g.put("bm25-base", new GroundTruth(Metric.AP, 50, bm25_rawAP, 0.2051f));
    g.put("ql-base", new GroundTruth(Metric.AP, 50, ql_rawAP, 0.1931f));

    Map<String, GroundTruth> h = Maps.newHashMap();
    h.put("bm25-base", new GroundTruth(Metric.P10, 50, bm25_rawP10, 0.3720f));
    h.put("ql-base", new GroundTruth(Metric.P10, 50, ql_rawP10, 0.3380f));

    Qrels qrels = new Qrels("data/clue/qrels.web09catB.txt");

    String[] params = new String[] {
        "data/clue/run.web09catB.nonpositional.baselines.xml",
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  public static void verifyAllResults(Set<String> models,
      Map<String, Map<String, Accumulator[]>> results, DocnoMapping mapping, Qrels qrels) {

    Map<String, GroundTruth> g = Maps.newHashMap();
    // One topic didn't contain qrels, so trec_eval only picked up 99.
    g.put("wt10g-dir-base", new GroundTruth(Metric.AP, 99, sDirBaseRawAP, 0.2093f));
    g.put("wt10g-dir-sd", new GroundTruth(Metric.AP, 99, sDirSDRawAP, 0.2187f));
    g.put("wt10g-dir-fd", new GroundTruth(Metric.AP, 99, sDirFDRawAP, 0.2205f));
    g.put("wt10g-bm25-base", new GroundTruth(Metric.AP, 99, sBm25BaseRawAP, 0.2105f));
    g.put("wt10g-bm25-sd", new GroundTruth(Metric.AP, 99, sBm25SDRawAP, 0.2248f));
    g.put("wt10g-bm25-fd", new GroundTruth(Metric.AP, 99, sBm25FDRawAP, 0.2226f));

    Map<String, GroundTruth> h = Maps.newHashMap();
    // One topic didn't contain qrels, so trec_eval only picked up 99.
    h.put("wt10g-dir-base", new GroundTruth(Metric.P10, 99, sDirBaseRawP10, 0.3131f));
    h.put("wt10g-dir-sd", new GroundTruth(Metric.P10, 99, sDirSDRawP10, 0.3192f));
    h.put("wt10g-dir-fd", new GroundTruth(Metric.P10, 99, sDirFDRawP10, 0.3242f));
    h.put("wt10g-bm25-base", new GroundTruth(Metric.P10, 99, sBm25BaseRawP10, 0.3202f));
    h.put("wt10g-bm25-sd", new GroundTruth(Metric.P10, 99, sBm25SDRawP10, 0.3333f));
    h.put("wt10g-bm25-fd", new GroundTruth(Metric.P10, 99, sBm25FDRawP10, 0.3394f));

    for (String model : models) {
      LOG.info("Verifying results of model \"" + model + "\"");

      Map<String, Accumulator[]> r = results.get(model);
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  public static void verifyAllResults(Set<String> models,
      Map<String, Map<String, Accumulator[]>> results, DocnoMapping mapping, Qrels qrels) {

    Map<String, GroundTruth> g = Maps.newHashMap();
    g.put("ql-base", new GroundTruth("ql-base", Metric.AP, 50, ql_base_rawAP, 0.1931f));
    g.put("ql-sd", new GroundTruth("ql-sd", Metric.AP, 50, ql_sd_rawAP, 0.2048f));
    g.put("ql-wsd", new GroundTruth("ql-wsd", Metric.AP, 50, ql_wsd_rawAP, 0.2120f));
    g.put("bm25-base", new GroundTruth("bm25-base", Metric.AP, 50, bm25_base_rawAP, 0.2051f));
    g.put("bm25-sd", new GroundTruth("bm25-sd", Metric.AP, 50, bm25_sd_rawAP, 0.2188f));
    g.put("bm25-wsd", new GroundTruth("bm25-wsd", Metric.AP, 50, bm25_wsd_rawAP, 0.2207f));

    for (String model : models) {
      LOG.info("Verifying results of model \"" + model + "\"");

      Map<String, Accumulator[]> r = results.get(model);
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  @Test
  public void runRegression() throws Exception {
    Map<String, GroundTruth> g = new HashMap<String, GroundTruth>();

    g.put("indep-x1.0", new GroundTruth("indep-x1.0", Metric.AP, 75, x10_rawAP, 0.1761f));
    g.put("indep-x1.5", new GroundTruth("indep-x1.5", Metric.AP, 75, x15_rawAP, 0.2724f));
    g.put("indep-x2.0", new GroundTruth("indep-x2.0", Metric.AP, 75, x20_rawAP, 0.3296f));
    g.put("indep-x2.5", new GroundTruth("indep-x2.5", Metric.AP, 75, x25_rawAP, 0.3325f));
    g.put("indep-x3.0", new GroundTruth("indep-x3.0", Metric.AP, 75, x30_rawAP, 0.3379f));
    g.put("indep-x3.5", new GroundTruth("indep-x3.5", Metric.AP, 75, x35_rawAP, 0.3421f));
    g.put("indep-x4.0", new GroundTruth("indep-x4.0", Metric.AP, 75, x40_rawAP, 0.3512f));
    g.put("indep-x4.5", new GroundTruth("indep-x4.5", Metric.AP, 75, x45_rawAP, 0.3540f));
    g.put("indep-x5.0", new GroundTruth("indep-x5.0", Metric.AP, 75, x50_rawAP, 0.3550f));

    Qrels qrels = new Qrels("data/gov2/qrels.gov2.all");

    String[] params = new String[] {
        "data/gov2/run.gov2.CIKM2010.title.indep.xml",
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  @Test
  public void runRegression() throws Exception {
    Map<String, GroundTruth> g = new HashMap<String, GroundTruth>();

    g.put("joint-x1.0", new GroundTruth("joint-x1.0", Metric.AP, 75, x10_rawAP, 0.3174f));
    g.put("joint-x1.5", new GroundTruth("joint-x1.5", Metric.AP, 75, x15_rawAP, 0.3201f));
    g.put("joint-x2.0", new GroundTruth("joint-x2.0", Metric.AP, 75, x20_rawAP, 0.3361f));
    g.put("joint-x2.5", new GroundTruth("joint-x2.5", Metric.AP, 75, x25_rawAP, 0.3364f));
    g.put("joint-x3.0", new GroundTruth("joint-x3.0", Metric.AP, 75, x30_rawAP, 0.3506f));
    g.put("joint-x3.5", new GroundTruth("joint-x3.5", Metric.AP, 75, x35_rawAP, 0.3522f));
    g.put("joint-x4.0", new GroundTruth("joint-x4.0", Metric.AP, 75, x40_rawAP, 0.3524f));
    g.put("joint-x4.5", new GroundTruth("joint-x4.5", Metric.AP, 75, x45_rawAP, 0.3524f));
    g.put("joint-x5.0", new GroundTruth("joint-x5.0", Metric.AP, 75, x50_rawAP, 0.3524f));

    Qrels qrels = new Qrels("data/gov2/qrels.gov2.all");

    String[] params = new String[] {
        "data/gov2/run.gov2.CIKM2010.title.joint.xml",
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  @Test
  public void runRegression() throws Exception {
    Map<String, GroundTruth> g = new HashMap<String, GroundTruth>();

    g.put("gov2-ql", new GroundTruth("gov2-ql", Metric.AP, 75, QL, 0.3195f));
    g.put("gov2-sd", new GroundTruth("gov2-sd", Metric.AP, 75, SD, 0.3357f));
    g.put("gov2-wsd-sd", new GroundTruth("gov2-wsd-sd", Metric.AP, 75, WSD_SD, 0.3435f));

    Qrels qrels = new Qrels("data/gov2/qrels.gov2.all");

    String[] params = new String[] {
        "data/gov2/run.gov2.SIGIR2010.xml",
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  @Test
  public void runRegression() throws Exception {
    Map<String, GroundTruth> g = new HashMap<String, GroundTruth>();

    g.put("joint-x1.0", new GroundTruth("joint-x1.0", Metric.AP, 75, x10_rawAP, 0.3067f));
    g.put("joint-x1.5", new GroundTruth("joint-x1.5", Metric.AP, 75, x15_rawAP, 0.3089f));
    g.put("joint-x2.0", new GroundTruth("joint-x2.0", Metric.AP, 75, x20_rawAP, 0.3115f));
    g.put("joint-x2.5", new GroundTruth("joint-x2.5", Metric.AP, 75, x25_rawAP, 0.3104f));
    g.put("joint-x3.0", new GroundTruth("joint-x3.0", Metric.AP, 75, x30_rawAP, 0.3277f));
    g.put("joint-x3.5", new GroundTruth("joint-x3.5", Metric.AP, 75, x35_rawAP, 0.3260f));
    g.put("joint-x4.0", new GroundTruth("joint-x4.0", Metric.AP, 75, x40_rawAP, 0.3335f));
    g.put("joint-x4.5", new GroundTruth("joint-x4.5", Metric.AP, 75, x45_rawAP, 0.3302f));
    g.put("joint-x5.0", new GroundTruth("joint-x5.0", Metric.AP, 75, x50_rawAP, 0.3294f));

    Qrels qrels = new Qrels("data/gov2/qrels.gov2.all");

    String[] params = new String[] {
            "data/gov2/run.gov2.CIKM2010.desc.joint.xml",
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  @Test
  public void runRegression() throws Exception {
    Map<String, GroundTruth> g = new HashMap<String, GroundTruth>();

    g.put("indep-x1.0", new GroundTruth("indep-x1.0", Metric.AP, 75, x10_rawAP, 0.2505f));
    g.put("indep-x1.5", new GroundTruth("indep-x1.5", Metric.AP, 75, x15_rawAP, 0.2889f));
    g.put("indep-x2.0", new GroundTruth("indep-x2.0", Metric.AP, 75, x20_rawAP, 0.3028f));
    g.put("indep-x2.5", new GroundTruth("indep-x2.5", Metric.AP, 75, x25_rawAP, 0.3104f));
    g.put("indep-x3.0", new GroundTruth("indep-x3.0", Metric.AP, 75, x30_rawAP, 0.3161f));
    g.put("indep-x3.5", new GroundTruth("indep-x3.5", Metric.AP, 75, x35_rawAP, 0.3211f));
    g.put("indep-x4.0", new GroundTruth("indep-x4.0", Metric.AP, 75, x40_rawAP, 0.3238f));
    g.put("indep-x4.5", new GroundTruth("indep-x4.5", Metric.AP, 75, x45_rawAP, 0.3263f));
    g.put("indep-x5.0", new GroundTruth("indep-x5.0", Metric.AP, 75, x50_rawAP, 0.3285f));

    Qrels qrels = new Qrels("data/gov2/qrels.gov2.all");

    String[] params = new String[] {
            "data/gov2/run.gov2.CIKM2010.desc.indep.xml",
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  public static void verifyAllResults(Set<String> models,
      Map<String, Map<String, Accumulator[]>> results, DocnoMapping mapping, Qrels qrels) {

    Map<String, GroundTruth> g = Maps.newHashMap();

    g.put("en-zh.token_0-0-0-0", new GroundTruth(Metric.AP, 73, baseline_token_p005_c95_Zh_NTCIR8_AP, 0.1507f));
    g.put("en-zh.phrase_10-0-0-100", new GroundTruth(Metric.AP, 73, phrase_p005_c95_Zh_NTCIR8_AP, 0.1867f));
    g.put("en-zh.1best_1-100-0-100", new GroundTruth(Metric.AP, 73, Onebest_p005_c95_Zh_NTCIR8_AP, 0.1535f));
    g.put("en-zh.10best_10-100-0-100", new GroundTruth(Metric.AP, 73, Nbest_p005_c95_Zh_NTCIR8_AP, 0.1709f));
    g.put("en-zh.gridbest_10-20-10-100", new GroundTruth(Metric.AP, 73, Gridbest_p005_c95_Zh_NTCIR8_AP, 0.1916f));   // nbest=0.2, bitext=0.1 scfg=0.7

    for (String model : models) {
      LOG.info("Verifying results of model \"" + model + "\"");

      g.get(model).verify(results.get(model), mapping, qrels);
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Related Classes of ivory.regression.GroundTruth

  • ivory.regression.basic.Genomics05_Basic
  • ivory.regression.basic.Gov2_Basic
  • ivory.regression.basic.Gov2_NonPositional_Baselines
  • ivory.regression.basic.Web09catB_All
  • ivory.regression.basic.Web09catB_All_Spam
  • ivory.regression.basic.Web09catB_Baseline
  • ivory.regression.basic.Web09catB_NonPositional_Baselines
  • ivory.regression.basic.Wt10g_Basic
  • ivory.regression.basic.Wt10g_NonPositional_Baselines
  • ivory.regression.cikm2010.Gov2_Desc_Indep
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