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 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, 0.2200f));
    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, 0.2228f));

    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, 0.3424f));

    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("en-ar.token_0-0-0-0", new GroundTruth(Metric.AP, 50, baseline_token_p005_c95_Ar_TREC02_AP, 0.2712f));
    g.put("en-ar.phrase_10-0-0-100", new GroundTruth(Metric.AP, 50, phrase_p005_c95_Ar_TREC02_AP, 0.3058f));
    g.put("en-ar.1best_1-100-0-100", new GroundTruth(Metric.AP, 50, Onebest_p005_c95_Ar_TREC02_AP, 0.2473f));
    g.put("en-ar.10best_10-100-0-100", new GroundTruth(Metric.AP, 50, Nbest_p005_c95_Ar_TREC02_AP, 0.2431f));
    g.put("en-ar.gridbest_10-0-0-100", new GroundTruth(Metric.AP, 50, Gridbest_p005_c95_Ar_TREC02_AP, 0.3058f));   // scfg=1.0

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

      g.get(model).verify(results.get(model), mapping, qrels);
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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-" + LANGUAGE + ".token_10-0-100-100_0", new GroundTruth(Metric.AP, numTopics, baseline_token_AP, expectedTokenMAP));

    for (int heuristic=0; heuristic <= 2; heuristic++) {
      g.put("en-" + LANGUAGE + ".grammar_10-0-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, grammar_AP.get(heuristic), expectedMAPs.get(heuristic)[0]));
      g.put("en-" + LANGUAGE + ".1best_1-0-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Onebest_AP.get(heuristic), expectedMAPs.get(heuristic)[1]));
      g.put("en-" + LANGUAGE + ".10best_10-100-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Nbest_AP.get(heuristic), expectedMAPs.get(heuristic)[2]));
      g.put("en-" + LANGUAGE + ".interp_10-30-30-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Interp_AP.get(heuristic), expectedMAPs.get(heuristic)[3]));
    }

    for (String model : models) {
      System.err.println("Verifying results of model \"" + model + "\"");

      GroundTruth groundTruth = g.get(model);
      Map<String, Accumulator[]> result = results.get(model);
      groundTruth.verify(result, mapping, qrels);

      System.err.println("Done!");
    }
  }
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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-" + LANGUAGE + ".token_10-0-100-100_0", new GroundTruth(Metric.AP, numTopics, baseline_token_AP, expectedTokenMAP));

    for (int heuristic=0; heuristic <= 2; heuristic++) {
      g.put("en-" + LANGUAGE + ".grammar_10-0-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, grammar_AP.get(heuristic), expectedMAPs.get(heuristic)[0]));
      g.put("en-" + LANGUAGE + ".1best_1-0-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Onebest_AP.get(heuristic), expectedMAPs.get(heuristic)[1]));
      g.put("en-" + LANGUAGE + ".10best_10-100-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Nbest_AP.get(heuristic), expectedMAPs.get(heuristic)[2]));
      g.put("en-" + LANGUAGE + ".interp_10-30-30-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Interp_AP.get(heuristic), expectedMAPs.get(heuristic)[3]));
    }

    for (String model : models) {
      System.err.println("Verifying results of model \"" + model + "\"");

      GroundTruth groundTruth = g.get(model);
      Map<String, Accumulator[]> result = results.get(model);
      groundTruth.verify(result, mapping, qrels);

      System.err.println("Done!");
    }
  }
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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-" + LANGUAGE + ".token_10-0-100-100_0", new GroundTruth(Metric.AP, numTopics, baseline_token_AP, expectedTokenMAP));

    for (int heuristic=0; heuristic <= 2; heuristic++) {
      g.put("en-" + LANGUAGE + ".grammar_10-0-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, grammar_AP.get(heuristic), expectedMAPs.get(heuristic)[0]));
      g.put("en-" + LANGUAGE + ".1best_1-0-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Onebest_AP.get(heuristic), expectedMAPs.get(heuristic)[1]));
      g.put("en-" + LANGUAGE + ".10best_10-100-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Nbest_AP.get(heuristic), expectedMAPs.get(heuristic)[2]));
      g.put("en-" + LANGUAGE + ".interp_10-30-30-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Interp_AP.get(heuristic), expectedMAPs.get(heuristic)[3]));
    }

    for (String model : models) {
      System.err.println("Verifying results of model \"" + model + "\"");

      GroundTruth groundTruth = g.get(model);
      Map<String, Accumulator[]> result = results.get(model);
      groundTruth.verify(result, mapping, qrels);

      System.err.println("Done!");
    }
  }
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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-" + LANGUAGE + ".token_10-0-100-100_0", new GroundTruth(Metric.AP, numTopics, baseline_token_AP, expectedTokenMAP));

    for (int heuristic=0; heuristic <= 2; heuristic++) {
      g.put("en-" + LANGUAGE + ".grammar_10-0-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, grammar_AP.get(heuristic), expectedMAPs.get(heuristic)[0]));
      g.put("en-" + LANGUAGE + ".1best_1-0-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Onebest_AP.get(heuristic), expectedMAPs.get(heuristic)[1]));
      g.put("en-" + LANGUAGE + ".10best_10-100-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Nbest_AP.get(heuristic), expectedMAPs.get(heuristic)[2]));
      g.put("en-" + LANGUAGE + ".interp_10-30-30-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Interp_AP.get(heuristic), expectedMAPs.get(heuristic)[3]));
    }

    for (String model : models) {
      System.err.println("Verifying results of model \"" + model + "\"");

      GroundTruth groundTruth = g.get(model);
      Map<String, Accumulator[]> result = results.get(model);
      groundTruth.verify(result, mapping, qrels);

      System.err.println("Done!");
    }
  }
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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-" + LANGUAGE + ".token_10-0-100-100_0", new GroundTruth(Metric.AP, numTopics, baseline_token_AP, expectedTokenMAP));

    for (int heuristic=0; heuristic <= 2; heuristic++) {
      g.put("en-" + LANGUAGE + ".grammar_10-0-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, grammar_AP.get(heuristic), expectedMAPs.get(heuristic)[0]));
      g.put("en-" + LANGUAGE + ".1best_1-0-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Onebest_AP.get(heuristic), expectedMAPs.get(heuristic)[1]));
      g.put("en-" + LANGUAGE + ".10best_10-100-0-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Nbest_AP.get(heuristic), expectedMAPs.get(heuristic)[2]));
      g.put("en-" + LANGUAGE + ".interp_10-30-30-100_" + heuristic, new GroundTruth(Metric.AP, numTopics, Interp_AP.get(heuristic), expectedMAPs.get(heuristic)[3]));
    }

    for (String model : models) {
      System.err.println("Verifying results of model \"" + model + "\"");

      GroundTruth groundTruth = g.get(model);
      Map<String, Accumulator[]> result = results.get(model);
      groundTruth.verify(result, mapping, qrels);

      System.err.println("Done!");
    }
  }
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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("indep-x1.0", new GroundTruth("indep-x1.0", Metric.AP, 50, x10_rawAP, 0.1695f));
    g.put("indep-x1.5", new GroundTruth("indep-x1.5", Metric.AP, 50, x15_rawAP, 0.2143f));
    g.put("indep-x2.0", new GroundTruth("indep-x2.0", Metric.AP, 50, x20_rawAP, 0.2292f));
    g.put("indep-x2.5", new GroundTruth("indep-x2.5", Metric.AP, 50, x25_rawAP, 0.2299f));
    g.put("indep-x3.0", new GroundTruth("indep-x3.0", Metric.AP, 50, x30_rawAP, 0.2333f));
    g.put("indep-x3.5", new GroundTruth("indep-x3.5", Metric.AP, 50, x35_rawAP, 0.2323f));
    g.put("indep-x4.0", new GroundTruth("indep-x4.0", Metric.AP, 50, x40_rawAP, 0.2366f));
    g.put("indep-x4.5", new GroundTruth("indep-x4.5", Metric.AP, 50, x45_rawAP, 0.2413f));
    g.put("indep-x5.0", new GroundTruth("indep-x5.0", Metric.AP, 50, x50_rawAP, 0.2422f));

    Qrels qrels = new Qrels("data/wt10g/qrels.wt10g.all");

    String[] params = new String[] {
            "data/wt10g/run.wt10g.CIKM2010.title.indep.xml",
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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("UMHOO-BM25-catB", new GroundTruth(Metric.AP, 50, bm25_rawAP, 0.2051f));
    g.put("UMHOO-QL-catB", new GroundTruth(Metric.AP, 50, ql_rawAP, 0.1931f));

    Map<String, GroundTruth> h = Maps.newHashMap();
    h.put("UMHOO-BM25-catB", new GroundTruth(Metric.P10, 50, bm25_rawP10, 0.3720f));
    h.put("UMHOO-QL-catB", 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.xml",
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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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