Abhinav Bhatia commited on
Publish challenger weights and A/B artifacts
Browse files- ab_comparison.json +44 -0
- challenger.onnx +3 -0
- challenger_calibration.json +93 -0
- preds_baseline.npz +3 -0
- preds_challenger.npz +3 -0
- preds_challenger_val.npz +3 -0
ab_comparison.json
ADDED
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@@ -0,0 +1,44 @@
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{
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"n_images": 8125,
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"accuracy_a": 0.9911384615384615,
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"accuracy_b": 0.9907692307692307,
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"mcnemar": {
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"both_correct": 8004,
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"only_a_correct": 49,
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"only_b_correct": 46,
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"both_wrong": 26,
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"statistic": 0.042105263157894736,
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"p_value": 0.8374192519835879,
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"method": "chi-squared (continuity corrected)"
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},
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"bootstrap": {
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"observed_difference": -0.00036923076923078835,
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"ci_low": -0.0027076923076923,
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"ci_high": 0.001969230769230834,
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"n_resamples": 10000,
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"confidence": 0.95,
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"p_value": 0.8012
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},
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"per_class": {
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"mean_difference": 0.0037079681416117925,
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"t_statistic": 1.23458202602619,
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"p_value": 0.22476960764208556,
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"df": 37,
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"ci_low": -0.0023775384859782067,
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"ci_high": 0.009793474769201792,
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"cohens_d": 0.2002756507644646,
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"effect_size_label": "small"
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},
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"power": {
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"effect_size": 0.2002756507644646,
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"n": 38,
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"alpha": 0.05,
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"power": 0.22522047555120145,
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"n_for_80_percent_power": 198
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},
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"notes": [
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"NOTE: the per-class test is underpowered \u2014 a null result here is inconclusive, not evidence of equivalence."
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],
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"baseline_file": "artifacts/preds_baseline.npz",
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"challenger_file": "artifacts/preds_challenger.npz"
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}
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challenger.onnx
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:5ed5fbaaac55c64f1529a0ea0af804cde8a56d4a840746f5fc47fbc89158486c
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size 111475217
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challenger_calibration.json
ADDED
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{
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"temperature": 0.5913705321969809,
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"fitted_on": "artifacts/preds_challenger_val.npz",
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"n_fit": 8172,
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"evaluated_on": "artifacts/preds_challenger.npz",
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"n_eval": 8125,
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"before": {
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"ece": 0.09274875829403217,
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"mce": 0.3013893961906433,
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"brier": 0.02436713844387271,
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"accuracy": 0.9907692307692307,
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| 12 |
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"mean_confidence": 0.8982142806053162,
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| 13 |
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"n_bins": 15
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},
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"after": {
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"ece": 0.004247930189491249,
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"mce": 0.42238962781387135,
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"brier": 0.015956286251189052,
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"accuracy": 0.9907692307692307,
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"mean_confidence": 0.9948689015885677,
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"n_bins": 15
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},
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"reliability_after": {
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"bin_center": [
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0.03333333333333333,
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0.1,
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0.16666666666666669,
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0.23333333333333334,
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0.3,
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0.3666666666666667,
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0.43333333333333335,
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0.5,
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0.5666666666666667,
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0.6333333333333333,
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0.7,
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0.7666666666666666,
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0.8333333333333334,
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0.9,
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0.9666666666666667
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],
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"confidence": [
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NaN,
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NaN,
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NaN,
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NaN,
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NaN,
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NaN,
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0.42238962781387135,
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0.4982589606799188,
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0.5613511057946308,
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0.6282423298211325,
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0.6923367621433499,
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0.7696053907150049,
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0.8401243896322524,
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0.903614667737649,
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0.9976575836120416
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],
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"accuracy": [
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NaN,
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NaN,
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NaN,
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NaN,
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NaN,
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NaN,
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0.0,
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0.25,
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0.5384615384615384,
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0.7142857142857143,
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0.5,
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0.6153846153846154,
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| 71 |
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0.7333333333333333,
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| 72 |
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0.8387096774193549,
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| 73 |
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0.9946397407130392
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],
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"count": [
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0,
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13,
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7,
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13,
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30,
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31,
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8022
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]
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}
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}
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preds_baseline.npz
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:2dde94ba05b2c00ae30d8dab50331cba6de66db8b0acf89ae71c32ef3b936980
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size 2439363
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preds_challenger.npz
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:95efb4a0f1cd3c643f8347199b06167304222a48837cd563e29a2fb517aa6819
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| 3 |
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size 2465185
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preds_challenger_val.npz
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:7c97509af4939914520959398152e652ac0aea58764d7d567ad1dcccd1cc0fe0
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| 3 |
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size 2479133
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