Upload metrics_v2.json with huggingface_hub
Browse files- metrics_v2.json +70 -0
metrics_v2.json
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{
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"columns": [
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"f_effective_cosine",
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"f_profile_cosine",
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"f_profile_l2",
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"f_authored_cosine",
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"f_authored_available",
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"f_liked_cosine",
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"f_liked_available",
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"f_liked_authored_cosine",
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"f_tag_overlap",
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"f_tag_jaccard",
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"f_common_friend_count",
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"f_age_diff",
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"f_age_available",
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"f_age_band_match",
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"f_ui_mode_match"
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],
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"params": {
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"objective": "lambdarank",
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"metric": "ndcg",
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"n_estimators": 1000,
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"learning_rate": 0.05,
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"num_leaves": 63,
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"min_data_in_leaf": 20,
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"random_state": 42,
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"ndcg_eval_at": [
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5,
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10
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]
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},
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"seed": 42,
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"n_users": 10000,
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"train_pairs": 68193,
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"test_pairs": 16741,
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"metrics": {
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"v2_full": {
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"ndcg@5": 0.7721639322500758,
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"ndcg@10": 0.8196806119527938,
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"n_features": 15
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},
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"v2_no_content": {
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"ndcg@5": 0.7646390549608202,
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"ndcg@10": 0.8115972042160688,
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"n_features": 10
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},
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"legacy_embedding": {
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"ndcg@5": 0.39210847212656913,
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"ndcg@10": 0.4863242966922078,
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"n_features": 2
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}
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},
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"gain_importance": {
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"f_age_diff": 48362.62074907869,
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"f_effective_cosine": 29555.275228187442,
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"f_common_friend_count": 29013.391211405396,
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"f_profile_cosine": 11398.917454659939,
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"f_profile_l2": 10902.10582562536,
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"f_authored_cosine": 9033.069555059075,
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"f_liked_authored_cosine": 8412.828127481043,
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"f_liked_cosine": 7789.788809880614,
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"f_age_band_match": 5642.721453994513,
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"f_tag_overlap": 4623.446751818061,
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"f_age_available": 1804.2311368137598,
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"f_ui_mode_match": 960.5918862745166,
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"f_authored_available": 65.97200594842434,
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"f_liked_available": 42.42172517627478,
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"f_tag_jaccard": 0.0
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}
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}
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