Update leaderboard results from local eval

results/chronos_2/all_results.csv

@@ -1,15 +1,3 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length
-binance_btcusdt_1h_close/1h/short,Chronos-2,0.17505582868640848,0.17505582868640848,nan,nan,0.003231618795337522,nan,nan,0.41839673598919064,nan,nan,0.2881331988179761,Finance,1,24
-coingecko_bitcoin_7d_price_usd/1h/short,Chronos-2,0.46766119047554405,0.46766119047554405,nan,nan,0.007905167973149461,nan,nan,0.6838575805498862,nan,nan,0.46522569178545187,Finance,1,24
-data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Chronos-2,25067.461899718543,25067.461899718543,121.96686029434204,1.2859549577545721,0.6608019070822674,0.9393767274480805,18.969076544647905,158.32707254199624,0.9747204171363386,0.7508734105557137,0.605299940786381,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-2,1.6284716271939715e-18,1.6284716271939715e-18,nan,nan,nan,nan,nan,1.2761158361191085e-09,nan,nan,1.8284365387902989e-09,Climate,1,36
-data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Chronos-2,1.7296862743653321e-18,1.7296862743653321e-18,nan,nan,nan,nan,nan,1.3151753777977035e-09,nan,nan,2.356162747109682e-09,Transportation,1,12
-nasa_power_shanghai_hourly_T2M/1h/short,Chronos-2,0.06025211913342343,0.06025211913342343,nan,nan,0.014048149370033328,nan,nan,0.24546307081396873,nan,nan,0.16759977605525547,Weather,1,24
-noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.39869489331544644,0.39869489331544644,nan,nan,0.23653810805327471,nan,nan,0.6314229116174408,nan,nan,0.3388036720406042,Ocean,1,60
-noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-2,1.6657052582798209,1.6657052582798209,nan,nan,0.11908254245050692,nan,nan,1.2906220431558655,nan,nan,0.8988337976886078,Ocean,1,72
-nws_ksfo_observations_temperature/1h/short,Chronos-2,0.22763978935275495,0.22763978935275495,0.4551292260487874,0.3293397414624391,0.02734639793034648,0.02740698654518156,1.2449814398684094,0.4771161172636646,0.02853423165374086,0.027219291695583462,0.02293888289302154,Weather,1,24
-open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-2,0.03526190188175566,0.03526190188175566,nan,nan,0.2142754133607554,nan,nan,0.1877815269981466,nan,nan,0.1128105078936095,Air Quality,1,24
-open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-2,0.16410673128769995,0.16410673128769995,nan,nan,0.03774184875099514,nan,nan,0.4051008902578467,nan,nan,0.20244880321228498,Weather,1,24
-usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Chronos-2,0.6326804740446184,0.6326804740446184,nan,nan,0.4433038595658039,nan,nan,0.7954121409964889,nan,nan,0.49632226407417623,Hazards,1,24
-usgs_potomac_iv_usgs_00060/15min/short,Chronos-2,5.076688428663051,5.076688428663051,nan,nan,0.07430929788919967,nan,nan,2.253150778057929,nan,nan,1.710286926999298,Hydrology,1,24
-wikimedia_time_series_hourly_pageviews/1D/short,Chronos-2,0.5379146607901764,0.5379146607901764,nan,nan,0.17100514688638668,nan,nan,0.7334266567218404,nan,nan,0.48842848142456025,Web,1,7
+dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
+binance_btcusdt_1h_close/1h/short,Chronos-2,253427.98031171164,253427.98031171164,430.1599934895833,0.9318014749305178,0.007149086996462027,0.007183290602900378,3.2641156533937963,503.4163091435474,0.008389478022961463,0.007168654940634957,0.006453564120717358,Finance,1
+coingecko_bitcoin_7d_price_usd/1h/short,Chronos-2,151474.27375920615,151474.27375920615,331.1985677083333,0.6128762551879093,0.00555338622541073,0.005536958612993723,3.7665332417731356,389.19696011043834,0.006507699932794779,0.005537918117874429,0.004363665891866698,Finance,1

results/chronos_2/config.json

@@ -3,12 +3,9 @@
     "model_type": "zero-shot",
     "model_dtype": "float32",
     "model_link": "https://tsfm.ai/models/amazon/chronos-2",
-    "code_link": "https://github.com/zhouziyu02/TS-Live/blob/main/scripts/run_online_eval.py",
+    "code_link": "https://github.com/zhouziyu02/TSFM_Bench/blob/main/scripts/run_online_eval.py",
     "org": "Amazon / TSFM.ai",
     "testdata_leakage": "No",
     "replication_code_available": "Yes",
-    "api_model_id": "amazon/chronos-2",
-    "admitted_at": "2026-06-01T00:00:00Z",
-    "evaluation_protocol": "issue-now-score-later",
-    "metric_version": "livehouse-canonical-v1"
+    "api_model_id": "amazon/chronos-2"
 }

results/chronos_2/online_meta.json

@@ -1,28 +1,19 @@
 {
     "model": "Chronos-2",
     "api_model_id": "amazon/chronos-2",
-    "admitted_at": "2026-06-01T00:00:00Z",
-    "evaluation_protocol": "issue-now-score-later",
-    "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T01:39:02.132565+00:00",
-    "resolved_tasks": [
+    "evaluated_at": "2026-06-30T10:59:48.162083+00:00",
+    "datasets": [
         {
-            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
-            "task_id": "future-1cf8a69c46ddfd207dc4",
-            "issued_at": "2026-07-27T15:13:09.871657+00:00",
-            "resolved_at": "2026-07-28T01:34:12.894149+00:00",
-            "target_end": "2026-07-27T17:35:00+00:00",
-            "prediction_length": 36,
-            "metric_version": "livehouse-canonical-v1"
+            "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260628t230000z",
+            "data_fetched_at": "2026-06-30T10:58:37.207440Z",
+            "context_length": 48,
+            "prediction_length": 24
         },
         {
-            "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-a378da744357008aedcd",
-            "issued_at": "2026-07-27T22:37:47.857566+00:00",
-            "resolved_at": "2026-07-28T01:34:13.234112+00:00",
-            "target_end": "2026-07-26T15:05:00+00:00",
-            "prediction_length": 12,
-            "metric_version": "livehouse-canonical-v1"
+            "dataset": "task_coingecko_bitcoin_7d_coin_bitcoin_price_usd_20260629t100204z",
+            "data_fetched_at": "2026-06-30T10:58:37.207440Z",
+            "context_length": 96,
+            "prediction_length": 24
         }
     ]
 }

results/dataset_properties.csv

@@ -1,11 +1,7 @@
 dataset,domain,frequency,num_variates
 binance_btcusdt_1h_close,Finance,1h,1
 coingecko_bitcoin_7d_price_usd,Finance,1h,1
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total,Climate,5min,1
-data_gov_sg_singapore_taxi_availability_available_taxi_count,Transportation,5min,1
-nasa_power_shanghai_hourly_t2m,Weather,1h,1
 noaa_coops_sf_water_level_water_level,Ocean,6min,1
-noaa_ndbc_46013_realtime_wave_height,Ocean,10min,1
 nws_ksfo_observations_temperature,Weather,1h,1
 open_meteo_shanghai_air_quality_hourly_pm2_5,Air Quality,1h,1
 open_meteo_shanghai_hourly_temperature_2m,Weather,1h,1

results/online_status.json

@@ -1,376 +1,19 @@
 {
-    "status": "ok",
-    "evaluation_protocol": "issue-now-score-later",
-    "metric_version": "livehouse-canonical-v1",
-    "started_at": "2026-07-28T01:34:09.028402+00:00",
-    "finished_at": "2026-07-28T01:39:06.500756+00:00",
+    "status": "partial",
+    "started_at": "2026-07-28T02:09:17.614699+00:00",
+    "finished_at": "2026-07-28T02:09:25.478616+00:00",
+    "task_count": 8,
     "data_source": "ts_bench",
     "data_config": "configs/datasets/ts_bench.yaml",
-    "task_count": 4,
-    "issued_tasks": 2,
-    "issued_forecasts": 24,
-    "resolved_forecasts": 24,
-    "pending_tasks": 13,
-    "failed_forecasts": [],
-    "models": {
-        "Chronos-2": {
-            "model": "Chronos-2",
-            "api_model_id": "amazon/chronos-2",
-            "admitted_at": "2026-06-01T00:00:00Z",
-            "evaluation_protocol": "issue-now-score-later",
-            "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T01:39:02.132565+00:00",
-            "resolved_tasks": [
-                {
-                    "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
-                    "task_id": "future-1cf8a69c46ddfd207dc4",
-                    "issued_at": "2026-07-27T15:13:09.871657+00:00",
-                    "resolved_at": "2026-07-28T01:34:12.894149+00:00",
-                    "target_end": "2026-07-27T17:35:00+00:00",
-                    "prediction_length": 36,
-                    "metric_version": "livehouse-canonical-v1"
-                },
-                {
-                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-                    "task_id": "future-a378da744357008aedcd",
-                    "issued_at": "2026-07-27T22:37:47.857566+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.234112+00:00",
-                    "target_end": "2026-07-26T15:05:00+00:00",
-                    "prediction_length": 12,
-                    "metric_version": "livehouse-canonical-v1"
-                }
-            ]
-        },
-        "TiRex": {
-            "model": "TiRex",
-            "api_model_id": "NX-AI/TiRex-1.1-gifteval",
-            "admitted_at": "2026-06-01T00:00:00Z",
-            "evaluation_protocol": "issue-now-score-later",
-            "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T01:39:02.143578+00:00",
-            "resolved_tasks": [
-                {
-                    "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
-                    "task_id": "future-1cf8a69c46ddfd207dc4",
-                    "issued_at": "2026-07-27T15:13:09.871657+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.096194+00:00",
-                    "target_end": "2026-07-27T17:35:00+00:00",
-                    "prediction_length": 36,
-                    "metric_version": "livehouse-canonical-v1"
-                },
-                {
-                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-                    "task_id": "future-a378da744357008aedcd",
-                    "issued_at": "2026-07-27T22:37:47.857566+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.471320+00:00",
-                    "target_end": "2026-07-26T15:05:00+00:00",
-                    "prediction_length": 12,
-                    "metric_version": "livehouse-canonical-v1"
-                }
-            ]
-        },
-        "TimesFM-2.5": {
-            "model": "TimesFM-2.5",
-            "api_model_id": "google/timesfm-2.5-200m-pytorch",
-            "admitted_at": "2026-06-01T00:00:00Z",
-            "evaluation_protocol": "issue-now-score-later",
-            "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T01:39:02.149435+00:00",
-            "resolved_tasks": [
-                {
-                    "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
-                    "task_id": "future-1cf8a69c46ddfd207dc4",
-                    "issued_at": "2026-07-27T15:13:09.871657+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.078112+00:00",
-                    "target_end": "2026-07-27T17:35:00+00:00",
-                    "prediction_length": 36,
-                    "metric_version": "livehouse-canonical-v1"
-                },
-                {
-                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-                    "task_id": "future-a378da744357008aedcd",
-                    "issued_at": "2026-07-27T22:37:47.857566+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.451024+00:00",
-                    "target_end": "2026-07-26T15:05:00+00:00",
-                    "prediction_length": 12,
-                    "metric_version": "livehouse-canonical-v1"
-                }
-            ]
-        },
-        "Toto-1.0": {
-            "model": "Toto-1.0",
-            "api_model_id": "Datadog/Toto-Open-Base-1.0",
-            "admitted_at": "2026-06-01T00:00:00Z",
-            "evaluation_protocol": "issue-now-score-later",
-            "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T01:39:02.151603+00:00",
-            "resolved_tasks": [
-                {
-                    "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
-                    "task_id": "future-1cf8a69c46ddfd207dc4",
-                    "issued_at": "2026-07-27T15:13:09.871657+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.168150+00:00",
-                    "target_end": "2026-07-27T17:35:00+00:00",
-                    "prediction_length": 36,
-                    "metric_version": "livehouse-canonical-v1"
-                },
-                {
-                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-                    "task_id": "future-a378da744357008aedcd",
-                    "issued_at": "2026-07-27T22:37:47.857566+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.535120+00:00",
-                    "target_end": "2026-07-26T15:05:00+00:00",
-                    "prediction_length": 12,
-                    "metric_version": "livehouse-canonical-v1"
-                }
-            ]
-        },
-        "Moirai-2.0": {
-            "model": "Moirai-2.0",
-            "api_model_id": "Salesforce/moirai-2.0-R-small",
-            "admitted_at": "2026-06-01T00:00:00Z",
-            "evaluation_protocol": "issue-now-score-later",
-            "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T01:39:02.168888+00:00",
-            "resolved_tasks": [
-                {
-                    "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
-                    "task_id": "future-1cf8a69c46ddfd207dc4",
-                    "issued_at": "2026-07-27T15:13:09.871657+00:00",
-                    "resolved_at": "2026-07-28T01:34:12.988273+00:00",
-                    "target_end": "2026-07-27T17:35:00+00:00",
-                    "prediction_length": 36,
-                    "metric_version": "livehouse-canonical-v1"
-                },
-                {
-                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-                    "task_id": "future-a378da744357008aedcd",
-                    "issued_at": "2026-07-27T22:37:47.857566+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.327134+00:00",
-                    "target_end": "2026-07-26T15:05:00+00:00",
-                    "prediction_length": 12,
-                    "metric_version": "livehouse-canonical-v1"
-                }
-            ]
-        },
-        "Chronos-Bolt": {
-            "model": "Chronos-Bolt",
-            "api_model_id": "amazon/chronos-bolt-base",
-            "admitted_at": "2026-06-01T00:00:00Z",
-            "evaluation_protocol": "issue-now-score-later",
-            "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T01:39:02.184014+00:00",
-            "resolved_tasks": [
-                {
-                    "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
-                    "task_id": "future-1cf8a69c46ddfd207dc4",
-                    "issued_at": "2026-07-27T15:13:09.871657+00:00",
-                    "resolved_at": "2026-07-28T01:34:12.937188+00:00",
-                    "target_end": "2026-07-27T17:35:00+00:00",
-                    "prediction_length": 36,
-                    "metric_version": "livehouse-canonical-v1"
-                },
-                {
-                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-                    "task_id": "future-a378da744357008aedcd",
-                    "issued_at": "2026-07-27T22:37:47.857566+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.245069+00:00",
-                    "target_end": "2026-07-26T15:05:00+00:00",
-                    "prediction_length": 12,
-                    "metric_version": "livehouse-canonical-v1"
-                }
-            ]
-        },
-        "TabPFN-TS": {
-            "model": "TabPFN-TS",
-            "api_model_id": "priorlabs/tabpfn-ts",
-            "admitted_at": "2026-06-01T00:00:00Z",
-            "evaluation_protocol": "issue-now-score-later",
-            "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T01:39:02.199444+00:00",
-            "resolved_tasks": [
-                {
-                    "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
-                    "task_id": "future-1cf8a69c46ddfd207dc4",
-                    "issued_at": "2026-07-27T15:13:09.871657+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.062232+00:00",
-                    "target_end": "2026-07-27T17:35:00+00:00",
-                    "prediction_length": 36,
-                    "metric_version": "livehouse-canonical-v1"
-                },
-                {
-                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-                    "task_id": "future-a378da744357008aedcd",
-                    "issued_at": "2026-07-27T22:37:47.857566+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.438085+00:00",
-                    "target_end": "2026-07-26T15:05:00+00:00",
-                    "prediction_length": 12,
-                    "metric_version": "livehouse-canonical-v1"
-                }
-            ]
-        },
-        "Sundial": {
-            "model": "Sundial",
-            "api_model_id": "thuml/sundial-base-128m",
-            "admitted_at": "2026-06-01T00:00:00Z",
-            "evaluation_protocol": "issue-now-score-later",
-            "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T01:39:02.206382+00:00",
-            "resolved_tasks": [
-                {
-                    "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
-                    "task_id": "future-1cf8a69c46ddfd207dc4",
-                    "issued_at": "2026-07-27T15:13:09.871657+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.042165+00:00",
-                    "target_end": "2026-07-27T17:35:00+00:00",
-                    "prediction_length": 36,
-                    "metric_version": "livehouse-canonical-v1"
-                },
-                {
-                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-                    "task_id": "future-a378da744357008aedcd",
-                    "issued_at": "2026-07-27T22:37:47.857566+00:00",
-                    "resolved_at": "2026-07-28T01:34:13.402146+00:00",
-                    "target_end": "2026-07-26T15:05:00+00:00",
-                    "prediction_length": 12,
-                    "metric_version": "livehouse-canonical-v1"
-                }
-            ]
-        },
-        "Moving-Average": {
-            "model": "Moving-Average",
-            "api_model_id": "baseline/moving-average",
-            "admitted_at": "2026-06-01T00:00:00Z",
-            "evaluation_protocol": "issue-now-score-later",
-            "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T01:39:02.209331+00:00",
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-                    "metric_version": "livehouse-canonical-v1"
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-                {
-                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-                    "task_id": "future-a378da744357008aedcd",
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-                    "prediction_length": 12,
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-        },
-        "ETS": {
-            "model": "ETS",
-            "api_model_id": "baseline/ets",
-            "admitted_at": "2026-06-01T00:00:00Z",
-            "evaluation_protocol": "issue-now-score-later",
-            "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T01:39:02.221180+00:00",
-            "resolved_tasks": [
-                {
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-                    "task_id": "future-1cf8a69c46ddfd207dc4",
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-                    "prediction_length": 36,
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-        "ARIMA": {
-            "model": "ARIMA",
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-            "admitted_at": "2026-06-01T00:00:00Z",
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-        "Seasonal-Naive": {
-            "model": "Seasonal-Naive",
-            "api_model_id": "baseline/seasonal-naive",
-            "admitted_at": "2026-06-01T00:00:00Z",
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-            "resolved_tasks": [
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-                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-                    "task_id": "future-a378da744357008aedcd",
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-    "skipped_models": [],
-    "aggregate_status": "ok",
-    "aggregate_files": {
-        "gift_prediction_length": "aggregates/results_by_prediction_length.csv",
-        "gift_domain": "aggregates/results_by_domain.csv",
-        "gift_frequency": "aggregates/results_by_frequency.csv",
-        "gift_overall": "aggregates/results_overall.csv",
-        "gift_metadata": "aggregates/metadata.json",
-        "live_releases": "aggregates/live_release_metrics.csv",
-        "live_by_dataset": "aggregates/live_results_by_dataset.csv",
-        "live_rank": "aggregates/live_rank_up_to_now.csv",
-        "live_overall": "aggregates/live_overall_up_to_now.csv",
-        "live_rank_1d": "aggregates/live_rank_1d.csv",
-        "live_overall_1d": "aggregates/live_overall_1d.csv",
-        "live_rank_7d": "aggregates/live_rank_7d.csv",
-        "live_overall_7d": "aggregates/live_overall_7d.csv",
-        "live_rank_30d": "aggregates/live_rank_30d.csv",
-        "live_overall_30d": "aggregates/live_overall_30d.csv",
-        "live_metadata": "aggregates/live_metadata.json"
-    },
-    "push_status": "ok",
-    "pushed_at": "2026-07-28T01:40:06.607710+00:00",
-    "push_detail": "HF Hub API"
+    "ts_bench_root": "/Users/zhouziyu/Desktop/TS-Bench",
+    "models": {},
+    "failed_models": [
+        "Chronos-Bolt-Tiny",
+        "Chronos-Bolt-Mini",
+        "Chronos-Bolt-Base",
+        "Chronos-2",
+        "TimesFM-2.5",
+        "Moirai-1.1-Small"
+    ],
+    "push_status": "pending"
 }

results/timesfm_2_5/all_results.csv

@@ -1,15 +1,11 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length
-binance_btcusdt_1h_close/1h/short,TimesFM-2.5,0.18471364393609205,0.2511561167570871,nan,nan,0.003988779263392523,nan,nan,0.42978325227501835,nan,nan,0.26875152458008783,Finance,1,24
-coingecko_bitcoin_7d_price_usd/1h/short,TimesFM-2.5,0.16431138716961843,0.2840452984238427,nan,nan,0.006365738815062364,nan,nan,0.40535341021091514,nan,nan,0.28603521259581766,Finance,1,24
-data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,TimesFM-2.5,28434.715767887308,30940.314541637516,136.81071631113687,1.4424608331286375,0.6894371389934627,1.1431172573156296,43.032391046456816,168.6259640977252,1.0381242287022936,0.8422577158188848,0.7508176845882389,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TimesFM-2.5,0.0,0.0,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Climate,1,36
-data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TimesFM-2.5,0.0,0.0,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Transportation,1,12
-nasa_power_shanghai_hourly_T2M/1h/short,TimesFM-2.5,0.07349968636756156,0.12715800629866036,nan,nan,0.017422859563450927,nan,nan,0.2711082558085636,nan,nan,0.19379553509865552,Weather,1,24
-noaa_coops_sf_water_level_water_level/6min/short,TimesFM-2.5,0.14262902462292637,0.10499166979015469,nan,nan,0.14590502381629022,nan,nan,0.3776625803848276,nan,nan,0.31992783287089027,Ocean,1,60
-noaa_ndbc_46013_realtime_wave_height/10min/short,TimesFM-2.5,1.2071519093124696,1.3019518027243746,nan,nan,0.10344735727774368,nan,nan,1.0987046506283977,nan,nan,0.8717528265991279,Ocean,1,72
-nws_ksfo_observations_temperature/1h/short,TimesFM-2.5,0.21622905324208355,0.1617179170793861,0.26413559913635254,0.1911332978675114,0.01630353750267156,0.01601217538840988,10.994616695384883,0.4650043583043965,0.027809880236186378,0.015796796840529412,0.021259949519123158,Weather,1,24
-open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TimesFM-2.5,0.03785281024197016,0.017934866424511135,nan,nan,0.21483569476265685,nan,nan,0.19455798683675302,nan,nan,0.19205918049403484,Air Quality,1,24
-open_meteo_shanghai_hourly_temperature_2m/1h/short,TimesFM-2.5,0.06591225974664346,0.03575909793348882,nan,nan,0.01791180333102477,nan,nan,0.2567338305456518,nan,nan,0.19379445942016174,Weather,1,24
-usgs_earthquake_all_week_hourly_earthquake_count/1h/short,TimesFM-2.5,0.6086373270893934,0.641798892026256,nan,nan,0.34810479649554643,nan,nan,0.7801521179163673,nan,nan,0.5751539108404323,Hazards,1,24
-usgs_potomac_iv_usgs_00060/15min/short,TimesFM-2.5,5.54219699972541,6.215406233869209,nan,nan,0.08228977408365698,nan,nan,2.3541871207967753,nan,nan,2.1827408275623315,Hydrology,1,24
-wikimedia_time_series_hourly_pageviews/1D/short,TimesFM-2.5,0.38719216672060525,0.341005570724447,nan,nan,0.12667853599052806,nan,nan,0.6222476731339421,nan,nan,0.5343002043100503,Web,1,7
+dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
+binance_btcusdt_1h_close/1h/short,TimesFM-2.5,81742.42789522807,124744.15551821391,297.3611653645833,0.4486972705324055,0.004943552533723208,0.0049579917738521604,4.904699820126863,285.90632713395496,0.0047624096472577765,0.004953215610330298,0.003661364469335062,Finance,1
+coingecko_bitcoin_7d_price_usd/1h/short,TimesFM-2.5,97952.0961373647,155042.49553426108,344.3505859375,0.494849513065497,0.005734942849078377,0.005753831848928334,4.4515950592935765,312.9729958596503,0.005223298429098694,0.005746968263655385,0.004048322861622117,Finance,1
+nasa_power_shanghai_hourly_T2M/1h/short,TimesFM-2.5,11.641811304915336,13.423471256234128,2.7575780550638833,3.5293238475457582,0.10321913729068599,0.11204715871745875,101.69350427694228,3.4120098629569253,0.14059996314044312,0.11363254752226123,0.10196536560973148,Weather,1
+noaa_coops_sf_water_level_water_level/6min/short,TimesFM-2.5,0.02908771671812005,0.034046774600905515,0.13568753997484842,0.17312143585760467,0.11185537202482503,0.12463965779787611,2.676967727907387,0.1705512143554541,0.1434961937098364,0.11416304242585044,0.08757558544176978,Ocean,1
+noaa_ndbc_46013_realtime_wave_height/10min/short,TimesFM-2.5,0.05836318292564613,0.04761165148106272,0.16445205609003702,0.3447029766963658,0.07191232151835235,0.06762886788054125,17.47579260325252,0.24158473239351475,0.09877400134375952,0.06723764141999806,0.08169348159617512,Ocean,1
+nws_ksfo_observations_temperature/1h/short,TimesFM-2.5,5.091922888105425,6.327109473932221,2.2220658461252847,1.3592926513955181,0.10384344306035338,0.11108617811955894,27.998005969855527,2.2565289468795706,0.10885767783941647,0.10719513629549113,0.08603730202253673,Weather,1
+open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TimesFM-2.5,49.47017191748849,82.91626740256955,7.3194271723429365,0.5005687624158839,0.2545421621602366,0.295325743742574,5.8418762834746945,7.033503530779557,0.27381035642937446,0.28494120378950605,0.21288132768520807,Air Quality,1
+open_meteo_shanghai_hourly_temperature_2m/1h/short,TimesFM-2.5,1.6484289968751302,1.7882974488526695,1.16057284673055,0.9274277392234174,0.04635277574155072,0.04703534337119358,20.58434769273915,1.2839116001014752,0.04978813570351389,0.045005246764860715,0.03796367653364946,Weather,1
+usgs_earthquake_all_week_hourly_earthquake_count/1h/short,TimesFM-2.5,12.541379031458973,13.808125303080638,3.0202603340148926,0.7396555920036473,0.33108155235761566,0.30808027947552724,19.43875757528811,3.5413809497791924,0.34691078691714533,0.29586223680145884,0.27081315021125635,Hazards,1
+usgs_potomac_iv_usgs_00060/15min/short,TimesFM-2.5,430.1970050111413,571.0872243667642,16.349232991536457,0.15238120069781555,0.006005184220679013,0.0060436006179905065,2.234056811286407,20.741191022001153,0.007664181440000427,0.006041287017657814,0.004361342408824095,Hydrology,1

results/timesfm_2_5/config.json

@@ -3,12 +3,9 @@
     "model_type": "zero-shot",
     "model_dtype": "float32",
     "model_link": "https://tsfm.ai/models/google/timesfm-2.5-200m-pytorch",
-    "code_link": "https://github.com/zhouziyu02/TS-Live/blob/main/scripts/run_online_eval.py",
+    "code_link": "https://github.com/zhouziyu02/TSFM_Bench/blob/main/scripts/run_online_eval.py",
     "org": "Google / TSFM.ai",
     "testdata_leakage": "No",
     "replication_code_available": "Yes",
-    "api_model_id": "google/timesfm-2.5-200m-pytorch",
-    "admitted_at": "2026-06-01T00:00:00Z",
-    "evaluation_protocol": "issue-now-score-later",
-    "metric_version": "livehouse-canonical-v1"
+    "api_model_id": "google/timesfm-2.5-200m-pytorch"
 }

results/timesfm_2_5/online_meta.json

@@ -1,28 +1,67 @@
 {
     "model": "TimesFM-2.5",
     "api_model_id": "google/timesfm-2.5-200m-pytorch",
-    "admitted_at": "2026-06-01T00:00:00Z",
-    "evaluation_protocol": "issue-now-score-later",
-    "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T01:39:02.149435+00:00",
-    "resolved_tasks": [
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-            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
-            "task_id": "future-1cf8a69c46ddfd207dc4",
-            "issued_at": "2026-07-27T15:13:09.871657+00:00",
-            "resolved_at": "2026-07-28T01:34:13.078112+00:00",
-            "target_end": "2026-07-27T17:35:00+00:00",
-            "prediction_length": 36,
-            "metric_version": "livehouse-canonical-v1"
-        },
-        {
-            "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-a378da744357008aedcd",
-            "issued_at": "2026-07-27T22:37:47.857566+00:00",
-            "resolved_at": "2026-07-28T01:34:13.451024+00:00",
-            "target_end": "2026-07-26T15:05:00+00:00",
-            "prediction_length": 12,
-            "metric_version": "livehouse-canonical-v1"
+    "evaluated_at": "2026-06-30T02:19:42.264357+00:00",
+    "datasets": [
+        {
+            "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260629t020000z",
+            "data_fetched_at": "2026-06-30T02:16:24.198018Z",
+            "context_length": 96,
+            "prediction_length": 24
+        },
+        {
+            "dataset": "task_coingecko_bitcoin_7d_coin_bitcoin_price_usd_20260629t010219z",
+            "data_fetched_at": "2026-06-30T02:16:24.198018Z",
+            "context_length": 96,
+            "prediction_length": 24
+        },
+        {
+            "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260625t230000z",
+            "data_fetched_at": "2026-06-30T02:16:24.198018Z",
+            "context_length": 69,
+            "prediction_length": 24
+        },
+        {
+            "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260629t234200z",
+            "data_fetched_at": "2026-06-30T02:16:24.198018Z",
+            "context_length": 96,
+            "prediction_length": 24
+        },
+        {
+            "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260629t171000z",
+            "data_fetched_at": "2026-06-30T02:16:24.198018Z",
+            "context_length": 96,
+            "prediction_length": 24
+        },
+        {
+            "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260630t001000z",
+            "data_fetched_at": "2026-06-30T02:16:24.198018Z",
+            "context_length": 96,
+            "prediction_length": 24
+        },
+        {
+            "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260629t020000z",
+            "data_fetched_at": "2026-06-30T02:16:24.198018Z",
+            "context_length": 96,
+            "prediction_length": 24
+        },
+        {
+            "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260629t020000z",
+            "data_fetched_at": "2026-06-30T02:16:24.198018Z",
+            "context_length": 96,
+            "prediction_length": 24
+        },
+        {
+            "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260629t010000z",
+            "data_fetched_at": "2026-06-30T02:16:24.198018Z",
+            "context_length": 96,
+            "prediction_length": 24
+        },
+        {
+            "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260629t235000z",
+            "data_fetched_at": "2026-06-30T02:16:24.198018Z",
+            "context_length": 96,
+            "prediction_length": 24
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     ]
 }