Time Series Forecasting
Chronos
Safetensors
PEFT
Turkish
English
fine-tuned
time-series
chronos
chronos-2
turkish
lora
gift-eval
Instructions to use Verm1ion/turkforecast-fm-chronos2-lora-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Chronos
How to use Verm1ion/turkforecast-fm-chronos2-lora-v1 with Chronos:
pip install chronos-forecasting
import pandas as pd from chronos import BaseChronosPipeline pipeline = BaseChronosPipeline.from_pretrained("Verm1ion/turkforecast-fm-chronos2-lora-v1", device_map="cuda") # Load historical data context_df = pd.read_csv("https://autogluon.s3.us-west-2.amazonaws.com/datasets/timeseries/misc/AirPassengers.csv") # Generate predictions pred_df = pipeline.predict_df( context_df, prediction_length=36, # Number of steps to forecast quantile_levels=[0.1, 0.5, 0.9], # Quantiles for probabilistic forecast id_column="item_id", # Column identifying different time series timestamp_column="Month", # Column with datetime information target="#Passengers", # Column(s) with time series values to predict ) - PEFT
How to use Verm1ion/turkforecast-fm-chronos2-lora-v1 with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
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| "schema_version": "1.1", | |
| "predecessor_p55": "day11_p55_20260516_222959_617adc", | |
| "predecessor_p56_v2": "day11_p56_v2_20260517_005853_c09420", | |
| "predecessor_p56_v3": "day11_p56_v3_20260517_114933_8341be", | |
| "p59_v2_run_id": "day11_p59_v2_20260517_203858_9f3c92", | |
| "top10_roadmap_stage": "Stage_1_A_2_MASE_aware_adoption_rule", | |
| "adoption_rule_v4": { | |
| "primary_wql_gain": "wql_delta_pct < 0.0", | |
| "secondary_mase_driven": "mase_delta_pct < -3.0 AND wql_delta_pct < 5.0", | |
| "safety_override_blocks_wql_driven": "mase_delta_pct > 25.0" | |
| }, | |
| "n_buckets_total": 21, | |
| "n_buckets_calibration_adopted": 10, | |
| "n_buckets_calibration_adopted_wql_driven": 9, | |
| "n_buckets_calibration_adopted_mase_driven": 1, | |
| "n_buckets_calibration_skipped": 11, | |
| "calibrator_pkl_path": "c:/Users/MSI/Desktop/PROJELER/Kaggle_2\\run_day11_p56_v2_20260517_005853_c09420\\bucket_isotonic_calibrators.pkl", | |
| "p55_alpha_source": "c:/Users/MSI/Desktop/PROJELER/Kaggle_2\\run_day11_p55_20260516_222959_617adc\\bucket_alpha_decision.jsonl", | |
| "bucket_decisions": [ | |
| { | |
| "bucket_key": [ | |
| "Econ/Fin", | |
| "M_Q_Y" | |
| ], | |
| "bucket_key_str": "Econ/Fin/M_Q_Y", | |
| "alpha": 0.5, | |
| "alpha_group": "interior_blend", | |
| "adopt_calibration": true, | |
| "adoption_driver": "wql_gain", | |
| "wql_delta_pct": -0.572, | |
| "mase_delta_pct": 1.1172, | |
| "n_datasets": 3, | |
| "datasets": [ | |
| "m4_monthly", | |
| "m4_quarterly", | |
| "m4_yearly" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_ADOPT", | |
| "adoption_reason": "WQL gain -0.57% adopted (MASE delta +1.12% acceptable)" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Energy", | |
| "10T_15T" | |
| ], | |
| "bucket_key_str": "Energy/10T_15T", | |
| "alpha": 1.0, | |
| "alpha_group": "pure_ft", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 1.519, | |
| "mase_delta_pct": 1.6627, | |
| "n_datasets": 4, | |
| "datasets": [ | |
| "electricity/15T", | |
| "ett1/15T", | |
| "ett2/15T", | |
| "solar/10T" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +1.52% AND MASE loss +1.66% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Energy", | |
| "D" | |
| ], | |
| "bucket_key_str": "Energy/D", | |
| "alpha": 1.0, | |
| "alpha_group": "pure_ft", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 1.4805, | |
| "mase_delta_pct": 0.0732, | |
| "n_datasets": 4, | |
| "datasets": [ | |
| "electricity/D", | |
| "ett1/D", | |
| "ett2/D", | |
| "solar/D" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +1.48% AND MASE loss +0.07% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Energy", | |
| "H" | |
| ], | |
| "bucket_key_str": "Energy/H", | |
| "alpha": 1.0, | |
| "alpha_group": "pure_ft", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 9.6556, | |
| "mase_delta_pct": 12.3943, | |
| "n_datasets": 4, | |
| "datasets": [ | |
| "electricity/H", | |
| "ett1/H", | |
| "ett2/H", | |
| "solar/H" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +9.66% AND MASE loss +12.39% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Energy", | |
| "W" | |
| ], | |
| "bucket_key_str": "Energy/W", | |
| "alpha": 0.0, | |
| "alpha_group": "pure_zs", | |
| "adopt_calibration": true, | |
| "adoption_driver": "wql_gain", | |
| "wql_delta_pct": -1.8561, | |
| "mase_delta_pct": 10.3006, | |
| "n_datasets": 4, | |
| "datasets": [ | |
| "electricity/W", | |
| "ett1/W", | |
| "ett2/W", | |
| "solar/W" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_ADOPT", | |
| "adoption_reason": "WQL gain -1.86% adopted (MASE delta +10.30% acceptable)" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Healthcare", | |
| "D" | |
| ], | |
| "bucket_key_str": "Healthcare/D", | |
| "alpha": 0.5, | |
| "alpha_group": "interior_blend", | |
| "adopt_calibration": true, | |
| "adoption_driver": "wql_gain", | |
| "wql_delta_pct": -2.2309, | |
| "mase_delta_pct": -9.5734, | |
| "n_datasets": 2, | |
| "datasets": [ | |
| "covid_deaths", | |
| "us_births/D" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_ADOPT", | |
| "adoption_reason": "WQL gain -2.23% adopted (MASE delta -9.57% acceptable)" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Healthcare", | |
| "M_Q_Y" | |
| ], | |
| "bucket_key_str": "Healthcare/M_Q_Y", | |
| "alpha": 0.0, | |
| "alpha_group": "pure_zs", | |
| "adopt_calibration": true, | |
| "adoption_driver": "wql_gain", | |
| "wql_delta_pct": -7.4717, | |
| "mase_delta_pct": -11.7912, | |
| "n_datasets": 2, | |
| "datasets": [ | |
| "hospital", | |
| "us_births/M" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_ADOPT", | |
| "adoption_reason": "WQL gain -7.47% adopted (MASE delta -11.79% acceptable)" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Healthcare", | |
| "W" | |
| ], | |
| "bucket_key_str": "Healthcare/W", | |
| "alpha": 0.25, | |
| "alpha_group": "interior_blend", | |
| "adopt_calibration": true, | |
| "adoption_driver": "wql_gain", | |
| "wql_delta_pct": -6.2344, | |
| "mase_delta_pct": 4.847, | |
| "n_datasets": 1, | |
| "datasets": [ | |
| "us_births/W" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_domain_fallback", | |
| "v3_v4_delta": "KEPT_ADOPT", | |
| "adoption_reason": "WQL gain -6.23% adopted (MASE delta +4.85% acceptable)" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Nature", | |
| "10T_15T" | |
| ], | |
| "bucket_key_str": "Nature/10T_15T", | |
| "alpha": 0.0, | |
| "alpha_group": "pure_zs", | |
| "adopt_calibration": true, | |
| "adoption_driver": "wql_gain", | |
| "wql_delta_pct": -3.1691, | |
| "mase_delta_pct": 0.0, | |
| "n_datasets": 1, | |
| "datasets": [ | |
| "jena_weather/10T" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_domain_fallback", | |
| "v3_v4_delta": "KEPT_ADOPT", | |
| "adoption_reason": "WQL gain -3.17% adopted (MASE delta +0.00% acceptable)" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Nature", | |
| "D" | |
| ], | |
| "bucket_key_str": "Nature/D", | |
| "alpha": 0.0, | |
| "alpha_group": "pure_zs", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 0.4592, | |
| "mase_delta_pct": -0.0598, | |
| "n_datasets": 4, | |
| "datasets": [ | |
| "jena_weather/D", | |
| "kdd_cup_2018_with_missing/D", | |
| "saugeenday/D", | |
| "temperature_rain_with_missing" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +0.46% AND MASE loss -0.06% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Nature", | |
| "H" | |
| ], | |
| "bucket_key_str": "Nature/H", | |
| "alpha": 0.75, | |
| "alpha_group": "interior_blend", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 36.5555, | |
| "mase_delta_pct": 66.5687, | |
| "n_datasets": 2, | |
| "datasets": [ | |
| "jena_weather/H", | |
| "kdd_cup_2018_with_missing/H" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +36.56% AND MASE loss +66.57% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Nature", | |
| "M_Q_Y" | |
| ], | |
| "bucket_key_str": "Nature/M_Q_Y", | |
| "alpha": 0.0, | |
| "alpha_group": "pure_zs", | |
| "adopt_calibration": true, | |
| "adoption_driver": "wql_gain", | |
| "wql_delta_pct": -5.7578, | |
| "mase_delta_pct": -12.977, | |
| "n_datasets": 1, | |
| "datasets": [ | |
| "saugeenday/M" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_domain_fallback", | |
| "v3_v4_delta": "KEPT_ADOPT", | |
| "adoption_reason": "WQL gain -5.76% adopted (MASE delta -12.98% acceptable)" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Nature", | |
| "W" | |
| ], | |
| "bucket_key_str": "Nature/W", | |
| "alpha": 1.0, | |
| "alpha_group": "pure_ft", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 5.2053, | |
| "mase_delta_pct": 6.3593, | |
| "n_datasets": 1, | |
| "datasets": [ | |
| "saugeenday/W" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_domain_fallback", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +5.21% AND MASE loss +6.36% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Sales", | |
| "D" | |
| ], | |
| "bucket_key_str": "Sales/D", | |
| "alpha": 0.0, | |
| "alpha_group": "pure_zs", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 0.5485, | |
| "mase_delta_pct": 0.4508, | |
| "n_datasets": 3, | |
| "datasets": [ | |
| "hierarchical_sales/D", | |
| "m4_daily", | |
| "restaurant" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +0.55% AND MASE loss +0.45% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Sales", | |
| "H" | |
| ], | |
| "bucket_key_str": "Sales/H", | |
| "alpha": 0.5, | |
| "alpha_group": "interior_blend", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 1.24, | |
| "mase_delta_pct": 1.3928, | |
| "n_datasets": 1, | |
| "datasets": [ | |
| "m4_hourly" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +1.24% AND MASE loss +1.39% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Sales", | |
| "W" | |
| ], | |
| "bucket_key_str": "Sales/W", | |
| "alpha": 0.25, | |
| "alpha_group": "interior_blend", | |
| "adopt_calibration": true, | |
| "adoption_driver": "wql_gain", | |
| "wql_delta_pct": -0.9038, | |
| "mase_delta_pct": -1.6831, | |
| "n_datasets": 2, | |
| "datasets": [ | |
| "hierarchical_sales/W", | |
| "m4_weekly" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_ADOPT", | |
| "adoption_reason": "WQL gain -0.90% adopted (MASE delta -1.68% acceptable)" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Transport", | |
| "10T_15T" | |
| ], | |
| "bucket_key_str": "Transport/10T_15T", | |
| "alpha": 0.25, | |
| "alpha_group": "interior_blend", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 11.2961, | |
| "mase_delta_pct": 11.8978, | |
| "n_datasets": 2, | |
| "datasets": [ | |
| "LOOP_SEATTLE/5T", | |
| "SZ_TAXI/15T" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +11.30% AND MASE loss +11.90% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Transport", | |
| "D" | |
| ], | |
| "bucket_key_str": "Transport/D", | |
| "alpha": 0.25, | |
| "alpha_group": "interior_blend", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 1.7108, | |
| "mase_delta_pct": -0.5386, | |
| "n_datasets": 2, | |
| "datasets": [ | |
| "LOOP_SEATTLE/D", | |
| "M_DENSE/D" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +1.71% AND MASE loss -0.54% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Transport", | |
| "H" | |
| ], | |
| "bucket_key_str": "Transport/H", | |
| "alpha": 0.0, | |
| "alpha_group": "pure_zs", | |
| "adopt_calibration": false, | |
| "adoption_driver": "skip", | |
| "wql_delta_pct": 0.0926, | |
| "mase_delta_pct": 0.3428, | |
| "n_datasets": 3, | |
| "datasets": [ | |
| "LOOP_SEATTLE/H", | |
| "M_DENSE/H", | |
| "SZ_TAXI/H" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_SKIP", | |
| "adoption_reason": "WQL loss +0.09% AND MASE loss +0.34% -- skip calibration, use raw blended forecast" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Web/CloudOps", | |
| "10T_15T" | |
| ], | |
| "bucket_key_str": "Web/CloudOps/10T_15T", | |
| "alpha": 0.0, | |
| "alpha_group": "pure_zs", | |
| "adopt_calibration": true, | |
| "adoption_driver": "wql_gain", | |
| "wql_delta_pct": -1.503, | |
| "mase_delta_pct": -1.9556, | |
| "n_datasets": 3, | |
| "datasets": [ | |
| "bitbrains_fast_storage/5T", | |
| "bitbrains_rnd/5T", | |
| "bizitobs_l2c/5T" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "KEPT_ADOPT", | |
| "adoption_reason": "WQL gain -1.50% adopted (MASE delta -1.96% acceptable)" | |
| }, | |
| { | |
| "bucket_key": [ | |
| "Web/CloudOps", | |
| "H" | |
| ], | |
| "bucket_key_str": "Web/CloudOps/H", | |
| "alpha": 1.0, | |
| "alpha_group": "pure_ft", | |
| "adopt_calibration": true, | |
| "adoption_driver": "mase_driven", | |
| "wql_delta_pct": 0.6665, | |
| "mase_delta_pct": -8.7695, | |
| "n_datasets": 5, | |
| "datasets": [ | |
| "bitbrains_fast_storage/H", | |
| "bitbrains_rnd/H", | |
| "bizitobs_application", | |
| "bizitobs_l2c/H", | |
| "bizitobs_service" | |
| ], | |
| "route_v5": "?", | |
| "p56_v2_scope": "per_bucket", | |
| "v3_v4_delta": "NEW_ADOPT_v4", | |
| "adoption_reason": "MASE-driven gain -8.77% adopted (WQL +0.67% tolerable, < 5.0%)" | |
| } | |
| ] | |
| } |