Other
Transformers
Safetensors
weathernext2
weather
forecasting
climate
tropical-cyclones
graph-neural-network
Instructions to use kashif/weathernext2-mini with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use kashif/weathernext2-mini with Transformers:
# Load model directly from transformers import WeatherNext2ForWeatherForecasting model = WeatherNext2ForWeatherForecasting.from_pretrained("kashif/weathernext2-mini", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "atmospheric_variables": [ | |
| "temperature", | |
| "geopotential", | |
| "u_component_of_wind", | |
| "v_component_of_wind", | |
| "vertical_velocity", | |
| "specific_humidity" | |
| ], | |
| "diffs_stddev_by_level": { | |
| "100m_u_component_of_wind": 2.8724644772751793, | |
| "100m_v_component_of_wind": 3.1648334389975545, | |
| "10m_u_component_of_wind": 2.2499901294404236, | |
| "10m_v_component_of_wind": 2.477609082148393, | |
| "10m_wind_gust_since_previous_post_processing": 2.545839214725464, | |
| "2m_dewpoint_temperature": 1.8065216717852064, | |
| "2m_temperature": 2.5883234840491407, | |
| "clear_sky_direct_solar_radiation_at_surface": 1289174.214185969, | |
| "clear_sky_direct_solar_radiation_at_surface_12hr": 8340957.42302206, | |
| "clear_sky_direct_solar_radiation_at_surface_1hr": 1289174.2141859706, | |
| "clear_sky_direct_solar_radiation_at_surface_24hr": 167095.398938028, | |
| "clear_sky_direct_solar_radiation_at_surface_2hr": 2536436.333345841, | |
| "clear_sky_direct_solar_radiation_at_surface_3hr": 3704104.4479462453, | |
| "clear_sky_direct_solar_radiation_at_surface_6hr": 6462412.430241175, | |
| "convective_available_potential_energy": 187.68694596776757, | |
| "convective_inhibition": 128.01245802376496, | |
| "convective_precipitation": 0.00028841567987796993, | |
| "cyclone_all_wind_disc": 2.5184570234783696, | |
| "cyclone_all_wind_sparse": 2.4397211372759102, | |
| "cyclone_bom_exists_disc": 0.0015831270177122782, | |
| "cyclone_bom_exists_gaussian_probability": 0.00016628465412838172, | |
| "cyclone_bom_exists_gaussian_unit_mode": 0.0012859740241440627, | |
| "cyclone_bom_exists_sparse": 0.00181477975471265, | |
| "cyclone_bom_pres_disc": 2.270500160040555, | |
| "cyclone_bom_pres_sparse": 2.1850131999648577, | |
| "cyclone_bom_r34_ne_radius_disc": 6.155237914984527, | |
| "cyclone_bom_r34_ne_radius_sparse": 6.2620533154418885, | |
| "cyclone_bom_r34_nw_radius_disc": 6.277125511931334, | |
| "cyclone_bom_r34_nw_radius_sparse": 6.3995579183391875, | |
| "cyclone_bom_r34_se_radius_disc": 6.483152724121697, | |
| "cyclone_bom_r34_se_radius_sparse": 6.448400354949988, | |
| "cyclone_bom_r34_shape": 0.0008279523511924564, | |
| "cyclone_bom_r34_sw_radius_disc": 6.696074460663313, | |
| "cyclone_bom_r34_sw_radius_sparse": 6.907212582908189, | |
| "cyclone_bom_r50_ne_radius_disc": 2.60727678209751, | |
| "cyclone_bom_r50_ne_radius_sparse": 2.394840521046414, | |
| "cyclone_bom_r50_nw_radius_disc": 2.504259954814536, | |
| "cyclone_bom_r50_nw_radius_sparse": 2.230143449179911, | |
| "cyclone_bom_r50_se_radius_disc": 2.6549595824552568, | |
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| "cyclone_bom_r50_shape": 0.0003268006675995735, | |
| "cyclone_bom_r50_sw_radius_disc": 2.628924804788086, | |
| "cyclone_bom_r50_sw_radius_sparse": 2.464393749473248, | |
| "cyclone_bom_r64_ne_radius_disc": 0.7441480431448463, | |
| "cyclone_bom_r64_ne_radius_sparse": 0.6850354652600797, | |
| "cyclone_bom_r64_nw_radius_disc": 0.693578531534209, | |
| "cyclone_bom_r64_nw_radius_sparse": 0.6568169521891097, | |
| "cyclone_bom_r64_se_radius_disc": 0.7427240735355044, | |
| "cyclone_bom_r64_se_radius_sparse": 0.6921648884001543, | |
| "cyclone_bom_r64_shape": 0.00012351973479337339, | |
| "cyclone_bom_r64_sw_radius_disc": 0.6900866111051587, | |
| "cyclone_bom_r64_sw_radius_sparse": 0.6443472221764024, | |
| "cyclone_bom_rmw_disc": 4.806891770492594, | |
| "cyclone_bom_rmw_sparse": 4.760948211035226, | |
| "cyclone_bom_wind_disc": 2.9377486661575887, | |
| "cyclone_bom_wind_sparse": 2.8553397366913686, | |
| "cyclone_cma_exists_disc": 0.0032294154610436544, | |
| "cyclone_cma_exists_gaussian_probability": 0.0003195787697503206, | |
| "cyclone_cma_exists_gaussian_unit_mode": 0.002637128539953232, | |
| "cyclone_cma_exists_sparse": 0.0031742050869964494, | |
| "cyclone_cma_pres_disc": 2.2730521147216765, | |
| "cyclone_cma_pres_sparse": 2.1369488274692894, | |
| "cyclone_cma_wind_disc": 2.7314723505246574, | |
| "cyclone_cma_wind_sparse": 2.5831341412335562, | |
| "cyclone_exists_disc": 0.006011186466179216, | |
| "cyclone_exists_gaussian_probability": 0.000590827164190585, | |
| "cyclone_exists_sparse": 0.006054012557302335, | |
| "cyclone_hko_exists_disc": 0.002681903548752642, | |
| "cyclone_hko_exists_gaussian_probability": 0.00027139162789773115, | |
| "cyclone_hko_exists_gaussian_unit_mode": 0.002179257838323949, | |
| "cyclone_hko_exists_sparse": 0.002750837000156746, | |
| "cyclone_hko_pres_disc": 2.389387130006958, | |
| "cyclone_hko_pres_sparse": 2.2831211898430417, | |
| "cyclone_nadi_exists_disc": 0.0010680890596544022, | |
| "cyclone_nadi_exists_gaussian_probability": 0.000111796633237082, | |
| "cyclone_nadi_exists_gaussian_unit_mode": 0.0008955324931705966, | |
| "cyclone_nadi_exists_sparse": 0.001024255969745037, | |
| "cyclone_nadi_pres_disc": 2.7716676350789746, | |
| "cyclone_nadi_pres_sparse": 2.6390506737705888, | |
| "cyclone_newdelhi_exists_disc": 0.0009734984407750268, | |
| "cyclone_newdelhi_exists_gaussian_probability": 0.00010967985952916936, | |
| "cyclone_newdelhi_exists_gaussian_unit_mode": 0.0008465482327552693, | |
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| "cyclone_newdelhi_wind_disc": 3.8750702660922594, | |
| "cyclone_newdelhi_wind_sparse": 3.8412675639693408, | |
| "cyclone_reunion_exists_disc": 0.0017394109431647024, | |
| "cyclone_reunion_exists_gaussian_probability": 0.00017599399539571916, | |
| "cyclone_reunion_exists_gaussian_unit_mode": 0.0014020127334704853, | |
| "cyclone_reunion_exists_sparse": 0.001887890595690338, | |
| "cyclone_reunion_pres_disc": 2.212644445653957, | |
| "cyclone_reunion_pres_sparse": 2.166076001219455, | |
| "cyclone_reunion_r34_ne_radius_disc": 19.644550191695327, | |
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| "cyclone_reunion_r34_nw_radius_disc": 33.364173676073854, | |
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| "cyclone_reunion_r34_shape": 0.005118396365481937, | |
| "cyclone_reunion_r34_sw_radius_disc": 37.13954192716535, | |
| "cyclone_reunion_r34_sw_radius_sparse": 30.65859360650965, | |
| "cyclone_reunion_r50_ne_radius_disc": 2.2382655939038676, | |
| "cyclone_reunion_r50_ne_radius_sparse": 1.9981033351604651, | |
| "cyclone_reunion_r50_nw_radius_disc": 35.26421862277804, | |
| "cyclone_reunion_r50_nw_radius_sparse": 1.6626122757299102, | |
| "cyclone_reunion_r50_se_radius_disc": 2.6109274498208577, | |
| "cyclone_reunion_r50_se_radius_sparse": 1.858804061467679, | |
| "cyclone_reunion_r50_shape": 0.003797112157186874, | |
| "cyclone_reunion_r50_sw_radius_disc": 35.26602641991311, | |
| "cyclone_reunion_r50_sw_radius_sparse": 1.939537278113604, | |
| "cyclone_reunion_r64_ne_radius_disc": 0.0, | |
| "cyclone_reunion_r64_ne_radius_sparse": 0.0, | |
| "cyclone_reunion_r64_nw_radius_disc": 0.0, | |
| "cyclone_reunion_r64_nw_radius_sparse": 0.0, | |
| "cyclone_reunion_r64_se_radius_disc": 0.0, | |
| "cyclone_reunion_r64_se_radius_sparse": 0.0, | |
| "cyclone_reunion_r64_shape": 0.0, | |
| "cyclone_reunion_r64_sw_radius_disc": 0.0, | |
| "cyclone_reunion_r64_sw_radius_sparse": 0.0, | |
| "cyclone_reunion_rmw_disc": 4.566284946974094, | |
| "cyclone_reunion_rmw_sparse": 4.514100026122906, | |
| "cyclone_reunion_wind_disc": 2.4655805444580134, | |
| "cyclone_reunion_wind_sparse": 2.450672748323272, | |
| "cyclone_tokyo_exists_disc": 0.0034749491634245362, | |
| "cyclone_tokyo_exists_gaussian_probability": 0.00033149241872545645, | |
| "cyclone_tokyo_exists_gaussian_unit_mode": 0.0028381331339520674, | |
| "cyclone_tokyo_exists_sparse": 0.0032671999429063968, | |
| "cyclone_tokyo_pres_disc": 2.239819859977888, | |
| "cyclone_tokyo_pres_sparse": 2.145319831638121, | |
| "cyclone_usa_exists_disc": 0.005319850943420696, | |
| "cyclone_usa_exists_gaussian_probability": 0.0005323862365199121, | |
| "cyclone_usa_exists_gaussian_unit_mode": 0.0043061884871642515, | |
| "cyclone_usa_exists_sparse": 0.005539468853658768, | |
| "cyclone_usa_pres_disc": 2.2918336083559585, | |
| "cyclone_usa_pres_sparse": 2.2245502577175484, | |
| "cyclone_usa_r34_ne_radius_disc": 18.48031104614361, | |
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| "cyclone_usa_r34_shape": 0.004182173291907463, | |
| "cyclone_usa_r34_sw_radius_disc": 16.481278495101066, | |
| "cyclone_usa_r34_sw_radius_sparse": 14.685119643363043, | |
| "cyclone_usa_r50_ne_radius_disc": 7.686087953615665, | |
| "cyclone_usa_r50_ne_radius_sparse": 7.129837653612941, | |
| "cyclone_usa_r50_nw_radius_disc": 6.410636352780501, | |
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| "cyclone_usa_r50_se_radius_disc": 7.266560632260921, | |
| "cyclone_usa_r50_se_radius_sparse": 6.701182109403972, | |
| "cyclone_usa_r50_shape": 0.001976115279480986, | |
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| "cyclone_usa_r50_sw_radius_sparse": 6.055935998486411, | |
| "cyclone_usa_r64_ne_radius_disc": 4.40277916579224, | |
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| "cyclone_usa_r64_nw_radius_disc": 4.311397510081953, | |
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| "cyclone_usa_r64_se_radius_disc": 4.332624047653693, | |
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| "cyclone_usa_r64_shape": 0.0009748456223495286, | |
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| "cyclone_usa_r64_sw_radius_sparse": 3.7587074621908907, | |
| "cyclone_usa_rmw_disc": 8.755314956498294, | |
| "cyclone_usa_rmw_sparse": 8.557166655847237, | |
| "cyclone_usa_sshs_disc": 0.049033909706532174, | |
| "cyclone_usa_sshs_sparse": 0.4827523082286293, | |
| "cyclone_usa_wind_disc": 2.912463105763889, | |
| "cyclone_usa_wind_sparse": 2.838149152202801, | |
| "cyclone_wellington_exists_disc": 0.0016601732206077502, | |
| "cyclone_wellington_exists_gaussian_probability": 0.00016364625246858487, | |
| "cyclone_wellington_exists_gaussian_unit_mode": 0.001385464531689659, | |
| "cyclone_wellington_exists_sparse": 0.0015287440069722206, | |
| "cyclone_wellington_pres_disc": 2.134240011814986, | |
| "cyclone_wellington_pres_sparse": 2.1814260083762935, | |
| "cyclone_wmo_pres_disc": 3.3879541307190153, | |
| "cyclone_wmo_pres_sparse": 3.3217719856843106, | |
| "day_progress": 0.43301426804372967, | |
| "day_progress_cos": 1.0000000009520187, | |
| "day_progress_sin": 0.9999999955503477, | |
| "geopotential": [ | |
| 206.88442396928045, | |
| 189.8381035111522, | |
| 212.54846403275388, | |
| 258.096555936811, | |
| 305.433700108044, | |
| 321.67797653429494, | |
| 287.5500853017669, | |
| 239.3412680255088, | |
| 206.08297299899954, | |
| 189.48475010808139, | |
| 189.59518717026674, | |
| 198.7134607578307, | |
| 210.54082143481966 | |
| ], | |
| "high_cloud_cover": 0.35659661599440806, | |
| "low_cloud_cover": 0.28059396752921145, | |
| "mean_sea_level_pressure": 267.0929164007011, | |
| "medium_cloud_cover": 0.3185876128711013, | |
| "sea_ice_cover": 0.01020475159019906, | |
| "sea_surface_temperature": 0.08692196775243116, | |
| "snowfall": 8.432087757797045e-05, | |
| "specific_humidity": [ | |
| 4.6648426263989086e-08, | |
| 1.6358086270252938e-07, | |
| 1.471214517401307e-06, | |
| 9.761340576329602e-06, | |
| 3.410155411034937e-05, | |
| 7.351664717275939e-05, | |
| 0.0002151321707813298, | |
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| 0.0011419059623143967, | |
| 0.0009328165278634082, | |
| 0.000740506846072479 | |
| ], | |
| "surface_net_solar_radiation": 1086615.3474133573, | |
| "surface_pressure": 249.2741535756491, | |
| "surface_solar_radiation_downwards": 1217803.0039494361, | |
| "surface_solar_radiation_downwards_12hr": 7871158.679063228, | |
| "surface_solar_radiation_downwards_1hr": 1217803.0039494385, | |
| "surface_solar_radiation_downwards_24hr": 1542818.6310146158, | |
| "surface_solar_radiation_downwards_2hr": 2392769.9407185013, | |
| "surface_solar_radiation_downwards_3hr": 3492345.845141753, | |
| "surface_solar_radiation_downwards_6hr": 6091900.789045352, | |
| "surface_thermal_radiation_downwards": 71919.64487053723, | |
| "temperature": [ | |
| 1.2651878840541229, | |
| 1.0789105561930832, | |
| 1.1282617300622761, | |
| 1.5405761676649259, | |
| 1.5081619943983546, | |
| 1.239358283160938, | |
| 1.335626602751505, | |
| 1.4027901056018761, | |
| 1.3721788518852183, | |
| 1.3738485486921121, | |
| 1.6144387398522824, | |
| 1.7438315300334615, | |
| 1.8471319863115858 | |
| ], | |
| "toa_incident_solar_radiation": 1956919.3710786356, | |
| "toa_incident_solar_radiation_12hr": 13191836.428541662, | |
| "toa_incident_solar_radiation_1hr": 1956919.3710786356, | |
| "toa_incident_solar_radiation_24hr": 67523.62525619438, | |
| "toa_incident_solar_radiation_2hr": 3856028.595576687, | |
| "toa_incident_solar_radiation_3hr": 5646123.02947482, | |
| "toa_incident_solar_radiation_4hr": 7284374.995716885, | |
| "toa_incident_solar_radiation_6hr": 9984274.826193672, | |
| "toa_incident_solar_radiation_8hr": 11830526.930751732, | |
| "total_cloud_cover": 0.2846947044578822, | |
| "total_column_water_vapour": 2.766763427413473, | |
| "total_precipitation_12hr": 0.002280960627130619, | |
| "total_precipitation_1hr": 0.0004400931885651837, | |
| "total_precipitation_24hr": 0.0024114356030997394, | |
| "total_precipitation_2hr": 0.000819497372101123, | |
| "total_precipitation_3hr": 0.001148032974606813, | |
| "total_precipitation_4hr": 0.0014307646206101025, | |
| "total_precipitation_6hr": 0.0018540753884510068, | |
| "total_precipitation_8hr": 0.002078404475261587, | |
| "total_sky_direct_solar_radiation_at_surface": 916424.7822553555, | |
| "total_sky_direct_solar_radiation_at_surface_12hr": 5704503.24305572, | |
| "total_sky_direct_solar_radiation_at_surface_1hr": 916424.8182180378, | |
| "total_sky_direct_solar_radiation_at_surface_24hr": 1845315.90116826, | |
| "total_sky_direct_solar_radiation_at_surface_2hr": 1793444.2307150923, | |
| "total_sky_direct_solar_radiation_at_surface_3hr": 2608468.9747257833, | |
| "total_sky_direct_solar_radiation_at_surface_6hr": 4495560.767828691, | |
| "u_component_of_wind": [ | |
| 2.6892472402651473, | |
| 2.7285660846360744, | |
| 3.2043343161120483, | |
| 4.190904529894584, | |
| 5.315607396208148, | |
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| 3.3735121650295445, | |
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| 3.0694188284039616, | |
| 3.1904707868983384, | |
| 2.439142802673995 | |
| ], | |
| "v_component_of_wind": [ | |
| 2.9728879786316855, | |
| 3.014730331328867, | |
| 3.6121010246572154, | |
| 4.912630407837334, | |
| 6.362866406225139, | |
| 6.891528904266095, | |
| 6.035505599468126, | |
| 4.779611657158412, | |
| 3.9406896719882454, | |
| 3.48184678020705, | |
| 3.4309960485424966, | |
| 3.6038215166961316, | |
| 2.719821133740157 | |
| ], | |
| "vertical_velocity": [ | |
| 0.016622444962875193, | |
| 0.03279800343481829, | |
| 0.06485680797519774, | |
| 0.099686194524111, | |
| 0.13318656691716832, | |
| 0.16992798136446097, | |
| 0.22968228479149413, | |
| 0.25544030962378106, | |
| 0.26666977444672557, | |
| 0.27335643727809705, | |
| 0.2506542768758355, | |
| 0.18982759329980023, | |
| 0.08671152419431256 | |
| ], | |
| "year_progress": 0.02469775443402594, | |
| "year_progress_cos": 0.003040794260759542, | |
| "year_progress_sin": 0.003041238187359349 | |
| }, | |
| "feature_extractor_type": "WeatherNext2FeatureExtractor", | |
| "forcing_variables": [ | |
| "year_progress_sin", | |
| "year_progress_cos", | |
| "day_progress_sin", | |
| "day_progress_cos" | |
| ], | |
| "global_variables": [ | |
| "year_progress_sin", | |
| "year_progress_cos" | |
| ], | |
| "grid_latitudes": 181, | |
| "grid_longitudes": 360, | |
| "input_variables": [ | |
| "temperature", | |
| "geopotential", | |
| "u_component_of_wind", | |
| "v_component_of_wind", | |
| "vertical_velocity", | |
| "specific_humidity", | |
| "2m_temperature", | |
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| "10m_v_component_of_wind", | |
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| "year_progress": 0.2881891384922495, | |
| "year_progress_cos": 0.7071509235274698, | |
| "year_progress_sin": 0.707047579547844 | |
| }, | |
| "target_variables": [ | |
| "temperature", | |
| "geopotential", | |
| "u_component_of_wind", | |
| "v_component_of_wind", | |
| "vertical_velocity", | |
| "specific_humidity", | |
| "2m_temperature", | |
| "mean_sea_level_pressure", | |
| "10m_v_component_of_wind", | |
| "10m_u_component_of_wind", | |
| "sea_surface_temperature", | |
| "total_precipitation_6hr", | |
| "cyclone_exists_gaussian_unit_mode", | |
| "cyclone_all_wind_disc", | |
| "cyclone_usa_wind_disc", | |
| "cyclone_usa_r34_ne_radius_disc", | |
| "cyclone_usa_r34_se_radius_disc", | |
| "cyclone_usa_r34_sw_radius_disc", | |
| "cyclone_usa_r34_nw_radius_disc", | |
| "cyclone_usa_r50_ne_radius_disc", | |
| "cyclone_usa_r50_se_radius_disc", | |
| "cyclone_usa_r50_sw_radius_disc", | |
| "cyclone_usa_r50_nw_radius_disc", | |
| "cyclone_usa_r64_ne_radius_disc", | |
| "cyclone_usa_r64_se_radius_disc", | |
| "cyclone_usa_r64_sw_radius_disc", | |
| "cyclone_usa_r64_nw_radius_disc", | |
| "cyclone_usa_rmw_disc", | |
| "cyclone_usa_pres_disc" | |
| ], | |
| "time_step_hours": 6 | |
| } | |