Push model using huggingface_hub.
Browse files- README.md +3 -8
- config.json +1 -1
- pytorch_model.bin +2 -2
README.md
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The model is trained on data from 2017-2020 and validated on data from 2021. See experimental notes in the [the google doc](https://docs.google.com/document/d/1fbkfkBzp16WbnCg7RDuRDvgzInA6XQu3xh4NCjV-WDA/edit?usp=sharing) for more details.
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## Training Procedure
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<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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### Preprocessing
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Data is prepared with the `ocf_datapipes.training.pvnet` datapipe [2].
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## Results
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The training logs for the current model can be found [here on wandb](https://wandb.ai/openclimatefix/pvnet2.1/runs/
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The training logs for all model runs of PVNet2 can be found [here](https://wandb.ai/openclimatefix/pvnet2.1).
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### Software
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- [1] https://github.com/openclimatefix/PVNet
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- [2] https://github.com/openclimatefix/ocf_datapipes
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The model is trained on data from 2017-2020 and validated on data from 2021. See experimental notes in the [the google doc](https://docs.google.com/document/d/1fbkfkBzp16WbnCg7RDuRDvgzInA6XQu3xh4NCjV-WDA/edit?usp=sharing) for more details.
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### Preprocessing
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Data is prepared with the `ocf_datapipes.training.pvnet` datapipe [2].
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## Results
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The training logs for the current model can be found [here on wandb](https://wandb.ai/openclimatefix/pvnet2.1/runs/None).
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The training logs for all model runs of PVNet2 can be found [here](https://wandb.ai/openclimatefix/pvnet2.1).
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### Software
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- [1] https://github.com/openclimatefix/PVNet
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- [2] https://github.com/openclimatefix/ocf_datapipes
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config.json
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{"_target_": "pvnet.models.multimodal.multimodal.Model", "image_encoder": {"_target_": "pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet", "_partial_": true}, "encoder_out_features": 256, "encoder_kwargs": {"number_of_conv3d_layers": 6, "conv3d_channels": 32}, "include_sat": true, "include_nwp": true, "add_image_embedding_channel": true, "sat_image_size_pixels": 24, "nwp_image_size_pixels": 24, "number_sat_channels": 11, "number_nwp_channels": 2, "output_network": {"_target_": "pvnet.models.multimodal.linear_networks.networks.ResFCNet2", "_partial_": true}, "output_network_kwargs": {"fc_hidden_features": 128, "n_res_blocks": 6, "res_block_layers": 2, "dropout_frac": 0.0}, "embedding_dim": 16, "include_sun": true, "include_gsp_yield_history": false, "forecast_minutes": 480, "history_minutes": 120, "sat_history_minutes": 90, "nwp_history_minutes": 120, "nwp_forecast_minutes": 480, "optimizer": {"_target_": "pvnet.optimizers.AdamWReduceLROnPlateau", "lr": 0.0001, "weight_decay": 0.25, "amsgrad": true, "patience": 5, "factor": 0.1, "threshold": 0.002}, "min_sat_delay_minutes":
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{"_target_": "pvnet.models.multimodal.multimodal.Model", "image_encoder": {"_target_": "pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet", "_partial_": true}, "encoder_out_features": 256, "encoder_kwargs": {"number_of_conv3d_layers": 6, "conv3d_channels": 32}, "include_sat": true, "include_nwp": true, "add_image_embedding_channel": true, "sat_image_size_pixels": 24, "nwp_image_size_pixels": 24, "number_sat_channels": 11, "number_nwp_channels": 2, "output_network": {"_target_": "pvnet.models.multimodal.linear_networks.networks.ResFCNet2", "_partial_": true}, "output_network_kwargs": {"fc_hidden_features": 128, "n_res_blocks": 6, "res_block_layers": 2, "dropout_frac": 0.0}, "embedding_dim": 16, "include_sun": true, "include_gsp_yield_history": false, "forecast_minutes": 480, "history_minutes": 120, "sat_history_minutes": 90, "nwp_history_minutes": 120, "nwp_forecast_minutes": 480, "optimizer": {"_target_": "pvnet.optimizers.AdamWReduceLROnPlateau", "lr": 0.0001, "weight_decay": 0.25, "amsgrad": true, "patience": 5, "factor": 0.1, "threshold": 0.002}, "min_sat_delay_minutes": 60}
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pytorch_model.bin
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