[1843][DRAFT] Diffusion Single Sample#1909
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moritzhauschulz wants to merge 261 commits intoecmwf:developfrom
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[1843][DRAFT] Diffusion Single Sample#1909moritzhauschulz wants to merge 261 commits intoecmwf:developfrom
moritzhauschulz wants to merge 261 commits intoecmwf:developfrom
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…andom and healpix masking. Open issues with _coords_local, centroids and probably other things.
TODO: - Forecast still needs to be adapted - Some more cleanup of variable naming, return values etc
…e. Unclear how to deal with it with MTM
* initial commit [draft]
* adapt noise conditioner to make it closer to DiT
* adapt dimensionalities – code runs with default config
* lint
* fix: add conditional prediction mode handling
This commit resolves architectural incompatibilities when integrating
diffusion-based forecast engines:
1. FSDP Sharding: DiffusionForecastEngine wraps ForecastingEngine
as `self.net`, but trainer code assumed direct `fe_blocks` access. Fixed by:
- Adding fe_diffusion_model conditional check in init_model_and_shard()
- Routing to model.forecast_engine.net.fe_blocks for diffusion mode
2. Model Initialization: Reordered ForecastingEngine creation to handle both
standard and diffusion-wrapped variants with proper fallback.
3. Target Format Handling: Autoencoder mode uses different target
structure than diffusion mode. Added conditional formatting:
- Diffusion: targets = {"targets": [targets], "aux_outputs": aux}
- Autoencoder: targets = {"physical": batch[0]}
4. Config Updates: added file config/diffusion_config.yml for diffusion
model config
* added forecast engine argument
* removed unecessary logging
* reverting back to the previous config
* replaced getattr by get
* modification of forecasting engine initialization
---------
Co-authored-by: moritzhauschulz <moritz.hauschulz@gmail.com>
Co-authored-by: Matthias Karlbauer <matthias.karlbauer@ecmwf.int>
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@MatKbauer @clessig new branch (name) as discussed |
moritzhauschulz
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moritzhauschulz
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…herGenerator into mk/mh/1843_viz_denoised_image
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DRAFT for tracking progress – replacing #1845.
Not to be merged yet.
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./scripts/actions.sh lint./scripts/actions.sh unit-test./scripts/actions.sh integration-testlaunch-slurm.py --time 60