Summary

This PR fixes spelling errors found throughout the codebase, improving code readability and documentation quality.

Changes

Fixed 22 spelling errors across 15 files:

Documentation:

• README.md: probablistic → probabilistic
• Dockerfile: virutal → virtual

Model layers and utilities:

• train/pl_graph_weather.py: Trainig → Training
• graph_weather/models/gencast/graph/model_utils.py: coordiantes → coordinates, minues → minus (2x), consistuent → constituent
• graph_weather/models/gencast/utils/batching.py: heterogenous → heterogeneous
• graph_weather/models/gencast/utils/noise.py: indipendent → independent
• graph_weather/models/gencast/layers/modules.py: Defauls → Defaults
• graph_weather/models/gencast/layers/processor.py: Tranformers → Transformers
• graph_weather/models/gencast/graph/icosahedral_mesh.py: faceis → face is

Assimilator and encoder/decoder layers:

• graph_weather/models/layers/assimilator_decoder.py: onthe → on the, Readd → Re-add
• graph_weather/models/layers/assimilator_encoder.py: inot → into, homogenous → homogeneous
• graph_weather/models/layers/decoder.py: onthe → on the
• graph_weather/models/layers/encoder.py: inot → into, homogenous → homogeneous
• graph_weather/models/layers/graph_net_block.py: indicies → indices (2x)

FGN documentation:

• graph_weather/models/fgn/README.md: mutliple → multiple

Impact

These are simple text-only changes that improve code readability and maintain professional documentation standards. No functional changes to the code.