- Introduced multiple regression experiment configurations targeting vf_md, including:
- cd_solo_reg_set.json: CD tower only regression setup.
- img_solo_reg_set.json: Image tower only regression setup.
- reg_head_epoch_sweep.json: Baseline regression sweeps at different epochs (50, 75, 100).
- reg_head_set.json: Various regression setups including baseline and OrthoBridge configurations.
- single_eye_reg.json: Single-eye regression setup for worst-eye aggregation analysis.
- Added ensemble configurations for OrthoBridge with different inner bridges:
- ortho_alts_ensemble.json: Ensemble tests with ConcatBridge, PairwiseAdditiveBridge, and GatedAdditiveBridge.
- ortho_alts_tritower.json: Tritower tests with the same inner bridges.
- Created V2-M specific configurations:
- baseline_reg_nt50.json: Regression baseline with V2-M backbone.
- geom_vec_gt.json and geom_vec_unet.json: Geometry vector injection experiments with V2-M.
- single_l1_bridges.json: Single-eye ensemble experiments with various bridge types.
- tritower_geom_gt.json: Tritower setup with GT contour-rasterized masks.
- Promoted existing experiments to higher repetitions for robustness.
- Updated GTGeometryLoader to streamline geometry vector computation and caching.
- Introduced UNetGeometryLoader for UNet-derived geometry vectors.
- Added sample collection method in PapilaBundle for better data handling.
- Refined GeometrySegEncoder and ImageEncoder to utilize new sample collection.
- Enhanced distributed client with heartbeat mechanism for improved job tracking.
- Added new configuration files for UNet-derived geometry integration.
- Introduced `protocol.py` for shared data models used in server/client communication, including request and response schemas for registration, job submission, and status updates.
- Implemented `server.py` to manage a SQLite job queue and client registry, handling job polling, status updates, and job completion.
- Created a cheat sheet for server usage, detailing commands for starting the server, submitting jobs, and monitoring clients.
- Added several experiment configuration files for various training setups, including geometry vector injections and baseline ensembles.
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