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Add generateQuantityTypeSamples utility for simulator test data

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Simulator testing is difficult without health data. This adds a utility to generate realistic quantity samples for testing. ## Changes - **New function** `generateQuantityTypeSamples(quantityType, numberOfSamples, options?)` - Generates samples with...

Add narrow functionality when clicking species

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This PR implements a new "narrow" functionality that allows users to quickly filter displayed results by clicking directly on species in the ReacNetGenerator web interface. ## What changed **Before:** Clicking...

Fix CI failure during SPEC install by disabling build isolation

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CI workflows started failing around October 27, 2024 at the "Build SPEC python wrapper" step with `ModuleNotFoundError: No module named 'numpy'`. ## Root Cause SPEC's `setup.py` imports numpy at the...

This PR implements the missing `plot()` method for `AdaptiveCalibrationError` that was previously raising `NotImplementedError`. ## Problem The `AdaptiveCalibrationError.plot()` method was not implemented and would raise `NotImplementedError` when called: ```python from...

Add bearer token authentication support to DEEPaaS API

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This PR implements bearer token authentication for DEEPaaS API endpoints to address cases where fine-grained authentication is not needed but API access control is required. ## Overview The implementation adds...

Fix deepaas-cli to handle models missing get_train_args() or get_predict_args()

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## Problem The `deepaas-cli` command would fail with an `AttributeError` when trying to access AI models that only implement prediction functionality (missing `get_train_args()`) or only training functionality (missing `get_predict_args()`). For...

This PR implements a LinksCount tracking system for users to efficiently track the total number of links each user has saved. ## Changes Made ### User Model (`model/user.go`) - Added...

Add FocalLoss and class weighting for discrete landcover classification

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Addresses severe class imbalance (e.g., roads 40%) in discrete landcover training data through focal loss and automated class weighting. ## Core Changes ### New Loss Functions (`geoai/utils.py`) - **`FocalLoss`**: PyTorch...

Implement GitHub activity badge showing last commit time

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Adds a new GitHub activity badge that displays how recent the last commit was to a repository, addressing the need for a visual indicator of repository activity levels. ## Features...

Variable supports comparison with scalar numbers (`sc.scalar(2) == 2`), but DataArray and Dataset return `False` instead of performing element-wise comparison. This inconsistency breaks the expected behavior where `sc.DataArray(sc.scalar(2)) == 2`...