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12 Commits
Author SHA1 Message Date
MythEclipse f9bd991bdf feat(ml): implement v3.0 architecture with CBAM and calibrated inference 
- Integrate Convolutional Block Attention Module (CBAM) for improved feature focus
- Implement temperature scaling and confidence-based status reporting
- Automate dataset acquisition using kagglehub
- Update ONNX opset to 18 and refine preprocessing validation
 2026-06-12 15:24:49 +00:00
MythEclipse 89dcbe8fa2 feat(ml-service): add detailed ML observability metrics for inference, predictions, and errors 2026-06-08 01:21:47 +07:00
MythEclipse eefb16ad1d feat(ml-service): add Prometheus metrics and request telemetry instrumentation 2026-06-07 18:12:32 +07:00
Asep Haryana SaputraandClaude Opus 4.7 e03c8a60fe fix: align Rust ML service with verified cargo build 
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
 2026-05-23 12:21:33 +00:00
Asep Haryana Saputra b4975819eb feat: serve ML inference endpoints with Axum 2026-05-23 09:48:54 +00:00
Asep Haryana SaputraandClaude Opus 4.7 36e4a49ca7 fix: harden ONNX model wrapper 
- Store ONNX Session in Option<Mutex<Session>> for thread-safe concurrent access
- Lock session before run() in predict(), map lock poisoning to PredictionFailed
- Preserve ModelUnavailable when session is None
- Reject non-finite values (NaN, +inf, -inf) in prediction_from_probabilities
- Add unit tests for NaN, positive infinity, and negative infinity rejection
- Keep all existing tests passing

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
 2026-05-23 09:44:25 +00:00
Asep Haryana Saputra fc34e52911 feat: add ONNX model inference wrapper 2026-05-23 09:41:30 +00:00
Asep Haryana Saputra ad4c897c41 feat: preprocess uploaded images in Rust 2026-05-23 09:38:10 +00:00
Asep Haryana Saputra ee872c644f fix: align ML service response schemas 2026-05-23 09:36:20 +00:00
Asep Haryana Saputra dce4d4f21c feat: define ML service API responses 2026-05-23 09:33:15 +00:00
Asep Haryana Saputra 96c38df124 feat: load ML service config from environment 2026-05-23 09:30:51 +00:00
Asep Haryana SaputraandClaude Opus 4.7 10e890cc42 feat: scaffold Rust ML service crate 
Create Rust crate skeleton with Cargo.toml, main.rs, and config.rs.
Includes package metadata, dependencies (anyhow, axum, image, ndarray,
ort, serde, tokio, tower, tracing), and config module with LABELS
constants, SERVICE_NAME, SERVICE_VERSION, DEFAULT_INPUT_SIZE, and
resolve_model_path function. Config tests verify label order, relative
path resolution, and absolute path preservation.

Also includes approved spec and implementation plan documents.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
 2026-05-23 09:23:38 +00:00