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# DeepDetect: Open Source Deep Learning Server & API (Changelog) | ||
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## [0.15.0](https://github.com/jolibrain/deepdetect/compare/v0.14.0...v0.15.0) (2021-03-26) | ||
## [0.16.0](https://github.com/jolibrain/deepdetect/compare/v0.15.0...v0.16.0) (2021-04-23) | ||
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### Features | ||
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* **nbeats:** default backcast loss coeff to zero, allows very short forecast length to learn smoothly ([db17a41](https://github.com/jolibrain/deepdetect/commit/db17a41401b037187b5ccf2e54464e3f6647e40d)) | ||
* **timeseries:** add MAE and MSE metrics ([847830d](https://github.com/jolibrain/deepdetect/commit/847830d8f6a011be05763b36fbf7240dd6d867e6)) | ||
* **timeseries:** do not output per serie metrics as a default, add prefix _all for displaying all metrics ([5b6bc4e](https://github.com/jolibrain/deepdetect/commit/5b6bc4e19274595741e8fd11cbfd326b0497b79f)) | ||
* **torch:** model publishing with the platform ([da14d33](https://github.com/jolibrain/deepdetect/commit/da14d33affb362aa869367fb748d5dbac1d73a10)) | ||
* **torch:** save last model at training service interruption ([b346923](https://github.com/jolibrain/deepdetect/commit/b34692395ee6c0d03b6a378d2b454a1479e52e76)) | ||
* **torch:** SWA for RANGER/torch (https://arxiv.org/abs/1803.05407) ([74cf54c](https://github.com/jolibrain/deepdetect/commit/74cf54cce30b791def7712eabd0c93c31eebf91b)) | ||
* **torch/csvts:** create db incrementally ([4336e89](https://github.com/jolibrain/deepdetect/commit/4336e893efe3c41d97b0199d300c5461fde55776)) | ||
* **torch:** add confidence threshold for classification ([0e75d88](https://github.com/jolibrain/deepdetect/commit/0e75d88fb949fc2e0e23ed744b5752df8b581d5a)) | ||
* **torch:** add more backbones to traced detection models ([f4d05e1](https://github.com/jolibrain/deepdetect/commit/f4d05e1ea9f419832cc4c63c5367f7615ef22b2f)) | ||
* **torch:** allow FP16 inference on GPU ([705d3d7](https://github.com/jolibrain/deepdetect/commit/705d3d77c8f325d7707cafb422e948b9cc3ac7f7)) | ||
* **torch:** madgrad optimizer ([0657d82](https://github.com/jolibrain/deepdetect/commit/0657d82cd05d575cb6d45c2f122946626d7457a8)) | ||
* **torch:** training of detection models on backend torch ([b920999](https://github.com/jolibrain/deepdetect/commit/b9209991a4e44a45d9bacaed182fd7ecacaed369)) | ||
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### Bug Fixes | ||
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* **caffe/detection:** fix rare spurious detection decoding, see bug 1190 ([94935b5](https://github.com/jolibrain/deepdetect/commit/94935b5a6c9a4ab9321cca52d5050f3b520e9ff7)) | ||
* **chore:** add opencv imgcodecs explicit link ([8ff5851](https://github.com/jolibrain/deepdetect/commit/8ff585140f8784e2a91a955c53d10fcb0917369d)) | ||
* compile flags typo ([8f0c947](https://github.com/jolibrain/deepdetect/commit/8f0c947eefad3bde0defae52f4b85317a0e98f50)) | ||
* docker cpu link in readme ([1541dcc](https://github.com/jolibrain/deepdetect/commit/1541dccfdbede08ffd0ce466f7f27a171d6647a9)) | ||
* tensorrt tests on Jetson nano ([25b12f5](https://github.com/jolibrain/deepdetect/commit/25b12f573d6894a24d233a30ee85092327e0d96f)) | ||
* **nbeats:** make seasonality block work ([d035c79](https://github.com/jolibrain/deepdetect/commit/d035c794822f57be5d2aad57403cc2d7ba06738f)) | ||
* **torch:** display msg if resume fails, also fails if not best_model.txt file ([d8c5418](https://github.com/jolibrain/deepdetect/commit/d8c541838713ee2922e3d262c24fcf0bf058ce1a)) | ||
* **torch:** throw error if multiple models are provided ([efbd1f9](https://github.com/jolibrain/deepdetect/commit/efbd1f93077791299013e04bef292aba9a09afa5)) | ||
* **torch:** default gradient clipping to true when using madgrad ([5979019](https://github.com/jolibrain/deepdetect/commit/5979019c27cb5e84ddcb38f40bbd962c32d7003f)) | ||
* remove dirty git flag on builds ([6daa4f5](https://github.com/jolibrain/deepdetect/commit/6daa4f5343fb31afbf0efd7330da7513b652e539)) | ||
* services names were not always case insentitive ([bee3183](https://github.com/jolibrain/deepdetect/commit/bee318356c2bf056247073c73f580016970f379f)) | ||
* **chains:** cloning of image crops in chains ([2e62b7e](https://github.com/jolibrain/deepdetect/commit/2e62b7e6f3f75d2de08e8c6088c5a2da7b320d39)) | ||
* **ml:** refinedet image dimensions configuration via API ([20d56e4](https://github.com/jolibrain/deepdetect/commit/20d56e4ac6ab4691c32187137b520996160c8d59)) | ||
* **TensorRT:** fix some memory allocation weirdness in trt backend ([4f952c3](https://github.com/jolibrain/deepdetect/commit/4f952c3fbc2f8da03ebc66644e125576d9b12fee)) | ||
* **timeseries:** throw if no data found ([a95e7f9](https://github.com/jolibrain/deepdetect/commit/a95e7f936c35cbe5cf24779fe5e899667b7f6e6c)) | ||
* **torch:** allow partial or mismatching weights loading only if finetuning ([23666ea](https://github.com/jolibrain/deepdetect/commit/23666ea49ece302477e1f2d8f88edc41366ff213)) | ||
* **torch:** Fix underflow in CSVTS::serialize_bounds ([c8b11b6](https://github.com/jolibrain/deepdetect/commit/c8b11b66b4b264ac16b3b2357fbd66293c01f99d)) | ||
* **torch:** fix very long ETA with iter_size != 1 ([0c716a6](https://github.com/jolibrain/deepdetect/commit/0c716a60b2742c70ad715ad4e9b23a3f4d035a77)) | ||
* **torch:** parameters are added only once to solver during traced model training ([86cbcf5](https://github.com/jolibrain/deepdetect/commit/86cbcf5f41f868a6472bb3df46015db34b61f1a2)) | ||
* **torch:** select correct mltype ([e674fcc](https://github.com/jolibrain/deepdetect/commit/e674fcce4812cf499a6e2eaaa8f98b34d35d5ffa)) |
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