| e68e6a7 | Christopher Rackauckas | 10 March 2020, 04:35:29 UTC | Update Project.toml | 10 March 2020, 04:35:29 UTC |
| 8f673f4 | Christopher Rackauckas | 10 March 2020, 02:45:23 UTC | Merge pull request #181 from JuliaDiffEq/second_order support second order | 10 March 2020, 02:45:23 UTC |
| aab1d62 | Chris Rackauckas | 10 March 2020, 01:55:30 UTC | fix and test 2nd order optimizers | 10 March 2020, 01:55:30 UTC |
| b6220d9 | Chris Rackauckas | 09 March 2020, 22:26:57 UTC | fix Hessian calculations | 09 March 2020, 22:26:57 UTC |
| c459ab5 | Chris Rackauckas | 09 March 2020, 19:30:50 UTC | support second order | 09 March 2020, 19:30:50 UTC |
| 13cb855 | Vaibhav Kumar Dixit | 09 March 2020, 17:26:09 UTC | Merge pull request #180 from abhigupta768/progbar Add progress bar to sciml_train, fixes #158 | 09 March 2020, 17:26:09 UTC |
| 35ca59b | abhigupta768 | 09 March 2020, 17:25:24 UTC | Remove message | 09 March 2020, 17:25:28 UTC |
| 1fe8040 | Vaibhavdixit02 | 09 March 2020, 14:33:43 UTC | Add Logging to Project.toml | 09 March 2020, 14:33:43 UTC |
| d56f59a | abhigupta768 | 09 March 2020, 13:51:22 UTC | Add logmsg to enable TerminalLogger | 09 March 2020, 13:51:22 UTC |
| b4b8053 | abhigupta768 | 08 March 2020, 18:00:36 UTC | Use TerminalLoggers for terminal progress bar | 08 March 2020, 18:00:36 UTC |
| 77f3a19 | abhigupta768 | 08 March 2020, 15:36:32 UTC | Add progress bar to sciml_train | 08 March 2020, 15:36:32 UTC |
| bdfabd7 | Chris Rackauckas | 05 March 2020, 20:46:04 UTC | nlopt test dep | 05 March 2020, 20:46:04 UTC |
| 0bf6dd3 | Chris Rackauckas | 05 March 2020, 19:49:53 UTC | fully remove NLopt | 05 March 2020, 19:49:53 UTC |
| aa2e1fc | Chris Rackauckas | 05 March 2020, 19:32:47 UTC | include some Zygote fixes | 05 March 2020, 19:32:47 UTC |
| ef732b2 | Christopher Rackauckas | 05 March 2020, 07:13:57 UTC | Update Project.toml | 05 March 2020, 07:13:57 UTC |
| 9bfbc1a | Christopher Rackauckas | 05 March 2020, 07:00:27 UTC | Merge pull request #177 from abhigupta768/nlopt Setup NLopt optimizers with sciml_train | 05 March 2020, 07:00:27 UTC |
| 8f6250e | Christopher Rackauckas | 04 March 2020, 22:26:38 UTC | Update src/DiffEqFlux.jl | 04 March 2020, 22:26:38 UTC |
| 405b2a5 | abhigupta768 | 04 March 2020, 22:00:28 UTC | Return MultivariateOptimizationResults object with nlopt | 04 March 2020, 22:02:29 UTC |
| 5c16710 | abhigupta768 | 04 March 2020, 21:27:35 UTC | Move sciml_train to new file | 04 March 2020, 21:37:11 UTC |
| d8efda8 | abhigupta768 | 04 March 2020, 14:17:39 UTC | Use import for NLopt | 04 March 2020, 14:17:39 UTC |
| d908069 | abhigupta768 | 04 March 2020, 14:14:46 UTC | Add maxeval kwarg and bounded optimization dispatch | 04 March 2020, 14:14:46 UTC |
| f6fb6ee | abhigupta768 | 04 March 2020, 10:12:14 UTC | Setup NLopt optimizers with sciml_train Fixes #161 | 04 March 2020, 10:12:24 UTC |
| a0b09fa | Christopher Rackauckas | 04 March 2020, 07:05:07 UTC | Update Project.toml | 04 March 2020, 07:05:07 UTC |
| 38b04ce | Christopher Rackauckas | 04 March 2020, 06:53:48 UTC | Merge pull request #176 from JuliaDiffEq/training Alternative training AD modes | 04 March 2020, 06:53:48 UTC |
| b7d92dd | Chris Rackauckas | 04 March 2020, 06:24:29 UTC | nicer test results | 04 March 2020, 06:24:29 UTC |
| 19aa435 | Chris Rackauckas | 04 March 2020, 05:57:44 UTC | fix delay in test | 04 March 2020, 05:57:44 UTC |
| 10c925e | Chris Rackauckas | 04 March 2020, 05:31:23 UTC | even simpler tests | 04 March 2020, 05:31:23 UTC |
| 73c3205 | Chris Rackauckas | 04 March 2020, 05:17:57 UTC | test chagnges | 04 March 2020, 05:17:57 UTC |
| 5098d01 | Chris Rackauckas | 04 March 2020, 04:57:59 UTC | update neural ODE training time | 04 March 2020, 04:57:59 UTC |
| 3ef2c63 | Chris Rackauckas | 04 March 2020, 04:55:06 UTC | add ReverseDiff | 04 March 2020, 04:55:06 UTC |
| aef3333 | Chris Rackauckas | 04 March 2020, 04:34:56 UTC | minor bump | 04 March 2020, 04:34:56 UTC |
| b2ede4a | Chris Rackauckas | 04 March 2020, 04:34:37 UTC | alternative training modes to be left undocumented: a backdoor to try other ADs | 04 March 2020, 04:34:37 UTC |
| 164aa78 | Christopher Rackauckas | 03 March 2020, 19:21:59 UTC | Update Project.toml | 03 March 2020, 19:21:59 UTC |
| ed3ec4b | Christopher Rackauckas | 03 March 2020, 19:21:15 UTC | Merge pull request #175 from JuliaDiffEq/forward Allow ForwardDiff inside of sciml_train calls | 03 March 2020, 19:21:15 UTC |
| 473e5ff | Chris Rackauckas | 01 March 2020, 18:58:44 UTC | ForwardDiff-aware training | 03 March 2020, 16:46:55 UTC |
| 84793ec | Chris Rackauckas | 03 March 2020, 16:46:28 UTC | Merge branch 'neuraldae' | 03 March 2020, 16:46:28 UTC |
| 219a41d | Chris Rackauckas | 03 March 2020, 16:46:21 UTC | add to README | 03 March 2020, 16:46:21 UTC |
| 96987c4 | Chris Rackauckas | 03 March 2020, 15:52:51 UTC | compile the ReverseDiff VJP | 03 March 2020, 15:52:51 UTC |
| 436fa68 | Chris Rackauckas | 03 March 2020, 15:33:00 UTC | finish up and test NeuralODEMM | 03 March 2020, 15:33:00 UTC |
| c8caad9 | abhigupta768 | 02 March 2020, 17:02:50 UTC | Update MWE script | 02 March 2020, 17:02:50 UTC |
| 9270f12 | abhigupta768 | 02 March 2020, 15:08:56 UTC | Separate differentiable_vars and mass_matrix DAEs and update MWE to mass_matrix | 02 March 2020, 15:08:56 UTC |
| 48ec240 | abhigupta768 | 29 February 2020, 14:36:02 UTC | Add initial version of mass_matrix neuraldae | 01 March 2020, 04:06:16 UTC |
| 25c7d57 | Christopher Rackauckas | 28 February 2020, 00:35:34 UTC | Merge pull request #172 from JuliaDiffEq/ChrisRackauckas-patch-2 Fix loss in callback to be computed before updating parameters | 28 February 2020, 00:35:34 UTC |
| b808bfa | Christopher Rackauckas | 24 February 2020, 18:26:37 UTC | Fix loss in callback to be computed before updating parameters Fixes https://github.com/JuliaDiffEq/DiffEqFlux.jl/issues/166#issuecomment-590476701 | 24 February 2020, 18:26:37 UTC |
| 997e553 | abhigupta768 | 23 February 2020, 18:40:38 UTC | Add desired MWE Script | 23 February 2020, 18:40:38 UTC |
| 7c90a6a | abhigupta768 | 23 February 2020, 18:32:03 UTC | Some updates to NeuralDAE constructor | 23 February 2020, 18:34:38 UTC |
| 5a261cd | abhigupta768 | 17 February 2020, 14:51:45 UTC | Add NeuralDAE struct and constructor | 23 February 2020, 18:34:38 UTC |
| 19af8e5 | Christopher Rackauckas | 19 February 2020, 14:06:23 UTC | Update Project.toml | 19 February 2020, 14:06:23 UTC |
| 397346e | Christopher Rackauckas | 19 February 2020, 14:02:22 UTC | Merge pull request #165 from JuliaDiffEq/data Fix data splat in Flux optimizer version of sciml_train | 19 February 2020, 14:02:22 UTC |
| 28c9345 | Chris Rackauckas | 19 February 2020, 13:38:27 UTC | iterate after the callback | 19 February 2020, 13:38:27 UTC |
| 422d2c1 | Chris Rackauckas | 19 February 2020, 13:29:40 UTC | Iterate optim batches in the callback | 19 February 2020, 13:29:40 UTC |
| 96ad21d | Chris Rackauckas | 19 February 2020, 06:38:48 UTC | simpler test | 19 February 2020, 06:38:48 UTC |
| 5125be7 | Chris Rackauckas | 19 February 2020, 06:17:41 UTC | quicker test | 19 February 2020, 06:17:41 UTC |
| c7bcdc7 | Chris Rackauckas | 19 February 2020, 00:52:25 UTC | Fix data splat in Flux optimizer version of sciml_train | 19 February 2020, 00:52:25 UTC |
| 68c5571 | Christopher Rackauckas | 18 February 2020, 14:31:20 UTC | Merge pull request #163 from JuliaDiffEq/optional_data Add an optional data argument and fix docstring | 18 February 2020, 14:31:20 UTC |
| 1c67e1e | Chris Rackauckas | 18 February 2020, 05:32:58 UTC | fix up null iterator | 18 February 2020, 05:32:58 UTC |
| e1cbfd3 | Chris Rackauckas | 18 February 2020, 04:52:56 UTC | Add an optional data argument | 18 February 2020, 04:52:56 UTC |
| cfe6204 | Christopher Rackauckas | 16 February 2020, 13:41:09 UTC | Merge pull request #157 from JuliaDiffEq/compathelper/new_version/2020-02-16-11-08-34-318-1059532658 CompatHelper: bump compat for "Juno" to "0.8" | 16 February 2020, 13:41:09 UTC |
| c2dd815 | github-actions[bot] | 16 February 2020, 11:08:35 UTC | CompatHelper: bump compat for "Juno" to "0.8" | 16 February 2020, 11:08:35 UTC |
| b5fbebf | Christopher Rackauckas | 13 February 2020, 14:33:23 UTC | Update README.md | 13 February 2020, 14:33:23 UTC |
| c7c5a63 | Christopher Rackauckas | 11 February 2020, 13:25:45 UTC | Merge pull request #151 from abhigupta768/boxConstrainedOptim [WIP] Add box constrained optimization dispatch in sciml_train | 11 February 2020, 13:25:45 UTC |
| 8c2fa0b | abhigupta768 | 11 February 2020, 07:09:35 UTC | Move bounds to kwargs | 11 February 2020, 07:09:35 UTC |
| 4be8273 | Abhinav Gupta | 10 February 2020, 19:16:55 UTC | add box constrained optimization | 10 February 2020, 19:16:55 UTC |
| 06cf220 | Christopher Rackauckas | 09 February 2020, 23:07:22 UTC | Merge pull request #147 from ali-ramadhan/ar/readme-toc Add table of contents to README | 09 February 2020, 23:07:22 UTC |
| 6952bbf | ali-ramadhan | 09 February 2020, 22:58:28 UTC | Add table of contents to README | 09 February 2020, 22:58:28 UTC |
| 052134b | Christopher Rackauckas | 08 February 2020, 15:38:14 UTC | Merge pull request #145 from JuliaTagBot/master Install TagBot as a GitHub Action | 08 February 2020, 15:38:14 UTC |
| a72fdc2 | Julia TagBot | 08 February 2020, 12:57:20 UTC | Install TagBot as a GitHub Action | 08 February 2020, 12:57:20 UTC |
| 7df25ac | Christopher Rackauckas | 08 February 2020, 07:40:37 UTC | Update .gitlab-ci.yml | 08 February 2020, 07:40:37 UTC |
| b853636 | Chris Rackauckas | 08 February 2020, 04:51:58 UTC | add some usings | 08 February 2020, 04:51:58 UTC |
| 38256f1 | Christopher Rackauckas | 07 February 2020, 22:55:02 UTC | Update Project.toml | 07 February 2020, 22:55:02 UTC |
| ece159d | Christopher Rackauckas | 07 February 2020, 22:54:23 UTC | Merge pull request #141 from JuliaDiffEq/fast_adjoints fast adjoints for fast layers | 07 February 2020, 22:54:23 UTC |
| 8167068 | Chris Rackauckas | 07 February 2020, 19:52:55 UTC | fix typo | 07 February 2020, 19:52:55 UTC |
| fcc7454 | Chris Rackauckas | 07 February 2020, 19:32:15 UTC | specialize tanh derivative | 07 February 2020, 19:32:15 UTC |
| e21b9d1 | Chris Rackauckas | 07 February 2020, 17:32:29 UTC | fully remove unsafe arrays | 07 February 2020, 17:32:29 UTC |
| 66fc811 | Yingbo Ma | 07 February 2020, 17:23:54 UTC | Remove UnsafeArrays | 07 February 2020, 17:23:54 UTC |
| e723541 | Chris Rackauckas | 07 February 2020, 14:08:08 UTC | mark fixed test | 07 February 2020, 14:08:08 UTC |
| 86e8bc3 | Chris Rackauckas | 07 February 2020, 13:22:51 UTC | fix test with using | 07 February 2020, 13:22:51 UTC |
| 19753d9 | Chris Rackauckas | 07 February 2020, 05:30:17 UTC | Make nonlinear optimal control use fast layers | 07 February 2020, 05:30:17 UTC |
| 25c97af | Chris Rackauckas | 07 February 2020, 05:13:24 UTC | make README example a little nicer | 07 February 2020, 05:13:24 UTC |
| f903360 | Chris Rackauckas | 07 February 2020, 04:59:50 UTC | fast adjoints for fast layers Pulls about another 2x acceleration out. ```julia using DiffEqFlux fd = FastDense(2,25,tanh) pd = initial_params(fd) fs = StaticDense(2,25,tanh) x = rand(2) using BenchmarkTools @btime Flux.Zygote.gradient((x,p)->sum(fd(x,p)),x,pd) @btime Flux.Zygote.gradient((x,p)->sum(fs(x,p)),x,pd) # FastDense before: 7.900 μs (100 allocations: 7.69 KiB) 8.066 μs (100 allocations: 7.69 KiB) # FastDense after: 5.283 μs (38 allocations: 3.98 KiB) 5.267 μs (38 allocations: 3.98 KiB) # StaticDense 5.000 μs (25 allocations: 2.73 KiB) 5.067 μs (25 allocations: 2.73 KiB) ``` | 07 February 2020, 04:59:50 UTC |
| 9ea5d67 | Christopher Rackauckas | 06 February 2020, 21:57:21 UTC | Merge pull request #137 from JuliaDiffEq/gpu fix a bunch of GPU tests | 06 February 2020, 21:57:21 UTC |
| 9c366c8 | Chris Rackauckas | 06 February 2020, 21:23:36 UTC | comment broken tests | 06 February 2020, 21:23:36 UTC |
| 0d4fab6 | Chris Rackauckas | 05 February 2020, 15:45:02 UTC | fix a bunch of GPU tests | 06 February 2020, 21:23:06 UTC |
| 364ea75 | Christopher Rackauckas | 06 February 2020, 20:46:20 UTC | Update Project.toml | 06 February 2020, 20:46:20 UTC |
| 8fd8a4f | Chris Rackauckas | 06 February 2020, 19:09:09 UTC | fix SDE for sciml_train | 06 February 2020, 19:09:09 UTC |
| 448cc00 | Christopher Rackauckas | 06 February 2020, 18:36:09 UTC | Merge pull request #139 from ric-cioffi/patch-1 stopping criterion on current loss | 06 February 2020, 18:36:09 UTC |
| 498aa89 | Chris Rackauckas | 06 February 2020, 15:55:12 UTC | fix Optim setup | 06 February 2020, 15:55:12 UTC |
| 52f13be | Chris Rackauckas | 06 February 2020, 14:09:19 UTC | sciml_train! -> sciml_train and boolean for halting in a safe way | 06 February 2020, 14:09:19 UTC |
| d0017f9 | Christopher Rackauckas | 05 February 2020, 23:44:31 UTC | Update appveyor.yml | 05 February 2020, 23:44:31 UTC |
| 0d51a5e | ric-cioffi | 05 February 2020, 22:37:30 UTC | stopping criterion on current loss We can make this directly depend on the callback function (which is consistent with Optim). For example a reasonable callback function would be function cb(θ, l) println("Current loss: ", l) return l < 1e-4 end | 05 February 2020, 22:37:30 UTC |
| 6331437 | Christopher Rackauckas | 04 February 2020, 20:34:25 UTC | Update Project.toml | 04 February 2020, 20:34:25 UTC |
| fb58ee4 | Christopher Rackauckas | 04 February 2020, 20:34:09 UTC | Merge pull request #136 from JuliaDiffEq/abstract add some abstract types | 04 February 2020, 20:34:09 UTC |
| b261c3a | Christopher Rackauckas | 04 February 2020, 19:53:24 UTC | Update fast_layers.jl | 04 February 2020, 19:53:24 UTC |
| 0a0d436 | Chris Rackauckas | 04 February 2020, 19:09:23 UTC | add some abstract types | 04 February 2020, 19:09:23 UTC |
| 49a0f9d | Chris Rackauckas | 02 February 2020, 22:37:39 UTC | patch version | 02 February 2020, 22:37:39 UTC |
| 2623712 | Chris Rackauckas | 02 February 2020, 22:37:25 UTC | Merge remote-tracking branch 'origin/master' | 02 February 2020, 22:37:25 UTC |
| 9e650d3 | Chris Rackauckas | 02 February 2020, 22:37:20 UTC | add missing paramlength | 02 February 2020, 22:37:20 UTC |
| bb0a9f4 | Christopher Rackauckas | 02 February 2020, 20:22:30 UTC | Update Project.toml | 02 February 2020, 20:22:30 UTC |
| 9503182 | Christopher Rackauckas | 02 February 2020, 19:11:33 UTC | Update Project.toml | 02 February 2020, 19:11:33 UTC |
| ffa8de3 | Christopher Rackauckas | 02 February 2020, 19:11:12 UTC | Merge pull request #131 from JuliaDiffEq/compathelper/new_version/2020-02-02-19-06-06-079-2925281732 CompatHelper: add new compat entry for "UnsafeArrays" at version "1.0" | 02 February 2020, 19:11:12 UTC |
