From d54bb0557568825ac96d6abf7f2031fff50ae602 Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Wed, 26 Jun 2024 16:10:00 +0200 Subject: [PATCH 01/20] New biobb_pytorch Molecular dynamics autoencoder wrapper --- tools/biobb_pytorch/.shed.yml | 25 +++++ tools/biobb_pytorch/biobb_apply_mdae.xml | 92 ++++++++++++++++ tools/biobb_pytorch/biobb_train_mdae.xml | 102 ++++++++++++++++++ .../test-data/config_apply_mdae.json | 5 + .../test-data/config_train_mdae.json | 6 ++ .../test-data/ref_output_latent_space.npy | Bin 0 -> 928 bytes .../test-data/ref_output_model.pth | Bin 0 -> 953930 bytes .../test-data/ref_output_performance.npz | Bin 0 -> 124042 bytes .../ref_output_reconstructed_data.npy | Bin 0 -> 122528 bytes .../test-data/ref_output_train_data.npz | Bin 0 -> 1344 bytes .../test-data/train_mdae_traj.npy | Bin 0 -> 122528 bytes 11 files changed, 230 insertions(+) create mode 100644 tools/biobb_pytorch/.shed.yml create mode 100644 tools/biobb_pytorch/biobb_apply_mdae.xml create mode 100644 tools/biobb_pytorch/biobb_train_mdae.xml create mode 100644 tools/biobb_pytorch/test-data/config_apply_mdae.json create mode 100644 tools/biobb_pytorch/test-data/config_train_mdae.json create mode 100644 tools/biobb_pytorch/test-data/ref_output_latent_space.npy create mode 100644 tools/biobb_pytorch/test-data/ref_output_model.pth create mode 100644 tools/biobb_pytorch/test-data/ref_output_performance.npz create mode 100644 tools/biobb_pytorch/test-data/ref_output_reconstructed_data.npy create mode 100644 tools/biobb_pytorch/test-data/ref_output_train_data.npz create mode 100644 tools/biobb_pytorch/test-data/train_mdae_traj.npy diff --git a/tools/biobb_pytorch/.shed.yml b/tools/biobb_pytorch/.shed.yml new file mode 100644 index 00000000..27bc89b3 --- /dev/null +++ b/tools/biobb_pytorch/.shed.yml @@ -0,0 +1,25 @@ +name: biobb_pytorch +owner: "Biobb team" +description: "biobb_pytorch is the Biobb module collection to create and train ML & DL models using the popular [PyTorch](https://pytorch.org/) Python library." +homepage_url: https://github.com/bioexcel/biobb_pytorch +long_description: | + biobb_pytorch is the Biobb module collection to create and train ML & DL models using the popular [PyTorch](https://pytorch.org/) Python library. + Biobb (BioExcel building blocks) packages are Python building blocks that + create new layer of compatibility and interoperability over popular + bioinformatics tools. + The latest documentation of this package can be found in our readthedocs site: + [latest API documentation](http://biobb-pytorch.readthedocs.io/en/latest/). +remote_repository_url: https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/tree/master/tools/biobb_pytorch +type: unrestricted +categories: + - Molecular Dynamics + - Computational chemistry + - Machine Learning + - Deep Learning + - PyTorch + - Biobb + - Autoencoders +maintainers: + - Pau Andrio + - Genis Bayarri + - Adam Hospital \ No newline at end of file diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml new file mode 100644 index 00000000..6eb9fa6f --- /dev/null +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -0,0 +1,92 @@ + + Apply a Molecular Dynamics AutoEncoder (MDAE) PyTorch model. + + + biobb_pytorch + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +.. class:: infomark + +Check the syntax for the tool parameters at the original library documentation: https://biobb_pytorch.readthedocs.io/en/latest + +----- + +.. image:: http://mmb.irbbarcelona.org/biobb/assets/layouts/layout3/img/logo.png + :width: 150 + +**https://mmb.irbbarcelona.org/biobb** + +.. image:: https://bioexcel.eu/wp-content/uploads/2019/08/Bioexcel_logo_no_subheading_660px.png + :width: 150 + +**https://bioexcel.eu** + + + + + @misc{githubbiobb, + author = {Andrio P, Bayarri, G., Hospital A, Gelpi JL}, + year = {2019-21}, + title = {biobb: BioExcel building blocks }, + publisher = {GitHub}, + journal = {GitHub repository}, + url = {https://github.com/bioexcel/biobb_pytorch}, + } + + 10.1038/s41597-019-0177-4 + + \ No newline at end of file diff --git a/tools/biobb_pytorch/biobb_train_mdae.xml b/tools/biobb_pytorch/biobb_train_mdae.xml new file mode 100644 index 00000000..68dba544 --- /dev/null +++ b/tools/biobb_pytorch/biobb_train_mdae.xml @@ -0,0 +1,102 @@ + + : Train a Molecular Dynamics AutoEncoder (MDAE) PyTorch model. + + + biobb_pytorch + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +.. class:: infomark + +Check the syntax for the tool parameters at the original library documentation: https://biobb_pytorch.readthedocs.io/en/latest + +----- + +.. image:: http://mmb.irbbarcelona.org/biobb/assets/layouts/layout3/img/logo.png + :width: 150 + +**https://mmb.irbbarcelona.org/biobb** + +.. image:: https://bioexcel.eu/wp-content/uploads/2019/08/Bioexcel_logo_no_subheading_660px.png + :width: 150 + +**https://bioexcel.eu** + + + + + @misc{githubbiobb, + author = {Andrio P, Bayarri, G., Hospital A, Gelpi JL}, + year = {2019-21}, + title = {biobb: BioExcel building blocks }, + publisher = {GitHub}, + journal = {GitHub repository}, + url = {https://github.com/bioexcel/biobb_pytorch}, + } + + 10.1038/s41597-019-0177-4 + + \ No newline at end of file diff --git a/tools/biobb_pytorch/test-data/config_apply_mdae.json b/tools/biobb_pytorch/test-data/config_apply_mdae.json new file mode 100644 index 00000000..ceacd33a --- /dev/null +++ b/tools/biobb_pytorch/test-data/config_apply_mdae.json @@ -0,0 +1,5 @@ +{ + "properties": { + "batch_size": 1 + } +} \ No newline at end of file diff --git a/tools/biobb_pytorch/test-data/config_train_mdae.json b/tools/biobb_pytorch/test-data/config_train_mdae.json new file mode 100644 index 00000000..c44543df --- /dev/null +++ b/tools/biobb_pytorch/test-data/config_train_mdae.json @@ -0,0 +1,6 @@ +{ + "properties": { + "num_epochs": 50, + "seed": 1 + } +} \ No newline at end of file diff --git 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tools/biobb_pytorch/biobb_apply_mdae.xml Co-authored-by: Simon Bray <32272674+simonbray@users.noreply.github.com> --- tools/biobb_pytorch/biobb_apply_mdae.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml index 6eb9fa6f..db32ab13 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -9,7 +9,7 @@ ln -s $input_data_npy_path ./input_data_npy_path.$input_data_npy_path.ext; ln -s $input_model_pth_path ./input_model_pth_path.$input_model_pth_path.ext; - #if str($config_json) != 'None': + #if $config_json: ln -s $config_json ./config_json.$config_json.ext; #end if From 55090290dd51796b11eb56c18f053ae52e67c905 Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Fri, 28 Jun 2024 09:55:31 +0200 Subject: [PATCH 03/20] Update tools/biobb_pytorch/biobb_apply_mdae.xml Co-authored-by: Simon Bray <32272674+simonbray@users.noreply.github.com> --- tools/biobb_pytorch/biobb_apply_mdae.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml index db32ab13..a8cb0468 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -7,7 +7,7 @@ Date: Fri, 28 Jun 2024 09:55:56 +0200 Subject: [PATCH 04/20] Update tools/biobb_pytorch/biobb_apply_mdae.xml Co-authored-by: Simon Bray <32272674+simonbray@users.noreply.github.com> --- tools/biobb_pytorch/biobb_apply_mdae.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml index a8cb0468..25b5d71f 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -34,7 +34,7 @@ - + From c9460d316a6e9986fc23abd0ab92315c616806b1 Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Fri, 28 Jun 2024 11:03:56 +0200 Subject: [PATCH 05/20] Fixing PR comments and suggestions --- tool_test_output.html | 291 ++++++++++++++++++ tool_test_output.json | 101 ++++++ tools/biobb_pytorch/.DS_Store | Bin 0 -> 6148 bytes tools/biobb_pytorch/.shed.yml | 8 +- tools/biobb_pytorch/biobb_apply_mdae.xml | 25 +- tools/biobb_pytorch/biobb_train_mdae.xml | 35 ++- tools/biobb_pytorch/test-data/.DS_Store | Bin 0 -> 6148 bytes .../test-data/ref_output_latent_space.npy | Bin 928 -> 0 bytes .../test-data/ref_output_performance.npz | Bin 124042 -> 0 bytes .../ref_output_reconstructed_data.npy | Bin 122528 -> 0 bytes .../test-data/ref_output_train_data.npz | Bin 1344 -> 0 bytes 11 files changed, 437 insertions(+), 23 deletions(-) create mode 100644 tool_test_output.html create mode 100644 tool_test_output.json create mode 100644 tools/biobb_pytorch/.DS_Store create mode 100644 tools/biobb_pytorch/test-data/.DS_Store delete mode 100644 tools/biobb_pytorch/test-data/ref_output_latent_space.npy delete mode 100644 tools/biobb_pytorch/test-data/ref_output_performance.npz delete mode 100644 tools/biobb_pytorch/test-data/ref_output_reconstructed_data.npy delete mode 100644 tools/biobb_pytorch/test-data/ref_output_train_data.npz diff --git a/tool_test_output.html b/tool_test_output.html new file mode 100644 index 00000000..6c774a2c --- /dev/null +++ b/tool_test_output.html @@ -0,0 +1,291 @@ + + + + + + + Test Results (powered by Planemo) + + + + + + + + +

+ +
+
+
+
+ + + + + + + \ No newline at end of file diff --git a/tool_test_output.json b/tool_test_output.json new file mode 100644 index 00000000..c0501a12 --- /dev/null +++ b/tool_test_output.json @@ -0,0 +1,101 @@ +{ + "summary": { + "num_errors": 0, + "num_failures": 0, + "num_skips": 0, + "num_tests": 1 + }, + "tests": [ + { + "data": { + "inputs": { + "config_json": { + "id": "8638ae59da399d18", + "src": "hda" + }, + "input_train_npy_path": { + "id": "52e55242f7275d02", + "src": "hda" + }, + "outname_output_model_pth_path": "output_model.pth", + "outname_output_performance_npz_path": "output_performance.npz", + "outname_output_train_data_npz_path": "output_train_data.npz" + }, + "job": { + "command_line": "ln -s /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/files/2/4/5/dataset_245bf14d-1659-4578-a68b-afb1ce9308f1.dat ./input_train_npy_path.npy; ln -s /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/files/2/4/9/dataset_249a96e0-a3d5-42bd-8d9f-8aeb075051f2.dat ./config_json.json; train_mdae --config ./config_json.json --input_train_npy_path ./input_train_npy_path.npy --output_model_pth_path output_model.pth --output_train_data_npz_path output_train_data.npz --output_performance_npz_path output_performance.npz ; mv output_model.pth /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/outputs/dataset_d4a02c99-cb7c-4e22-a5bb-da3d294518d4.dat; if test -f output_train_data.npz; then mv output_train_data.npz /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/outputs/dataset_c853af5a-bc40-41fe-8d2f-8380b5c52aa8.dat; fi; if test -f output_performance.npz; then mv output_performance.npz /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/outputs/dataset_340d714b-ea61-4f02-9a06-3a509f31fc47.dat; fi;", + "command_version": "", + "copied_from_job_id": null, + "create_time": "2024-06-28T09:00:51.154276", + "dependencies": [], + "exit_code": 0, + "external_id": "66123", + "galaxy_version": "24.0", + "handler": null, + "history_id": "52e55242f7275d02", + "id": "63581132e3d3fcd7", + "inputs": { + "config_json": { + "id": "8638ae59da399d18", + "src": "hda", + "uuid": "249a96e0-a3d5-42bd-8d9f-8aeb075051f2" + }, + "input_train_npy_path": { + "id": "52e55242f7275d02", + "src": "hda", + "uuid": "245bf14d-1659-4578-a68b-afb1ce9308f1" + } + }, + "job_messages": [], + "job_metrics": [], + "job_runner_name": null, + "job_stderr": "", + "job_stdout": "", + "model_class": "Job", + "output_collections": {}, + "outputs": { + "output_model_pth_path": { + "id": "63581132e3d3fcd7", + "src": "hda", + "uuid": "d4a02c99-cb7c-4e22-a5bb-da3d294518d4" + }, + "output_performance_npz_path": { + "id": "97f585e74de64884", + "src": "hda", + "uuid": "340d714b-ea61-4f02-9a06-3a509f31fc47" + }, + "output_train_data_npz_path": { + "id": "3567654777edac40", + "src": "hda", + "uuid": "c853af5a-bc40-41fe-8d2f-8380b5c52aa8" + } + }, + "params": { + "__input_ext": "\"npy\"", + "chromInfo": "\"/Users/pau/projects/galaxy/tool-data/shared/ucsc/chrom/?.len\"", + "dbkey": "\"?\"", + "input_model_pth_path": null, + "outname_output_model_pth_path": "\"output_model.pth\"", + "outname_output_performance_npz_path": "\"output_performance.npz\"", + "outname_output_train_data_npz_path": "\"output_train_data.npz\"" + }, + "state": "ok", + "stderr": "", + "stdout": "2024-06-28 11:00:56,519 [MainThread ] [INFO ] Executing biobb_pytorch.mdae.train_mdae Version: 4.2.1\n2024-06-28 11:00:56,520 [MainThread ] [INFO ] Copy: ./input_train_npy_path.npy to /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a\n2024-06-28 11:00:56,520 [MainThread ] [INFO ] Start Training:\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] Device: cpu\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] Train input file: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/input_train_npy_path.npy\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] File size: 119.66 KB\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of atoms: 102\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of frames for training: 80 Total number of frames: 100\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of epochs: 50\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Partition: 0.8\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Batch size: 1\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate: 0.0001\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate step size: 100\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate gamma: 0.1\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of layers: 4\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Input dimensions: 306\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Latent dimensions: 2\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Loss function: MSELoss\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Optimizer: Adam \n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Seed: 1\n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Checkpoint interval: 25\n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Log interval: 10\n\n2024-06-28 11:00:56,871 [MainThread ] [INFO ] Epoch 1/50, Train Loss: 0.042, Validation Loss: 0.040, LR: 0.00010, Duration: 00s, ETA: 17s\n2024-06-28 11:00:56,871 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__0.pth\n2024-06-28 11:00:59,230 [MainThread ] [INFO ] Epoch 11/50, Train Loss: 0.026, Validation Loss: 0.025, LR: 0.00010, Duration: 00s, ETA: 11s\n2024-06-28 11:01:01,832 [MainThread ] [INFO ] Epoch 21/50, Train Loss: 0.024, Validation Loss: 0.024, LR: 0.00010, Duration: 00s, ETA: 07s\n2024-06-28 11:01:03,209 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__25.pth\n2024-06-28 11:01:04,644 [MainThread ] [INFO ] Epoch 31/50, Train Loss: 0.023, Validation Loss: 0.023, LR: 0.00010, Duration: 00s, ETA: 04s\n2024-06-28 11:01:07,345 [MainThread ] [INFO ] Epoch 41/50, Train Loss: 0.023, Validation Loss: 0.023, LR: 0.00010, Duration: 00s, ETA: 02s\n2024-06-28 11:01:09,770 [MainThread ] [INFO ] Epoch 50/50, Train Loss: 0.022, Validation Loss: 0.022, LR: 0.00010, Duration: 00s, ETA: 00s\n2024-06-28 11:01:09,771 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__49.pth\n2024-06-28 11:01:09,775 [MainThread ] [INFO ] End Training, total time: 13s\n2024-06-28 11:01:09,782 [MainThread ] [INFO ] Saving train data to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_train_data.npz\n2024-06-28 11:01:09,782 [MainThread ] [INFO ] File size: 1.31 KB\n2024-06-28 11:01:09,821 [MainThread ] [INFO ] Saving evaluation data to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_performance.npz\n2024-06-28 11:01:09,821 [MainThread ] [INFO ] File size: 121.13 KB\n2024-06-28 11:01:09,825 [MainThread ] [INFO ] Saving best model to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_model.pth\n2024-06-28 11:01:09,826 [MainThread ] [INFO ] Best model epoch: 49\n2024-06-28 11:01:09,826 [MainThread ] [INFO ] File size: 931.57 KB\n2024-06-28 11:01:09,829 [MainThread ] [INFO ] Removed: []\n", + "tool_id": "biobb_pytorch_train_mdae", + "tool_stderr": "", + "tool_stdout": "2024-06-28 11:00:56,519 [MainThread ] [INFO ] Executing biobb_pytorch.mdae.train_mdae Version: 4.2.1\n2024-06-28 11:00:56,520 [MainThread ] [INFO ] Copy: ./input_train_npy_path.npy to /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a\n2024-06-28 11:00:56,520 [MainThread ] [INFO ] Start Training:\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] Device: cpu\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] Train input file: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/input_train_npy_path.npy\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] File size: 119.66 KB\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of atoms: 102\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of frames for training: 80 Total number of frames: 100\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of epochs: 50\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Partition: 0.8\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Batch size: 1\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate: 0.0001\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate step size: 100\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate gamma: 0.1\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of layers: 4\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Input dimensions: 306\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Latent dimensions: 2\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Loss function: MSELoss\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Optimizer: Adam \n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Seed: 1\n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Checkpoint interval: 25\n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Log interval: 10\n\n2024-06-28 11:00:56,871 [MainThread ] [INFO ] Epoch 1/50, Train Loss: 0.042, Validation Loss: 0.040, LR: 0.00010, Duration: 00s, ETA: 17s\n2024-06-28 11:00:56,871 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__0.pth\n2024-06-28 11:00:59,230 [MainThread ] [INFO ] Epoch 11/50, Train Loss: 0.026, Validation Loss: 0.025, LR: 0.00010, Duration: 00s, ETA: 11s\n2024-06-28 11:01:01,832 [MainThread ] [INFO ] Epoch 21/50, Train Loss: 0.024, Validation Loss: 0.024, LR: 0.00010, Duration: 00s, ETA: 07s\n2024-06-28 11:01:03,209 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__25.pth\n2024-06-28 11:01:04,644 [MainThread ] [INFO ] Epoch 31/50, Train Loss: 0.023, Validation Loss: 0.023, LR: 0.00010, Duration: 00s, ETA: 04s\n2024-06-28 11:01:07,345 [MainThread ] [INFO ] Epoch 41/50, Train Loss: 0.023, Validation Loss: 0.023, LR: 0.00010, Duration: 00s, ETA: 02s\n2024-06-28 11:01:09,770 [MainThread ] [INFO ] Epoch 50/50, Train Loss: 0.022, Validation Loss: 0.022, LR: 0.00010, Duration: 00s, ETA: 00s\n2024-06-28 11:01:09,771 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__49.pth\n2024-06-28 11:01:09,775 [MainThread ] [INFO ] End Training, total time: 13s\n2024-06-28 11:01:09,782 [MainThread ] [INFO ] Saving train data to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_train_data.npz\n2024-06-28 11:01:09,782 [MainThread ] [INFO ] File size: 1.31 KB\n2024-06-28 11:01:09,821 [MainThread ] [INFO ] Saving evaluation data to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_performance.npz\n2024-06-28 11:01:09,821 [MainThread ] [INFO ] File size: 121.13 KB\n2024-06-28 11:01:09,825 [MainThread ] [INFO ] Saving best model to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_model.pth\n2024-06-28 11:01:09,826 [MainThread ] [INFO ] Best model epoch: 49\n2024-06-28 11:01:09,826 [MainThread ] [INFO ] File size: 931.57 KB\n2024-06-28 11:01:09,829 [MainThread ] [INFO ] Removed: []\n", + "update_time": "2024-06-28T09:01:16.128563", + "user_email": "planemo@galaxyproject.org" + }, + "status": "success", + "test_index": 0, + "time_seconds": 37.86598777770996, + "tool_id": "biobb_pytorch_train_mdae", + "tool_version": "4.2.1" + }, + "has_data": true, + "id": "biobb_pytorch_train_mdae-0" + } + ], + "version": "0.1" +} \ No newline at end of file diff --git a/tools/biobb_pytorch/.DS_Store b/tools/biobb_pytorch/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..281b83a5163987340c32170181f32694a73f01e7 GIT binary patch literal 6148 zcmeHKPfNov6i>FPEh6q9xMMEfCTw#KJqTsagEyg~2bHa*!xd&b*3P1}(yyW4$WP$c z@x3G)j?Ie)k?|h9{9fLlg#1#HhB3z56R*x#nK5R7A{I<&mI%gC7o?y)h+K}b&phU^ zm^p5;kWG&N$N=u02|Lzj5wzd-FB-YS(1qxSI~w{?T&sQZLb0^AzG0ZAVQ!gs_8?5` z*oh}m+Zo?r@4|@(uC_13a5%Fa_sZ`l-SW<97{rbr^vAN;_xg}>d+i5an6$%5;6-vA zTLt7q-Et*O4;!tjIH(ug=kz6eeN+5$_!OmVYn;M6 z7)zG=Xpe(o7~Dg2S~;yCBnF59VqirX(8ryzxuWZ%Wf23!!0#Er^Fe?jS{ieO^5}pD 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b/tools/biobb_pytorch/biobb_apply_mdae.xml index 25b5d71f..ab3c44d7 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -1,8 +1,11 @@ - + Apply a Molecular Dynamics AutoEncoder (MDAE) PyTorch model. + + 4.2.1 + - biobb_pytorch + biobb_pytorch @@ -53,8 +56,16 @@ - - + + + + + + + + + + diff --git a/tools/biobb_pytorch/biobb_train_mdae.xml b/tools/biobb_pytorch/biobb_train_mdae.xml index 68dba544..9cd98fca 100644 --- a/tools/biobb_pytorch/biobb_train_mdae.xml +++ b/tools/biobb_pytorch/biobb_train_mdae.xml @@ -1,39 +1,42 @@ - + : Train a Molecular Dynamics AutoEncoder (MDAE) PyTorch model. + + 4.2.1 + - biobb_pytorch + biobb_pytorch - - + + + + + + + + + + .. class:: infomark -Check the syntax for the tool parameters at the original library documentation: https://biobb_pytorch.readthedocs.io/en/latest +Check the syntax for the tool parameters at the original library documentation: https://biobb-pytorch.readthedocs.io/en/latest ----- diff 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a/tools/biobb_pytorch/test-data/ref_output_train_data.npz b/tools/biobb_pytorch/test-data/ref_output_train_data.npz deleted file mode 100644 index ef9708885c23dc7ce2695dd108a5e2aaf3a96d4a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1344 zcmd6nT}V@57{}kuY14~P+X7ADnCJ|@(v?_g8>T{;vW$$0;D*~FV>#JOvNYxgUM-~3 zeVI0MiGk54C8l!vxG0>KWRfO13KGmH2x=FWz0Y&h*?NvDT;zSdyY)4KVXwpveh!p`kU+me_D=HFL{%jr~m za<3}na(Ugr-Co7G_n=W5eMLctWo5d#hidEl#eTQK<%}2=_g@BoA$@Zzc!2OHn8ImEc=T<`S_!T(TAC@;EWny|WVm zuwQ)3%OyL^?P#TB*}iV^8z37rj zzXR&r#H(W5r~h0Y&ZlOjV1M9boSojM`ca1%_OqTZ`e~!u8C>tT!Sy^prfe`D6+H<$ ze*VBP`no+v8{FTfGLucAT9c@7;h1hUQBs&_p{_nAZXdfT&z}M)rHbI<- z`^2ptAQ!&u#(J|9shqQSqwmbn+(xrc(s55(p&$e> Date: Fri, 28 Jun 2024 12:29:11 +0200 Subject: [PATCH 06/20] Removing temporal test reports wrongly uploaded --- tool_test_output.html | 291 ---------------------------------- tool_test_output.json | 101 ------------ tools/biobb_pytorch/.DS_Store | Bin 6148 -> 0 bytes 3 files changed, 392 deletions(-) delete mode 100644 tool_test_output.html delete mode 100644 tool_test_output.json delete mode 100644 tools/biobb_pytorch/.DS_Store diff --git a/tool_test_output.html b/tool_test_output.html deleted file mode 100644 index 6c774a2c..00000000 --- a/tool_test_output.html +++ /dev/null @@ -1,291 +0,0 @@ - - - - - - - Test Results (powered by Planemo) - - - - - - - - - - -
-
-
-
- - - - - - - \ No newline at end of file diff --git a/tool_test_output.json b/tool_test_output.json deleted file mode 100644 index c0501a12..00000000 --- a/tool_test_output.json +++ /dev/null @@ -1,101 +0,0 @@ -{ - "summary": { - "num_errors": 0, - "num_failures": 0, - "num_skips": 0, - "num_tests": 1 - }, - "tests": [ - { - "data": { - "inputs": { - "config_json": { - "id": "8638ae59da399d18", - "src": "hda" - }, - "input_train_npy_path": { - "id": "52e55242f7275d02", - "src": "hda" - }, - "outname_output_model_pth_path": "output_model.pth", - "outname_output_performance_npz_path": "output_performance.npz", - "outname_output_train_data_npz_path": "output_train_data.npz" - }, - "job": { - "command_line": "ln -s /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/files/2/4/5/dataset_245bf14d-1659-4578-a68b-afb1ce9308f1.dat ./input_train_npy_path.npy; ln -s /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/files/2/4/9/dataset_249a96e0-a3d5-42bd-8d9f-8aeb075051f2.dat ./config_json.json; train_mdae --config ./config_json.json --input_train_npy_path ./input_train_npy_path.npy --output_model_pth_path output_model.pth --output_train_data_npz_path output_train_data.npz --output_performance_npz_path output_performance.npz ; mv output_model.pth /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/outputs/dataset_d4a02c99-cb7c-4e22-a5bb-da3d294518d4.dat; if test -f output_train_data.npz; then mv output_train_data.npz /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/outputs/dataset_c853af5a-bc40-41fe-8d2f-8380b5c52aa8.dat; fi; if test -f output_performance.npz; then mv output_performance.npz /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/outputs/dataset_340d714b-ea61-4f02-9a06-3a509f31fc47.dat; fi;", - "command_version": "", - "copied_from_job_id": null, - "create_time": "2024-06-28T09:00:51.154276", - "dependencies": [], - "exit_code": 0, - "external_id": "66123", - "galaxy_version": "24.0", - "handler": null, - "history_id": "52e55242f7275d02", - "id": "63581132e3d3fcd7", - "inputs": { - "config_json": { - "id": "8638ae59da399d18", - "src": "hda", - "uuid": "249a96e0-a3d5-42bd-8d9f-8aeb075051f2" - }, - "input_train_npy_path": { - "id": "52e55242f7275d02", - "src": "hda", - "uuid": "245bf14d-1659-4578-a68b-afb1ce9308f1" - } - }, - "job_messages": [], - "job_metrics": [], - "job_runner_name": null, - "job_stderr": "", - "job_stdout": "", - "model_class": "Job", - "output_collections": {}, - "outputs": { - "output_model_pth_path": { - "id": "63581132e3d3fcd7", - "src": "hda", - "uuid": "d4a02c99-cb7c-4e22-a5bb-da3d294518d4" - }, - "output_performance_npz_path": { - "id": "97f585e74de64884", - "src": "hda", - "uuid": "340d714b-ea61-4f02-9a06-3a509f31fc47" - }, - "output_train_data_npz_path": { - "id": "3567654777edac40", - "src": "hda", - "uuid": "c853af5a-bc40-41fe-8d2f-8380b5c52aa8" - } - }, - "params": { - "__input_ext": "\"npy\"", - "chromInfo": "\"/Users/pau/projects/galaxy/tool-data/shared/ucsc/chrom/?.len\"", - "dbkey": "\"?\"", - "input_model_pth_path": null, - "outname_output_model_pth_path": "\"output_model.pth\"", - "outname_output_performance_npz_path": "\"output_performance.npz\"", - "outname_output_train_data_npz_path": "\"output_train_data.npz\"" - }, - "state": "ok", - "stderr": "", - "stdout": "2024-06-28 11:00:56,519 [MainThread ] [INFO ] Executing biobb_pytorch.mdae.train_mdae Version: 4.2.1\n2024-06-28 11:00:56,520 [MainThread ] [INFO ] Copy: ./input_train_npy_path.npy to /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a\n2024-06-28 11:00:56,520 [MainThread ] [INFO ] Start Training:\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] Device: cpu\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] Train input file: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/input_train_npy_path.npy\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] File size: 119.66 KB\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of atoms: 102\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of frames for training: 80 Total number of frames: 100\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of epochs: 50\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Partition: 0.8\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Batch size: 1\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate: 0.0001\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate step size: 100\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate gamma: 0.1\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of layers: 4\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Input dimensions: 306\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Latent dimensions: 2\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Loss function: MSELoss\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Optimizer: Adam \n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Seed: 1\n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Checkpoint interval: 25\n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Log interval: 10\n\n2024-06-28 11:00:56,871 [MainThread ] [INFO ] Epoch 1/50, Train Loss: 0.042, Validation Loss: 0.040, LR: 0.00010, Duration: 00s, ETA: 17s\n2024-06-28 11:00:56,871 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__0.pth\n2024-06-28 11:00:59,230 [MainThread ] [INFO ] Epoch 11/50, Train Loss: 0.026, Validation Loss: 0.025, LR: 0.00010, Duration: 00s, ETA: 11s\n2024-06-28 11:01:01,832 [MainThread ] [INFO ] Epoch 21/50, Train Loss: 0.024, Validation Loss: 0.024, LR: 0.00010, Duration: 00s, ETA: 07s\n2024-06-28 11:01:03,209 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__25.pth\n2024-06-28 11:01:04,644 [MainThread ] [INFO ] Epoch 31/50, Train Loss: 0.023, Validation Loss: 0.023, LR: 0.00010, Duration: 00s, ETA: 04s\n2024-06-28 11:01:07,345 [MainThread ] [INFO ] Epoch 41/50, Train Loss: 0.023, Validation Loss: 0.023, LR: 0.00010, Duration: 00s, ETA: 02s\n2024-06-28 11:01:09,770 [MainThread ] [INFO ] Epoch 50/50, Train Loss: 0.022, Validation Loss: 0.022, LR: 0.00010, Duration: 00s, ETA: 00s\n2024-06-28 11:01:09,771 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__49.pth\n2024-06-28 11:01:09,775 [MainThread ] [INFO ] End Training, total time: 13s\n2024-06-28 11:01:09,782 [MainThread ] [INFO ] Saving train data to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_train_data.npz\n2024-06-28 11:01:09,782 [MainThread ] [INFO ] File size: 1.31 KB\n2024-06-28 11:01:09,821 [MainThread ] [INFO ] Saving evaluation data to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_performance.npz\n2024-06-28 11:01:09,821 [MainThread ] [INFO ] File size: 121.13 KB\n2024-06-28 11:01:09,825 [MainThread ] [INFO ] Saving best model to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_model.pth\n2024-06-28 11:01:09,826 [MainThread ] [INFO ] Best model epoch: 49\n2024-06-28 11:01:09,826 [MainThread ] [INFO ] File size: 931.57 KB\n2024-06-28 11:01:09,829 [MainThread ] [INFO ] Removed: []\n", - "tool_id": "biobb_pytorch_train_mdae", - "tool_stderr": "", - "tool_stdout": "2024-06-28 11:00:56,519 [MainThread ] [INFO ] Executing biobb_pytorch.mdae.train_mdae Version: 4.2.1\n2024-06-28 11:00:56,520 [MainThread ] [INFO ] Copy: ./input_train_npy_path.npy to /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a\n2024-06-28 11:00:56,520 [MainThread ] [INFO ] Start Training:\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] Device: cpu\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] Train input file: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/input_train_npy_path.npy\n2024-06-28 11:00:56,521 [MainThread ] [INFO ] File size: 119.66 KB\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of atoms: 102\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of frames for training: 80 Total number of frames: 100\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of epochs: 50\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Partition: 0.8\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Batch size: 1\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate: 0.0001\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate step size: 100\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Learning rate gamma: 0.1\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Number of layers: 4\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Input dimensions: 306\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Latent dimensions: 2\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Loss function: MSELoss\n2024-06-28 11:00:56,522 [MainThread ] [INFO ] Optimizer: Adam \n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Seed: 1\n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Checkpoint interval: 25\n2024-06-28 11:00:56,523 [MainThread ] [INFO ] Log interval: 10\n\n2024-06-28 11:00:56,871 [MainThread ] [INFO ] Epoch 1/50, Train Loss: 0.042, Validation Loss: 0.040, LR: 0.00010, Duration: 00s, ETA: 17s\n2024-06-28 11:00:56,871 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__0.pth\n2024-06-28 11:00:59,230 [MainThread ] [INFO ] Epoch 11/50, Train Loss: 0.026, Validation Loss: 0.025, LR: 0.00010, Duration: 00s, ETA: 11s\n2024-06-28 11:01:01,832 [MainThread ] [INFO ] Epoch 21/50, Train Loss: 0.024, Validation Loss: 0.024, LR: 0.00010, Duration: 00s, ETA: 07s\n2024-06-28 11:01:03,209 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__25.pth\n2024-06-28 11:01:04,644 [MainThread ] [INFO ] Epoch 31/50, Train Loss: 0.023, Validation Loss: 0.023, LR: 0.00010, Duration: 00s, ETA: 04s\n2024-06-28 11:01:07,345 [MainThread ] [INFO ] Epoch 41/50, Train Loss: 0.023, Validation Loss: 0.023, LR: 0.00010, Duration: 00s, ETA: 02s\n2024-06-28 11:01:09,770 [MainThread ] [INFO ] Epoch 50/50, Train Loss: 0.022, Validation Loss: 0.022, LR: 0.00010, Duration: 00s, ETA: 00s\n2024-06-28 11:01:09,771 [MainThread ] [INFO ] Saving: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/checkpoint_epoch__49.pth\n2024-06-28 11:01:09,775 [MainThread ] [INFO ] End Training, total time: 13s\n2024-06-28 11:01:09,782 [MainThread ] [INFO ] Saving train data to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_train_data.npz\n2024-06-28 11:01:09,782 [MainThread ] [INFO ] File size: 1.31 KB\n2024-06-28 11:01:09,821 [MainThread ] [INFO ] Saving evaluation data to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_performance.npz\n2024-06-28 11:01:09,821 [MainThread ] [INFO ] File size: 121.13 KB\n2024-06-28 11:01:09,825 [MainThread ] [INFO ] Saving best model to: /private/var/folders/yy/x7prx15n63zdp_f5jxc3z6pr0000gn/T/tmpeqf59nxd/job_working_directory/000/3/working/7916b6d5-6698-425a-8aa9-c3c4a359995a/output_model.pth\n2024-06-28 11:01:09,826 [MainThread ] [INFO ] Best model epoch: 49\n2024-06-28 11:01:09,826 [MainThread ] [INFO ] File size: 931.57 KB\n2024-06-28 11:01:09,829 [MainThread ] [INFO ] Removed: []\n", - "update_time": "2024-06-28T09:01:16.128563", - "user_email": "planemo@galaxyproject.org" - }, - "status": "success", - "test_index": 0, - "time_seconds": 37.86598777770996, - "tool_id": "biobb_pytorch_train_mdae", - "tool_version": "4.2.1" - }, - "has_data": true, - "id": "biobb_pytorch_train_mdae-0" - } - ], - "version": "0.1" -} \ No newline at end of file diff --git a/tools/biobb_pytorch/.DS_Store b/tools/biobb_pytorch/.DS_Store deleted file mode 100644 index 281b83a5163987340c32170181f32694a73f01e7..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeHKPfNov6i>FPEh6q9xMMEfCTw#KJqTsagEyg~2bHa*!xd&b*3P1}(yyW4$WP$c z@x3G)j?Ie)k?|h9{9fLlg#1#HhB3z56R*x#nK5R7A{I<&mI%gC7o?y)h+K}b&phU^ zm^p5;kWG&N$N=u02|Lzj5wzd-FB-YS(1qxSI~w{?T&sQZLb0^AzG0ZAVQ!gs_8?5` z*oh}m+Zo?r@4|@(uC_13a5%Fa_sZ`l-SW<97{rbr^vAN;_xg}>d+i5an6$%5;6-vA zTLt7q-Et*O4;!tjIH(ug=kz6eeN+5$_!OmVYn;M6 z7)zG=Xpe(o7~Dg2S~;yCBnF59VqirX(8ryzxuWZ%Wf23!!0#Er^Fe?jS{ieO^5}pD ze;+YkLPP-@-x7#Iqopxd2oVsjN&!_V*G~+t%E2#mo~1EYsLC0aGs8G~X0Bf-T+R-D zA=4SR6jDnJ5CiiJ6jis3_y5_?@BjHC>JbCPz)CT|OC7t@h9&8{bzyOM*9y=cC<^A~ m3TGu?$g3D~@hYx>N&&w>1JKf#D+CV+{Rl`Js38Xalz}gX8&c>1 From bc83afaae11cf30d02425ed35fac4a63d90c89cc Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Mon, 8 Jul 2024 18:07:01 +0200 Subject: [PATCH 07/20] Update tools/biobb_pytorch/biobb_apply_mdae.xml MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Björn Grüning --- tools/biobb_pytorch/biobb_apply_mdae.xml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml index ab3c44d7..f5ca70a5 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -10,10 +10,10 @@ Date: Mon, 8 Jul 2024 18:11:27 +0200 Subject: [PATCH 08/20] Update .shed.yml --- tools/biobb_pytorch/.shed.yml | 10 ++-------- 1 file changed, 2 insertions(+), 8 deletions(-) diff --git a/tools/biobb_pytorch/.shed.yml b/tools/biobb_pytorch/.shed.yml index e1f9744b..ff186749 100644 --- a/tools/biobb_pytorch/.shed.yml +++ b/tools/biobb_pytorch/.shed.yml @@ -12,14 +12,8 @@ long_description: | remote_repository_url: https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/tree/master/tools/biobb_pytorch type: unrestricted categories: - - Molecular Dynamics - - Computational chemistry - - Machine Learning - - Deep Learning - - PyTorch - - Biobb - - Autoencoders + - biobb maintainers: - PauAndrio - gbayarri - - adamhospital \ No newline at end of file + - adamhospital From 18c25658677a886013fab2af69ab10ce4f3222ec Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Mon, 8 Jul 2024 18:12:43 +0200 Subject: [PATCH 09/20] Update tools/biobb_pytorch/biobb_train_mdae.xml MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Björn Grüning --- tools/biobb_pytorch/biobb_train_mdae.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/biobb_pytorch/biobb_train_mdae.xml b/tools/biobb_pytorch/biobb_train_mdae.xml index 9cd98fca..d05b8820 100644 --- a/tools/biobb_pytorch/biobb_train_mdae.xml +++ b/tools/biobb_pytorch/biobb_train_mdae.xml @@ -1,4 +1,4 @@ - + : Train a Molecular Dynamics AutoEncoder (MDAE) PyTorch model. 4.2.1 From 18e481bd9bc43a732ba5c864d0fbf3687db5ec15 Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Mon, 8 Jul 2024 18:13:01 +0200 Subject: [PATCH 10/20] Update tools/biobb_pytorch/biobb_train_mdae.xml MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Björn Grüning --- tools/biobb_pytorch/biobb_train_mdae.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/biobb_pytorch/biobb_train_mdae.xml b/tools/biobb_pytorch/biobb_train_mdae.xml index d05b8820..eeb9922f 100644 --- a/tools/biobb_pytorch/biobb_train_mdae.xml +++ b/tools/biobb_pytorch/biobb_train_mdae.xml @@ -1,5 +1,5 @@ - : Train a Molecular Dynamics AutoEncoder (MDAE) PyTorch model. + Train a Molecular Dynamics AutoEncoder (MDAE) PyTorch model 4.2.1 From 5ae9eec859e56d21cbde011217b4e4d47eb574a9 Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Mon, 8 Jul 2024 18:13:46 +0200 Subject: [PATCH 11/20] Update tools/biobb_pytorch/biobb_apply_mdae.xml MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Björn Grüning --- tools/biobb_pytorch/biobb_apply_mdae.xml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml index f5ca70a5..be2532d5 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -30,8 +30,8 @@ #end if ; - mv $outname_output_reconstructed_data_npy_path $output_reconstructed_data_npy_path; - if test -f $outname_output_latent_space_npy_path; then mv $outname_output_latent_space_npy_path $output_latent_space_npy_path; fi; + mv '$outname_output_reconstructed_data_npy_path' '$output_reconstructed_data_npy_path' && + if test -f '$outname_output_latent_space_npy_path'; then mv '$outname_output_latent_space_npy_path' '$output_latent_space_npy_path'; fi; ]]> From 2b562df20439b3b595f5bd2bcf724d467ab10d9b Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Mon, 8 Jul 2024 18:23:54 +0200 Subject: [PATCH 12/20] Update biobb_apply_mdae.xml --- tools/biobb_pytorch/biobb_apply_mdae.xml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml index be2532d5..653d2578 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -1,4 +1,4 @@ - + Apply a Molecular Dynamics AutoEncoder (MDAE) PyTorch model. 4.2.1 @@ -72,7 +72,7 @@ .. class:: infomark -Check the syntax for the tool parameters at the original library documentation: https://biobb_pytorch.readthedocs.io/en/latest +Check the syntax for the tool parameters at the original library documentation: https://biobb-pytorch.readthedocs.io/en/latest ----- @@ -100,4 +100,4 @@ Check the syntax for the tool parameters at the original library documentation: 10.1038/s41597-019-0177-4 - \ No newline at end of file + From 021d2eac88d52fba552702482e36c45d4e7d9acf Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Mon, 8 Jul 2024 18:23:58 +0200 Subject: [PATCH 13/20] Update biobb_train_mdae.xml --- tools/biobb_pytorch/biobb_train_mdae.xml | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/tools/biobb_pytorch/biobb_train_mdae.xml b/tools/biobb_pytorch/biobb_train_mdae.xml index eeb9922f..aeb03b7e 100644 --- a/tools/biobb_pytorch/biobb_train_mdae.xml +++ b/tools/biobb_pytorch/biobb_train_mdae.xml @@ -1,5 +1,5 @@ - Train a Molecular Dynamics AutoEncoder (MDAE) PyTorch model + Train a Molecular Dynamics AutoEncoder (MDAE) PyTorch model. 4.2.1 @@ -7,14 +7,15 @@ biobb_pytorch + @@ -110,4 +111,4 @@ Check the syntax for the tool parameters at the original library documentation: 10.1038/s41597-019-0177-4 - \ No newline at end of file +
From 2d8b35a7ead610d7a431578ce406a59b6c57911e Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Fri, 12 Jul 2024 11:52:51 +0200 Subject: [PATCH 14/20] Removing .DS_Store --- tools/biobb_pytorch/test-data/.DS_Store | Bin 6148 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 tools/biobb_pytorch/test-data/.DS_Store diff --git a/tools/biobb_pytorch/test-data/.DS_Store b/tools/biobb_pytorch/test-data/.DS_Store deleted file mode 100644 index 5008ddfcf53c02e82d7eee2e57c38e5672ef89f6..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeH~Jr2S!425mzP>H1@V-^m;4Wg<&0T*E43hX&L&p$$qDprKhvt+--jT7}7np#A3 zem<@ulZcFPQ@L2!n>{z**++&mCkOWA81W14cNZlEfg7;MkzE(HCqgga^y>{tEnwC%0;vJ&^%eQ zLs35+`xjp>T0 Date: Fri, 12 Jul 2024 12:00:20 +0200 Subject: [PATCH 15/20] Fixing input files description --- tools/biobb_pytorch/biobb_apply_mdae.xml | 8 ++++---- tools/biobb_pytorch/biobb_train_mdae.xml | 12 ++++++------ 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml index 653d2578..2e46d9ab 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -38,10 +38,10 @@ - - - - + + + + diff --git a/tools/biobb_pytorch/biobb_train_mdae.xml b/tools/biobb_pytorch/biobb_train_mdae.xml index aeb03b7e..c80df0ed 100644 --- a/tools/biobb_pytorch/biobb_train_mdae.xml +++ b/tools/biobb_pytorch/biobb_train_mdae.xml @@ -45,12 +45,12 @@
- - - - - - + + + + + + From 5513c1872972b90f9701e030f9c18702003047e3 Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Sat, 13 Jul 2024 15:44:49 +0200 Subject: [PATCH 16/20] Fixing linting issues --- tools/biobb_pytorch/biobb_apply_mdae.xml | 16 ++------------ tools/biobb_pytorch/biobb_train_mdae.xml | 28 +++++++----------------- 2 files changed, 10 insertions(+), 34 deletions(-) diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml index 2e46d9ab..d633a6d2 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -45,8 +45,8 @@ - - + + @@ -73,18 +73,6 @@ .. class:: infomark Check the syntax for the tool parameters at the original library documentation: https://biobb-pytorch.readthedocs.io/en/latest - ------ - -.. image:: http://mmb.irbbarcelona.org/biobb/assets/layouts/layout3/img/logo.png - :width: 150 - -**https://mmb.irbbarcelona.org/biobb** - -.. image:: https://bioexcel.eu/wp-content/uploads/2019/08/Bioexcel_logo_no_subheading_660px.png - :width: 150 - -**https://bioexcel.eu** diff --git a/tools/biobb_pytorch/biobb_train_mdae.xml b/tools/biobb_pytorch/biobb_train_mdae.xml index c80df0ed..8fc5f242 100644 --- a/tools/biobb_pytorch/biobb_train_mdae.xml +++ b/tools/biobb_pytorch/biobb_train_mdae.xml @@ -45,18 +45,18 @@ - - - - - + + + + + - - - + + + @@ -84,18 +84,6 @@ .. class:: infomark Check the syntax for the tool parameters at the original library documentation: https://biobb-pytorch.readthedocs.io/en/latest - ------ - -.. image:: http://mmb.irbbarcelona.org/biobb/assets/layouts/layout3/img/logo.png - :width: 150 - -**https://mmb.irbbarcelona.org/biobb** - -.. image:: https://bioexcel.eu/wp-content/uploads/2019/08/Bioexcel_logo_no_subheading_660px.png - :width: 150 - -**https://bioexcel.eu** From c3bfe9494f5202a1bb322d115383c75b3fdd1eaf Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Mon, 15 Jul 2024 11:12:03 +0200 Subject: [PATCH 17/20] Changing .shed categories --- tools/biobb_pytorch/.shed.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tools/biobb_pytorch/.shed.yml b/tools/biobb_pytorch/.shed.yml index ff186749..bb0dd30e 100644 --- a/tools/biobb_pytorch/.shed.yml +++ b/tools/biobb_pytorch/.shed.yml @@ -12,7 +12,8 @@ long_description: | remote_repository_url: https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/tree/master/tools/biobb_pytorch type: unrestricted categories: - - biobb +- Molecular Dynamics +- Computational chemistry maintainers: - PauAndrio - gbayarri From aa48ad5e2b8e0ad3a7fcbbd3f6f4746e6b439410 Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Tue, 16 Jul 2024 16:25:06 +0200 Subject: [PATCH 18/20] Removing named inputs_outputs --- tools/biobb_pytorch/biobb_apply_mdae.xml | 32 +++++++++++-------- tools/biobb_pytorch/biobb_train_mdae.xml | 39 ++++++++++++++---------- 2 files changed, 42 insertions(+), 29 deletions(-) diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml index d633a6d2..259ab8a1 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -10,12 +10,26 @@ - - @@ -54,8 +62,6 @@ - - diff --git a/tools/biobb_pytorch/biobb_train_mdae.xml b/tools/biobb_pytorch/biobb_train_mdae.xml index 8fc5f242..8fcb5959 100644 --- a/tools/biobb_pytorch/biobb_train_mdae.xml +++ b/tools/biobb_pytorch/biobb_train_mdae.xml @@ -10,7 +10,10 @@ - - - @@ -63,9 +73,6 @@ - - - From 5fb9146df9fba708656f78ca9e8e85a1420928a2 Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Mon, 22 Jul 2024 19:46:36 +0200 Subject: [PATCH 19/20] Using from_work_dir attribute to avoid touch and ln on outputs --- tools/biobb_pytorch/biobb_apply_mdae.xml | 21 ++++---------------- tools/biobb_pytorch/biobb_train_mdae.xml | 25 ++++-------------------- 2 files changed, 8 insertions(+), 38 deletions(-) diff --git a/tools/biobb_pytorch/biobb_apply_mdae.xml b/tools/biobb_pytorch/biobb_apply_mdae.xml index 259ab8a1..e6fa65de 100644 --- a/tools/biobb_pytorch/biobb_apply_mdae.xml +++ b/tools/biobb_pytorch/biobb_apply_mdae.xml @@ -10,26 +10,13 @@ @@ -53,8 +40,8 @@ - - + + diff --git a/tools/biobb_pytorch/biobb_train_mdae.xml b/tools/biobb_pytorch/biobb_train_mdae.xml index 8fcb5959..44658d34 100644 --- a/tools/biobb_pytorch/biobb_train_mdae.xml +++ b/tools/biobb_pytorch/biobb_train_mdae.xml @@ -10,10 +10,8 @@ - - - + + + From aca822a7ba650bd6ab4f050efcc53e7f9d441f6d Mon Sep 17 00:00:00 2001 From: Pau Andrio Date: Wed, 25 Sep 2024 18:00:56 +0200 Subject: [PATCH 20/20] Update tools/biobb_pytorch/biobb_train_mdae.xml MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Björn Grüning --- tools/biobb_pytorch/biobb_train_mdae.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/biobb_pytorch/biobb_train_mdae.xml b/tools/biobb_pytorch/biobb_train_mdae.xml index 44658d34..68c03c31 100644 --- a/tools/biobb_pytorch/biobb_train_mdae.xml +++ b/tools/biobb_pytorch/biobb_train_mdae.xml @@ -1,5 +1,5 @@ - Train a Molecular Dynamics AutoEncoder (MDAE) PyTorch model. + Train a Molecular Dynamics AutoEncoder (MDAE) PyTorch model 4.2.1