From 9019fcf458f8d08518da02761f6cc3aad462880d Mon Sep 17 00:00:00 2001 From: Brandon Duane Walker Date: Wed, 15 May 2024 10:52:42 -0400 Subject: [PATCH] run-trained-model --- .../.bumpversion.cfg | 29 ++++ .../.dockerignore | 4 + .../.gitignore | 1 + .../CHANGELOG.md | 5 + .../Dockerfile | 35 ++++ .../run-trained-molgan-model-plugin/README.md | 19 +++ utils/run-trained-molgan-model-plugin/VERSION | 1 + utils/run-trained-molgan-model-plugin/ict.yml | 105 ++++++++++++ .../pyproject.toml | 31 ++++ .../run_trained_molgan_model_0.1.0.cwl | 151 ++++++++++++++++++ .../tests/NP_score.pkl.gz | Bin 0 -> 2077102 bytes .../tests/SA_score.pkl.gz | Bin 0 -> 3848394 bytes .../tests/data_30.pkl | Bin 0 -> 62488 bytes .../tests/test_run_trained_molgan_model.py | 47 ++++++ .../tests/trained_models/checkpoint | 2 + .../model.ckpt.data-00000-of-00001 | Bin 0 -> 6991284 bytes .../tests/trained_models/model.ckpt.index | Bin 0 -> 7400 bytes .../tests/trained_models/model.ckpt.meta | Bin 0 -> 4143229 bytes .../tests/trained_models/trainer.pkl | Bin 0 -> 26665 bytes 19 files changed, 430 insertions(+) create mode 100644 utils/run-trained-molgan-model-plugin/.bumpversion.cfg create mode 100644 utils/run-trained-molgan-model-plugin/.dockerignore create mode 100644 utils/run-trained-molgan-model-plugin/.gitignore create mode 100644 utils/run-trained-molgan-model-plugin/CHANGELOG.md create mode 100644 utils/run-trained-molgan-model-plugin/Dockerfile create mode 100644 utils/run-trained-molgan-model-plugin/README.md create mode 100644 utils/run-trained-molgan-model-plugin/VERSION create mode 100644 utils/run-trained-molgan-model-plugin/ict.yml create mode 100644 utils/run-trained-molgan-model-plugin/pyproject.toml create mode 100644 utils/run-trained-molgan-model-plugin/run_trained_molgan_model_0.1.0.cwl create mode 100644 utils/run-trained-molgan-model-plugin/tests/NP_score.pkl.gz create mode 100644 utils/run-trained-molgan-model-plugin/tests/SA_score.pkl.gz create mode 100644 utils/run-trained-molgan-model-plugin/tests/data_30.pkl create mode 100644 utils/run-trained-molgan-model-plugin/tests/test_run_trained_molgan_model.py create mode 100644 utils/run-trained-molgan-model-plugin/tests/trained_models/checkpoint create mode 100644 utils/run-trained-molgan-model-plugin/tests/trained_models/model.ckpt.data-00000-of-00001 create mode 100644 utils/run-trained-molgan-model-plugin/tests/trained_models/model.ckpt.index create mode 100644 utils/run-trained-molgan-model-plugin/tests/trained_models/model.ckpt.meta create mode 100644 utils/run-trained-molgan-model-plugin/tests/trained_models/trainer.pkl diff --git a/utils/run-trained-molgan-model-plugin/.bumpversion.cfg b/utils/run-trained-molgan-model-plugin/.bumpversion.cfg new file mode 100644 index 00000000..51239652 --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/.bumpversion.cfg @@ -0,0 +1,29 @@ +[bumpversion] +current_version = 0.1.0 +commit = False +tag = False +parse = (?P\d+)\.(?P\d+)\.(?P\d+)(\-(?P[a-z]+)(?P\d+))? +serialize = + {major}.{minor}.{patch}-{release}{dev} + {major}.{minor}.{patch} + +[bumpversion:part:release] +optional_value = _ +first_value = dev +values = + dev + _ + +[bumpversion:part:dev] + +[bumpversion:file:pyproject.toml] +search = version = "{current_version}" +replace = version = "{new_version}" + +[bumpversion:file:VERSION] + +[bumpversion:file:README.md] + +[bumpversion:file:plugin.json] + +[bumpversion:file:src/polus/mm/utils/run_trained_molgan_model/__init__.py] diff --git a/utils/run-trained-molgan-model-plugin/.dockerignore b/utils/run-trained-molgan-model-plugin/.dockerignore new file mode 100644 index 00000000..7c603f81 --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/.dockerignore @@ -0,0 +1,4 @@ +.venv +out +tests +__pycache__ diff --git a/utils/run-trained-molgan-model-plugin/.gitignore b/utils/run-trained-molgan-model-plugin/.gitignore new file mode 100644 index 00000000..c04bc49f --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/.gitignore @@ -0,0 +1 @@ +poetry.lock diff --git a/utils/run-trained-molgan-model-plugin/CHANGELOG.md b/utils/run-trained-molgan-model-plugin/CHANGELOG.md new file mode 100644 index 00000000..b67793f7 --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/CHANGELOG.md @@ -0,0 +1,5 @@ +# CHANGELOG + +## 0.1.0 + +Initial release. diff --git a/utils/run-trained-molgan-model-plugin/Dockerfile b/utils/run-trained-molgan-model-plugin/Dockerfile new file mode 100644 index 00000000..9da41417 --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/Dockerfile @@ -0,0 +1,35 @@ +# docker build -f Dockerfile -t polusai/molgan-tool:0.1.0 . +FROM condaforge/mambaforge +# NOT mambaforge-pypy3 (rdkit is incompatible with pypy) + +# RDKIT logging +ENV RDKIT_ERROR_LOGGING="OFF" + +RUN apt-get update && apt-get install -y wget git + +# Clone MolGAN +RUN git clone https://github.com/ndonyapour/MolGAN.git + +# Build and install python bindings +# MolGAN was initially implemented using TensorFlow v1, and TensorFlow version 2 offers support +# for v1 functionalities. However, it's important to mention that the current patch for upgrading +# to v2 is not truly upgrading v1 API to v2 API, but calling legacy v1 API from v2 package via +# "tf.compat.v1". Essentially, it’s still v1.certain. Truely upgrade to v2 requires rewriting most +# functions of MolGAN, including model creation, data processing, and training. + +RUN mamba install -c conda-forge rdkit "tensorflow<2.13" numpy scikit-learn xorg-libxrender + +# Make sure rdkit is activated +RUN python -c "import rdkit" + +# Train a Model +WORKDIR /MolGAN + +# Download the gdb9 database +RUN bash data/download_dataset.sh data/gdb9.sdf data/NP_score.pkl.gz data/SA_score.pkl.gz + +# Download the pretrained model +RUN wget -nv --no-clobber https://huggingface.co/ndonyapour/MolGAN/resolve/main/MolGAN_model.tar.gz && tar xvzf MolGAN_model.tar.gz +RUN mv MolGAN_model trained_models +RUN wget -nv --no-clobber https://huggingface.co/ndonyapour/MolGAN/resolve/main/data.pkl -O data/data.pkl +ADD Dockerfile . diff --git a/utils/run-trained-molgan-model-plugin/README.md b/utils/run-trained-molgan-model-plugin/README.md new file mode 100644 index 00000000..e1dac256 --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/README.md @@ -0,0 +1,19 @@ +# run_trained_molgan_model (0.1.0) + +MolGAN tool for generating small molecules + +## Options + +This plugin takes 7 input arguments and 2 output argument: + +| Name | Description | I/O | Type | Default | +|---------------|-------------------------|--------|--------|---------| +| input_data_path | Path to the input data file, Type: File, File type: input, Accepted formats: pkl, Example file: https://github.com/bioexcel/biobb_ml/raw/master/biobb_ml/test/reference/classification/ref_output_model_support_vector_machine.pkl | Input | File | File | +| input_NP_Score_path | Output ceout file (AMBER ceout), Type: File, File type: input, Accepted formats: gz, Example file: https://github.com/bioexcel/biobb_amber/raw/master/biobb_amber/test/data/cphstats/sander.ceout.gz | Input | File | File | +| input_SA_Score_path | Output ceout file (AMBER ceout), Type: File, File type: input, Accepted formats: gz, Example file: https://github.com/bioexcel/biobb_amber/raw/master/biobb_amber/test/data/cphstats/sander.ceout.gz | Input | File | File | +| input_model_dir | Input directory of trained models | Input | Directory | Directory | +| output_log_path | Path to the log file, Type: string, File type: output, Accepted formats: log | Input | string | string | +| output_sdf_path | Path to the output file, Type: string, File type: output, Accepted formats: sdf | Input | string | string | +| num_samples | The number of training epochs, Type: int | Input | int | int | +| output_log_path | Path to the log file | Output | File | File | +| output_sdf_path | Path to the output file | Output | File | File | diff --git a/utils/run-trained-molgan-model-plugin/VERSION b/utils/run-trained-molgan-model-plugin/VERSION new file mode 100644 index 00000000..6e8bf73a --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/VERSION @@ -0,0 +1 @@ +0.1.0 diff --git a/utils/run-trained-molgan-model-plugin/ict.yml b/utils/run-trained-molgan-model-plugin/ict.yml new file mode 100644 index 00000000..1226bac9 --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/ict.yml @@ -0,0 +1,105 @@ +specVersion: "0.1.0" +name: run_trained_molgan_model +version: 0.1.0 +container: run-trained-molgan-model-plugin +entrypoint: +title: run_trained_molgan_model +description: MolGAN tool for generating small molecules +author: Data Scientist +contact: data.scientist@labshare.org +repository: +documentation: +citation: + +inputs: + - name: input_data_path + required: true + description: Path to the input data file, Type File, File type input, Accepted formats pkl, Example file https//github.com/bioexcel/biobb_ml/raw/master/biobb_ml/test/reference/classification/ref_output_model_support_vector_machine.pkl + type: File + defaultValue: system.pkl + format: + uri: edam:format_3653 + - name: input_NP_Score_path + required: true + description: Output ceout file (AMBER ceout), Type File, File type input, Accepted formats gz, Example file https//github.com/bioexcel/biobb_amber/raw/master/biobb_amber/test/data/cphstats/sander.ceout.gz + type: File + defaultValue: NP.gz + format: + uri: edam:format_3987 + - name: input_SA_Score_path + required: true + description: Output ceout file (AMBER ceout), Type File, File type input, Accepted formats gz, Example file https//github.com/bioexcel/biobb_amber/raw/master/biobb_amber/test/data/cphstats/sander.ceout.gz + type: File + defaultValue: SA.gz + format: + uri: edam:format_3987 + - name: input_model_dir + required: true + description: Input directory of trained models + type: Directory + defaultValue: output + format: + uri: edam:format_2330 + - name: output_log_path + required: true + description: Path to the log file, Type string, File type output, Accepted formats log + type: string + defaultValue: system.log + format: + uri: edam:format_2330 + - name: output_sdf_path + required: true + description: Path to the output file, Type string, File type output, Accepted formats sdf + type: string + defaultValue: system.sdf + format: + uri: edam:format_3814 + - name: num_samples + required: true + description: The number of training epochs, Type int + type: int + defaultValue: 1000 + format: + uri: edam:format_2330 +outputs: + - name: output_log_path + required: true + description: Path to the log file + type: File + format: + uri: edam:format_2330 + - name: output_sdf_path + required: true + description: Path to the output file + type: File + format: + uri: edam:format_3814 +ui: + - key: inputs.input_data_path + title: "input_data_path: " + description: "Path to the input data file, Type File, File type input, Accepted formats pkl, Example file https//github.com/bioexcel/biobb_ml/raw/master/biobb_ml/test/reference/classification/ref_output_model_support_vector_machine.pkl" + type: File + - key: inputs.input_NP_Score_path + title: "input_NP_Score_path: " + description: "Output ceout file (AMBER ceout), Type File, File type input, Accepted formats gz, Example file https//github.com/bioexcel/biobb_amber/raw/master/biobb_amber/test/data/cphstats/sander.ceout.gz" + type: File + - key: inputs.input_SA_Score_path + title: "input_SA_Score_path: " + description: "Output ceout file (AMBER ceout), Type File, File type input, Accepted formats gz, Example file https//github.com/bioexcel/biobb_amber/raw/master/biobb_amber/test/data/cphstats/sander.ceout.gz" + type: File + - key: inputs.input_model_dir + title: "input_model_dir: " + description: "" + type: Directory + - key: inputs.output_log_path + title: "output_log_path: " + description: "Path to the log file, Type string, File type output, Accepted formats log" + type: string + - key: inputs.output_sdf_path + title: "output_sdf_path: " + description: "Path to the output file, Type string, File type output, Accepted formats sdf" + type: string + - key: inputs.num_samples + title: "num_samples: " + description: "The number of training epochs, Type int" + type: int diff --git a/utils/run-trained-molgan-model-plugin/pyproject.toml b/utils/run-trained-molgan-model-plugin/pyproject.toml new file mode 100644 index 00000000..bca781b8 --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/pyproject.toml @@ -0,0 +1,31 @@ +[tool.poetry] +name = "polus-mm-utils-run-trained-molgan-model" +version = "0.1.0" +description = "MolGAN tool for generating small molecules" +authors = ["Data Scientist "] +readme = "README.md" +packages = [{include = "polus", from = "src"}] + +[tool.poetry.dependencies] +python = ">=3.9,<3.12" +typer = "^0.7.0" +cwl-utils = "0.33" +cwltool = "3.1.20240404144621" + +[tool.poetry.group.dev.dependencies] +bump2version = "^1.0.1" +pytest = "^7.4" +pytest-sugar = "^0.9.6" +pre-commit = "^3.2.1" +black = "^23.3.0" +mypy = "^1.1.1" +ruff = "^0.0.270" + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" + +[tool.pytest.ini_options] +pythonpath = [ + "." +] diff --git a/utils/run-trained-molgan-model-plugin/run_trained_molgan_model_0.1.0.cwl b/utils/run-trained-molgan-model-plugin/run_trained_molgan_model_0.1.0.cwl new file mode 100644 index 00000000..b19a2bf9 --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/run_trained_molgan_model_0.1.0.cwl @@ -0,0 +1,151 @@ +#!/usr/bin/env cwl-runner +cwlVersion: v1.0 + +class: CommandLineTool + +label: MolGAN tool for generating small molecules + +baseCommand: ["python", "/MolGAN/run_trained_model.py"] + +hints: + DockerRequirement: + dockerPull: polusai/molgan-tool@sha256:e008e74170be12dcf50a936a417b8c330ccdebf7fe17abaa8fa2689dac210725 + +# Set environment variables for the tool, +# See: https://www.commonwl.org/user_guide/topics/environment-variables.html +requirements: + EnvVarRequirement: + envDef: + RDKIT_ERROR_LOGGING: $(inputs.rdkit_error_logging) + +inputs: + input_data_path: + label: Path to the input data file + doc: |- + Path to the input data file + Type: File + File type: input + Accepted formats: pkl + Example file: https://github.com/bioexcel/biobb_ml/raw/master/biobb_ml/test/reference/classification/ref_output_model_support_vector_machine.pkl + type: File + format: edam:format_3653 + inputBinding: + prefix: --input_data_path + default: system.pkl + + input_NP_Score_path: + label: Output ceout file (AMBER ceout) + doc: |- + Output ceout file (AMBER ceout) + Type: File + File type: input + Accepted formats: gz + Example file: https://github.com/bioexcel/biobb_amber/raw/master/biobb_amber/test/data/cphstats/sander.ceout.gz + type: File + format: edam:format_3987 + default: NP.gz + inputBinding: + prefix: --input_NP_Score_path + + input_SA_Score_path: + label: Output ceout file (AMBER ceout) + doc: |- + Output ceout file (AMBER ceout) + Type: File + File type: input + Accepted formats: gz + Example file: https://github.com/bioexcel/biobb_amber/raw/master/biobb_amber/test/data/cphstats/sander.ceout.gz + type: File + format: edam:format_3987 + default: SA.gz + inputBinding: + prefix: --input_SA_Score_path + + input_model_dir: + label: Input directory of trained models + doc: |- + Input directory of trained models + type: Directory + format: edam:format_2330 # 'Textual format' + inputBinding: + prefix: --input_model_dir + default: output + + output_log_path: + label: Path to the log file + doc: |- + Path to the log file + Type: string + File type: output + Accepted formats: log + type: string + format: edam:format_2330 + inputBinding: + prefix: --output_log_path + default: system.log + + output_sdf_path: + label: Path to the output file + doc: |- + Path to the output file + Type: string + File type: output + Accepted formats: sdf + type: string + format: edam:format_3814 # sdf + default: system.sdf + inputBinding: + prefix: --output_sdf_path + + num_samples: + label: The number of new molecules to generate + doc: |- + The number of training epochs + Type: int + type: int? + format: edam:format_2330 + inputBinding: + prefix: --num_samples + default: 1000 + + rdkit_error_logging: + label: Enable or disable RDKit error logging + doc: |- + Enable or disable RDKit error logging + type: string? + format: edam:format_2330 + # RDKit prints out all errors by default, which can pose issues for CI, + # particularly with large databases. It would be more efficient to suppress these errors. + default: "ON" +outputs: + output_log_path: + label: Path to the log file + doc: |- + Path to the log file + type: File + outputBinding: + glob: $(inputs.output_log_path) + format: edam:format_2330 + + output_sdf_path: + label: Path to the output file + doc: |- + Path to the output file + type: File + outputBinding: + glob: $(inputs.output_sdf_path) + format: edam:format_3814 # sdf + + stderr: + type: File + outputBinding: + glob: stderr + +stderr: stderr + + +$namespaces: + edam: https://edamontology.org/ + +$schemas: +- https://raw.githubusercontent.com/edamontology/edamontology/master/EDAM_dev.owl diff --git a/utils/run-trained-molgan-model-plugin/tests/NP_score.pkl.gz b/utils/run-trained-molgan-model-plugin/tests/NP_score.pkl.gz new file mode 100644 index 0000000000000000000000000000000000000000..7ea5c811f70fd9156ea5c8ec057e85521cf5cdca GIT binary patch literal 2077102 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ww$fL2OiB5;vOuY-xI!10oS23)A{9&nElo^SX%}kE^HjwXYEjRk-SVve0t>X7<^TWy literal 0 HcmV?d00001 diff --git a/utils/run-trained-molgan-model-plugin/tests/test_run_trained_molgan_model.py b/utils/run-trained-molgan-model-plugin/tests/test_run_trained_molgan_model.py new file mode 100644 index 00000000..64da0b09 --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/tests/test_run_trained_molgan_model.py @@ -0,0 +1,47 @@ +"""Tests for run_trained_molgan_model.""" +import sys +from pathlib import Path + +current_dir = Path(__file__).resolve().parent +target_dir = current_dir.parent.parent.parent / "cwl_utils" +sys.path.append(str(target_dir)) + +from cwl_utilities import call_cwltool # noqa: E402 +from cwl_utilities import create_input_yaml # noqa: E402 +from cwl_utilities import parse_cwl_arguments # noqa: E402 + + +def test_run_trained_molgan_model() -> None: + """Test run_trained_molgan_model.""" + cwl_file = Path("run_trained_molgan_model_0.1.0.cwl") + + input_to_props = parse_cwl_arguments(cwl_file) + input_data_path = "data_30.pkl" + input_data_path = str(Path(__file__).resolve().parent / Path(input_data_path)) + input_to_props["input_data_path"]["path"] = input_data_path + + input_np_score_path = "NP_score.pkl.gz" + input_np_score_path = str( + Path(__file__).resolve().parent / Path(input_np_score_path), + ) + input_to_props["input_NP_Score_path"]["path"] = input_np_score_path + + input_sa_score_path = "SA_score.pkl.gz" + input_sa_score_path = str( + Path(__file__).resolve().parent / Path(input_sa_score_path), + ) + input_to_props["input_SA_Score_path"]["path"] = input_sa_score_path + + input_model_dir = "trainded_models" + input_to_props["input_model_dir"] = str( + Path(__file__).resolve().parent / Path(input_model_dir), + ) + input_to_props["input_model_dir"] = input_model_dir + + input_to_props["output_sdf_path"] = "generated_mols.sdf" + input_to_props["validation_metrics"] = "logp" + input_yaml_path = Path("train_molgan_model.yml") + create_input_yaml(input_to_props, input_yaml_path) + call_cwltool(cwl_file, input_yaml_path) + + assert Path("generated_mols.sdf").exists() diff --git a/utils/run-trained-molgan-model-plugin/tests/trained_models/checkpoint b/utils/run-trained-molgan-model-plugin/tests/trained_models/checkpoint new file mode 100644 index 00000000..febd7d54 --- /dev/null +++ b/utils/run-trained-molgan-model-plugin/tests/trained_models/checkpoint @@ -0,0 +1,2 @@ +model_checkpoint_path: "model.ckpt" +all_model_checkpoint_paths: "model.ckpt" diff --git a/utils/run-trained-molgan-model-plugin/tests/trained_models/model.ckpt.data-00000-of-00001 b/utils/run-trained-molgan-model-plugin/tests/trained_models/model.ckpt.data-00000-of-00001 new file mode 100644 index 0000000000000000000000000000000000000000..fc61e0264415075fec492646e4f4bcb597d8aa58 GIT binary patch literal 6991284 zcmWJscUVqs7;h@=NlTKHkW!lOdG5CoQc6ZdQ3zR)C@b1~m$rtch@}0V=YGvJtc=QN z_#!JSq|C4X&vl*iT-W*C_isI>ybi4WEf1aQ8)4?(ZSc0*6^~EfkNzJLsl4V-GJMJu 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