diff --git a/Python_CLI/README.md b/Python_CLI/README.md
deleted file mode 100644
index 8992cc8b75ff20629ef14400c592a5855b75b8d4..0000000000000000000000000000000000000000
--- a/Python_CLI/README.md
+++ /dev/null
@@ -1,176 +0,0 @@
-# lamec_ml: job script generator
-
-*currently in prototype stage.*
-
-Automatically generate module statements based on software dependencies.
-Current support:
-
-+ **DEEP**
-    - DDP
-    - HeAT
-    - DeepSpeed 
-    - Horovod
-    - TensorFlow
-+ **JURECA**
-    - DDP
-    - DeepSpeed
-    - HeAT
-    - Horovod
-    - RayTune
-+ **JUWELS**
-    - DDP
-+ **LUMI**
-    - DDP
-+ **VEGA**
-    - Basilisk
-
-## Requirements
-
-TODO.
-
-## Installation
-
-TODO.
-
-## lamec_ml usage
-
-```
-./lamec_ml --help
-```
-
-displays the command line interface:
-
-```
-usage: ./lamec_ml [-h] <access token> {eval,gen} ...
-
-positional arguments:
-  {eval,gen}
-    eval      evaluate directives in a script
-    gen       generate a module block
-
-options:
-  -h, --help  show this help message and exit
-```
-
-## Gen sub-command
-
-```
-./lamec_ml gen --help
-```
-
-displays the command line interface for the `gen` sub-command:
-
-```
-usage: ./lamec_ml gen [-h] <access token> [-o OUTPUT] system software [software ...]
-
-positional arguments:
-  access token          access token
-  system                name of system
-  software              list of software
-
-options:
-  -h, --help            show this help message and exit
-  -o OUTPUT, --output OUTPUT
-                        write to file
-```
-
-The `gen` sub-command allows users to generate module statements based on `system` and `software`.
-
-```
-./lamec_ml gen <access token> deep ddp heat
-```
-
-outputs
-
-```
-#MODULES BEGIN deep ddp,heat
-ml --force purge
-ml use $OTHERSTAGES
-ml Stages/2022 GCC/11.2.0 OpenMPI/4.1.2 cuDNN/8.3.1.22-CUDA-11.5 NCCL/2.11.4-CUDA-11.5 Python/3.9.6
-#MODULES END
-```
-
-The `gen` sub-command generates a *module block* which opens with `#MODULES BEGIN system software` and closes with `#MODULES END`.
-These are called directives and can be further manipulated with the `eval` sub-command.
-
-## Eval sub-command
-
-The `eval` sub-command evaluates directives in a script by parsing the module directives.
-
-```
-./lamec_ml eval --help
-```
-
-displays the command line interface for the `eval` sub-command
-
-```
-usage: ./lamec_ml eval [-h] <access token> [--add-software ADD_SOFTWARE [ADD_SOFTWARE ...]] [--remove-software REMOVE_SOFTWARE] [--alt-system ALT_SYSTEM] [-o OUTPUT]
-                  script
-
-positional arguments:
-  script                script containing directives to be evaluated
-
-options:
-  -h, --help            show this help message and exit
-  --add-software ADD_SOFTWARE [ADD_SOFTWARE ...]
-                        add new software
-  --remove-software REMOVE_SOFTWARE
-                        remove software
-  --alt-system ALT_SYSTEM
-                        use an alternative system
-  -o OUTPUT, --output OUTPUT
-                        write to file
-```
-
-If we have the following script called `myscript.sh`
-
-```
-#SBATCH...
-
-#MODULES BEGIN jureca raytune
-ml --force purge
-ml Stages/2022 GCC/11.2.0 OpenMPI/4.1.2 PyTorch/1.11-CUDA-11.5 torchvision/0.12.0-CUDA-11.5
-#MODULES END
-```
-
-then
-
-```
-./lamec_ml eval <access token> --add-software=ddp myscript.sh
-```
-
-outputs
-
-```
-#MODULES BEGIN jureca raytune,ddp
-ml --force purge
-ml Stages/2022 GCC/11.2.0 OpenMPI/4.1.2 PyTorch/1.11-CUDA-11.5 torchvision/0.12.0-CUDA-11.5 NVHPC/22.3 ParaStationMPI/5.5.0-1-mt NCCL/2.12.7-1-CUDA-11.5 cuDNN/8.3.1.22-CUDA-11.5 Python/3.9.6 libaio/0.3.112 HDF5/1.12.1-serial mpi-settings/CUDA
-#MODULES END
-```
-
-which can be written directly to a file using the `-o` option. The `--remove-software` and `--alt-system` work the same way.
-
-Additionally, users can simply add a module directive into their script themselves
-
-```
-#SBATCH...
-
-#MODULES BEGIN jureca raytune
-#MODULES END
-```
-
-and
-
-```
-./lamec_ml eval <access token> myscript.sh
-```
-
-will evaluate the directives
-
-```
-#MODULES BEGIN deep ddp
-ml --force purge
-ml use $OTHERSTAGES
-ml Stages/2022 GCC/11.2.0 OpenMPI/4.1.2 cuDNN/8.3.1.22-CUDA-11.5 NCCL/2.11.4-CUDA-11.5 Python/3.9.6
-#MODULES END
-```
diff --git a/Python_CLI/__pycache__/parse.cpython-310.pyc b/Python_CLI/__pycache__/parse.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d87064478207762a263f7b815ad784a1ee499639
Binary files /dev/null and b/Python_CLI/__pycache__/parse.cpython-310.pyc differ
diff --git a/Python_CLI/examples/create_example.json b/Python_CLI/examples/create_example.json
index 2dcf4899bf69a004c6a12902069d015d7f7314c3..310ba13a7e1b7ef163c847b87794e4fe057cfc0f 100644
--- a/Python_CLI/examples/create_example.json
+++ b/Python_CLI/examples/create_example.json
@@ -1,9 +1,8 @@
 {
-    "which": "create",
     "account": "johndoe@johndoe.com",
-    "time": "00:10:00",
     "nodes": "1",
+    "partition": "dp-esb",
     "system": "deep",
     "software": "ddp",
-    "exe": "test.py"
+    "executable": "test.py"
 }
diff --git a/Python_CLI/lamec_ml b/Python_CLI/lamec_ml
deleted file mode 100755
index d67cc930b18e2fa410a4bdb16f38e8d68b12ce1e..0000000000000000000000000000000000000000
--- a/Python_CLI/lamec_ml
+++ /dev/null
@@ -1,280 +0,0 @@
-#!/usr/bin/env python3
-
-# need to: pip install --upgrade python-gitlab
-
-import gitlab
-import sys
-import json
-
-class Module:
-    """
-    Global variables
-    """
-    BEGIN = '#MODULES BEGIN '
-    END = '#MODULES END'
-
-def read_access_to_repository():
-    return gitlab \
-            .Gitlab(url='https://gitlab.jsc.fz-juelich.de') \
-            .projects \
-            .get('CoE-RAISE/FZJ/lamec-oa')
-
-def fetch_startscript(system, software, repo):
-    # TODO: make a pull request to standardize the naming convention
-    #
-    # if using DEEP and DDP the path should be:
-    #       
-    #   deep/ddp_startscript.sh 
-    #
-    # I assume that python-gitlab throws an exception if the path doesn't exist.
-
-    path = None
-    system = system.lower()
-    software = software.lower()
-
-    if system == 'deep':
-        if software == 'ddp':
-            path = 'scripts/Deep_DDP/DDP_startscript_deep.sh'
-        elif software == 'deepspeed':
-            path = 'scripts/Deep_DeepSpeed/DS_startscript_deep.sh'
-        elif software == 'heat':
-            path = 'scripts/Deep_HeAT/HeAT_startscript_deep.sh'
-        elif software == 'horovod':
-            path = 'scripts/Deep_Horovod/Hor_startscript_deep.sh'
-        elif software == 'tensorflow':
-            path = 'scripts/Deep_TensorFlow/TF_startscript_deep.sh'
-    elif system == 'jureca':
-        if software == 'ddp':
-            path = 'scripts/Jureca_DDP/DDP_startscript.sh'
-        elif software == 'deepspeed':
-            path = 'scripts/Jureca_DeepSpeed/DS_startscript_deep.sh'
-        elif software == 'heat':
-            path = 'scripts/Jureca_HeAT/HeAT_startscript_deep.sh'
-        elif software == 'horovod':
-            path = 'scripts/Jureca_Horovod/Hor_startscript_deep.sh'
-        elif software == 'graphcore':
-            path = 'scripts/Jureca_Graphcore/GC_startscript.sh'
-        elif software == 'raytune':
-            path = 'scripts/Jureca_RayTune/jureca_run_ray.sh'
-    elif system == 'juwels':
-        if software == 'ddp':
-            path = 'scripts/Juwels_DDP/env_batch.sh'
-    elif system == 'lumi':
-        if software == 'ddp':
-            path = 'scripts/LUMI_DDP/env_startscript.sh'
-    elif system == 'vega':
-        if software == 'basilisk':
-            path = 'scripts/Vega_ Basilisk/basilisk_pde.sh'
-
-
-    # Software is not supported
-    if path is None:
-        print('\'%s\' is not supported for \'%s\'' % \
-                (software, system), file=sys.stderr)
-        sys.exit(1)
-
-    return repo.files.get(file_path=path, ref='main').decode().decode('utf-8')
-
-def new_module_commands():
-    return {'purge': set(), 'use': set(), 'modules': list()}
-
-def parse_module_commands(startscript: str, module_commands: dict):
-
-    def is_module_keyword(token: str):
-        return token == 'module' or token == 'ml'
-
-    lines = startscript.splitlines()
-    for line in lines:
-        tokens = line.split()
-        if len(tokens) != 0 and is_module_keyword(tokens[0]):
-            if 'purge' in tokens:
-                module_commands['purge'].add(line.strip())
-            elif 'use' in tokens:
-                module_commands['use'].add(line.strip())
-            else:
-                for t in tokens:
-                    if not is_module_keyword(t):
-                        if t not in module_commands['modules']:
-                            module_commands['modules'].append(t)
-
-def generate_module_statements(system, software, repo):
-    module_commands = new_module_commands()
-
-    startscript = fetch_startscript(system, software, repo)
-    parse_module_commands(startscript, module_commands)
-
-    module_statements = ''
-    for purge in module_commands['purge']:
-        module_statements += (purge + '\n')
-
-    for use in module_commands['use']:
-        module_statements += (use + '\n')
-
-    module_statements += 'ml'
-    for module in module_commands['modules']:
-        module_statements += (' ' + module)
-    module_statements += '\n'
-
-    return module_statements
-
-def generate_module_block(system, software, repo):
-    module_block = Module.BEGIN
-    module_block += (system + ' ' + software + '\n')
-    module_block += generate_module_statements(system, software, repo)
-    module_block += (Module.END + '\n\n')
-    return module_block
-
-def eval_module_directives(args, repo):
-    has_begin = False
-    has_end = False
-    lines = args.script.split('\n')
-    for line in lines:
-        if Module.BEGIN in line:
-            has_begin = True
-        if Module.END in line:
-            has_end = True
-
-    # file doesn't contain a valid module block
-    if not (has_begin and has_end):
-        return args.script
-
-    script = ''
-    skip_line = False
-    for line in lines:
-        if Module.BEGIN in line:
-            #TODO: handle error when there is no software specified.
-            system, software = line.strip().replace(Module.BEGIN, '').split(' ')
-            script += generate_module_block(system, software, repo)
-            skip_line = True
-        elif Module.END in line:
-            skip_line = False
-        else:
-            if not skip_line:
-                script += (line + '\n')
-
-    return script
-
-def update_command(args):
-    repo = read_access_to_repository()
-    script = eval_module_directives(args, repo)
-    print(script, end='')
-   
-def generate_param_block(args):    
-    if args.system == 'jureca':
-        partition = 'dc-gpu'
-        gpus_pernode = 4
-    elif args.system == 'juwels':
-        partition = 'dc-gpu'
-        gpus_pernode = 4
-    elif args.system == 'deep':
-        partition = 'dc-gpu'
-        gpus_pernode = 1
-    else:
-        partition = ''
-        gpus_pernode = 1
-        
-    if args.software == 'ddp':
-        ntask_pernode = 1
-    else:
-        ntask_pernode = gpus_pernode
-        
-    param_block = '#!/bin/bash\n'
-    param_block += '#SBATCH --job-name=job\n' + '#SBATCH --output=job.out\n' + '#SBATCH --error=job.err\n'
-    param_block += '#SBATCH --account=' + str(args.account) + '\n'
-    param_block += '#SBATCH --partition=' + partition + '\n'
-    param_block += '#SBATCH --nodes=' + str(args.nodes) + '\n'
-    param_block += '#SBATCH --gpus-per-node=' + str(gpus_pernode) + '\n'
-    param_block += '#SBATCH --ntasks-per-node=' + str(ntask_pernode) + '\n'
-    param_block += '#SBATCH --cpus-per-task=1' + '\n'
-    param_block += '#SBATCH --exclusive' + '\n'
-    param_block += '#SBATCH --gres=gpu:' + str(gpus_pernode) + '\n\n'
-    
-    return param_block
-    
-def generate_env_block(system, software, repo):
-    #environment variable, export 1.CUDA_VISIBLE_DEVICES
-    #source python venv
-    env_block = ''
-    startscript = fetch_startscript(system, software, repo)
-    lines = startscript.splitlines()
-    for line in lines:
-        tokens = line.split()
-        if len(tokens) > 1  and tokens[0] == 'export' and 'CUDA_VISIBLE_DEVICES' in tokens[1]:
-            env_block += line.strip()
-    
-    env_block += '\n'
-    if system == 'jureca' and software == 'ddp':
-        env_block += 'source your/env_path/bin/activate\n'
-    elif system == 'deep' and software == 'ddp':
-        env_block += 'source your/env_path/bin/activate\n'
-    elif system == 'juwels':
-        env_block += 'source your/env_path/bin/activate\n'    
-    else:
-        env_block += 'source your/env_path/bin/activate\n'
-        
-    return env_block
-    
-def generate_launch_block(exe, system, software, repo):
-    system = system.lower()
-    launch_block = '\n'
-    def keyword_exist(tokens=list()):
-        keywords=['srun','nnodes','nproc_per_node','rdzv']
-        result = False
-        for kw in keywords:
-            result = True in (kw in item for item in tokens)
-            if result == True:
-                break
-
-        return result
-        
-    software = software.lower()
-    if software == 'ddp':
-        startscript = fetch_startscript(system, software, repo)        
-        lines = startscript.splitlines()        
-        for line in lines:
-            tokens = line.split()
-            if len(tokens)!=0 and '#' not in tokens[0] and keyword_exist(tokens):
-                launch_block +=line + '\n'
-    launch_block += (exe +'"')
-    launch_block += '\n'
-    return launch_block
-
-def create_command(args):
-    repo = read_access_to_repository()
-    param_block = generate_param_block(args)
-    module_block = generate_module_block(args.system, args.software, repo)
-    env_block = generate_env_block(args.system, args.software, repo)
-    launch_block = generate_launch_block(args.exe, args.system, args.software, repo)
-    outp = param_block + module_block + env_block + launch_block
-    print(outp, end='')
-
-class Args(object):
-
-    def __init__(self, argv):
-
-        if len(argv) == 1:
-            data = sys.stdin
-            args = json.load(data)
-        else:
-            args = json.loads(argv[1])
-
-        for arg in args:
-            setattr(self, arg, args[arg])
-
-        if args['which'] == "create":
-            args['software'].lower()
-            args['system'].lower()
-
-def main():
-
-    args = Args(sys.argv)
-
-    if args.which == 'create':
-        create_command(args)
-    elif args.which == 'update':
-        update_command(args)
-
-    sys.exit(0)
-
-if __name__ == '__main__':
-    main()
diff --git a/Python_CLI/old_lamec_ml b/Python_CLI/old_lamec_ml
deleted file mode 100644
index b13b8051bf1ae9e0b4f260d78bea3ed96342b67c..0000000000000000000000000000000000000000
--- a/Python_CLI/old_lamec_ml
+++ /dev/null
@@ -1,333 +0,0 @@
-#!/usr/bin/env python3
-
-# need to: pip install --upgrade python-gitlab
-
-import gitlab
-import sys, socket
-import argparse
-
-class Module:
-    """
-    Global variables
-    """
-    BEGIN = '#MODULES BEGIN '
-    END = '#MODULES END'
-
-def read_access_to_repository():
-    return gitlab \
-            .Gitlab(url='https://gitlab.jsc.fz-juelich.de') \
-            .projects \
-            .get('CoE-RAISE/FZJ/lamec-oa')
-            
-def fetch_startscript(system: str, software: str, repo: str) -> str:
-    # TODO: make a pull request to standardize the naming convention
-    #
-    # if using DEEP and DDP the path should be:
-    #       
-    #   deep/ddp_startscript.sh 
-    #
-    # I assume that python-gitlab throws an exception if the path doesn't exist.
-
-    path = None
-    software = software.lower()
-    system = system.lower()
-
-    if system == 'deep':
-        if software == 'ddp':
-            path = 'scripts/Deep_DDP/DDP_startscript_deep.sh'
-        elif software == 'deepspeed':
-            path = 'scripts/Deep_DeepSpeed/DS_startscript_deep.sh'
-        elif software == 'heat':
-            path = 'scripts/Deep_HeAT/HeAT_startscript_deep.sh'
-        elif software == 'horovod':
-            path = 'scripts/Deep_Horovod/Hor_startscript_deep.sh'
-        elif software == 'tensorflow':
-            path = 'scripts/Deep_TensorFlow/TF_startscript_deep.sh'
-    elif system == 'jureca':
-        if software == 'ddp':
-            path = 'scripts/Jureca_DDP/DDP_startscript.sh'
-        elif software == 'deepspeed':
-            path = 'scripts/Jureca_DeepSpeed/DS_startscript_deep.sh'
-        elif software == 'heat':
-            path = 'scripts/Jureca_HeAT/HeAT_startscript_deep.sh'
-        elif software == 'horovod':
-            path = 'scripts/Jureca_Horovod/Hor_startscript_deep.sh'
-        elif software == 'graphcore':
-            path = 'scripts/Jureca_Graphcore/GC_startscript.sh'
-        elif software == 'raytune':
-            path = 'scripts/Jureca_RayTune/jureca_run_ray.sh'
-    elif system == 'juwels':
-        if software == 'ddp':
-            path = 'scripts/Juwels_DDP/env_batch.sh'
-    elif system == 'lumi':
-        if software == 'ddp':
-            path = 'scripts/LUMI_DDP/env_startscript.sh'
-    elif system == 'vega':
-        if software == 'basilisk':
-            path = 'scripts/Vega_ Basilisk/basilisk_pde.sh'
-    # Software is not supported
-    if path is None:
-        print('\'%s\' is not supported for \'%s\'' % \
-                (software, system), file=sys.stderr)
-        sys.exit(1)
-
-    return repo.files.get(file_path=path, ref='main').decode().decode('utf-8')
-
-def new_module_commands():
-    return {'purge': set(), 'use': set(), 'modules': list()}
-
-def parse_module_commands(startscript: str, module_commands: dict):
-
-    def is_module_keyword(token: str):
-        return token == 'module' or token == 'ml'
-
-    lines = startscript.splitlines()
-    for line in lines:
-        tokens = line.split()
-        if len(tokens) != 0 and is_module_keyword(tokens[0]):
-            if 'purge' in tokens:
-                module_commands['purge'].add(line.strip())
-            elif 'use' in tokens:
-                module_commands['use'].add(line.strip())
-            else:
-                for t in tokens:
-                    if not is_module_keyword(t):
-                        if t not in module_commands['modules']:
-                            module_commands['modules'].append(t)
-
-def generate_module_statements(system: str, software=list()):
-    repo = read_access_to_repository()
-    module_commands = new_module_commands()
-
-    for sw in software:
-        startscript = fetch_startscript(system, sw, repo)
-        parse_module_commands(startscript, module_commands)
-
-    module_statements = ''
-    for purge in module_commands['purge']:
-        module_statements += (purge + '\n')
-
-    for use in module_commands['use']:
-        module_statements += (use + '\n')
-
-    module_statements += 'ml'
-    for module in module_commands['modules']:
-        module_statements += (' ' + module)
-    module_statements += '\n'
-
-    return module_statements
-
-def generate_module_block(system: str, software=list()):
-    module_block = Module.BEGIN
-    module_block += (system + ' ')
-    n = len(software) - 1
-    for i, s in enumerate(software):
-        if i != n:
-            module_block += (s + ',')
-        else:
-            module_block += (s + '\n')
-    module_block += generate_module_statements(system, software)
-    module_block += (Module.END + '\n\n')
-    return module_block
-
-def eval_module_directives(script: str, add_software=[], remove_software=[], alt_system=None):
-    has_begin = False
-    has_end = False
-    with open(script, 'r') as f:
-        lines = f.readlines()
-        for line in lines:
-            if Module.BEGIN in line:
-                has_begin = True
-            if Module.END in line:
-                has_end = True
-
-    if not (has_begin and has_end):
-        return
-
-    module_block = ''
-    skip_line = False
-    for line in lines:
-        if Module.BEGIN in line:
-            #TODO: handle error when there is no software specified.
-            system, software = line.strip().replace(Module.BEGIN, '').split(' ')
-            if alt_system:
-                system = alt_system
-            software = software.split(',')
-            for s in add_software:
-                if s not in software:
-                    software.append(s)
-            software = [s for s in software if s not in remove_software]
-            module_block += generate_module_block(system, software)
-            skip_line = True
-        elif Module.END in line:
-            skip_line = False
-        else:
-            if not skip_line:
-                module_block += line
-
-    return module_block
-
-def eval_command(args):
-    alt_system = None
-    add_software = list()
-    remove_software = list()
-    if args.alt_system:
-        alt_system = args.alt_system
-    if args.add_software:
-        add_software = args.add_software
-    if args.remove_software:
-        remove_software = args.remove_software
-    module_block = eval_module_directives(args.script, add_software, remove_software, alt_system)
-    if args.output:
-        with open(args.output, 'w') as f:
-            f.write(module_block)
-    else:
-        print(module_block, end='')
-   
-def generate_param_block(args):
-    partition = args.partition
-    if args.system == 'jureca':
-        gpus_pernode = 4
-    elif args.system == 'juwels':
-        gpus_pernode = 4
-    elif args.system == 'deep':
-        gpus_pernode = 1
-    else:
-        gpus_pernode = 1
-        
-    if args.software == 'ddp':
-        ntask_pernode = 1
-    else:
-        ntask_pernode = gpus_pernode
-        
-    param_block = '#!/bin/bash\n'
-    param_block += '#SBATCH --job-name=job\n' + '#SBATCH --output=job.out\n' + '#SBATCH --error=job.err\n'
-    param_block += '#SBATCH --account=' + str(args.account) + '\n'
-    param_block += '#SBATCH --partition=' + partition + '\n'
-    param_block += '#SBATCH --nodes=' + str(args.nnode) + '\n'
-    param_block += '#SBATCH --gpus-per-node=' + str(gpus_pernode) + '\n'
-    param_block += '#SBATCH --ntasks-per-node=' + str(ntask_pernode) + '\n'
-    param_block += '#SBATCH --cpus-per-task=1' + '\n'
-    param_block += '#SBATCH --exclusive' + '\n'
-    param_block += '#SBATCH --gres=gpu:' + str(gpus_pernode) + '\n\n'
-    
-    return param_block
-    
-def generate_env_block(system: str, software=list()):
-    #environment variable, export 1.CUDA_VISIBLE_DEVICES
-    #source python venv
-    repo = read_access_to_repository()
-    sw = software[0]  #for now!!!
-    env_block = ''
-    startscript = fetch_startscript(system, sw, repo)
-    lines = startscript.splitlines()
-    for line in lines:
-        tokens = line.split()
-        if len(tokens) > 1  and tokens[0] == 'export' and 'CUDA_VISIBLE_DEVICES' in tokens[1]:
-            env_block += line.strip()
-    
-    env_block += '\n'
-    if system == 'jureca' and sw == 'ddp':
-        env_block += 'source your/env_path/bin/activate\n'
-    elif system == 'deep' and sw == 'ddp':
-        env_block += 'source your/env_path/bin/activate\n'
-    elif system == 'juwels':
-        env_block += 'source your/env_path/bin/activate\n'
-    else:
-        env_block += 'source your/env_path/bin/activate\n'
-        
-    return env_block
-    
-def generate_launch_block(exe:str,system: str, software=list()):
-    system = system.lower()
-    repo = read_access_to_repository()
-    launch_block = '\n'
-    def keyword_exist(tokens=list()):
-        keywords=['srun','nnodes','nproc_per_node','rdzv']
-        result = False
-        for kw in keywords:
-            result = True in (kw in item for item in tokens)
-            if result == True:
-                break
-
-        return result
-        
-    for sw in software:
-        sw = sw.lower()
-        if sw == 'ddp':
-            startscript = fetch_startscript(system, sw, repo)        
-            lines = startscript.splitlines()        
-            for line in lines:
-                tokens = line.split()
-                if len(tokens)!=0 and '#' not in tokens[0] and keyword_exist(tokens):
-                    launch_block +=line + '\n'
-            launch_block += exe +'"'
-        else:    #!!!
-            launch_block += 'srun ' + exe
-    
-    #!!!launch_block += exe +'"'
-    launch_block += '\n'
-    return launch_block
-
-def gen_command(args):
-    module_block = generate_module_block(args.system, args.software)
-    
-    param_block = generate_param_block(args)
-    env_block = generate_env_block(args.system, args.software)
-    launch_block=generate_launch_block(args.exe,args.system, args.software)        
-    outp = param_block + module_block + env_block + launch_block
-    
-    if args.output:
-        with open(args.output, 'w') as f:
-            f.write(outp)
-    else:
-        print(outp, end='')
-
-def main():
-    
-    cli = argparse.ArgumentParser(prog=sys.argv[0])
-
-    sub = cli.add_subparsers()
-
-    cli_eval = sub.add_parser('eval', help='evaluate directives in a script')
-    cli_gene = sub.add_parser('gen', help='generate a module block')
-
-    cli_eval.set_defaults(which='eval')
-    cli_gene.set_defaults(which='gen')
-
-    cli_eval.add_argument('script', help='script containing directives to be evaluated')
-    cli_eval.add_argument('--add-software', help='add new software', nargs='+')
-    cli_eval.add_argument('--remove-software', help='remove software')
-    cli_eval.add_argument('--alt-system', help='use an alternative system')
-    cli_eval.add_argument('-o', '--output', help='write to file')
-
-    cli_gene.add_argument('-a','--account', default=' ', help='') #!!!
-    cli_gene.add_argument('--wall_time', default='00:10:00', help='')
-    cli_gene.add_argument('-n','--nnode', default=' ', help='fill in number of nodes')#!!!
-    cli_gene.add_argument('-e','--exe', default='exe.py', help='') #!!!
-
-    cli_gene.add_argument('-sys','--system', help='name of system')
-    cli_gene.add_argument('-par','--partition', help='name of partition')
-    cli_gene.add_argument('-sw','--software', help='list of software', nargs='+')
-    cli_gene.add_argument('-o', '--output', help='write to file')
-
-    args = cli.parse_args()
-    
-    if args.software[0] == 'Pytorch-DDP':
-        args.software[0] = 'ddp'
-    
-    args.software[0] = args.software[0].lower()
-    args.system = args.system.lower()
-
-    if args.system == None:  #!!!
-        args.system = socket.gethostname().split('.')[-1] 
-
-    if args.which == 'eval':
-        eval_command(args)
-    elif args.which == 'gen':
-        gen_command(args)
-
-    sys.exit(0)
-
-if __name__ == '__main__':
-    main()
diff --git a/README.md b/README.md
deleted file mode 100644
index 8b137891791fe96927ad78e64b0aad7bded08bdc..0000000000000000000000000000000000000000
--- a/README.md
+++ /dev/null
@@ -1 +0,0 @@
-
diff --git a/lamec b/lamec
new file mode 100755
index 0000000000000000000000000000000000000000..5d5502be5a494d8c817c70dfcd96623bd40de432
--- /dev/null
+++ b/lamec
@@ -0,0 +1,168 @@
+#!/usr/bin/env python3
+
+import sys
+import json
+import os
+
+class Module:
+    """
+    Global variables
+    """
+    BEGIN = '#MODULES BEGIN '
+    END = '#MODULES END'
+
+def new_module_commands():
+    return {'purge': set(), 'use': set(), 'modules': list()}
+
+def parse_module_commands(args, module_commands):
+
+    def is_module_keyword(token: str):
+        return token == 'module' or token == 'ml'
+
+    lines = args['startscript'].splitlines()
+    for line in lines:
+        tokens = line.split()
+        if len(tokens) != 0 and is_module_keyword(tokens[0]):
+            if 'purge' in tokens:
+                module_commands['purge'].add(line.strip())
+            elif 'use' in tokens:
+                module_commands['use'].add(line.strip())
+            else:
+                for t in tokens:
+                    if not is_module_keyword(t):
+                        if t not in module_commands['modules']:
+                            module_commands['modules'].append(t)
+
+def generate_module_statements(args):
+    module_commands = new_module_commands()
+
+    parse_module_commands(args, module_commands)
+
+    module_statements = ''
+    for purge in module_commands['purge']:
+        module_statements += (purge + '\n')
+
+    for use in module_commands['use']:
+        module_statements += (use + '\n')
+
+    module_statements += 'ml'
+    for module in module_commands['modules']:
+        module_statements += (' ' + module)
+    module_statements += '\n'
+
+    return module_statements
+
+def generate_module_block(args):
+    module_block = Module.BEGIN
+    module_block += (args['system'] + ' ' + args['software'] + '\n')
+    module_block += generate_module_statements(args)
+    module_block += (Module.END + '\n\n')
+    return module_block
+
+def generate_param_block(args):    
+    if args['system'] == 'jureca':
+        partition = 'dc-gpu'
+        gpus_pernode = 4
+    elif args['system'] == 'juwels':
+        partition = 'dc-gpu'
+        gpus_pernode = 4
+    elif args['system'] == 'deep':
+        partition = 'dc-gpu'
+        gpus_pernode = 1
+    else:
+        partition = ''
+        gpus_pernode = 1
+        
+    if args['software'] == 'ddp':
+        ntask_pernode = 1
+    else:
+        ntask_pernode = gpus_pernode
+        
+    param_block = '#!/bin/bash\n'
+    param_block += ('#SBATCH --job-name=job\n'
+            + '#SBATCH --output=job.out\n'
+            + '#SBATCH --error=job.err\n')
+    param_block += '#SBATCH --account=' + str(args['account']) + '\n'
+    param_block += '#SBATCH --partition=' + partition + '\n'
+    param_block += '#SBATCH --nodes=' + str(args['nodes']) + '\n'
+    param_block += '#SBATCH --gpus-per-node=' + str(gpus_pernode) + '\n'
+    param_block += '#SBATCH --ntasks-per-node=' + str(ntask_pernode) + '\n'
+    param_block += '#SBATCH --cpus-per-task=1' + '\n'
+    param_block += '#SBATCH --exclusive' + '\n'
+    param_block += '#SBATCH --gres=gpu:' + str(gpus_pernode) + '\n\n'
+    
+    return param_block
+    
+def generate_env_block(args):
+    #environment variable, export 1.CUDA_VISIBLE_DEVICES
+    #source python venv
+    env_block = ''
+    lines = args['startscript'].splitlines()
+    for line in lines:
+        tokens = line.split()
+        if (len(tokens) > 1  and tokens[0] == 'export'
+                and 'CUDA_VISIBLE_DEVICES' in tokens[1]):
+            env_block += line.strip()
+    
+    env_block += '\n'
+    if args['system'] == 'jureca' and args['software'] == 'ddp':
+        env_block += 'source your/env_path/bin/activate\n'
+    elif args['system'] == 'deep' and args['software'] == 'ddp':
+        env_block += 'source your/env_path/bin/activate\n'
+    elif args['system'] == 'juwels':
+        env_block += 'source your/env_path/bin/activate\n'    
+    else:
+        env_block += 'source your/env_path/bin/activate\n'
+        
+    return env_block
+    
+def generate_launch_block(args):
+    launch_block = '\n'
+    def keyword_exist(tokens=list()):
+        keywords=['srun','nnodes','nproc_per_node','rdzv']
+        result = False
+        for kw in keywords:
+            result = True in (kw in item for item in tokens)
+            if result == True:
+                break
+
+        return result
+        
+    if args['software'] == 'ddp':
+        lines = args['startscript'].splitlines()        
+        for line in lines:
+            tokens = line.split()
+            if len(tokens)!=0 and '#' not in tokens[0] and keyword_exist(tokens):
+                launch_block +=line + '\n'
+    launch_block += (args['executable'] +'"')
+    launch_block += '\n'
+    return launch_block
+
+def parse(args):
+    param_block = generate_param_block(args)
+    module_block = generate_module_block(args)
+    env_block = generate_env_block(args)
+    launch_block = generate_launch_block(args)
+    outp = param_block + module_block + env_block + launch_block
+    print(outp, end='')
+
+
+def main():
+    if len(sys.argv) == 1:
+        args = json.load(sys.stdin)
+    else:
+        args = json.loads(sys.argv[1])
+
+    path = os.path.join('scripts', f"{args['system']}_{args['software']}")
+    with open(os.path.join(path, 'lamec.json'), 'r') as f:
+        config = json.load(f)
+        if 'startscript' in config:
+            with open(os.path.join(path, config['startscript']), 'r') as f:
+                args['startscript'] = f.read()
+            parse(args)
+        elif 'template' in config:
+            # TODO: move template code here
+            pass
+
+if __name__ == '__main__':
+    main()
diff --git a/scripts/CTEAMD_DDP/DDP_startscript.sh b/scripts/cteamd_ddp/DDP_startscript.sh
similarity index 100%
rename from scripts/CTEAMD_DDP/DDP_startscript.sh
rename to scripts/cteamd_ddp/DDP_startscript.sh
diff --git a/scripts/CTEAMD_DDP/README.md b/scripts/cteamd_ddp/README.md
similarity index 100%
rename from scripts/CTEAMD_DDP/README.md
rename to scripts/cteamd_ddp/README.md
diff --git a/scripts/CTEAMD_DDP/createENV.sh b/scripts/cteamd_ddp/createENV.sh
similarity index 100%
rename from scripts/CTEAMD_DDP/createENV.sh
rename to scripts/cteamd_ddp/createENV.sh
diff --git a/scripts/CTEAMD_DDP/installWheels.sh b/scripts/cteamd_ddp/installWheels.sh
similarity index 100%
rename from scripts/CTEAMD_DDP/installWheels.sh
rename to scripts/cteamd_ddp/installWheels.sh
diff --git a/scripts/cteamd_ddp/lamec.json b/scripts/cteamd_ddp/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..b01e2a42779523237355d264b672d08662d78d79
--- /dev/null
+++ b/scripts/cteamd_ddp/lamec.json
@@ -0,0 +1 @@
+{"startscript": "DDP_startscript.sh"}
diff --git a/scripts/CTEAMD_DDP/reqs.txt b/scripts/cteamd_ddp/reqs.txt
similarity index 100%
rename from scripts/CTEAMD_DDP/reqs.txt
rename to scripts/cteamd_ddp/reqs.txt
diff --git a/scripts/CTEAMD_DeepSpeed/DS_config.json b/scripts/cteamd_deepspeed/DS_config.json
similarity index 100%
rename from scripts/CTEAMD_DeepSpeed/DS_config.json
rename to scripts/cteamd_deepspeed/DS_config.json
diff --git a/scripts/CTEAMD_DeepSpeed/DS_startscript.sh b/scripts/cteamd_deepspeed/DS_startscript.sh
similarity index 100%
rename from scripts/CTEAMD_DeepSpeed/DS_startscript.sh
rename to scripts/cteamd_deepspeed/DS_startscript.sh
diff --git a/scripts/CTEAMD_DeepSpeed/README.md b/scripts/cteamd_deepspeed/README.md
similarity index 100%
rename from scripts/CTEAMD_DeepSpeed/README.md
rename to scripts/cteamd_deepspeed/README.md
diff --git a/scripts/CTEAMD_DeepSpeed/createENV.sh b/scripts/cteamd_deepspeed/createENV.sh
similarity index 100%
rename from scripts/CTEAMD_DeepSpeed/createENV.sh
rename to scripts/cteamd_deepspeed/createENV.sh
diff --git a/scripts/CTEAMD_DeepSpeed/installWheels.sh b/scripts/cteamd_deepspeed/installWheels.sh
similarity index 100%
rename from scripts/CTEAMD_DeepSpeed/installWheels.sh
rename to scripts/cteamd_deepspeed/installWheels.sh
diff --git a/scripts/cteamd_deepspeed/lamec.json b/scripts/cteamd_deepspeed/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e0d85e0a5b7492fde2b3c0322f2aaf6e278f440
--- /dev/null
+++ b/scripts/cteamd_deepspeed/lamec.json
@@ -0,0 +1 @@
+{"startscript": "DS_startscript.sh"}
\ No newline at end of file
diff --git a/scripts/CTEAMD_DeepSpeed/reqs.txt b/scripts/cteamd_deepspeed/reqs.txt
similarity index 100%
rename from scripts/CTEAMD_DeepSpeed/reqs.txt
rename to scripts/cteamd_deepspeed/reqs.txt
diff --git a/scripts/CTEAMD_HeAT/HeAT_startscript.sh b/scripts/cteamd_heat/HeAT_startscript.sh
similarity index 100%
rename from scripts/CTEAMD_HeAT/HeAT_startscript.sh
rename to scripts/cteamd_heat/HeAT_startscript.sh
diff --git a/scripts/CTEAMD_HeAT/README.md b/scripts/cteamd_heat/README.md
similarity index 100%
rename from scripts/CTEAMD_HeAT/README.md
rename to scripts/cteamd_heat/README.md
diff --git a/scripts/CTEAMD_HeAT/createENV.sh b/scripts/cteamd_heat/createENV.sh
similarity index 100%
rename from scripts/CTEAMD_HeAT/createENV.sh
rename to scripts/cteamd_heat/createENV.sh
diff --git a/scripts/CTEAMD_HeAT/installWheels.sh b/scripts/cteamd_heat/installWheels.sh
similarity index 100%
rename from scripts/CTEAMD_HeAT/installWheels.sh
rename to scripts/cteamd_heat/installWheels.sh
diff --git a/scripts/cteamd_heat/lamec.json b/scripts/cteamd_heat/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..b86e1f1ef931afeb1d76b2d40e9086fb3b6383f9
--- /dev/null
+++ b/scripts/cteamd_heat/lamec.json
@@ -0,0 +1 @@
+{"startscript": "HeAT_startscript.sh"}
\ No newline at end of file
diff --git a/scripts/CTEAMD_HeAT/reqs.txt b/scripts/cteamd_heat/reqs.txt
similarity index 100%
rename from scripts/CTEAMD_HeAT/reqs.txt
rename to scripts/cteamd_heat/reqs.txt
diff --git a/scripts/CTEAMD_Horovod/Hor_startscript.sh b/scripts/cteamd_horovod/Hor_startscript.sh
similarity index 100%
rename from scripts/CTEAMD_Horovod/Hor_startscript.sh
rename to scripts/cteamd_horovod/Hor_startscript.sh
diff --git a/scripts/CTEAMD_Horovod/README.md b/scripts/cteamd_horovod/README.md
similarity index 100%
rename from scripts/CTEAMD_Horovod/README.md
rename to scripts/cteamd_horovod/README.md
diff --git a/scripts/CTEAMD_Horovod/createENV.sh b/scripts/cteamd_horovod/createENV.sh
similarity index 100%
rename from scripts/CTEAMD_Horovod/createENV.sh
rename to scripts/cteamd_horovod/createENV.sh
diff --git a/scripts/CTEAMD_Horovod/installWheels.sh b/scripts/cteamd_horovod/installWheels.sh
similarity index 100%
rename from scripts/CTEAMD_Horovod/installWheels.sh
rename to scripts/cteamd_horovod/installWheels.sh
diff --git a/scripts/cteamd_horovod/lamec.json b/scripts/cteamd_horovod/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..89f780bbf3e44e34add22eb330141a39fcd6aadd
--- /dev/null
+++ b/scripts/cteamd_horovod/lamec.json
@@ -0,0 +1 @@
+{"startscript": "Hor_startscript.sh"}
\ No newline at end of file
diff --git a/scripts/CTEAMD_Horovod/reqs.txt b/scripts/cteamd_horovod/reqs.txt
similarity index 100%
rename from scripts/CTEAMD_Horovod/reqs.txt
rename to scripts/cteamd_horovod/reqs.txt
diff --git a/scripts/Cyclone_Horovod/.gitkeep b/scripts/cyclone_basilisk/.gitkeep
similarity index 100%
rename from scripts/Cyclone_Horovod/.gitkeep
rename to scripts/cyclone_basilisk/.gitkeep
diff --git a/scripts/Cyclone_basilisk/basilisk_cfd.sh b/scripts/cyclone_basilisk/basilisk_cfd.sh
similarity index 100%
rename from scripts/Cyclone_basilisk/basilisk_cfd.sh
rename to scripts/cyclone_basilisk/basilisk_cfd.sh
diff --git a/scripts/cyclone_basilisk/lamec.json b/scripts/cyclone_basilisk/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..1064dc7fa865bf41c2bb546218a75c84d3972532
--- /dev/null
+++ b/scripts/cyclone_basilisk/lamec.json
@@ -0,0 +1 @@
+{"startscript": "basilisk_cfd.sh"}
\ No newline at end of file
diff --git a/scripts/Cyclone_basilisk/.gitkeep b/scripts/cyclone_horovod/.gitkeep
similarity index 100%
rename from scripts/Cyclone_basilisk/.gitkeep
rename to scripts/cyclone_horovod/.gitkeep
diff --git a/scripts/Cyclone_Horovod/FNO_launch.sh b/scripts/cyclone_horovod/FNO_launch.sh
similarity index 100%
rename from scripts/Cyclone_Horovod/FNO_launch.sh
rename to scripts/cyclone_horovod/FNO_launch.sh
diff --git a/scripts/cyclone_horovod/lamec.json b/scripts/cyclone_horovod/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..212f4d1f2a70bf54baf8e81fe5a1a044522ed4b0
--- /dev/null
+++ b/scripts/cyclone_horovod/lamec.json
@@ -0,0 +1 @@
+{"startscript": "FNO_launch.sh"}
\ No newline at end of file
diff --git a/scripts/Deep_DDP/DDP_startscript_deep.sh b/scripts/deep_ddp/DDP_startscript_deep.sh
similarity index 100%
rename from scripts/Deep_DDP/DDP_startscript_deep.sh
rename to scripts/deep_ddp/DDP_startscript_deep.sh
diff --git a/scripts/Deep_DDP/README.md b/scripts/deep_ddp/README.md
similarity index 100%
rename from scripts/Deep_DDP/README.md
rename to scripts/deep_ddp/README.md
diff --git a/scripts/Deep_DDP/conda_torch.sh b/scripts/deep_ddp/conda_torch.sh
similarity index 100%
rename from scripts/Deep_DDP/conda_torch.sh
rename to scripts/deep_ddp/conda_torch.sh
diff --git a/scripts/Deep_DDP/createEnv.sh b/scripts/deep_ddp/createEnv.sh
similarity index 100%
rename from scripts/Deep_DDP/createEnv.sh
rename to scripts/deep_ddp/createEnv.sh
diff --git a/scripts/deep_ddp/lamec.json b/scripts/deep_ddp/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..8e4595add2c83b22847dd952abab945a614dedab
--- /dev/null
+++ b/scripts/deep_ddp/lamec.json
@@ -0,0 +1 @@
+{"startscript": "DDP_startscript_deep.sh"}
\ No newline at end of file
diff --git a/scripts/Deep_DDP/reqs.txt b/scripts/deep_ddp/reqs.txt
similarity index 100%
rename from scripts/Deep_DDP/reqs.txt
rename to scripts/deep_ddp/reqs.txt
diff --git a/scripts/Deep_DeepSpeed/DS_config.json b/scripts/deep_deepspeed/DS_config.json
similarity index 100%
rename from scripts/Deep_DeepSpeed/DS_config.json
rename to scripts/deep_deepspeed/DS_config.json
diff --git a/scripts/Deep_DeepSpeed/DS_startscript_deep.sh b/scripts/deep_deepspeed/DS_startscript_deep.sh
similarity index 100%
rename from scripts/Deep_DeepSpeed/DS_startscript_deep.sh
rename to scripts/deep_deepspeed/DS_startscript_deep.sh
diff --git a/scripts/Deep_DeepSpeed/README.md b/scripts/deep_deepspeed/README.md
similarity index 100%
rename from scripts/Deep_DeepSpeed/README.md
rename to scripts/deep_deepspeed/README.md
diff --git a/scripts/Deep_DeepSpeed/createEnv.sh b/scripts/deep_deepspeed/createEnv.sh
similarity index 100%
rename from scripts/Deep_DeepSpeed/createEnv.sh
rename to scripts/deep_deepspeed/createEnv.sh
diff --git a/scripts/deep_deepspeed/lamec.json b/scripts/deep_deepspeed/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1572ed4b5ac84409ff6cb91e575344301c84b95
--- /dev/null
+++ b/scripts/deep_deepspeed/lamec.json
@@ -0,0 +1 @@
+{"startscript": "DS_startscript_deep.sh"}
\ No newline at end of file
diff --git a/scripts/Deep_DeepSpeed/reqs.txt b/scripts/deep_deepspeed/reqs.txt
similarity index 100%
rename from scripts/Deep_DeepSpeed/reqs.txt
rename to scripts/deep_deepspeed/reqs.txt
diff --git a/scripts/Deep_HeAT/HeAT_startscript_deep.sh b/scripts/deep_heat/HeAT_startscript_deep.sh
similarity index 100%
rename from scripts/Deep_HeAT/HeAT_startscript_deep.sh
rename to scripts/deep_heat/HeAT_startscript_deep.sh
diff --git a/scripts/Deep_HeAT/README.md b/scripts/deep_heat/README.md
similarity index 100%
rename from scripts/Deep_HeAT/README.md
rename to scripts/deep_heat/README.md
diff --git a/scripts/Deep_HeAT/createEnv.sh b/scripts/deep_heat/createEnv.sh
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diff --git a/scripts/deep_heat/lamec.json b/scripts/deep_heat/lamec.json
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index 0000000000000000000000000000000000000000..d1bf1b27df9fd3984cd046733eeccea2901e07b3
--- /dev/null
+++ b/scripts/deep_heat/lamec.json
@@ -0,0 +1 @@
+{"startscript": "HeAT_startscript_deep.sh"}
\ No newline at end of file
diff --git a/scripts/Deep_HeAT/reqs.txt b/scripts/deep_heat/reqs.txt
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diff --git a/scripts/Deep_Horovod/README.md b/scripts/deep_horovod/README.md
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diff --git a/scripts/Deep_Horovod/createEnv.sh b/scripts/deep_horovod/createEnv.sh
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diff --git a/scripts/deep_horovod/lamec.json b/scripts/deep_horovod/lamec.json
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index 0000000000000000000000000000000000000000..4aff71d30c25f064280724e030d6fd813c4c4c5d
--- /dev/null
+++ b/scripts/deep_horovod/lamec.json
@@ -0,0 +1 @@
+{"startscript": "Hor_startscript_deep.sh"}
\ No newline at end of file
diff --git a/scripts/Deep_Horovod/pytorch_mnist.py b/scripts/deep_horovod/pytorch_mnist.py
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diff --git a/scripts/Deep_Horovod/pytorch_synthetic_benchmark.py b/scripts/deep_horovod/pytorch_synthetic_benchmark.py
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diff --git a/scripts/Deep_Horovod/reqs.txt b/scripts/deep_horovod/reqs.txt
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diff --git a/scripts/deep_tensorflow/lamec.json b/scripts/deep_tensorflow/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c582bbd9f2365d3a43ac8c11f538f5b2a79c694
--- /dev/null
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@@ -0,0 +1 @@
+{"startscript": "TF_startscript_deep.sh"}
\ No newline at end of file
diff --git a/scripts/Deep_TensorFlow/tensorflow2_synthetic_benchmark.py b/scripts/deep_tensorflow/tensorflow2_synthetic_benchmark.py
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diff --git a/scripts/Jureca_DDP/README.md b/scripts/jureca_ddp/README.md
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index 0000000000000000000000000000000000000000..a36ad5345ea21cdae8672d53fd40e52ea1cada36
--- /dev/null
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@@ -0,0 +1 @@
+{"startscript": "DDP_startscript.sh"}
\ No newline at end of file
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new file mode 100644
index 0000000000000000000000000000000000000000..b1572ed4b5ac84409ff6cb91e575344301c84b95
--- /dev/null
+++ b/scripts/jureca_deepspeed/lamec.json
@@ -0,0 +1 @@
+{"startscript": "DS_startscript_deep.sh"}
\ No newline at end of file
diff --git a/scripts/Jureca_DeepSpeed/reqs.txt b/scripts/jureca_deepspeed/reqs.txt
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new file mode 100644
index 0000000000000000000000000000000000000000..fe05ab67e3c1cffe3df4c751ceec2acfbf9c46b7
--- /dev/null
+++ b/scripts/jureca_graphcore/lamec.json
@@ -0,0 +1 @@
+{"startscript": "GC_startscript.sh"}
\ No newline at end of file
diff --git a/scripts/Jureca_HeAT/HeAT_startscript_deep.sh b/scripts/jureca_heat/HeAT_startscript_deep.sh
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rename from scripts/Jureca_HeAT/HeAT_startscript_deep.sh
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diff --git a/scripts/jureca_heat/lamec.json b/scripts/jureca_heat/lamec.json
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index 0000000000000000000000000000000000000000..d1bf1b27df9fd3984cd046733eeccea2901e07b3
--- /dev/null
+++ b/scripts/jureca_heat/lamec.json
@@ -0,0 +1 @@
+{"startscript": "HeAT_startscript_deep.sh"}
\ No newline at end of file
diff --git a/scripts/Jureca_HeAT/reqs.txt b/scripts/jureca_heat/reqs.txt
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diff --git a/scripts/jureca_horovod/lamec.json b/scripts/jureca_horovod/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..4aff71d30c25f064280724e030d6fd813c4c4c5d
--- /dev/null
+++ b/scripts/jureca_horovod/lamec.json
@@ -0,0 +1 @@
+{"startscript": "Hor_startscript_deep.sh"}
\ No newline at end of file
diff --git a/scripts/Jureca_Horovod/reqs.txt b/scripts/jureca_horovod/reqs.txt
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new file mode 100644
index 0000000000000000000000000000000000000000..a8d025c21fcf84b3dfc1fc34d94547f4aaa9e5b1
--- /dev/null
+++ b/scripts/jureca_libtorch/lamec.json
@@ -0,0 +1 @@
+{"startscript": "MNIST/LibTorch_startscript.sh"}
\ No newline at end of file
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diff --git a/scripts/Jureca_RayTune/jureca_run_ray.sh b/scripts/jureca_raytune/jureca_run_ray.sh
similarity index 100%
rename from scripts/Jureca_RayTune/jureca_run_ray.sh
rename to scripts/jureca_raytune/jureca_run_ray.sh
diff --git a/scripts/Juwels_DDP/README.md b/scripts/juwels_ddp/README.md
similarity index 100%
rename from scripts/Juwels_DDP/README.md
rename to scripts/juwels_ddp/README.md
diff --git a/scripts/Juwels_DDP/container_batch.sh b/scripts/juwels_ddp/container_batch.sh
similarity index 100%
rename from scripts/Juwels_DDP/container_batch.sh
rename to scripts/juwels_ddp/container_batch.sh
diff --git a/scripts/Juwels_DDP/container_build.sh b/scripts/juwels_ddp/container_build.sh
similarity index 100%
rename from scripts/Juwels_DDP/container_build.sh
rename to scripts/juwels_ddp/container_build.sh
diff --git a/scripts/Juwels_DDP/container_env.sh b/scripts/juwels_ddp/container_env.sh
similarity index 100%
rename from scripts/Juwels_DDP/container_env.sh
rename to scripts/juwels_ddp/container_env.sh
diff --git a/scripts/Juwels_DDP/createEnv.sh b/scripts/juwels_ddp/createEnv.sh
similarity index 100%
rename from scripts/Juwels_DDP/createEnv.sh
rename to scripts/juwels_ddp/createEnv.sh
diff --git a/scripts/Juwels_DDP/env_batch.sh b/scripts/juwels_ddp/env_batch.sh
similarity index 100%
rename from scripts/Juwels_DDP/env_batch.sh
rename to scripts/juwels_ddp/env_batch.sh
diff --git a/scripts/Juwels_DDP/env_build.sh b/scripts/juwels_ddp/env_build.sh
similarity index 100%
rename from scripts/Juwels_DDP/env_build.sh
rename to scripts/juwels_ddp/env_build.sh
diff --git a/scripts/Juwels_DDP/fixed_torch_run.py b/scripts/juwels_ddp/fixed_torch_run.py
similarity index 100%
rename from scripts/Juwels_DDP/fixed_torch_run.py
rename to scripts/juwels_ddp/fixed_torch_run.py
diff --git a/scripts/Juwels_DDP/install_pyDDP.sh b/scripts/juwels_ddp/install_pyDDP.sh
similarity index 100%
rename from scripts/Juwels_DDP/install_pyDDP.sh
rename to scripts/juwels_ddp/install_pyDDP.sh
diff --git a/scripts/juwels_ddp/lamec.json b/scripts/juwels_ddp/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..af5277f77f8cbb767eab6123b61c94a6efecc8da
--- /dev/null
+++ b/scripts/juwels_ddp/lamec.json
@@ -0,0 +1 @@
+{"startscript": "env_batch.sh"}
\ No newline at end of file
diff --git a/scripts/Juwels_DDP/reqs.txt b/scripts/juwels_ddp/reqs.txt
similarity index 100%
rename from scripts/Juwels_DDP/reqs.txt
rename to scripts/juwels_ddp/reqs.txt
diff --git a/scripts/Juwels_Turbulence/Autoencoder_Turbulence.py b/scripts/juwels_turbulence/Autoencoder_Turbulence.py
similarity index 100%
rename from scripts/Juwels_Turbulence/Autoencoder_Turbulence.py
rename to scripts/juwels_turbulence/Autoencoder_Turbulence.py
diff --git a/scripts/Juwels_Turbulence/Autoencoder_Turbulence_PINNs.py b/scripts/juwels_turbulence/Autoencoder_Turbulence_PINNs.py
similarity index 100%
rename from scripts/Juwels_Turbulence/Autoencoder_Turbulence_PINNs.py
rename to scripts/juwels_turbulence/Autoencoder_Turbulence_PINNs.py
diff --git a/scripts/Juwels_Turbulence/Autoencoder_Turbulence_horv.py b/scripts/juwels_turbulence/Autoencoder_Turbulence_horv.py
similarity index 100%
rename from scripts/Juwels_Turbulence/Autoencoder_Turbulence_horv.py
rename to scripts/juwels_turbulence/Autoencoder_Turbulence_horv.py
diff --git a/scripts/Juwels_Turbulence/Autoencoder_Turbulence_olddata.py b/scripts/juwels_turbulence/Autoencoder_Turbulence_olddata.py
similarity index 100%
rename from scripts/Juwels_Turbulence/Autoencoder_Turbulence_olddata.py
rename to scripts/juwels_turbulence/Autoencoder_Turbulence_olddata.py
diff --git a/scripts/Juwels_Turbulence/Autoencoder_Turbulence_serial.py b/scripts/juwels_turbulence/Autoencoder_Turbulence_serial.py
similarity index 100%
rename from scripts/Juwels_Turbulence/Autoencoder_Turbulence_serial.py
rename to scripts/juwels_turbulence/Autoencoder_Turbulence_serial.py
diff --git a/scripts/Juwels_Turbulence/CAE_loss_serial_vs_par.pdf b/scripts/juwels_turbulence/CAE_loss_serial_vs_par.pdf
similarity index 100%
rename from scripts/Juwels_Turbulence/CAE_loss_serial_vs_par.pdf
rename to scripts/juwels_turbulence/CAE_loss_serial_vs_par.pdf
diff --git a/scripts/Juwels_Turbulence/CAE_serial.pdf b/scripts/juwels_turbulence/CAE_serial.pdf
similarity index 100%
rename from scripts/Juwels_Turbulence/CAE_serial.pdf
rename to scripts/juwels_turbulence/CAE_serial.pdf
diff --git a/scripts/Juwels_Turbulence/startScript b/scripts/juwels_turbulence/startScript
similarity index 100%
rename from scripts/Juwels_Turbulence/startScript
rename to scripts/juwels_turbulence/startScript
diff --git a/scripts/Juwels_Turbulence/startScript_horovod b/scripts/juwels_turbulence/startScript_horovod
similarity index 100%
rename from scripts/Juwels_Turbulence/startScript_horovod
rename to scripts/juwels_turbulence/startScript_horovod
diff --git a/scripts/Juwels_Turbulence/startScript_serial b/scripts/juwels_turbulence/startScript_serial
similarity index 100%
rename from scripts/Juwels_Turbulence/startScript_serial
rename to scripts/juwels_turbulence/startScript_serial
diff --git a/scripts/LUMI_DDP/README.md b/scripts/lumi_ddp/README.md
similarity index 100%
rename from scripts/LUMI_DDP/README.md
rename to scripts/lumi_ddp/README.md
diff --git a/scripts/LUMI_DDP/container_build.sh b/scripts/lumi_ddp/container_build.sh
similarity index 100%
rename from scripts/LUMI_DDP/container_build.sh
rename to scripts/lumi_ddp/container_build.sh
diff --git a/scripts/LUMI_DDP/container_env.sh b/scripts/lumi_ddp/container_env.sh
similarity index 100%
rename from scripts/LUMI_DDP/container_env.sh
rename to scripts/lumi_ddp/container_env.sh
diff --git a/scripts/LUMI_DDP/container_startscript.sh b/scripts/lumi_ddp/container_startscript.sh
similarity index 100%
rename from scripts/LUMI_DDP/container_startscript.sh
rename to scripts/lumi_ddp/container_startscript.sh
diff --git a/scripts/LUMI_DDP/env_build.sh b/scripts/lumi_ddp/env_build.sh
similarity index 100%
rename from scripts/LUMI_DDP/env_build.sh
rename to scripts/lumi_ddp/env_build.sh
diff --git a/scripts/LUMI_DDP/env_startscript.sh b/scripts/lumi_ddp/env_startscript.sh
similarity index 100%
rename from scripts/LUMI_DDP/env_startscript.sh
rename to scripts/lumi_ddp/env_startscript.sh
diff --git a/scripts/lumi_ddp/lamec.json b/scripts/lumi_ddp/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..089c01bc43a3e6af5c55e5c8e32f3032dde7d7e9
--- /dev/null
+++ b/scripts/lumi_ddp/lamec.json
@@ -0,0 +1 @@
+{"startscript": "env_startscript.sh"}
\ No newline at end of file
diff --git a/scripts/LUMI_DDP/reqs.txt b/scripts/lumi_ddp/reqs.txt
similarity index 100%
rename from scripts/LUMI_DDP/reqs.txt
rename to scripts/lumi_ddp/reqs.txt
diff --git a/scripts/PizDa_DDP/DDP_startscript b/scripts/pizda_ddp/DDP_startscript
similarity index 100%
rename from scripts/PizDa_DDP/DDP_startscript
rename to scripts/pizda_ddp/DDP_startscript
diff --git a/scripts/PizDa_DDP/createENV.sh b/scripts/pizda_ddp/createENV.sh
similarity index 100%
rename from scripts/PizDa_DDP/createENV.sh
rename to scripts/pizda_ddp/createENV.sh
diff --git a/scripts/pizda_ddp/lamec.json b/scripts/pizda_ddp/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..5a1dbcb54efde78612dd6d946fb797bd5164b175
--- /dev/null
+++ b/scripts/pizda_ddp/lamec.json
@@ -0,0 +1 @@
+{"startscript": "DDP_startscript"}
\ No newline at end of file
diff --git a/scripts/PizDa_DDP/reqs.txt b/scripts/pizda_ddp/reqs.txt
similarity index 100%
rename from scripts/PizDa_DDP/reqs.txt
rename to scripts/pizda_ddp/reqs.txt
diff --git a/scripts/Rudens_DDP/.gitkeep b/scripts/rudens_ddp/.gitkeep
similarity index 100%
rename from scripts/Rudens_DDP/.gitkeep
rename to scripts/rudens_ddp/.gitkeep
diff --git a/scripts/Rudens_DDP/rtu_run.sh b/scripts/rudens_ddp/rtu_run.sh
similarity index 100%
rename from scripts/Rudens_DDP/rtu_run.sh
rename to scripts/rudens_ddp/rtu_run.sh
diff --git a/scripts/Rudens_DDP/rtu_run_schedule.sh b/scripts/rudens_ddp/rtu_run_schedule.sh
similarity index 100%
rename from scripts/Rudens_DDP/rtu_run_schedule.sh
rename to scripts/rudens_ddp/rtu_run_schedule.sh
diff --git a/scripts/VSC_DDP/.gitkeep b/scripts/vega_basilisk/.gitkeep
similarity index 100%
rename from scripts/VSC_DDP/.gitkeep
rename to scripts/vega_basilisk/.gitkeep
diff --git a/scripts/Vega_ Basilisk/basilisk_cfd.sh b/scripts/vega_basilisk/basilisk_cfd.sh
similarity index 100%
rename from scripts/Vega_ Basilisk/basilisk_cfd.sh
rename to scripts/vega_basilisk/basilisk_cfd.sh
diff --git a/scripts/Vega_ Basilisk/basilisk_pde.sh b/scripts/vega_basilisk/basilisk_pde.sh
similarity index 100%
rename from scripts/Vega_ Basilisk/basilisk_pde.sh
rename to scripts/vega_basilisk/basilisk_pde.sh
diff --git a/scripts/vega_basilisk/lamec.json b/scripts/vega_basilisk/lamec.json
new file mode 100644
index 0000000000000000000000000000000000000000..481c29f781f942010e3d2540505749d2e8a96f95
--- /dev/null
+++ b/scripts/vega_basilisk/lamec.json
@@ -0,0 +1 @@
+{"startscript": "baskilisk_cfd.sh"}
diff --git a/scripts/Vega_ Basilisk/.gitkeep b/scripts/vsc_ddp/.gitkeep
similarity index 100%
rename from scripts/Vega_ Basilisk/.gitkeep
rename to scripts/vsc_ddp/.gitkeep
diff --git a/scripts/VSC_DDP/dam_ex.job b/scripts/vsc_ddp/dam_ex.job
similarity index 100%
rename from scripts/VSC_DDP/dam_ex.job
rename to scripts/vsc_ddp/dam_ex.job
diff --git a/scripts/VSC_DDP/dam_tune_ex.job b/scripts/vsc_ddp/dam_tune_ex.job
similarity index 100%
rename from scripts/VSC_DDP/dam_tune_ex.job
rename to scripts/vsc_ddp/dam_tune_ex.job
diff --git a/scripts/VSC_DDP/raise_nn.def b/scripts/vsc_ddp/raise_nn.def
similarity index 100%
rename from scripts/VSC_DDP/raise_nn.def
rename to scripts/vsc_ddp/raise_nn.def
diff --git a/scripts/VSC_DDP/wice_ex.job b/scripts/vsc_ddp/wice_ex.job
similarity index 100%
rename from scripts/VSC_DDP/wice_ex.job
rename to scripts/vsc_ddp/wice_ex.job