OmmAlpha · ML Environment Check

Checks whether this server can train and run OmmAlpha ML models directly.

Overall verdict

PARTIAL ML server readiness

Python 3.6.8 Python

YES Writable ML model storage

NO Core Python ML packages

PARTIAL. Python can be launched from PHP, but one or more Python packages or storage permissions are missing. Copy the detailed results below and send them to ChatGPT.

PHP process capabilities

Capability	Status	Meaning
`exec()`	AVAILABLE	Preferred simple way for PHP to launch the trainer.
`shell_exec()`	AVAILABLE	Alternative command execution method.
`proc_open()`	AVAILABLE	Useful later for richer process/log control, but not mandatory for v1.

Disabled functions: none reported

Python environment

Item	Status	Version / result
Python executable	FOUND	`/bin/python3`
pandas	MISSING	Traceback (most recent call last): File "<string>", line 1, in <module> File "/usr/lib64/python3.6/importlib/__init__.py", line 126, in import_module return _bootstrap._gcd_import(name[level:], package, level) File "<frozen importlib._bootstrap>", line 994, in _gcd_import File "<frozen importlib._bootstrap>", line 971, in _find_and_load File "<frozen importlib._bootstrap>", line 953, in _find_and_load_unlocked ModuleNotFoundError: No module named 'pandas'
numpy	MISSING	Traceback (most recent call last): File "<string>", line 1, in <module> File "/usr/lib64/python3.6/importlib/__init__.py", line 126, in import_module return _bootstrap._gcd_import(name[level:], package, level) File "<frozen importlib._bootstrap>", line 994, in _gcd_import File "<frozen importlib._bootstrap>", line 971, in _find_and_load File "<frozen importlib._bootstrap>", line 953, in _find_and_load_unlocked ModuleNotFoundError: No module named 'numpy'
scikit-learn	MISSING	Traceback (most recent call last): File "<string>", line 1, in <module> File "/usr/lib64/python3.6/importlib/__init__.py", line 126, in import_module return _bootstrap._gcd_import(name[level:], package, level) File "<frozen importlib._bootstrap>", line 994, in _gcd_import File "<frozen importlib._bootstrap>", line 971, in _find_and_load File "<frozen importlib._bootstrap>", line 953, in _find_and_load_unlocked ModuleNotFoundError: No module named 'sklearn'
xgboost	MISSING	Traceback (most recent call last): File "<string>", line 1, in <module> File "/usr/lib64/python3.6/importlib/__init__.py", line 126, in import_module return _bootstrap._gcd_import(name[level:], package, level) File "<frozen importlib._bootstrap>", line 994, in _gcd_import File "<frozen importlib._bootstrap>", line 971, in _find_and_load File "<frozen importlib._bootstrap>", line 953, in _find_and_load_unlocked ModuleNotFoundError: No module named 'xgboost'
joblib	MISSING	Traceback (most recent call last): File "<string>", line 1, in <module> File "/usr/lib64/python3.6/importlib/__init__.py", line 126, in import_module return _bootstrap._gcd_import(name[level:], package, level) File "<frozen importlib._bootstrap>", line 994, in _gcd_import File "<frozen importlib._bootstrap>", line 971, in _find_and_load File "<frozen importlib._bootstrap>", line 953, in _find_and_load_unlocked ModuleNotFoundError: No module named 'joblib'

Model storage

Target directory: /home/unplauvd/ommalpha.online/admin/../storage/ml

WRITABLE

What to send back

Do not install anything yet. Simply copy this page's results or take a screenshot and send it to ChatGPT.

If the verdict is READY, the next build will be:

OmmAlpha Phase 2
├── automated dataset generation
├── Direct TARGET model
├── Trigger model
├── Conditional Success model
├── chronological walk-forward validation
├── probability calibration
├── model registry
├── saved model artifacts
└── daily prediction integration