-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathmain.py
More file actions
625 lines (540 loc) · 22.7 KB
/
main.py
File metadata and controls
625 lines (540 loc) · 22.7 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
import sys
import os
import importlib.metadata
import importlib
import subprocess
import re
import logging
from packaging import version # type: ignore
import pkg_resources # type: ignore
logging.basicConfig(
level=logging.INFO,
format='%(asctime)s - %(levelname)s - %(message)s',
datefmt='%Y-%m-%d %H:%M:%S'
)
logger = logging.getLogger(__name__)
def check_pip_installed():
try:
result = subprocess.run(
[sys.executable, "-m", "pip", "--version"],
capture_output=True,
text=True,
check=True
)
version_match = re.search(r'pip (\d+\.\d+\.\d+)', result.stdout)
if version_match:
return True, version_match.group(1)
return True, "Version inconnue"
except (subprocess.SubprocessError, FileNotFoundError):
return False, None
def check_pip_latest_version():
try:
pip_version_info = subprocess.run(
[sys.executable, "-m", "pip", "install", "--upgrade", "pip", "--dry-run"],
capture_output=True,
text=True,
check=True
)
already_satisfied = "Requirement already satisfied" in pip_version_info.stdout
would_install = "Would install" in pip_version_info.stdout
return already_satisfied and not would_install
except subprocess.SubprocessError:
return False
def update_pip():
logger.info("🔄 Mise à jour de pip...")
try:
subprocess.check_call(
[sys.executable, "-m", "pip", "install", "--upgrade", "pip"],
stdout=subprocess.PIPE
)
return True
except subprocess.SubprocessError as e:
logger.error(f"❌ Échec de la mise à jour de pip: {e}")
return False
def is_virtualenv():
return os.getenv('VIRTUAL_ENV') is not None
def is_conda_env():
return os.getenv('CONDA_DEFAULT_ENV') is not None
def get_installed_packages():
return {pkg.metadata['Name'].lower(): pkg.metadata['Version'] for pkg in importlib.metadata.distributions()}
def get_dependent_packages(package_name):
dependent_packages = {}
for dist in pkg_resources.working_set:
for req in dist.requires():
if req.name.lower() == package_name.lower():
dependent_packages[dist.project_name] = {
'version': dist.version,
'requirement': str(req)
}
return dependent_packages
def get_package_requirements(package_name):
try:
output = subprocess.check_output(
[sys.executable, "-m", "pip", "install", package_name, "--dry-run", "--ignore-installed"],
stderr=subprocess.STDOUT,
text=True
)
return output
except subprocess.CalledProcessError as e:
logger.error(f"Erreur lors de la récupération des dépendances pour {package_name}")
logger.error(f"Message d'erreur: {e.output}")
return None
def parse_required_packages(pip_dry_run_output):
required = {}
req_pattern = r"Requirement already satisfied: ([a-zA-Z0-9_\-]+)([<>=~!].+?) in"
would_install_pattern = r"Would install (.+)"
for line in pip_dry_run_output.splitlines():
req_match = re.search(req_pattern, line)
if req_match:
name = req_match.group(1).lower()
version_req = req_match.group(2).strip()
required[name] = {'version_req': version_req, 'exact_version': None}
would_match = re.search(would_install_pattern, line)
if would_match:
packages = would_match.group(1).split()
for pkg in packages:
parts = pkg.split('-')
if len(parts) >= 2:
name = '-'.join(parts[:-1]).lower()
exact_version = parts[-1]
if name in required:
required[name]['exact_version'] = exact_version
else:
required[name] = {'version_req': f"=={exact_version}", 'exact_version': exact_version}
return required
def safe_get_dependent_packages(pkg):
try:
return get_dependent_packages(pkg)
except Exception as e:
logger.error(f"Erreur lors de la récupération des dépendants de {pkg}: {e}")
return {}
def extract_compatible_version(version_req):
try:
if '==' in version_req:
return version_req.split('==')[1]
elif '>=' in version_req:
return version_req.split('>=')[1]
elif '<=' in version_req:
return version_req.split('<=')[1]
return None
except:
return None
def meets_version_requirement(installed_ver, version_req):
try:
if '==' in version_req:
req_ver = version_req.split('==')[1]
return installed_ver == req_ver
elif '>=' in version_req:
req_ver = version_req.split('>=')[1]
return version.parse(installed_ver) >= version.parse(req_ver)
elif '<=' in version_req:
req_ver = version_req.split('<=')[1]
return version.parse(installed_ver) <= version.parse(req_ver)
return True
except:
return False
def check_version_conflicts(requirements, installed):
logger.info("\n🔍 Vérification des conflits de version :")
conflicts = {}
for pkg, req_info in requirements.items():
if pkg in installed:
installed_ver = installed[pkg]
exact_version = req_info.get('exact_version')
version_req = req_info.get('version_req', '')
if exact_version and installed_ver != exact_version:
try:
is_downgrade = version.parse(installed_ver) > version.parse(exact_version)
except:
is_downgrade = None
logger.warning(f"⚠️ Conflit : {pkg} installé en {installed_ver}, requis {exact_version}")
conflicts[pkg] = {
'installed': installed_ver,
'required': exact_version,
'is_downgrade': is_downgrade,
'dependents': safe_get_dependent_packages(pkg)
}
elif version_req and not meets_version_requirement(installed_ver, version_req):
compatible_version = extract_compatible_version(version_req)
logger.warning(f"⚠️ Conflit : {pkg} installé en {installed_ver}, mais {version_req} est requis")
if compatible_version:
logger.info(f" → Version compatible suggérée: {compatible_version}")
conflicts[pkg] = {
'installed': installed_ver,
'required': compatible_version or '?',
'version_req': version_req,
'dependents': safe_get_dependent_packages(pkg)
}
if not conflicts:
logger.info("✅ Aucun conflit détecté.")
return conflicts
def analyze_update_impact(conflicts):
logger.info("\n🔄 Analyse de l'impact des mises à jour:")
for pkg, info in conflicts.items():
action = "DOWNGRADE" if info.get('is_downgrade') else "mise à jour"
logger.info(f"\n📦 {pkg}: {info['installed']} → {info['required']} ({action})")
if info['dependents']:
logger.info(f" Les packages suivants dépendent de {pkg}:")
for dep, dep_info in info['dependents'].items():
req = dep_info['requirement']
is_compatible = is_version_compatible(req, info['required'])
status = "✅ compatible" if is_compatible else "❌ incompatible"
logger.info(f" - {dep} v{dep_info['version']} ({req}) - {status}")
else:
logger.info(f" Aucun package installé ne dépend de {pkg}")
if info.get('is_downgrade'):
logger.warning(f" ⚠️ Attention: Le downgrade de {pkg} peut causer des problèmes de compatibilité!")
def is_version_compatible(requirement, version_str):
try:
spec_match = re.search(r'([<>=~!].+)', requirement)
if not spec_match:
return True
version_spec = spec_match.group(1)
pkg_name = requirement.split(version_spec)[0].strip()
req = f"{pkg_name}{version_spec}"
return pkg_resources.require(req)[0].version == version_str
except (pkg_resources.VersionConflict, pkg_resources.DistributionNotFound):
return False
except Exception as e:
logger.error(f"Erreur lors de la vérification de compatibilité: {e}")
return False
def confirm_update(pkg, info, auto_yes=False):
if auto_yes:
logger.info(f"Auto-confirmation pour {'downgrader' if info.get('is_downgrade') else 'mettre à jour'} "
f"{pkg} de {info['installed']} vers {info['required']} (option -y active)")
return True
action = "downgrader" if info.get('is_downgrade') else "mettre à jour"
dependents = len(info['dependents'])
if info.get('is_downgrade'):
logger.warning(f"\n⚠️ ATTENTION: Vous allez downgrader {pkg} de {info['installed']} vers {info['required']}.")
logger.warning(" Cela peut causer des problèmes de compatibilité avec d'autres packages.")
if dependents > 0:
response = input(f"\n⚠️ {pkg} est utilisé par {dependents} autres packages. {action.capitalize()} quand même? (o/O/n/N): ")
else:
response = input(f"\n{action.capitalize()} {pkg} de {info['installed']} vers {info['required']}? (o/O/n/N): ")
return response.lower() == 'o' or response.upper() == 'O'
def resolve_dependency_conflict(package, version_conflict, auto_yes=False):
logger.info(f"\n🔄 Résolution automatique des conflits pour installer {package}...")
sorted_conflicts = sorted(version_conflict.items(),
key=lambda x: len(x[1]['dependents']),
reverse=False)
success = True
for pkg_name, conflict_info in sorted_conflicts:
current_version = conflict_info['installed']
required_version = conflict_info['required']
try:
is_downgrade = version.parse(current_version) > version.parse(required_version)
action = "downgrade" if is_downgrade else "upgrade"
except:
action = "mise à jour"
logger.info(f"\n📦 {action.capitalize()} nécessaire: {pkg_name} {current_version} → {required_version}")
dependent_pkgs = conflict_info['dependents']
if dependent_pkgs:
logger.warning(f"⚠️ {len(dependent_pkgs)} packages dépendent de {pkg_name}:")
for dep, dep_info in dependent_pkgs.items():
logger.info(f" - {dep} v{dep_info['version']} ({dep_info['requirement']})")
if not auto_yes:
confirm = input(f"Procéder au {action} de {pkg_name}? (o/O/n/N): ")
if confirm.lower() != 'o' and confirm.upper() != 'O':
logger.warning(f"❌ {action.capitalize()} annulé pour {pkg_name}.")
return False
try:
logger.info(f"🔄 {action.capitalize()} de {pkg_name} {current_version} → {required_version}...")
subprocess.check_call([
sys.executable, "-m", "pip", "install",
f"{pkg_name}=={required_version}", "--force-reinstall"
], stdout=subprocess.PIPE)
logger.info(f"✅ {pkg_name} {action} vers {required_version} avec succès.")
except subprocess.CalledProcessError as e:
logger.error(f"❌ Échec du {action} de {pkg_name}: {e}")
success = False
if not auto_yes:
retry = input(f"Continuer malgré l'échec du {action} de {pkg_name}? (o/O/n/N): ")
if retry.lower() != 'o' and retry.upper() != 'O':
return False
return success
def install_package_with_deps(package, auto_yes=False):
package_name = package.split('==')[0].split('>=')[0].split('<=')[0]
logger.info(f"\n📦 Vérification des dépendances pour {package}...")
installed = get_installed_packages()
dry_run_output = get_package_requirements(package)
if not dry_run_output:
logger.warning(f"⚠️ Impossible de récupérer les informations pour {package}.")
return False
logger.info("\nDétails d'installation:")
logger.info(dry_run_output)
required = parse_required_packages(dry_run_output)
if not required:
logger.warning("⚠️ Impossible d'analyser les dépendances.")
return False
conflicts = check_version_conflicts(required, installed)
if conflicts:
analyze_update_impact(conflicts)
if auto_yes:
logger.info("\nRésolution automatique des conflits de dépendances (option -y active)")
resolve = True
else:
resolve_choice = input("\nRésoudre automatiquement les conflits de dépendances? (o/O/n/N): ")
resolve = resolve_choice.lower() == 'o' or resolve_choice.upper() == 'O'
if resolve:
resolution_success = resolve_dependency_conflict(package, conflicts, auto_yes)
if not resolution_success:
logger.warning(f"⚠️ Échec de la résolution des conflits. Installation de {package} interrompue.")
return False
installed = get_installed_packages()
remaining_conflicts = check_version_conflicts(required, installed)
if remaining_conflicts:
logger.warning("⚠️ Des conflits persistent malgré la tentative de résolution.")
if not auto_yes:
force_install = input(f"Forcer l'installation de {package} malgré les conflits? (o/O/n/N): ")
if force_install.lower() != 'o' and force_install.upper() != 'O':
logger.info("Installation annulée.")
return False
else:
logger.info(f"Installation de {package} annulée.")
return False
if auto_yes:
logger.info(f"Installation automatique de {package} (option -y active)")
confirm = True
else:
install_choice = input(f"\nSouhaitez-vous installer {package}? (o/O/n/N): ")
confirm = install_choice.lower() == 'o' or install_choice.upper() == 'O'
if confirm:
try:
logger.info(f"🔄 Installation de {package}...")
subprocess.check_call([sys.executable, "-m", "pip", "install", package])
logger.info(f"✅ {package} a été installé avec succès.")
return True
except subprocess.CalledProcessError as e:
logger.error(f"❌ Erreur lors de l'installation de {package}: {e}")
error_output = str(e.output) if hasattr(e, 'output') else "Aucun détail supplémentaire"
logger.error(f"Détails de l'erreur: {error_output}")
return False
else:
logger.info("Installation annulée.")
return False
PACKAGE_TO_MODULE_MAP = {
'scikit-learn': 'sklearn',
'python-dateutil': 'dateutil',
'PyYAML': 'yaml',
'opencv-python': 'cv2',
'Pillow': 'PIL',
'email-validator': 'email_validator',
'beautifulsoup4': 'bs4',
'tensorflow': 'tensorflow',
'Flask': 'flask',
'Jinja2': 'jinja2',
'Werkzeug': 'werkzeug',
'itsdangerous': 'itsdangerous',
'MarkupSafe': 'markupsafe',
'SQLAlchemy': 'sqlalchemy',
'alembic': 'alembic',
'celery': 'celery',
'boto3': 'boto3',
'botocore': 'botocore',
's3transfer': 's3transfer',
'requests': 'requests',
'urllib3': 'urllib3',
'idna': 'idna',
'certifi': 'certifi',
'chardet': 'chardet',
'setuptools': 'setuptools',
'wheel': 'wheel',
'pip': 'pip',
'pytest': 'pytest',
'tox': 'tox',
'virtualenv': 'virtualenv',
'numpy': 'numpy',
'pandas': 'pandas',
'matplotlib': 'matplotlib',
'seaborn': 'seaborn',
'scipy': 'scipy',
'sympy': 'sympy',
'networkx': 'networkx',
'nltk': 'nltk',
'spacy': 'spacy',
'gensim': 'gensim',
'torch': 'torch',
'torchvision': 'torchvision',
'torchaudio': 'torchaudio',
'keras': 'keras',
'theano': 'theano',
'statsmodels': 'statsmodels',
'skimage': 'skimage',
'Pygments': 'pygments',
'docutils': 'docutils',
'sphinx': 'sphinx',
'twisted': 'twisted',
'django': 'django',
'djangorestframework': 'rest_framework',
'flask-restful': 'flask_restful',
'flask-login': 'flask_login',
'flask-wtf': 'flask_wtf',
'wtforms': 'wtforms',
'sqlalchemy-utils': 'sqlalchemy_utils',
'psycopg2': 'psycopg2',
'mysql-connector-python': 'mysql.connector',
'pymysql': 'pymysql',
'redis': 'redis',
'pika': 'pika',
'kombu': 'kombu',
'gevent': 'gevent',
'greenlet': 'greenlet',
'eventlet': 'eventlet',
'gunicorn': 'gunicorn',
'uvicorn': 'uvicorn',
'hypercorn': 'hypercorn',
'fastapi': 'fastapi',
'starlette': 'starlette',
'aiohttp': 'aiohttp',
'asyncio': 'asyncio',
'trio': 'trio',
'httpx': 'httpx',
'websockets': 'websockets',
'paramiko': 'paramiko',
'fabric': 'fabric',
'invoke': 'invoke',
'click': 'click',
'typer': 'typer',
'prompt_toolkit': 'prompt_toolkit',
'rich': 'rich',
'colorama': 'colorama',
'tabulate': 'tabulate',
'pygments': 'pygments',
'loguru': 'loguru',
'structlog': 'structlog',
'python-json-logger': 'pythonjsonlogger',
'pyyaml': 'yaml',
'jsonschema': 'jsonschema',
'marshmallow': 'marshmallow',
'pydantic': 'pydantic',
'cerberus': 'cerberus',
'voluptuous': 'voluptuous',
'schematics': 'schematics',
'attrs': 'attr',
'dataclasses': 'dataclasses',
'boltons': 'boltons',
'more-itertools': 'more_itertools',
'toolz': 'toolz',
'cytoolz': 'cytoolz',
'fn': 'fn',
'funcy': 'funcy',
'multipledispatch': 'multipledispatch',
'singledispatch': 'singledispatch',
'cachetools': 'cachetools',
'lru-dict': 'lru',
'diskcache': 'diskcache',
'pylru': 'pylru',
'joblib': 'joblib',
'dill': 'dill',
'cloudpickle': 'cloudpickle',
'pickle5': 'pickle5',
'zipp': 'zipp',
'importlib-metadata': 'importlib_metadata',
'importlib-resources': 'importlib_resources',
'pkg_resources': 'pkg_resources',
'setuptools_scm': 'setuptools_scm',
'wheel': 'wheel',
'build': 'build',
'twine': 'twine',
'pip-tools': 'piptools',
'poetry': 'poetry',
'flit': 'flit',
'hatch': 'hatch',
'conda': 'conda',
'mamba': 'mamba',
'nox': 'nox',
'invoke': 'invoke',
'fabric': 'fabric',
'ansible': 'ansible',
'salt': 'salt',
'chef': 'chef',
'puppet': 'puppet',
'vagrant': 'vagrant',
'docker': 'docker',
'docker-compose': 'dockercompose',
'kubernetes': 'kubernetes',
'helm': 'helm',
'terraform': 'terraform',
'packer': 'packer',
'vault': 'vault',
'consul': 'consul',
'nomad': 'nomad',
'etcd': 'etcd',
'zookeeper': 'zookeeper',
'celery': 'celery',
'rq': 'rq',
'huey': 'huey',
'dramatiq': 'dramatiq',
'kombu': 'kombu',
'pyzmq': 'zmq',
'zerorpc': 'zerorpc',
'grpcio': 'grpc',
'thrift': 'thrift',
'protobuf': 'google.protobuf',
'avro': 'avro',
'fastavro': 'fast',
'jax': 'jax'
}
def is_present(argv, auto_yes=False):
for package in argv:
package_name = package.split('==')[0].split('>=')[0].split('<=')[0]
module_name = PACKAGE_TO_MODULE_MAP.get(package_name, package_name)
try:
importlib.import_module(module_name)
logger.info(f"✅ {package} est déjà installé.")
except ImportError:
logger.warning(f"❌ {package} n'est pas installé. Vérification des dépendances...")
install_package_with_deps(package, auto_yes)
# ---------- MAIN ----------
if __name__ == "__main__":
auto_yes = '-y' in sys.argv
if auto_yes:
sys.argv.remove('-y')
logger.info("📢 Mode automatique activé : toutes les questions auront une réponse 'oui' par défaut.")
logger.info("🔍 Vérification de pip...")
pip_installed, pip_version = check_pip_installed()
if not pip_installed:
logger.error("❌ pip n'est pas installé ou n'est pas accessible.")
logger.error("Impossible de continuer sans pip. Veuillez installer pip et réessayer.")
sys.exit(1)
logger.info(f"✅ pip version {pip_version} est installé.")
if check_pip_latest_version():
logger.info(f"✅ pip est déjà à la dernière version ({pip_version}).")
else:
if auto_yes:
logger.info("Mise à jour automatique de pip (option -y active)")
update_pip_choice = 'o'
else:
update_pip_choice = input("Voulez-vous mettre à jour pip vers la dernière version? (o/O/n/N): ")
if update_pip_choice.lower() == 'o' or update_pip_choice.upper() == 'O':
if update_pip():
_, new_pip_version = check_pip_installed()
logger.info(f"✅ pip mis à jour vers la version {new_pip_version}.")
else:
logger.warning("⚠️ Poursuite du programme avec la version actuelle de pip.")
argc = len(sys.argv)
argv = sys.argv
logger.info(f"Python exécutable utilisé: {sys.executable}")
logger.info(f"Dans un environnement virtuel? {is_virtualenv()}")
logger.info(f"Dans un environnement conda? {is_conda_env()}")
if is_conda_env():
logger.info(f"Conda env: {os.getenv('CONDA_DEFAULT_ENV')}")
elif is_virtualenv():
logger.info(f"Environnement virtuel: {os.getenv('VIRTUAL_ENV')}")
else:
logger.warning("⚠️⚠️⚠️⚠️⚠️ Vous n'êtes pas dans un environnement virtuel ou conda. ⚠️⚠️⚠️⚠️")
logger.warning("⚠️⚠️⚠️⚠️⚠️ Il est recommandé d'utiliser ce script dans un environnement isolé. ⚠️⚠️⚠️⚠️")
if auto_yes:
logger.info("Continuation automatique (option -y active)")
proceed = 'o'
else:
proceed = input("Voulez-vous continuer quand même? (o/O/n/N): ")
if proceed.lower() != 'o' and proceed.upper() != 'O':
logger.info("Opération annulée.")
sys.exit(1)
if argc < 2:
logger.error("Usage: python script.py [-y] nom_du_package [nom_du_package2 ...]")
logger.error(" -y : Répondre 'oui' automatiquement à toutes les questions")
sys.exit(1)
packages_to_check = sys.argv[1:]
is_present(packages_to_check, auto_yes)