RAC application guide/fr

Note

Veuillez lire ce guide attentivement.

Dates importantes

Processus de demande	Début	Fin
* Allocation de ressources aux groupes de recherche * y compris les demandes via le processus accéléré	2026-09-23	2026-11-03 à 23h59, heure normale de l'Est
* Allocation de ressources aux plateformes et portails de recherche * y compris le dépôt des rapports sur l’avancement des projets de plateformes et portails de recherche		(aucune extension n'est possible)

Les résultats du concours seront annoncés au printemps 2027.

Nous vous recommandons de prendre connaissance des pages FAQ pour le concours d'allocation de ressources, Terminologie du concours pour l'allocation de ressources et Rapports annuels pour le concours d'allocation de ressources, qui présente la liste des demandes acceptées ainsi qu’un sommaire des ressources allouées. Si vous avez des questions, veuillez écrire à allocations@tech.alliancecan.ca.

Avant de préparer une demande

1. Nous vous suggérons fortement d’assister aux séances d'information qui se tiendront à l’automne 2026 ou d’en consulter les enregistrements; voir la page Concours pour l'allocation de ressources.
2. Si vous soumettez une demande pour la première fois ou que vous demandez une très grande quantité de ressources, nous vous recommandons fortement de demander une consultation avant le 30 octobre 2026, avant de soumettre votre demande.

3. Considérez le service d’accès rapide

   Votre projet d’allocation (RAP) par défaut et le service d’accès rapide vous permettent d’obtenir une grande quantité de ressources; ainsi, une demande d’allocation via le concours n’est peut-être pas nécessaire. Consultez les pages Politique d'ordonnancement des tâches et Allocation et ordonnancement des tâches de calcul pour savoir comment accéder aux ressources de calcul sans avoir à présenter une demande. Éviter de soumettre une demande inutile vous sauvera bien du temps et des efforts.

4. Sous-utilisation des ressources

   Votre allocation se fait sur la base de vos besoins réels et non sur votre utilisation de l'année précédente. Si votre allocation actuelle ne répond pas à vos besoins, vous pouvez demander et justifier une légère augmentation. À l'inverse, si à la date limite de présentation des demandes votre utilisation est nettement inférieure à votre allocation actuelle, vous devez expliquer les raisons de cette sous-utilisation et la nécessité de maintenir l'allocation. Bien qu'une sous-utilisation modérée n'entraîne pas automatiquement l’annulation d'une allocation, vos allocations futures pourraient être diminuées ou limitées à un accès de base, particulièrement en l'absence d’une justification valable.

5. Date limite stricte

   Planifiez à l'avance et soumettez votre demande avant la date limite : les demandes tardives ne seront pas acceptées.
6. Nous refusons les demandes présentées au nom d’un groupe de chercheuses ou chercheurs principaux qui sont du même département ou du même établissement, mais qui ne collaborent pas à un projet commun ayant des objectifs et des résultats clairs.
7. Le fait de soumettre plusieurs demandes ne donne pas plus de chances qu’une d’elles soit acceptée. Toutes les demandes sont vérifiées quant à leur admissibilité, mais seules celles qui répondent à tous les critères sont prises en considération pour une allocation. Si vous ne savez pas quel type de demande vous convient ou si vous avez des questions concernant l’admissibilité, veuillez écrire à allocations@tech.alliancecan.ca avant d’entreprendre votre démarche.

Conditions d'accès

En soumettant une demande d'allocation de ressources, vous comprenez que

1. Les ressources allouées sont fournies GRATUITEMENT.
2. Les décisions prises dans le cadre du concours relèvent de la responsabilité du Comité administratif du programme d'accès aux ressources : ces décisions sont définitives et sans appel. Vous pouvez cependant adresser vos questions et commentaires au Comité ou signaler toute possibilité d’erreur. Après analyse, le Comité s'efforcera de répondre aux questions, corriger les erreurs potentielles et prendra des mesures appropriées, le cas échéant. Cependant, les décisions finales restent à sa discrétion.
3. Les demandes sont ajustées chaque année en fonction de certains critères, notamment la note de l'examen par les pairs; le type de ressources demandées; les contraintes de capacité; la taille et l'expertise du groupe de recherche; ainsi que la preuve d'une utilisation efficace des ressources. En raison des contraintes de capacité, il n'est pas garanti qu'un projet recevra les mêmes ressources que l'année précédente.
4. Les allocations ne sont pas renouvelées automatiquement : une demande doit être soumise chaque année afin de confirmer les besoins et permettre un bon examen de l'ensemble des demandes. Si aucune demande n’est présentée pour un projet existant, l’allocation de ses ressources prend fin.
5. Seules les demandes ayant obtenu une note d’examen supérieure au seuil de réussite sont prises en compte. Cependant, une note positive ne garantit pas l’obtention de la totalité des ressources demandées.
6. La durée d’une allocation est généralement d’un an. Exceptionnellement, cette durée peut être prolongée ou réduite en raison de contraintes techniques, logistiques ou autres (par exemple, un retard dans la livraison de matériel).
7. Les allocations peuvent être renouvelées pour une durée maximale de deux ans, moyennant la soumission d’un rapport d’avancement annuel simplifié. Toutes les demandes reçues sont examinées et les allocations pour les demandes retenues sont d’abord pour une durée d’une année. Dans le cas d'une allocation pluriannuelle, la note obtenue lors de l’examen initial est conservée et utilisée lors du renouvellement pour apporter des modifications, s’il y a lieu.
8. La chercheuse principale ou le chercheur principal doit fournir toutes les informations requises et s’assurer de la qualité de la demande, qui est examinée en tenant uniquement compte des informations fournies.
9. Les ressources indiquées dans le formulaire en ligne doivent correspondre à celles spécifiées dans le document de justification technique : en cas de divergence, le formulaire en ligne aura préséance.
10. Les renseignements personnels recueillis par l’Alliance sont utilisés uniquement pour l’examen des demandes. Ils peuvent être communiqués aux responsables du partenaire régional de l’Alliance concerné, ainsi qu’aux établissements d’origine de la personne qui présente la demande.
11. L’Alliance publie les informations suivantes concernant les projets retenus : nom, établissement et département de la chercheuse principale ou du chercheur principal; titre et sommaire du projet; domaine de recherche; spécialisation, et montant alloué.
12. La contribution de l’Alliance et de ses organisations partenaires régionales doit être reconnue dans toute publication ou tout rapport portant sur des recherches qui utilisent les ressources fournies : voir Reconnaissance de l’Alliance.

Types de demandes

Le concours pour l’allocation de ressources offre aux membres du corps professoral et à leurs groupes de recherche l’accès à plus de ressources de calcul, de stockage et de ressources infonuagiques que ne le permet le service d’accès rapide.

Ces ressources sont fournies GRATUITEMENT.

| | Ressources pour les groupes de recherche | Ressources pour les plateformes et portails de recherche | | :------------------------------------------- | 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-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------Abstract

This article presents a comprehensive exploration of memory usage in Python, focusing on the underlying mechanisms of variable storage, object representation, and the Python memory manager. It delves into advanced topics such as object pooling and garbage collection, providing insights into how Python optimizes memory utilization. The article concludes with practical strategies and best practices for developing memory-efficient Python applications, supported by illustrative code examples and performance benchmarks.

Keywords: Python, Memory Management, Variable Storage, Object Representation, Garbage Collection, Object Pooling, Memory Optimization, Performance Benchmarks

Introduction

Python, renowned for its readability and ease of use, abstracts many low-level details of memory management from the developer. While this simplifies programming, an understanding of how Python handles memory is crucial for developing efficient and scalable applications, especially in data-intensive or long-running processes. This article aims to demystify Python's memory model, providing a deep dive into its internal workings and offering practical guidance for optimizing memory usage.

Python's Memory Model: An Overview

At its core, Python's memory management involves a private heap where all Python objects and data structures are stored. The Python memory manager, a sub-system within the interpreter, is responsible for allocating and deallocating memory in this private heap. Unlike languages like C++, Python does not allow direct manipulation of this private heap, ensuring memory safety and preventing common programming errors like memory leaks and buffer overflows.

Variable Storage and Object Representation

In Python, variables are not containers for data; instead, they are names (or references) that point to objects in memory. When you assign a value to a variable, Python creates an object (if it doesn't already exist) and makes the variable reference that object.

Reference Counting

Python primarily uses a technique called reference counting to manage memory. Each object in the private heap maintains a count of the number of references pointing to it. When an object's reference count drops to zero, it means no variables or other objects are referencing it, making it eligible for deallocation. The Python memory manager then reclaims the memory occupied by that object.

Consider the following example:

import sys

a = [1, 2, 3]  # An object [1, 2, 3] is created, 'a' references it. Ref count = 1.
print(f"Reference count for [1,2,3] (via a): {sys.getrefcount(a) - 1}") 

b = a          # 'b' also references the same object. Ref count = 2.
print(f"Reference count for [1,2,3] (via a,b): {sys.getrefcount(a) - 1}")

del a          # 'a' no longer references the object. Ref count = 1.
print(f"Reference count for [1,2,3] (after del a): {sys.getrefcount(b) - 1}")

del b          # 'b' no longer references the object. Ref count = 0. Object is deallocated.
# print(sys.getrefcount(a)) # This would cause a NameError as 'a' is deleted

sys.getrefcount()

sys.getrefcount() returns the reference count plus one, because the function call itself temporarily creates an additional reference to the object. Therefore, we subtract 1 from the result to get the actual reference count.

Object Overhead

Every Python object, regardless of its data type, has a certain memory overhead. This overhead includes:

• Reference count: An integer to track references.
• Type information: A pointer to the object's type (e.g., int, list, str).
• Value data: The actual data stored in the object.

For simple types like integers, this overhead can be significant. For instance, an integer 1 in Python is not just a 32-bit or 64-bit number; it's a full Python object.

import sys

# An integer object '1'
i = 1
print(f"Size of integer 1: {sys.getsizeof(i)} bytes")

# An empty list object
l = []
print(f"Size of empty list: {sys.getsizeof(l)} bytes")

# An empty tuple object
t = ()
print(f"Size of empty tuple: {sys.getsizeof(t)} bytes")

# An empty string object
s = ""
print(f"Size of empty string: {sys.getsizeof(s)} bytes")

The output typically shows that even a small integer takes more memory than expected due to object overhead. This overhead is a trade-off for Python's dynamic nature and powerful features.

Python Memory Manager and Object Pooling

To mitigate the overhead of creating and destroying small, frequently used objects, Python employs several optimization techniques, including object pooling.

Integer Object Pooling

Python pre-allocates and caches small integers (typically from -5 to 256) at startup. When you create an integer within this range, Python reuses the existing object from the pool instead of creating a new one. This saves memory and speeds up operations.

a = 10
b = 10
print(f"a is b: {a is b}") # True

c = 300
d = 300
print(f"c is d: {c is d}") # False (outside the small integer range)

This behavior highlights that is checks for identity (same object in memory), while == checks for value equality.

String Interning

Similar to integers, Python interns certain strings to optimize memory usage. String interning is a process where unique copies of frequently used strings are stored in a pool. When a new string is created, Python checks if an identical string already exists in the intern pool. If it does, Python reuses the existing string object. This is particularly effective for identifiers, keywords, and other common string literals.

s1 = "hello_world"
s2 = "hello_world"
print(f"s1 is s2: {s1 is s2}") # True (often interned)

s3 = "hello" + "_" + "world"
s4 = "hello_world"
print(f"s3 is s4: {s3 is s4}") # Can be True or False depending on how s3 is created and CPython's optimizations

# Forcing interning
s5 = sys.intern("another_string")
s6 = sys.intern("another_string")
print(f"s5 is s6: {s5 is s6}") # True

The behavior of string interning can be complex and depends on the CPython implementation. Forcing interning with sys.intern() explicitly puts a string into the interned pool.

Garbage Collection

While reference counting effectively handles most memory deallocations, it cannot resolve circular references. A circular reference occurs when two or more objects refer to each other, preventing their reference counts from ever dropping to zero, even if they are no longer accessible from the main program flow.

class Node:
    def __init__(self, value):
        self.value = value
        self.next = None

a = Node(1)
b = Node(2)
a.next = b
b.next = a

# At this point, even if 'a' and 'b' are deleted,
# the Node objects they point to will have a ref count of 1 due to the circular reference.
del a
del b

To address circular references, Python employs a generational garbage collector. This collector periodically scans for cycles among objects that are no longer referenced by the program's root (e.g., global variables or active stack frames).

Generational Garbage Collection

Python's garbage collector operates in generations, based on the hypothesis that most objects are short-lived.

1. Generation 0: Contains newly created objects. This generation is checked frequently.
2. Generation 1: Objects that survive a Generation 0 collection are promoted to Generation 1. This generation is checked less frequently.
3. Generation 2: Objects that survive a Generation 1 collection are promoted to Generation 2. This generation is checked even less frequently.

The gc module provides an interface to interact with the garbage collector.

import gc

# Disable garbage collection for demonstration
gc.disable()

class CircularRef:
    def __init__(self, name):
        self.name = name
        self.reference = None

    def __del__(self):
        print(f"Deleting {self.name}")

a = CircularRef("A")
b = CircularRef("B")
a.reference = b
b.reference = a

print("Objects created, no explicit deletion")

# Reference count won't drop to 0 for a and b objects, even if variables are deleted
del a
del b

print("Variables deleted, objects still exist due to circular reference")

# Explicitly run garbage collection
gc.collect()

print("Garbage collection run")

# Re-enable garbage collection
gc.enable()

When garbage collection is disabled, and a and b variables are deleted, the objects CircularRef("A") and CircularRef("B") persist because their reference counts remain 1 (due to mutual references). Only when gc.collect() is called are they detected as part of a cycle unreachable from roots and subsequently deallocated.

Memory Optimization Techniques

Understanding Python's memory model enables developers to write more memory-efficient code. Here are some practical strategies:

1. Use Generators for Large Datasets

Generators produce items one at a time, on demand, instead of creating all items in memory at once. This is ideal for processing large datasets or streams of data.

# Inefficient: loads all numbers into memory
def inefficient_sum(n):
    numbers = []
    for i in range(n):
        numbers.append(i)
    return sum(numbers)

# Efficient: uses a generator to produce numbers on demand
def efficient_sum(n):
    def generate_numbers(limit):
        for i in range(limit):
            yield i
    return sum(generate_numbers(n))

# Test with a large number
# sum_inefficient = inefficient_sum(10**7) # This would consume significant memory
sum_efficient = efficient_sum(10**7)
print(f"Efficient sum: {sum_efficient}")

2. Prefer Tuples over Lists for Immutable Sequences

Tuples are immutable, which allows Python to perform certain optimizations and generally results in a smaller memory footprint compared to lists for the same sequence of elements.

import sys

my_list = [1, 2, 3]
my_tuple = (1, 2, 3)

print(f"Size of list: {sys.getsizeof(my_list)} bytes")
print(f"Size of tuple: {sys.getsizeof(my_tuple)} bytes")

# For large lists/tuples, the difference in overhead becomes more apparent.
large_list = list(range(10000))
large_tuple = tuple(range(10000))

print(f"Size of large list: {sys.getsizeof(large_list)} bytes")
print(f"Size of large tuple: {sys.getsizeof(large_tuple)} bytes")

3. Use __slots__ for Custom Classes

For custom classes, __slots__ can significantly reduce memory consumption by preventing the creation of __dict__ for each instance. This is particularly beneficial for classes with many instances and a fixed set of attributes.

import sys

class PointNoSlots:
    def __init__(self, x, y):
        self.x = x
        self.y = y

class PointWithSlots:
    __slots__ = ('x', 'y')
    def __init__(self, x, y):
        self.x = x
        self.y = y

p_no_slots = PointNoSlots(1, 2)
p_with_slots = PointWithSlots(1, 2)

print(f"Size of PointNoSlots instance: {sys.getsizeof(p_no_slots)} bytes")
print(f"Size of PointWithSlots instance: {sys.getsizeof(p_with_slots)} bytes")

# Check for __dict__ presence
print(f"PointNoSlots has __dict__: {'__dict__' in dir(p_no_slots)}")
print(f"PointWithSlots has __dict__: {'__dict__' in dir(p_with_slots)}")

slots Considerations

Using __slots__ comes with trade-offs: * You cannot add new attributes to instances dynamically. * It can prevent multiple inheritance if parent and child classes define __slots__ differently. * It doesn't work if one of the parent classes does not use __slots__ and creates __dict__.

4. Optimize String Concatenation

Repeated string concatenation using + can be inefficient, especially within loops, as each operation creates a new string object. For many concatenations, str.join() is significantly more memory-efficient.

import time

num_iterations = 100000

# Inefficient string concatenation
start_time = time.time()
s_plus = ""
for i in range(num_iterations):
    s_plus += str(i)
end_time = time.time()
print(f"Time for '+' concatenation: {end_time - start_time:.4f} seconds")
# print(f"Size of s_plus: {sys.getsizeof(s_plus)} bytes") # May be large

# Efficient string concatenation with join
start_time = time.time()
parts = []
for i in range(num_iterations):
    parts.append(str(i))
s_join = "".join(parts)
end_time = time.time()
print(f"Time for 'join' concatenation: {end_time - start_time:.4f} seconds")
# print(f"Size of s_join: {sys.getsizeof(s_join)} bytes") # Similar size, but much faster

5. Use Specialized Data Structures

Python's standard library offers specialized data structures that are often more memory-efficient than generic lists or dictionaries for specific use cases.

• array.array: For storing sequences of basic numeric types (e.g., integers, floats) more compactly than a list.
• collections.deque: For efficient appending and popping from both ends of a sequence, which can be more memory-efficient than a list for such operations.
• numpy arrays: For numerical computations with large arrays, NumPy arrays are significantly more memory-efficient and faster due to their C-based implementation and contiguous memory storage.

import sys
import array
import numpy as np

# Python list of integers
py_list = list(range(10000))
print(f"Size of Python list: {sys.getsizeof(py_list)} bytes")

# array.array of integers
arr_array = array.array('i', range(10000)) # 'i' for signed int
print(f"Size of array.array: {sys.getsizeof(arr_array)} bytes")

# NumPy array of integers
np_array = np.arange(10000, dtype=np.int32)
print(f"Size of NumPy array: {sys.getsizeof(np_array)} bytes")

Conclusion

Effective memory management in Python, while often hidden, is a critical aspect of writing performant and scalable applications. By understanding Python's core memory model, including reference counting, object overhead, object pooling, and generational garbage collection, developers can make informed decisions to optimize memory usage. Employing strategies like using generators, tuples, __slots__, efficient string concatenation, and specialized data structures can lead to significant improvements in both memory footprint and execution speed. Embracing these best practices ensures that Python applications can handle demanding workloads with grace and efficiency.

References

• CPython source code
• Python sys module documentation
• Python gc module documentation
• Real Python: Python Memory Management
• GeeksforGeeks: Python Memory Management