From 99306aa64a14eb12b85ca488dfb883aa9c15a429 Mon Sep 17 00:00:00 2001
From: Julianne <julianne.cocq@gmail.com>
Date: Thu, 6 Mar 2025 15:28:40 +0100
Subject: [PATCH] Fin projet

---
 Readme.md         |  23 +++++++++++++++++++----
 load_factors.png  | Bin 23692 -> 34935 bytes
 num_resizes.png   | Bin 20013 -> 29739 bytes
 sizes.png         | Bin 24516 -> 31991 bytes
 tp_2_miso_dict.py |  22 ++++++++++------------
 tp_2_miso_mphf.py |   4 +---
 6 files changed, 30 insertions(+), 19 deletions(-)

diff --git a/Readme.md b/Readme.md
index 858cbc6..3a66b06 100644
--- a/Readme.md
+++ b/Readme.md
@@ -51,19 +51,34 @@ Initialiser dans la fonction `experiment_load_factor` des listes `insertion_time
 
 4. Insérer les éléments dans le dictionnaire et mesurer le temps d'insertion pour chaque élément, vérifier le nombre de réallocations mémoire (utiliser par exemple `time.time()` et `sys.getsizeof()` pour mesurer le temps et la taille du dictionnaire avant et après chaque insertion).
 
+La fonction time.time() a été remplacée par la fonction time.perf_counter() pour plus de précision.
+
 5. Pour un facteur de charge donné, stocker les résultats dans les listes `insertion_times`, `num_resizes` et `sizes`.
 
 ## Deuxième étude
 
 6. A quoi sert la fonction `experiment_longest` ?
 
+cf Script 
+
 ## Visualisation des résultats
 
 7. Créez quatre graphiques au format png ou pdf : 
 
-- Un graphique du temps d'insertion en fonction du facteur de charge (obtenu question 5)
-- Un graphique du nombre de réallocations de mémoire en fonction du facteur de charge (obtenu question 5)
-- Un graphique de la taille de mémoire occupée en fonction du nombre d'éléments (obtenu question 5)
-- Un histogramme des fréquences des temps d'insertions discrétisés (code fourni, remplacer la liste vide par la bonne entrée)
+1. - Un graphique du temps d'insertion en fonction du facteur de charge (obtenu question 5)
+2. - Un graphique du nombre de réallocations de mémoire en fonction du facteur de charge (obtenu question 5)
+3. - Un graphique de la taille de mémoire occupée en fonction du nombre d'éléments (obtenu question 5)
+4. - Un histogramme des fréquences des temps d'insertions discrétisés (code fourni, remplacer la liste vide par la bonne entrée)
 
 10. Commentez vos résultats.
+
+1: On observe que plus les facteurs de charges sont importants plus les temps d'insertions sont longs. En effet, on peut voir sur le graphique une courbe à la tendance croissante. 
+Ce phénomène peut être expliqué par les risques de collision accrus et le besoin de réallouer de la mémoire pour insérer un nouvel élément lorsque le facteur de charge est élevé. 
+
+2: On a inséré 1 000 éléments dans le dictionnaire et on observe un nombre de réallocations de mémoire différent entre les facteurs de charge. 
+Pour le facteur de charge le plus faible, 2 réallocations ont été réalisées contre 9 pour ceux allant de 0.7 à 1.0. On atteint alors un pallier où les risques de collisions sont assez faibles pour que Python n'est plus besoin de réallouer de la mémoire afin les éviter. On en déduit donc que pour les 1000 éléments, après 9 réallocations, la mémoire ne dépasse les 2/3 de la taille du dictionnaire.
+On observe également un plateau à 8 réallocations pour les facteurs 0.4, 0.5 et 0.6. On peut alors supposer que la réallocation supplémentaire pour les facteurs suivants est causé par le remplissage immédiat des 2/3 de la mémoire. En effet, Python réalise cette action lorsque le dictionnaire est remplie au 2/3 or, 2/3 = 0.66 ce qui pourrait expliquer le plateau suivant. 
+
+3: Sur le graphique représentant la taille mémoire occupée en fonction du nombre d'éléments que plus on a d'éléments dans le dictionnaire plus la taille mémoire occupée est importante. On retrouve une courbe semblable à celle correpsondante au nombre de réallocations mémoire en fonction des facteurs de charge. Ceci expliqué par le fait que selon le facteur de charge, de la mémoire est réalloué afin de permettre l'insertion d'éléments et que le facteur de charge correspond aux nombres d'éléments / taille interne de la table de hachage.
+
+4: On peut voir sur l'histogramme que le temps d'insertions dans un dictionnaire Python est rapide. En effet, malgré les coûts liés à la mémoire lors de l'insertion, ils ont été optimisés afin de rendre efficace leur utilisation.
\ No newline at end of file
diff --git a/load_factors.png b/load_factors.png
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diff --git a/tp_2_miso_dict.py b/tp_2_miso_dict.py
index df85f45..1525b79 100644
--- a/tp_2_miso_dict.py
+++ b/tp_2_miso_dict.py
@@ -79,36 +79,34 @@ def visualisation(load_factors, insertion_times, num_resizes, sizes, frequencies
 	"""
 	# Temps d'insertion en fonction du facteur de charge
 	plt.figure(figsize=(10, 6))
-	x = np.arange(len(load_factors))
-	plt.bar(x, insertion_times, color="crimson", width=0.4)
+	plt.plot(load_factors, insertion_times, marker = 'o', color="darkorange")
 	plt.xlabel("Facteurs de charge")
 	plt.ylabel("Temps d'execution")
-	plt.xticks(x, load_factors)
+	plt.xticks (load_factors)
 	plt.title("Temps d'insertion en fonction du facteur de charge")
 	plt.savefig("load_factors.png")
 	
 	# Nombre de réallocations de mémoire en fonction du facteur de charge
 	plt.figure(figsize=(10, 6))
-	x = np.arange(len(load_factors))
-	plt.bar(x, num_resizes, color="crimson", width=0.4)
+	plt.plot(load_factors, num_resizes, color="mediumvioletred", marker= 'o')
 	plt.xlabel("Facteurs de charge")
 	plt.ylabel("Nombre de réallocations")
-	plt.xticks(x, load_factors)
+	plt.xticks(load_factors)
 	plt.title("Nombre de réallocations en fonction du facteur de charge")
 	plt.savefig("num_resizes.png")
 
 	# Taille de mémoire occupée en fonction du nombre d'éléments
+	nombre_elements = [int(factor * 1000) for factor in load_factors]
 	plt.figure(figsize=(10, 6))
-	x = np.arange(len(load_factors))
-	plt.bar(x, sizes, color="crimson", width=0.4)
-	plt.xlabel("Facteurs de charge")
+	plt.plot(nombre_elements, sizes, color="darkturquoise", marker='o')
+	plt.xlabel("Nombre d'éléments")
 	plt.ylabel("Mémoire occupée")
-	plt.xticks(x, load_factors)
-	plt.title("Mémoire occupée en fonction du facteur de charge")
+	plt.xticks(nombre_elements)
+	plt.title("Mémoire occupée en fonction du nombre d'éléments")
 	plt.savefig("sizes.png")
 
 	# Deuxième étude
-	f = list(frequencies)
+	f = frequencies
 	plt.figure(figsize=(10, 6))
 	plt.bar(range(len(f)), f)
 	plt.xlabel('Temps d\'insertion (s)')
diff --git a/tp_2_miso_mphf.py b/tp_2_miso_mphf.py
index 6620250..7913185 100644
--- a/tp_2_miso_mphf.py
+++ b/tp_2_miso_mphf.py
@@ -78,8 +78,6 @@ def construction_mphf(set_kmer, n, gamma=2, nb_niveaux=3):
 		# On fusionne tous les tableaux un même tableau
 		grand_tableau.extend(tableau)
 
-	# on initialise une variable rang qui contiendra les rangs des kmers
-	rangs = []
 	# On initialise le rang maximal par 0
 	max_rang = 0
 	# On parcours tous les kmers dans set_kmer
@@ -224,5 +222,5 @@ if __name__ == '__main__':
 	print(abs(hash(kmer)))
 	h= get_hash_mphf(mphf, kmer)
 	print(h)
-	print("hello world")
+
 	print(create_hash_table(set_kmer, 10))
\ No newline at end of file
-- 
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