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Cookie (informatique)
Un cookie, aussi appelé témoin de connexion ou témoin, est une petite quantité de données échangées entre un serveur HTTP et un client HTTP, et qui permet de créer une session avec état lors de la visite d'un site Web.
https://fr.wikipedia.org/wiki?curid=20446
20,446
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1
Cookie (informatique)
Inventé en 1994, le cookie est un texte constitué de paires clé-valeur échangé par le protocole de communication HTTP. Créé par un serveur HTTP, le cookie est envoyé au client HTTP pour être enregistré un temps spécifié durant lequel il est renvoyé tel quel au serveur à chaque connexion. La durée d'enregistrement peut s'étendre de quelques minutes à quelques années. Le cookie permet ainsi aux sites web d'identifier les internautes lorsqu'ils passent d'une page Web à l'autre du site, voire lorsqu'ils reviennent des années plus tard. Les cookies sont notamment utilisés pour identifier la session d'un internaute connecté à son compte informatique. La confidentialité des cookies est donc importante pour la sécurité Internet. Plus généralement, les cookies servent à lier à une visite toute information d'état, comme des préférences d'affichage ou le contenu d'un panier d'achat.
https://fr.wikipedia.org/wiki?curid=20446
20,446
4,041.839355
1
62
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2
Cookie (informatique)
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https://fr.wikipedia.org/wiki?curid=20446
20,446
4,041.839355
2
62
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3
Cookie (informatique)
Le terme "cookie" dérive du terme anglais , qui est un paquet de données qu'un programme reçoit et renvoie inchangé. En français, les "cookies" sont aussi appelés « témoin de connexion » ou « témoin ».
https://fr.wikipedia.org/wiki?curid=20446
20,446
4,041.839355
3
62
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4
Cookie (informatique)
Les cookies étaient déjà utilisés en informatique quand Lou Montulli a eu l'idée de les utiliser dans les communications web en . En ce temps, il était employé de Netscape Communications. John Giannandrea et Lou Montulli ont écrit la même année la première spécification des cookies de Netscape Navigator. La version 0.9 bêta de Mosaic Netscape, publiée le , intégrait la technologie des cookies. La première utilisation des cookies (hors expérimentation) a été faite pour déterminer si les visiteurs du site web Netscape avaient déjà visité le site auparavant. Montulli a déposé une demande de brevet pour la technologie des cookies en 1995, et le brevet US 5774670 a été accordé en 1998.
https://fr.wikipedia.org/wiki?curid=20446
20,446
4,041.839355
4
62
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5
Cookie (informatique)
Après avoir été implantés dans Netscape 0.9 beta en 1994, les cookies ont été intégrés dans Internet Explorer 2, publié en octobre 1995.
https://fr.wikipedia.org/wiki?curid=20446
20,446
4,041.839355
5
62
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6
Cookie (informatique)
L'introduction des cookies n'a pas été largement connue du grand public pour autant. En particulier, les cookies étaient acceptés par défaut dans les paramètres des navigateurs, et les utilisateurs n'étaient pas informés de leur présence. Certaines personnes étaient au courant de l'existence des cookies au début de l'année 1995, mais le grand public n'apprit leur existence qu'après la publication par le Financial Times d'un article le . La même année, les cookies reçurent beaucoup d'attention de la part des médias, à cause de possibles intrusions dans la vie privée. Le sujet des cookies fut discuté dans deux consultations du Federal Trade Commission américain en 1996 et 1997.
https://fr.wikipedia.org/wiki?curid=20446
20,446
4,041.839355
6
62
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7
Cookie (informatique)
Le développement de la spécification officielle des cookies était déjà en cours. Les premières discussions sur la spécification officielle eurent lieu en avril 1995 sur la liste de discussion "www-talk". Un groupe spécial de travail du IETF fut formé. Deux propositions alternatives pour introduire un état dans les transactions HTTP ont été proposées par Brian Behlendorf et David Kristol respectivement, mais le groupe, dirigé par Kristol lui-même, a décidé d'utiliser la spécification de Netscape comme point de départ. En février 1996, le groupe de travail a déterminé que les cookies tierce partie (third party cookies) étaient une menace considérable à la protection de la vie privée. La spécification produite par le groupe a finalement été publiée en tant que RFC 2109.
https://fr.wikipedia.org/wiki?curid=20446
20,446
4,041.839355
7
62
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8
Cookie (informatique)
À partir de fin 2014, on voit un bandeau au sujet des cookies sur de nombreux sites. Il existe plusieurs extensions de navigateur permettant le non affichage du bandeau.
https://fr.wikipedia.org/wiki?curid=20446
20,446
4,041.839355
8
62
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9
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20,446
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9
62
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10
Cookie (informatique)
De nos jours, les applications comme les paniers d'achat enregistrent plutôt la liste des articles dans une base de données sur un serveur, ce qui est préférable ; que de les enregistrer dans le cookie lui-même. Le serveur web envoie un cookie contenant un identifiant de session unique. Le navigateur web renvoie alors cet identifiant de session à chaque requête suivante et les articles du panier sont enregistrés et associés avec ce même identifiant unique de session.
https://fr.wikipedia.org/wiki?curid=20446
20,446
4,041.839355
10
62
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11
Cookie (informatique)
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https://fr.wikipedia.org/wiki?curid=20446
20,446
4,041.839355
11
62
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Wikipedia (fr) embedded with cohere.ai multilingual-22-12 encoder

We encoded Wikipedia (fr) using the cohere.ai multilingual-22-12 embedding model.

To get an overview how this dataset was created and pre-processed, have a look at Cohere/wikipedia-22-12.

Embeddings

We compute for title+" "+text the embeddings using our multilingual-22-12 embedding model, a state-of-the-art model that works for semantic search in 100 languages. If you want to learn more about this model, have a look at cohere.ai multilingual embedding model.

Further languages

We provide embeddings of Wikipedia in many different languages: ar, de, en, es, fr, hi, it, ja, ko, simple english, zh,

You can find the Wikipedia datasets without embeddings at Cohere/wikipedia-22-12.

Loading the dataset

You can either load the dataset like this:

from datasets import load_dataset
docs = load_dataset(f"Cohere/wikipedia-22-12-fr-embeddings", split="train")

Or you can also stream it without downloading it before:

from datasets import load_dataset
docs = load_dataset(f"Cohere/wikipedia-22-12-fr-embeddings", split="train", streaming=True)

for doc in docs:
    docid = doc['id']
    title = doc['title']
    text = doc['text']
    emb = doc['emb']

Search

A full search example:

#Run: pip install cohere datasets
from datasets import load_dataset
import torch
import cohere

co = cohere.Client(f"<<COHERE_API_KEY>>")  # Add your cohere API key from www.cohere.com

#Load at max 1000 documents + embeddings
max_docs = 1000
docs_stream = load_dataset(f"Cohere/wikipedia-22-12-fr-embeddings", split="train", streaming=True)

docs = []
doc_embeddings = []

for doc in docs_stream:
    docs.append(doc)
    doc_embeddings.append(doc['emb'])
    if len(docs) >= max_docs:
        break

doc_embeddings = torch.tensor(doc_embeddings)

query = 'Who founded Youtube'
response = co.embed(texts=[query], model='multilingual-22-12')
query_embedding = response.embeddings 
query_embedding = torch.tensor(query_embedding)

# Compute dot score between query embedding and document embeddings
dot_scores = torch.mm(query_embedding, doc_embeddings.transpose(0, 1))
top_k = torch.topk(dot_scores, k=3)

# Print results
print("Query:", query)
for doc_id in top_k.indices[0].tolist():
    print(docs[doc_id]['title'])
    print(docs[doc_id]['text'], "\n")

Performance

You can find performance on the MIRACL dataset (a semantic search evaluation dataset) here: miracl-en-queries-22-12#performance

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