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The goal is to match an \"identifier\" to each character group, simplifying the AI's training process (using neural networks). This phase effectively breaks down our text into small semantic entities.","marks":[],"data":{}}]},{"nodeType":"heading-4","data":{},"content":[{"nodeType":"text","value":"Embedding","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Once our text is converted into tokens, an algorithm (a neural network called an \"","marks":[],"data":{}},{"nodeType":"text","value":"Embedder","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":"\") is used to transform them into vectors of numbers. ","marks":[],"data":{}},{"nodeType":"text","value":"Embedding","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" (or semantic vectorization) creates a vector representation of a word. 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This vector, a series of numbers, represents a position in a high-dimensional space.","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"A latent space is a concept frequently used in ","marks":[],"data":{}},{"nodeType":"hyperlink","data":{"uri":"https://www.betomorrow.com/en/ai-agency"},"content":[{"nodeType":"text","value":"artificial intelligence","marks":[],"data":{}}]},{"nodeType":"text","value":" and mathematics. Imagine it as a ","marks":[],"data":{}},{"nodeType":"text","value":"space","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" where ","marks":[],"data":{}},{"nodeType":"text","value":"points can be positioned","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":". Its defining feature is that it’s built as a ","marks":[],"data":{}},{"nodeType":"text","value":"simplified representation","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" of another, much more complex space.","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"To use an analogy, think of this space as a ","marks":[],"data":{}},{"nodeType":"text","value":"map","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":". A map is a ","marks":[],"data":{}},{"nodeType":"text","value":"two-dimensional representation","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" of a ","marks":[],"data":{}},{"nodeType":"text","value":"three-dimensional world","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":": simplified yet rich enough to navigate effectively.","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Similarly, the latent space we construct (for semantics) is a simplified representation of the ","marks":[],"data":{}},{"nodeType":"text","value":"complexity of language","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":". This multidimensional map allows AI to assign ","marks":[],"data":{}},{"nodeType":"text","value":"meaning to words ","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":"and create combinations. This method of representing knowledge enables the machine to ","marks":[],"data":{}},{"nodeType":"text","value":"grasp nuances and complex relationships","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" that would otherwise be challenging to model (such as with a simple list of words or definitions).","marks":[],"data":{}}]},{"nodeType":"embedded-entry-block","data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"BKv7xmqBkCnDys30Eo97A","type":"Entry","createdAt":"2024-09-30T09:18:36.485Z","updatedAt":"2024-09-30T09:18:36.485Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"5HUBTNUFS28OtEvU99CP2H","type":"Asset","createdAt":"2024-09-30T09:18:11.304Z","updatedAt":"2024-09-30T09:18:11.304Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":8,"revision":1,"locale":"en"},"fields":{"title":"Latent space, like a geographical map, simplifies the complexity of language to enable AI to navigate between words and their meanings.","description":"Latent space, like a geographical map, simplifies the complexity of language to enable AI to navigate between words and their meanings.","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/5HUBTNUFS28OtEvU99CP2H/00d9315aad23b86868ccba479e81d8cc/IA_Ge_ne_rative_-_Monde_complexe_et_espace_latent_.png","details":{"size":809855,"image":{"width":1468,"height":746}},"fileName":"IA Générative - Monde complexe et espace latent .png","contentType":"image/png"}}},"caption":"Latent space, like a geographical map, simplifies the complexity of language to enable AI to navigate between words and their meanings.","fullWidthMode":true}}},"content":[]},{"nodeType":"heading-4","data":{},"content":[{"nodeType":"text","value":"Embedding and its dimensions","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Each dimension (each number in the vector) represents a concept. 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Now, we generate ","marks":[],"data":{}},{"nodeType":"text","value":"embeddings","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" for the words \"cat,\" \"kitten,\" \"lion,\" and \"cub\" within these two dimensions and plot them on a graph.","marks":[],"data":{}}]},{"nodeType":"embedded-entry-block","data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"WpHYXZq7i9o8bFtppS9ux","type":"Entry","createdAt":"2024-09-30T09:29:36.340Z","updatedAt":"2024-09-30T09:29:36.340Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"2FLSEoUkX2jFEW3yEtzEJL","type":"Asset","createdAt":"2024-09-30T09:29:10.386Z","updatedAt":"2024-09-30T09:29:10.386Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":10,"revision":1,"locale":"en"},"fields":{"title":"Generative AI - Embedding and its dimensions","description":"In this two-dimensional semantic space, \"age\" and \"size\" reveal the links between words: Kitten is to Cat what Cub is to Lion.","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/2FLSEoUkX2jFEW3yEtzEJL/a5f1df88a5e7e6982e6605959613d677/IA_Ge_ne_rative_-_L_embedding_et_ses_dimensions.png","details":{"size":74776,"image":{"width":1468,"height":864}},"fileName":"IA Générative - L’embedding et ses dimensions.png","contentType":"image/png"}}},"caption":"In this two-dimensional semantic space, \"age\" and \"size\" reveal the links between words: Kitten is to Cat what Cub is to Lion.","fullWidthMode":true}}},"content":[]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"You’ll notice the ","marks":[],"data":{}},{"nodeType":"text","value":"semantic relationships","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" they share:","marks":[],"data":{}}]},{"nodeType":"unordered-list","data":{},"content":[{"nodeType":"list-item","data":{},"content":[{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Age dimension ","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":": Kitten is to Cat what Cub is to Lion","marks":[],"data":{}}]}]},{"nodeType":"list-item","data":{},"content":[{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Size dimension ","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":": Cat is to Lion what Kitten is to Cub","marks":[],"data":{}}]}]}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"In other words, each dimension of our vector represents a concept that establishes relationships between vectors, and consequently, between texts. This leads to another critical notion: ","marks":[],"data":{}},{"nodeType":"text","value":"the proximity between vectors translates to a semantic closeness","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" between texts. If we added \"lioness\" to the space, its ","marks":[],"data":{}},{"nodeType":"text","value":"embedding","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" would be very close to \"lion.\"","marks":[],"data":{}}]},{"nodeType":"embedded-entry-block","data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"6NQBWrPfyrHnBBPmgf5FQw","type":"Entry","createdAt":"2024-09-30T09:32:21.840Z","updatedAt":"2024-09-30T09:32:21.840Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"4xjfLlY7r9PEhBQrWIQH75","type":"Asset","createdAt":"2024-09-30T09:32:09.090Z","updatedAt":"2024-09-30T09:32:09.090Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":7,"revision":1,"locale":"en"},"fields":{"title":"Proximity between vectors in the semantic space reveals meaning links between words, such as the similarity between “lion” and “lioness”.","description":"Proximity between vectors in the semantic space reveals meaning links between words, such as the similarity between “lion” and “lioness”.","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/4xjfLlY7r9PEhBQrWIQH75/148a8bb63513a1161cdf3be9331858dd/IA_Ge_ne_rative_-_proximite__se_mantique.png","details":{"size":77761,"image":{"width":1468,"height":890}},"fileName":"IA Générative - proximité sémantique.png","contentType":"image/png"}}},"caption":"Proximity between vectors in the semantic space reveals meaning links between words, such as the similarity between “lion” and “lioness”.","fullWidthMode":true}}},"content":[]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"In semantic space, two closely related embeddings share very similar values across their dimensions (logically). This is where we utilize mathematical tools associated with vectors. How do we know that \"lion\" is close to \"lioness\"? By simply calculating the ","marks":[],"data":{}},{"nodeType":"text","value":"distance between the two vectors","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":". Several methods exist (","marks":[],"data":{}},{"nodeType":"hyperlink","data":{"uri":"https://en.wikipedia.org/wiki/Euclidean_distance"},"content":[{"nodeType":"text","value":"Euclidean distance","marks":[],"data":{}}]},{"nodeType":"text","value":", ","marks":[],"data":{}},{"nodeType":"hyperlink","data":{"uri":"https://en.wikipedia.org/wiki/Cosine_similarity"},"content":[{"nodeType":"text","value":"Cosine similarity","marks":[],"data":{}}]},{"nodeType":"text","value":", ","marks":[],"data":{}},{"nodeType":"hyperlink","data":{"uri":"https://en.wikipedia.org/wiki/Taxicab_geometry"},"content":[{"nodeType":"text","value":"Manhattan geometry","marks":[],"data":{}}]},{"nodeType":"text","value":", etc.), all yielding a similar result: a ","marks":[],"data":{}},{"nodeType":"text","value":"number","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" indicating ","marks":[],"data":{}},{"nodeType":"text","value":"how close","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" the two vectors are (e.g., 0.001 means they are close, 0.895 means they are far apart). If we had ","marks":[],"data":{}},{"nodeType":"text","value":"added the dimension","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" of gender, it would introduce ","marks":[],"data":{}},{"nodeType":"text","value":"a new distinguishing factor","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":", affecting the distance function.","marks":[],"data":{}}]},{"nodeType":"embedded-entry-block","data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"5dM9kLQT4ShYQWT5cKbkj9","type":"Entry","createdAt":"2024-09-30T09:36:53.061Z","updatedAt":"2024-09-30T09:36:53.061Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":7,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"25228TDkEUeWWRu3b6Q3nb","type":"Asset","createdAt":"2024-09-30T09:36:34.808Z","updatedAt":"2024-09-30T09:36:34.808Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":9,"revision":1,"locale":"en"},"fields":{"title":"Mathematical tools such as Euclidean distance and cosine similarity measure how close vectors, such as \"lion\" and \"lioness\", are.","description":"Mathematical tools such as Euclidean distance and cosine similarity measure how close vectors, such as \"lion\" and \"lioness\", are.","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/25228TDkEUeWWRu3b6Q3nb/c41fa3350a18f2a9d0a757248912a7ab/IA_Ge_ne_rative_-_distance_se_mantique.png","details":{"size":129374,"image":{"width":1468,"height":948}},"fileName":"IA Générative - distance sémantique.png","contentType":"image/png"}}},"caption":"Mathematical tools such as Euclidean distance and cosine similarity measure how close vectors, such as \"lion\" and \"lioness\", are.","fullWidthMode":true}}},"content":[]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"This process underlies ","marks":[],"data":{}},{"nodeType":"text","value":"Embedders","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" and their ability to move a set of characters through a multidimensional space, called \"","marks":[],"data":{}},{"nodeType":"text","value":"latent space","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":"\". These spaces don't just have two or three dimensions but often thousands! One of the most commonly used today, ","marks":[],"data":{}},{"nodeType":"text","value":"OpenAI’s","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" ","marks":[],"data":{}},{"nodeType":"text","value":"text-embedding-large-3","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":", operates in ","marks":[],"data":{}},{"nodeType":"text","value":"3,072 dimensions","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":". These are the necessary dimensions to capture the full semantic complexity of natural language. ","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Embedders","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" can create embeddings for any text, regardless of length, as long as it fits within its maximum capacity: syllables, words, sentences, paragraphs, and so on. OpenAI’s ","marks":[],"data":{}},{"nodeType":"text","value":"text-embedding-large-3","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" can handle up to ","marks":[],"data":{}},{"nodeType":"text","value":"8,191 tokens","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" as input (a size determined by technical reasons), allowing it to abstract a vast amount of information. Naturally, the more tokens passed through the latent space, the more diffuse the resulting vector’s information. Therefore, the text length must be carefully considered for embedding based on the problem at hand.","marks":[],"data":{}}]},{"nodeType":"heading-2","data":{},"content":[{"nodeType":"text","value":"How does an algorithm create an embedding?","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Text embedding is not a new challenge. One of the most famous algorithms, ","marks":[],"data":{}},{"nodeType":"text","value":"Word2Vec","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":", emerged in 2013 from Google’s research teams. Though it evolved over time, it’s seldom used today. Originally, it operated without neural networks and was quickly outpaced by new structures (","marks":[],"data":{}},{"nodeType":"hyperlink","data":{"uri":"https://en.wikipedia.org/wiki/BERT_(language_model)"},"content":[{"nodeType":"text","value":"BERT","marks":[],"data":{}}]},{"nodeType":"text","value":", ","marks":[],"data":{}},{"nodeType":"hyperlink","data":{"uri":"https://en.wikipedia.org/wiki/ELMo"},"content":[{"nodeType":"text","value":"ELMo","marks":[],"data":{}}]},{"nodeType":"text","value":"), thanks to a 2017 innovation from Google: the ","marks":[],"data":{}},{"nodeType":"text","value":"Transformers","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":".","marks":[],"data":{}}]},{"nodeType":"heading-3","data":{},"content":[{"nodeType":"text","value":"Structure of Transformers","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"“","marks":[],"data":{}},{"nodeType":"text","value":"Attention is all you need","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":"” is the title of a 2017 research paper from Google that introduced the ","marks":[],"data":{}},{"nodeType":"text","value":"Transformer","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" architecture, showcasing a new approach to embedding. It proposed no longer treating each word independently but instead as ","marks":[],"data":{}},{"nodeType":"text","value":"part of a whole","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":", such as a ","marks":[],"data":{}},{"nodeType":"text","value":"sentence","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":". The reasoning is simple: ","marks":[],"data":{}},{"nodeType":"text","value":"context","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" is ","marks":[],"data":{}},{"nodeType":"text","value":"crucial","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" for understanding a sentence’s ","marks":[],"data":{}},{"nodeType":"text","value":"meaning","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":". Each word (token) must be related to all others in the sentence to fully grasp its meaning.","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"The process works as follows:","marks":[],"data":{}}]},{"nodeType":"unordered-list","data":{},"content":[{"nodeType":"list-item","data":{},"content":[{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"The text is broken into tokens","marks":[],"data":{}}]}]},{"nodeType":"list-item","data":{},"content":[{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"The tokens are transformed into semantic vectors (embeddings)","marks":[],"data":{}}]}]},{"nodeType":"list-item","data":{},"content":[{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"The tokens are enriched with the context of surrounding tokens (","marks":[],"data":{}},{"nodeType":"text","value":"attention layers","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":")","marks":[],"data":{}}]}]}]},{"nodeType":"embedded-entry-block","data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"3AsulC1nWtwT5vu6Az5itP","type":"Entry","createdAt":"2024-09-30T09:40:29.638Z","updatedAt":"2024-09-30T09:40:29.638Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"6lSdN9v8qHLRjpDDwJ5SEb","type":"Asset","createdAt":"2024-09-30T09:40:21.095Z","updatedAt":"2024-09-30T09:40:21.095Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":7,"revision":1,"locale":"en"},"fields":{"title":"By taking into account all the tokens in a sentence, Transformers model a contextual understanding of language.","description":"By taking into account all the tokens in a sentence, Transformers model a contextual understanding of language.","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/6lSdN9v8qHLRjpDDwJ5SEb/aaf3c10f4ac359193501a0d7ccbd5472/IA_Ge_ne_rative_-_Compre_hension_se_mantique_et_tokens.png","details":{"size":115736,"image":{"width":1468,"height":682}},"fileName":"IA Générative - Compréhension sémantique et tokens.png","contentType":"image/png"}}},"caption":"By taking into account all the tokens in a sentence, Transformers model a contextual understanding of language.","fullWidthMode":true}}},"content":[]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Transformers use a similar mechanism to neural networks, building abstractions through a ","marks":[],"data":{}},{"nodeType":"text","value":"stack of layers","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":". Each attention layer modifies the semantic vectors. The goal is to ","marks":[],"data":{}},{"nodeType":"text","value":"move each embedding","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" in ","marks":[],"data":{}},{"nodeType":"text","value":"latent space","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" to ensure it carries both the information of its token and its surrounding context.","marks":[],"data":{}}]},{"nodeType":"embedded-entry-block","data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"7hYhhJggYxBWvFyrhotVhq","type":"Entry","createdAt":"2024-09-30T09:42:30.669Z","updatedAt":"2024-09-30T09:42:30.669Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":3,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"5IhzNaJSSasyc9iwDKfeES","type":"Asset","createdAt":"2024-09-30T09:42:25.584Z","updatedAt":"2024-09-30T09:42:25.584Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":7,"revision":1,"locale":"en"},"fields":{"title":"The word “lit” evolves in the latent space according to its relationship with the other words in the sentence.","description":"The word “lit” evolves in the latent space according to its relationship with the other words in the sentence.","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/5IhzNaJSSasyc9iwDKfeES/24e2f177e7c439f97aecde9d7007e359/IA_Ge_ne_rative_-_Compre_hension_de_la_se_mantique_et_espace_latent.png","details":{"size":81389,"image":{"width":1468,"height":194}},"fileName":"IA Générative - Compréhension de la sémantique et espace latent.png","contentType":"image/png"}}},"caption":"The word “lit” evolves in the latent space according to its relationship with the other words in the sentence.","fullWidthMode":true}}},"content":[]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"As illustrated, if we want to position the word \"lit\" in latent space, it gradually gains meaning based on the other words in the sentence. 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A more refined method has since been developed and is now the standard: the ","marks":[],"data":{}},{"nodeType":"text","value":"CLS Token","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":". “","marks":[],"data":{}},{"nodeType":"text","value":"CLS","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":"” stands for \"","marks":[],"data":{}},{"nodeType":"text","value":"classification","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":",\" as this token helps the model classify the meaning of the text. The idea builds on the very process of neural network training. The ","marks":[],"data":{}},{"nodeType":"text","value":"CLS Token","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" is treated as a neutral word (with an empty or random embedding vector) added to the end of the text. 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","marks":[],"data":{}},{"nodeType":"hyperlink","data":{"uri":"https://www.linkedin.com/in/agatheacchiardo/"},"content":[{"nodeType":"text","value":"Agathe ACCHIARDO","marks":[{"type":"underline"}],"data":{}}]},{"nodeType":"text","value":", founder of ","marks":[],"data":{}},{"nodeType":"hyperlink","data":{"uri":"https://thinknext.uk/"},"content":[{"nodeType":"text","value":"Think Next","marks":[{"type":"underline"}],"data":{}}]},{"nodeType":"text","value":" (a consulting firm specializing in foresight and innovation in healthcare), emphasizes the importance of AI in healthcare as a \"co-navigator\" that helps patients interpret their medical data. ","marks":[],"data":{}}]},{"nodeType":"blockquote","data":{},"content":[{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"“","marks":[],"data":{}},{"nodeType":"text","value":"AI must go beyond merely reminding patients to take their medications. 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We can also advise you on optimizing your current architecture so that it is perfectly adapted to your needs.\n","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"document"},"faqTitle":"Cloud native consulting ","faq":[{"sys":{"type":"Link","linkType":"Entry","id":"XTp4HOQ5jRuTmwDmAQzDe"}},{"sys":{"type":"Link","linkType":"Entry","id":"4GfXxa5WkGHHiySUPvmWK5"}},{"sys":{"type":"Link","linkType":"Entry","id":"4WBL8yiZjRSbdO52OqoMjL"}}],"highlightedArticle":{"fields":{"authors":["$1d0b"],"content":{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"The main services used in our backends","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"At BeTomorrow, we usually work at the PaaS level. All our backends are different but they often share a common base that uses different AWS services. Of course, we don't use them all, AWS has more than 500 services. Let's look at this in more detail and especially what AWS brings us compared to simple IaaS.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"3b8hEMWDAaKPhp3Dl8J8UU","type":"Entry","createdAt":"2023-02-21T11:07:33.811Z","updatedAt":"2023-02-21T11:07:33.811Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"2I6gIQkbXcRvKnpixDRghB","type":"Asset","createdAt":"2023-02-21T11:06:57.181Z","updatedAt":"2024-01-09T10:07:35.418Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":13,"revision":2,"locale":"en"},"fields":{"title":"Standard backend architecture","description":"Standard backend architecture","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/2I6gIQkbXcRvKnpixDRghB/945956bcaa5e39366e41e8214f32b860/0.jpg","details":{"size":155569,"image":{"width":2000,"height":1756}},"fileName":"0.jpg","contentType":"image/jpeg"}}},"caption":"Standard architecture","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"ELB (Elastic Load Balancer)","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"When the mobile application makes a network request, it arrives at the load balancer (Load Balancer). This component will receive the requests and redirect them to our backends. Thanks to this component, we don't have to increase the machine's power, we can simply add or remove backend instances as needed depending on the number of requests. In addition, it also manages the encryption of requests. We no longer need to configure and renew certificates for HTTPS. This component is highly available and fully managed by AWS.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"ECS (Elastic Container Service)","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"We've already talked about it a bit, It's the CaaS system. It allows us to deploy our backends directly in the form of a Docker image. We just have to tell it where the image we want to deploy is located and it does the rest. Coupled with the Load Balancer, it also offers \"Rolling Update\". That is, when we are going to deploy a new version, the system will start the new backends in parallel with the old ones, wait for them to be operational, then redirect traffic to these new instances before removing the old ones. We can therefore deploy our backends without interruption of service without having to do anything on our part.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"S3 (Simple Storage Service)","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"S3 is the object storage service. When we upload a photo, an avatar for example, it is stored here. Apart from human error, it is almost impossible to lose an object that is on S3. To understand how AWS achieves this feat, we must look at how AWS has set up its infrastructure.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"3aaaTSSsqSAZ5M6PkIl8TX","type":"Entry","createdAt":"2023-02-21T11:10:07.867Z","updatedAt":"2023-02-21T11:10:07.867Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":6,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"7yKpF5kl0nmbAtdeRcoysO","type":"Asset","createdAt":"2023-02-21T11:09:33.969Z","updatedAt":"2024-01-09T11:24:07.913Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":10,"revision":2,"locale":"en"},"fields":{"title":"S3 AWS Map","description":"S3 AWS Map","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/7yKpF5kl0nmbAtdeRcoysO/de46470b08b957914e8bdc131cce77a2/1.jpg","details":{"size":56148,"image":{"width":1440,"height":714}},"fileName":"1.jpg","contentType":"image/jpeg"}}},"caption":"AWS S3 infrastructures","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"AWS has set up a certain hierarchy:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"Region: At the first level are the Regions. These are extended geographical areas that are found in several countries. For example, in France there is the Paris region, in England there is the Ireland and London region","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"Availability Zone: In each region we find Availability Zones, AZs. There are usually 3 per Region. They can be seen as subdivisions spaced at least 100 km apart from each other.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"DataCenter: Finally, in each AZ we find several DataCenters spaced several tens of meters apart. They are like houses in the subdivisions, in which we will find the servers.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"}],"nodeType":"unordered-list"},{"data":{},"content":[{"data":{},"marks":[],"value":"It's far from OVH DataCenter that look a lot like a set of recycled shipping containers stacked on top of each other.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"3dUnmV9w6UQaq1IEkXvKdP","type":"Entry","createdAt":"2023-02-21T11:12:41.767Z","updatedAt":"2023-02-21T11:12:41.767Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":8,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"3ynGZMl5QjF3fu5WEQ9Zws","type":"Asset","createdAt":"2023-02-21T11:11:49.075Z","updatedAt":"2024-01-09T13:33:28.895Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":11,"revision":2,"locale":"en"},"fields":{"title":"OVH data center","description":"OVH data center","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/3ynGZMl5QjF3fu5WEQ9Zws/2642ac06ed91bfee6fd79bea465c0978/2.jpg","details":{"size":299646,"image":{"width":2000,"height":1125}},"fileName":"2.jpg","contentType":"image/jpeg"}}},"caption":"Strasbourg OVH data center","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"When a file is placed on the S3 service, it will go to a DataCenter located in an AZ of the region that we have chosen. Initially, AWS will create 2 copies in the same AZ and then send a copy to another AZ in the region, which in turn will be copied 2 times. We therefore have 6 copies spread over 2 AZs in the region.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Aurora MySQL","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"Aurora MySQL is a database created by AWS and compatible with the still very popular MySQL database. With this service, we therefore benefit from a MySQL-compatible database that performs even better when we have many requests at the same time and deploys with a single click.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"In the minimum offer from AWS, this database will be deployed in a single data center in one of the availability zones of the chosen region. However, each time there is a change in the database, it will save this information on S3 which will copy it to another AZ. We can therefore quickly restart a new up-to-date database in another AZ in case of failure of the first one without any additional cost. Of course, we can go further by having several databases running in parallel and letting Aurora manage to switch to a copy in case of a cut in the main one without even interrupting the service.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"CloudWatch","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"To help us better understand what's happening in the code when we encounter a bug, we need to log different events. For example, that we have passed through this function or that here the service has responded that it could not find the file, etc. But above all, we log all the information we can when an error occurs. As a result, when our backends are running on multiple servers, we need to retrieve these logs from all servers and merge them to have a temporal reading. CloudWatch centralizes all these logs for us and offers us this unified view where we can go back in time to better understand what happened. It's also here that we'll be able to find a lot of measures on the overall health of our platform.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"CloudFront (Content Delivery Network)","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"When we are on the internet, our requests pass through what is called the \"public internet.\" The problem is that potentially this network is overloaded or has work that forces us to make detours and increases the response time. It's a bit like the national roads in France.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"In parallel to this network, providers deploy their own network that they master and dimension perfectly. We can see these networks as highways. To go faster, it is better to find the nearest toll to enter these highways. CloudFront is a bit like the toll of AWS highways. It allows us to enter the AWS network through the nearest door based on our geographic location.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"In addition to that, CloudFront can also keep a copy of the response locally at this door. So if another user uses this door again, the request won't even go to our servers and will be returned directly.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"4k8X5SCs0NOXuVZGCON4uX","type":"Entry","createdAt":"2023-02-21T11:16:07.080Z","updatedAt":"2023-02-21T11:16:35.772Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":5,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"79bpJc1a26ZSMx0G9iEIJA","type":"Asset","createdAt":"2023-02-21T11:14:22.267Z","updatedAt":"2024-01-09T14:00:13.517Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":15,"revision":3,"locale":"en"},"fields":{"title":"Map of french highways","description":"Map of french highways","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/79bpJc1a26ZSMx0G9iEIJA/fa14cc6f8c061e0496f80953f0991a52/3.jpg","details":{"size":57850,"image":{"width":580,"height":580}},"fileName":"3.jpg","contentType":"image/jpeg"}}},"caption":"French Highways","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"This allows us to have a website that loads very quickly from anywhere in the world.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Most of the services listed above also exist at OVH for example, in more or less finished versions. But projects often lead us to use other services depending on needs such as CloudSearch for indexing, SQS for queue management, Lambda for processing in response to events and many others that do not have their counterpart at OVH for the moment.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"And what about Serverless in this?","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"Literally, Serverless means that we don't have to worry about the machine that runs a service. In this way, the different services listed above are all Serverless or also exist in Serverless version. At best, we have given an idea of the necessary capacity to make our backend work but nothing more. Behind, it is the provider who will share its different machines and deploy our backend where there is still enough space.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Today, people generally confuse FaaS and Serverless. In theory, it's magical, it allows payment only when there are requests to save infrastructure costs, and the load supported adapts automatically with the number of requests. In practice, it's not that simple and it brings a whole bunch of complications that we will see in another article.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Conclusion","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"We see here that the cloud allows us to go much further than simple hosting and to save both time during the implementation but also during operation while having a more reliable and more secure. But what is the impact on the cost of hosting? This is what I suggest you see in a dedicated article to come.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"document"},"cover":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"57rDQId2X4iPuHp80mTUB1","type":"Asset","createdAt":"2023-02-21T11:02:01.493Z","updatedAt":"2023-12-15T09:40:22.038Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":12,"revision":3,"locale":"en"},"fields":{"title":"Hosting 3 article cover","description":"Illustration article hébergement 3","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/57rDQId2X4iPuHp80mTUB1/13d7c86f9c1d4f07842fd48e6d2d5ed1/Article-07-EN.png","details":{"size":859930,"image":{"width":1332,"height":800}},"fileName":"Article-07-EN.png","contentType":"image/png"}}},"date":"2023-02-20T00:00+01:00","slug":"hosting-part-3-what-the-cloud-does-for-us","tags":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"6XPcWYbcS3kttm2LvyiBeS","type":"Entry","createdAt":"2023-02-20T16:55:05.781Z","updatedAt":"2024-02-27T14:53:13.830Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":6,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"tag"}},"locale":"en"},"fields":{"name":"Back","category":"$2374"}}],"title":"Hosting - Part 3 : What the cloud does for us","expertises":["$86c"]},"sys":{"id":"222JICs9l16XSeNMmHRTun","contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"article"}},"type":"Entry"}},"highlightedArticles":[{"fields":{"authors":["$1d0b"],"content":{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"When designing a digital product, a lot of focus is placed on marketing and UX, and the choice of hosting is often quickly overlooked. Ultimately, this becomes a non-choice for the customer, who is imposed with a hosting provider by the provider who will develop the solution, or worse, a non-choice for the development team that is imposed with this choice by a customer without understanding the impact it will have on the product or the development cost. We will try to shed some light on this with this series of articles by going into more and more detail.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"I propose to retrace here the different steps that led us to the Cloud and its solutions to understand the current state of the art. If this is something you already master, feel free to go directly to the following parts: Hosting 2: The different levels, Hosting 3: What the cloud does for us and Hosting 4: The cloud, more expensive really?","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"To illustrate my points, let's take the example of a digital product based on a mobile application that will offer various services using a centralized server. For example, the \"Where are the toilets\" application that allows you to find the nearest public toilets to your location, but also to rate them, etc.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"But what is a server?","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"Before starting, we need to clarify what \"server\" means. In everyday life, we know what a \"Server\" is. It's the person who brings you the dishes when you're in a restaurant. Let's look at the interactions you have with him.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"→ The Server walks between tables waiting for a customer to call him","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"← You are at your table, you give him a sign","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"→ He comes to you and asks how he can help you","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"← You formulate a request, for example: \"Could I have a jug of water please\"","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"→ He goes to get the jug, brings it back to you and asks if he can do anything else for you.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"← As you are polite you tell him it's perfect and release him to go see another customer.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"In the context of a mobile application, it's a bit the same thing except that the Client is the mobile application, the words or signs are network communications and the jug of water is usually data.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"→ The server waits for new connections","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"← The application initiates a connection with the server","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"→ The server accepts and listens to the request","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"← The application requests the list of toilets","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"→ The server retrieves this list from its database and returns it","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"← The application retrieves the response and then closes the connection","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Here I am talking about the server in the sense of the application server. It is different from the \"server\", the machine that will host the application server software. In the past, hosting a server meant having a physical machine in your garage or office, taking care of its maintenance, security, and power supply. However, as technology advanced, it became possible to host servers remotely, in data centers. This is known as \"cloud hosting\".","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"The main advantage of cloud hosting is that it allows for scalability, meaning that you can easily add or remove resources depending on the needs of your application. It also provides a high level of reliability, as the data centers have redundant systems in place to ensure that your application is always available. Additionally, cloud hosting providers take care of the maintenance and security of the servers, allowing you to focus on developing your application.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"As the use of cloud hosting has become more prevalent, a variety of cloud hosting solutions have emerged, each with its own advantages and disadvantages. In the next parts of this series, we will explore these solutions in more detail and discuss how to choose the right one for your product.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Where to put this server?","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"The Garage","nodeType":"text"}],"nodeType":"heading-3"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"5cgRirIGX6uJHSlQZNdgX6","type":"Entry","createdAt":"2023-02-20T17:09:03.960Z","updatedAt":"2023-02-20T17:09:03.960Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":2,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"55LjcxSY7e4ekK8mXvYY94","type":"Asset","createdAt":"2023-02-20T17:08:56.560Z","updatedAt":"2024-01-09T10:07:27.397Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":11,"revision":2,"locale":"en"},"fields":{"title":"Server in garage","description":"Server in garage","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/55LjcxSY7e4ekK8mXvYY94/64492edc43c5207b117992363849bd3e/0.jpg","details":{"size":49298,"image":{"width":770,"height":431}},"fileName":"0.jpg","contentType":"image/jpeg"}}},"fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"All the big ones, Google, Microsoft, Apple, Hp, etc., started in the same place to put their first server... Their garage!!! Okay, the newer ones like Facebook and company went straight to the next step.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"At first it was enough, you had to buy a slightly powerful machine, take out a subscription with an internet provider like Wanadoo 👴 And off we go. ✌️","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"The problem with this first version is that if there are works in my street and they cut the power, or if SFR or Orange comes to fiber my neighbor and disconnects me in the process 🤬, my server is no longer accessible! We'll go put it somewhere else for more safety.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Host version 1","nodeType":"text"}],"nodeType":"heading-3"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"1yms6n8M3VxwmyYtAQDozG","type":"Entry","createdAt":"2023-02-20T17:16:04.598Z","updatedAt":"2023-02-20T17:16:04.598Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":2,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"2c6lgx974cHsfHVaM0p1om","type":"Asset","createdAt":"2023-02-20T17:15:49.842Z","updatedAt":"2024-01-09T11:24:42.281Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":11,"revision":2,"locale":"en"},"fields":{"title":"Host","description":"Datacenter","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/2c6lgx974cHsfHVaM0p1om/cdc0ef4524e901751063ac5cb7cdb4cc/1.jpg","details":{"size":69002,"image":{"width":670,"height":377}},"fileName":"1.jpg","contentType":"image/jpeg"}}},"fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"Rather than buying a new machine, the host offers to rent one to me. So I'm going to let them completely manage my hardware. For that I have to go through a form, pay, once the payment is validated, the provider checks if they have it in stock or will order it and then put it in place. In short, 2 weeks later I receive an email with the connection information and I can finally start installing it. It's been long, but here it is, my backend is deployed on it. 🤟","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"As I rent this machine quite expensively, I'm also going to put the backend of another application I'm developing on it.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"I'm not a fan of this approach because if there's a flaw on the backend of \"Where are the toilets\" and a hacker hacks my server through this backend, it also compromises my other application. Plus, I'm starting to have a lot of people on this application and it impacts the response time of my other applications. 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Basically, a computer within a computer. For this I can take a small one for my other application and a bigger one for my first backend. My backends are isolated so there is no risk of compromise between them. Plus, since it's virtual and they run on a lot of machines managed by the provider, I have my machine right away. Too happy 😍","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"I did a bit of advertising for my application and I am starting to have quite a few users with their data, if there is an earthquake or fire in the Data Center of my host, I lose everything. I have to backup all my data elsewhere regularly and in addition, if it happens, deploying my backends on a new server will take me some time, maybe several days. How to make sure that it doesn't happen? Plus, every month I have to go back to all my virtual machines to update the security patches of the operating systems.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"It takes me a lot of time and I have to develop tools for that. I really have better things to do 😞","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"The cloud ☁️","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"In this case, I looked at the \"Cloud\" it seems good but to really benefit from its advantages I had to review a bit the code of my backend to be able to use the services they offer. Otherwise, it wouldn't bring much more than my old host. So I modified my backend to use the database and storage system of the \"Cloud Provider\". But at least now I am relaxed, I can sleep with both eyes closed. The provider manages for me the backup, security patches and availability of the different services. In case the server would no longer respond, I was able to use their automatic monitoring system to ensure that a new server is automatically deployed. Plus, I was able to do all this with the \"Terraform\" tool that uses the Cloud Provider's APIs to configure all this for me. So I can focus on adding features for my application and not on tools that don't add value to my users. 🙌","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Conclusion.","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"Hosting a backend is not so simple. If we want to do it by ensuring that it is always available, it requires taking into account several aspects such as backups, recovery time, security etc. The more we go towards advanced hosts, the less we will have to take care of and the more we will be able to focus on bringing value to the digital product we are developing.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Now that we have seen the different problems that have led us to the Cloud, I suggest you to go back quickly on the different acronyms by looking at this article ","nodeType":"text"},{"data":{"target":{"fields":{"authors":["$1d0b"],"content":{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"Now that we have a clearer idea of our hosting journey, some vocabulary is necessary! 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You don't have to worry about how it works internally, where it is hosted, how it scales, etc. Just, it works and you can use it directly.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"And more recently, 2 new ones have appeared","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"CaaS (Container as a Service)","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"As we have seen, in order to optimize the use of physical machines, providers generally offer virtual machines. In terms of execution, if we take the entire execution flow, the server will allocate time slots to each virtual machine so that they can perform their tasks. And in the virtual machines themselves, we will find an operating system that will also allocate time for my back-end but also for other things. The same is true for access to resources. There is a redundancy in all this that adds unnecessary workload for us. That's where what is called Containers or more specifically, Docker comes in. This allows, in a somewhat obscure way at first glance, to partition our backends as we would with virtual machines but without the overload associated with the intermediate operating system. It is the physical machine system that directly operates the allocation of resources of each backend through the containers.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"The big advantage of this approach is that it standardized the way to package an application. Regardless of the type of application (php, java, node, ...) we package it in a container.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"And well there are providers that allow to deploy containers directly without worrying about the machine below. 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Based in Barcelona, Hey Studio stands out for its vibrant and unique identity.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Since 2007, ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"Verònica Fuerte ","nodeType":"text"},{"data":{},"marks":[],"value":"(Founder & Creative Director of Hey Studio) has been pushing boundaries and revolutionizing the design world. Among her recent projects, she launched a podcast titled \"Women at Work,\" exploring themes of female creativity, leadership, and feminism. Her message resonated throughout the festival, especially when she revealed that only ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"15% ","nodeType":"text"},{"data":{},"marks":[],"value":"of speakers at the OFFF Festival 2024 Barcelona were women. 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","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"At the intersection of design and technicality, ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"Kiel Danger Mutschelknaus ","nodeType":"text"},{"data":{},"marks":[],"value":"(SpaceTypeGenerator.com creator) showed us how motion design and ","nodeType":"text"},{"data":{"uri":"https://www.betomorrow.com/en/blog/bbcode-like-styling-in-react-and-react-native"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"code","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":" can be complementary. The Creative Developer merges technical skills with creativity, addressing a key challenge in the ","nodeType":"text"},{"data":{"uri":"https://www.betomorrow.com/en/digital-innovation-team"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"digital innovation ","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":"sector: most designers do not code, while many developers lack design sensitivity to create visual assets.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Using the Processing software, Kiel Danger Mutschelknaus combines these two skills and creates custom generative tools, bringing to life designs that are more impressive than the next. The generative aspect involves many unsuccessful trials and micro-adjustments before achieving impressive results. His Creative Dev work leads to a sense of wonder through the serendipity resulting from the numerous explorations it offers.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"N°9 — “Cultivate chaos, disrupt the norm, and watch creativity thrive in the spaces between” by BeTomorrow","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"If we were to summarize our approach in one sentence, it would be this: disrupt to rebuild better. This festival has taught us a fundamental lesson as designers: the need to shake up habits to create something entirely new.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"In the world of creativity, disruption is not just an abstract idea: it is the engine of ","nodeType":"text"},{"data":{"uri":"https://www.betomorrow.com/en/blog/tech-for-future-2024-review-of-major-tech-innovation-event"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"innovation","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":". By embracing chaos, challenging conventions, and exploring new horizons, we push boundaries and open new paths. It is in these moments of disruption that the freshest ideas are born, liberated from constraints.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"2q3zgYGHVVAFyBSI5CXZPk","type":"Entry","createdAt":"2024-04-15T09:15:43.751Z","updatedAt":"2024-04-15T09:15:43.751Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":5,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"1gE0LPWwfokz1jmwe0FSnP","type":"Asset","createdAt":"2024-04-15T09:13:28.417Z","updatedAt":"2024-04-15T09:13:28.417Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":8,"revision":1,"locale":"en"},"fields":{"title":"Visual by Vasken Katro","description":"Visual by Vasken Katro","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/1gE0LPWwfokz1jmwe0FSnP/3cf9a14b2d4659e2e3f3013786f5c400/vasjen_katro.png","details":{"size":362971,"image":{"width":1200,"height":630}},"fileName":"vasjen katro.png","contentType":"image/png"}}},"caption":"Visual by Vasjen Katro","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"Disruption propels us to challenge the status quo, to deconstruct what is familiar, and to explore new territories of possibilities. It is within this whirlwind that true creativity finds its essence, in a subtle balance between order and chaos. Rather than fearing disruption, we must embrace it as a force that propels us forward, fueling the fire of innovation and paving the way towards a future where imagination knows ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"no bounds","nodeType":"text"},{"data":{},"marks":[],"value":".","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"3LBxw5NuV6LzmEU3aSaksb","type":"Entry","createdAt":"2024-04-15T09:18:09.831Z","updatedAt":"2024-04-15T09:18:09.831Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"richAsset"}},"locale":"en"},"fields":{"media":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"22549TtxSvnIJFuUDqpgke","type":"Asset","createdAt":"2024-04-15T09:17:56.530Z","updatedAt":"2024-04-15T09:17:56.530Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":10,"revision":1,"locale":"en"},"fields":{"title":"OFFF Barcelona 2024 - Opening film by Studio Mals & Setreset Films","description":"OFFF Barcelona 2024 - Opening film by Studio Mals & Setreset Films","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/22549TtxSvnIJFuUDqpgke/f8fa7bda160d0c5d0bd463a095996ee3/Studio_mals.png","details":{"size":1366241,"image":{"width":3448,"height":1926}},"fileName":"Studio mals.png","contentType":"image/png"}}},"caption":"OFFF Barcelona 2024 - Opening film by Studio Mals & Setreset Films","fullWidthMode":false}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"Whether you're transforming a car into a floating spectacle to incorporate it into a 3D parking poster or creating a puppet that raps about curiosity, one thing is certain: as designers, we must constantly think outside the box to deliver something truly unique.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Who knows, maybe your floating car will catch the attention of prestigious clients like BMW?","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Conclusion","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"Creating inspiring works requires an approach that celebrates chaos and disruption. We must be willing to explore new territories, challenge established conventions, and embrace change with enthusiasm. Being iterative in our work, embracing failures as learning opportunities, and most importantly, finding joy in every step of the creative process are foundational elements. By adopting this mindset, we are able to leave an indelible mark on the design world, constantly pushing the boundaries of what is possible.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Keep an eye out for our next article, which will explore how inspiration can be found in everyday details, offering a perspective on creativity in our daily environment!","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"document"},"cover":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"7ugKFKGY26sR5iOYyQkrM6","type":"Asset","createdAt":"2024-04-15T08:10:45.433Z","updatedAt":"2024-04-15T08:10:45.433Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":11,"revision":1,"locale":"en"},"fields":{"title":"Banner visual - OFFF Festival Barcelona 2024","description":"Throwback to the OFFF Festival Barcelona 2024","file":{"url":"//images.ctfassets.net/g8oikqp8os4r/7ugKFKGY26sR5iOYyQkrM6/761a8c5fb8988485f7d4fd9b27a18857/BeTomorrow_Blog_OFFFBarcelona.png","details":{"size":1918530,"image":{"width":2664,"height":1600}},"fileName":"BeTomorrow_Blog_OFFFBarcelona.png","contentType":"image/png"}}},"date":"2024-04-15T12:00+02:00","slug":"9-lessons-from-the-offf-festival-2024-in-barcelona","tags":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"g8oikqp8os4r"}},"id":"31lxURgMhkwZDChyF5HAFO","type":"Entry","createdAt":"2024-02-27T16:35:00.330Z","updatedAt":"2024-02-27T16:35:00.330Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":3,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"tag"}},"locale":"en"},"fields":{"name":"Design","category":"$1d94"}}],"title":"9 lessons from the OFFF Festival 2024 in Barcelona","expertises":["$1829"]},"sys":{"id":"3ESlxMJlFsGldjg6R14dUW","contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"article"}},"type":"Entry"}}}}]