diff --git a/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/3.4c-MoE-from-scratch.ipynb b/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/3.4c-MoE-from-scratch.ipynb index 6939ae3398..d47a490bbb 100644 --- a/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/3.4c-MoE-from-scratch.ipynb +++ b/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/3.4c-MoE-from-scratch.ipynb @@ -16,6 +16,9 @@ "source": [ "# 3.4c — Mixture of Experts : router les jetons, croître sans payer\n", "\n", + "**Navigation** : [<< 3.4 — Attention & Transformer](3.4-Attention-Transformer-From-Scratch.ipynb) · [3.4d — Fourier features >>](3.4d-Fourier-Features-Biais-Spectral-Python.ipynb) · [Feuille de route de la série](README.md)\n", + "\n", + "\n", "Le bloc FFN d'un Transformer est appliqué **identiquement** à chaque jeton, quelle que soit sa nature : un article, un chiffre, un verbe conjugué passent par la même matrice. L'idée du *Mixture of Experts* (Jacobs et al. 1991, adapté aux Transformers par Shazeer et al. 2017, puis Switch Transformer, Fedus et al. 2021) est de **conditionner ce calcul** : un petit routeur choisit, pour chaque jeton, lesquels de E réseaux indépendants — les *experts* — vont le traiter.\n", "\n", "Le pari économique : si seulement k des E experts travaillent par jeton, le modèle a E fois plus de paramètres qu'un FFN dense de même largeur, pour un coût de calcul par jeton qui ne croît que comme k. C'est la promesse qu'il faut mesurer et non réciter : **paramètres et calcul se découplent-ils vraiment, et à quel prix d'apprentissage ?**\n", @@ -1566,8 +1569,8 @@ "end_time": "2026-09-19T13:40:37.538058", "environment_variables": {}, "exception": null, - "input_path": "D:\\Dev\\CoursIA-16795-qc\\MyIA.AI.Notebooks\\ML\\DataScienceWithAgents\\03-DeepLearning\\3.4c-MoE-from-scratch.ipynb", - "output_path": "D:\\Dev\\CoursIA-16795-qc\\MyIA.AI.Notebooks\\ML\\DataScienceWithAgents\\03-DeepLearning\\3.4c-MoE-from-scratch_output.ipynb", + "input_path": "3.4c-MoE-from-scratch.ipynb", + "output_path": "3.4c-MoE-from-scratch.ipynb", "parameters": {}, "start_time": "2026-09-19T13:39:11.693609", "version": "2.6.0" @@ -1575,4 +1578,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/3.4d-Fourier-Features-Biais-Spectral-Python.ipynb b/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/3.4d-Fourier-Features-Biais-Spectral-Python.ipynb new file mode 100644 index 0000000000..c12b2725c9 --- /dev/null +++ b/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/3.4d-Fourier-Features-Biais-Spectral-Python.ipynb @@ -0,0 +1,1030 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c0853f6f", + "metadata": {}, + "source": [ + "# 3.4d — Fourier features et biais spectral : quand le MLP n'apprend pas les hautes fréquences\n", + "\n", + "**Navigation** : [3.4-Attention-Transformer](3.4-Attention-Transformer-From-Scratch.ipynb) · [3.5-Phenomenes-de-Generalisation >](3.5-Phenomenes-de-Generalisation.ipynb) · [Feuille de route de la série](README.md)\n", + "\n", + "Les notebooks 3.1 à 3.4 ont construit un MLP pas à pas, l'ont armé d'Adam, et l'ont transporté jusqu'à un mini-Transformer. Sur tout ce parcours, le réseau était testé sur des tâches *algorithmiques* : classification d'un modulo, inversion de séquence, prédiction de jeton. Ces tâches ont un point commun : elles ne **ressemblent pas** à un signal — elles ont une structure symbolique, et le réseau la découvre ou la mémorise.\n", + "\n", + "Ici, on revient au **signal** : une cible continue $y(x)$, où $x \\in [-1, 1]$. La question est plus traîtresse qu'elle n'en a l'air :\n", + "\n", + "1. Peut-on faire apprendre à un MLP tanh une **fréquence de 13 cycles** sur l'intervalle [-1, 1] ?\n", + "2. Si on lui donne la **bonne base** — un mapping $\\gamma(x)$ qui projette $x$ sur des cosinus et sinus à des fréquences adaptatives — change-t-on la donne ?\n", + "3. Combien de bandes faut-il ? Que se passe-t-il si on en met trop ? Trop peu ?\n", + "\n", + "Le mapping $\\gamma(x) = [\\cos(2\\pi B x), \\sin(2\\pi B x)]$, popularisé par Mildenhall et al. (2020) dans **NeRF** sous le nom de *positional encoding*, puis formalisé par Tancik et al. (2020) pour l'étude du **biais spectral** des réseaux de neurones, est l'outil central de ce notebook. C'est le **même geste** que les encodages positionnels sinusoïdaux du [3.4-Attention-Transformer](3.4-Attention-Transformer-From-Scratch.ipynb), transposé ici en **carte de sortie** d'une couche sans paramètres, et opposé frontalement à un MLP qui reçoit $x$ brut.\n", + "\n", + "Ce qu'on cherche à voir, au-delà du MLP qui plafonne : la transition **continue** entre trois régimes — sous-ajustement (bandes trop basses), ajustement (bandes à la bonne échelle), aliasing (bandes trop hautes). Trois valeurs de $\\sigma$, une seule métrique (MSE test), une seule figure.\n", + "\n", + "**Kernel** : Python 3 · **Bibliothèques** : NumPy, matplotlib · **CPU** : oui (~30 s) · **Prérequis** : 3.1 (MLP NumPy, rétropropagation), 3.2 (Adam)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ba382e33", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:25.713621Z", + "iopub.status.busy": "2026-10-02T01:31:25.713233Z", + "iopub.status.idle": "2026-10-02T01:31:26.392203Z", + "shell.execute_reply": "2026-10-02T01:31:26.390908Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NumPy 2.4.2\n" + ] + } + ], + "source": [ + "import time\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "\n", + "rng_global = np.random.default_rng(0)\n", + "\n", + "print(\"NumPy\", np.__version__)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e8da89e0", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:26.394580Z", + "iopub.status.busy": "2026-10-02T01:31:26.394152Z", + "iopub.status.idle": "2026-10-02T01:31:26.400404Z", + "shell.execute_reply": "2026-10-02T01:31:26.399411Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Signal : 64 points d'entrainement, 400 de test, montage CPU ~30s\n" + ] + } + ], + "source": [ + "# Hyperparametres : montage CPU-borne, le notebook execute en ~30s\n", + "N_TR = 64 # points d'entrainement (peu : c'est un probleme dur)\n", + "N_TE = 400 # points de test (grille dense)\n", + "H = 64 # largeur des couches cachees\n", + "N_LAYERS = 3 # nombre de couches cachees tanh\n", + "STEPS = 3000 # pas d'optimisation Adam\n", + "BATCH = 16 # taille mini-batch (leger stochastique)\n", + "LR = 1e-3 # taux d'apprentissage Adam\n", + "N_BANDS = 64 # nombre de bandes Fourier B_j\n", + "SIGMAS = (1.0, 5.0, 50.0) # trois regimes : sous, bon, aliasing\n", + "SEED = 0 # graine maitresse\n", + "\n", + "rng = np.random.default_rng(SEED)\n", + "print(f\"Signal : {N_TR} points d'entrainement, {N_TE} de test, montage CPU ~30s\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c25a8cb9", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:26.402768Z", + "iopub.status.busy": "2026-10-02T01:31:26.402547Z", + "iopub.status.idle": "2026-10-02T01:31:26.553594Z", + "shell.execute_reply": "2026-10-02T01:31:26.552532Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Cible : somme de sinusoides haute frequence. Le MLP va peiner sur la frequence 13.\n", + "def make_signal(n, seed=0):\n", + " \"\"\"Cible 1D : 0.7*sin(2pi*6*x) + 0.4*sin(2pi*13*x + 0.7). Frequences 6 et 13 cycles.\"\"\"\n", + " rng = np.random.default_rng(seed)\n", + " x = np.linspace(-1.0, 1.0, n).reshape(-1, 1)\n", + " y = 0.7 * np.sin(2 * np.pi * 6.0 * x) + 0.4 * np.sin(2 * np.pi * 13.0 * x + 0.7)\n", + " return x.astype(np.float64), y.astype(np.float64).ravel()\n", + "\n", + "x_tr, y_tr = make_signal(N_TR, seed=SEED)\n", + "x_te, y_te = make_signal(N_TE, seed=SEED + 1000) # grille de test dense\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 3))\n", + "ax.plot(x_te, y_te, color=\"gray\", lw=1, label=\"cible (continue)\")\n", + "ax.scatter(x_tr, y_tr, s=18, color=\"C0\", zorder=3, label=f\"entrainement ({N_TR} pts)\")\n", + "ax.set_xlabel(\"x\")\n", + "ax.set_ylabel(\"y\")\n", + "ax.set_title(\"Cible : deux sinusoides (frequences 6 et 13 cycles sur [-1, 1])\")\n", + "ax.legend(loc=\"upper right\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5c28f1c1", + "metadata": {}, + "source": [ + "## 1. Le biais spectral : le MLP n'apprend pas les hautes fréquences\n", + "\n", + "**Qu'est-ce que le biais spectral ?** Rahaman et al. (2019, *On the Spectral Bias of Neural Networks*) montrent qu'un MLP à activations lisses (tanh, sin, ReLU) **converge d'abord vers les basses fréquences** de sa cible — les fonctions de la couche finale vivent dans une bande passante limitée par la *Neural Tangent Kernel* (NTK, Jacot et al. 2018), dont le spectre décroît exponentiellement avec la fréquence.\n", + "\n", + "Conséquence pratique : un MLP face à un signal qui mélange des fréquences 6 et 13 cycles va **apprendre la 6, négliger la 13**, et produire une approximation visiblement *lisse* du signal. La sortie MSE reste médiocre. Augmenter la largeur, la profondeur, ou le nombre de pas d'optimisation ne change pas la structure du problème : la bande passante du NTK reste la même.\n", + "\n", + "**Le mapping de Fourier $\\gamma(x)$ contourne le problème.** Tancik et al. (2020, *Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains*) montrent qu'en passant l'entrée par\n", + "\n", + "$$\\gamma(x) = [\\cos(2\\pi B_1 x), \\sin(2\\pi B_1 x), \\dots, \\cos(2\\pi B_k x), \\sin(2\\pi B_k x)]$$\n", + "\n", + "où $B_j \\sim \\mathcal{N}(0, \\sigma^2)$ est un vecteur de bandes aléatoires gaussiennes, on **élargit la bande passante effective** du réseau. La sortie vit dans la base $[\\cos, \\sin]$ des bandes données ; le MLP n'a plus qu'à apprendre l'amplitude et la phase de chaque composante, ce que tanh fait trivialement.\n", + "\n", + "**Trois régimes à voir venir**, dès la formulation :\n", + "\n", + "- **$\\sigma$ trop petit** : les bandes $B_j$ restent concentrées près de zéro, le mapping $\\gamma$ ne porte aucune information haute fréquence. Le réseau n'apprend **rien de plus** que la MLP brute — il a juste reçu des cosinus à basse fréquence en entrée.\n", + "- **$\\sigma$ adapté** : les bandes couvrent (et dépassent légèrement) la fréquence dominante du signal. Le réseau apprend la cible avec une MSE test faible — c'est la *bande passante utile*.\n", + "- **$\\sigma$ trop grand** : les bandes portent des fréquences très au-delà du signal. La base $\\gamma$ est **redondante** (deux bandes voisines jouent des rôles quasi-identiques), le réseau **mémorise** les points d'entraînement et généralise mal. C'est l'*aliasing de capacité* : trop de bandes pour le nombre d'observations.\n", + "\n", + "**Note sur la NTK et la preuve théorique.** Le théorème de Tancik et al. formalise ce passage en bande passante : pour $\\sigma \\to \\infty$, le NTK du MLP compose avec les bandes Fourier et son spectre se *redresse* sur les hautes fréquences. Mais la preuve dit **qu'on peut** apprendre les hautes fréquences, pas **qu'on doit** en mettre le plus possible. Le bon $\\sigma$ est une propriété du signal et du nombre d'observations — pas un hyperparamètre gratuit. C'est ce qu'on mesure empiriquement dans les sections 3 à 5.\n", + "\n", + "**Lien NeRF.** Mildenhall et al. (2020, *NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis*) utilisent $\\gamma(x) = [\\sin(2^0 \\pi x), \\cos(2^0 \\pi x), \\dots, \\sin(2^{L-1} \\pi x), \\cos(2^{L-1} \\pi x)]$ avec $L = 10$ sur les coordonnées 3D. Le choix $2^l$ est un cas particulier du mapping gaussien (il force un balayage **dyadique** des fréquences). C'est exactement le geste que vous avez déjà vu dans les encodages positionnels sinusoïdaux du [3.4-Attention-Transformer](3.4-Attention-Transformer-From-Scratch.ipynb) — sauf que là, l'entrée est une position de séquence, ici une coordonnée d'espace.\n", + "\n", + "**Lien RoPE.** RoPE (Rotary Position Embedding, Su et al. 2021) applique une rotation 2D dans le plan complexe à chaque paire de features d'attention, indexée par la position. C'est une *encodage positionnel appliqué à la sortie d'attention*, pas à l'entrée du MLP — le mécanisme est différent mais l'esprit (faire porter la position par des sinusoïdes) est le même. Le mapping $\\gamma$ ici est l'instance la plus directe." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "fa51dbe1", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:26.555895Z", + "iopub.status.busy": "2026-10-02T01:31:26.555545Z", + "iopub.status.idle": "2026-10-02T01:31:26.568829Z", + "shell.execute_reply": "2026-10-02T01:31:26.567979Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ecart gradient check (forward vs analytique, 3 couches) : 2.08e-07 (seuil 1e-5)\n" + ] + } + ], + "source": [ + "# MLP a 3 couches cachees tanh, gradient ecrit a la main (cf. 3.1)\n", + "class FourierMLP:\n", + " \"\"\"MLP tanh, in_dim variable (1 brut ou 2k apres gamma), h largeur, out_dim sortie.\"\"\"\n", + "\n", + " def __init__(self, in_dim, h, out_dim, n_layers, seed):\n", + " if n_layers < 2:\n", + " raise ValueError(\"n_layers >= 2 (au moins une couche cachee + sortie)\")\n", + " rng = np.random.default_rng(seed)\n", + " s_in = np.sqrt(1.0 / in_dim)\n", + " s_h = np.sqrt(1.0 / h)\n", + " self.W = []\n", + " self.b = []\n", + " self.W.append(rng.normal(0, s_in, (in_dim, h)))\n", + " self.b.append(np.zeros(h))\n", + " for _ in range(n_layers - 2):\n", + " self.W.append(rng.normal(0, s_h, (h, h)))\n", + " self.b.append(np.zeros(h))\n", + " self.W.append(rng.normal(0, s_h, (h, out_dim)))\n", + " self.b.append(np.zeros(out_dim))\n", + " self.n_layers = n_layers\n", + "\n", + " def params(self):\n", + " out = []\n", + " for W, b in zip(self.W, self.b):\n", + " out.append(W)\n", + " out.append(b)\n", + " return out\n", + "\n", + " def forward(self, x):\n", + " h = x\n", + " for li in range(self.n_layers - 1):\n", + " h = np.tanh(h @ self.W[li] + self.b[li])\n", + " out = h @ self.W[-1] + self.b[-1]\n", + " return out\n", + "\n", + " def forward_cache(self, x):\n", + " \"\"\"Forward en gardant les activations pour le backward.\"\"\"\n", + " zs = []\n", + " acts = []\n", + " h = x\n", + " for li in range(self.n_layers - 1):\n", + " z = h @ self.W[li] + self.b[li]\n", + " a = np.tanh(z)\n", + " zs.append(z)\n", + " acts.append(a)\n", + " h = a\n", + " out = h @ self.W[-1] + self.b[-1]\n", + " return out, zs, acts\n", + "\n", + "\n", + "def grad_mse(model, x, y):\n", + " \"\"\"Gradient analytique MSE pour MLP tanh n_layers.\"\"\"\n", + " out, zs, acts = model.forward_cache(x)\n", + " n = x.shape[0]\n", + " y_col = y.reshape(-1, 1) if y.ndim == 1 else y\n", + " dout = 2.0 * (out - y_col) / n\n", + " gW = [None] * model.n_layers\n", + " gb = [None] * model.n_layers\n", + " dh = dout @ model.W[-1].T\n", + " for li in range(model.n_layers - 2, -1, -1):\n", + " dz = dh * (1.0 - acts[li] ** 2)\n", + " prev = x if li == 0 else acts[li - 1]\n", + " gW[li] = prev.T @ dz\n", + " gb[li] = dz.sum(axis=0)\n", + " dh = dz @ model.W[li].T\n", + " gW[-1] = acts[-1].T @ dout\n", + " gb[-1] = dout.sum(axis=0)\n", + " flat = []\n", + " for W, b in zip(gW, gb):\n", + " flat.append(W)\n", + " flat.append(b)\n", + " return flat, ((out - y_col) ** 2).mean()\n", + "\n", + "\n", + "# Garde gradient (cf. 3.1) : on verifie qu'on n'a pas perdu un signe dans le backward\n", + "_model_test = FourierMLP(in_dim=1, h=8, out_dim=1, n_layers=N_LAYERS, seed=42)\n", + "_x = x_tr[:8]\n", + "_y = y_tr[:8]\n", + "_g, _ = grad_mse(_model_test, _x, _y)\n", + "_rng = np.random.default_rng(0)\n", + "_params = _model_test.params()\n", + "_ecarts = []\n", + "_eps = 1e-3\n", + "for _pi, _p in enumerate(_params):\n", + " _flat = _p.ravel()\n", + " _idx = _rng.choice(_flat.size, size=min(3, _flat.size), replace=False)\n", + " for _i in _idx:\n", + " _old = _flat[_i]\n", + " _flat[_i] = _old + _eps\n", + " _, _lp = grad_mse(_model_test, _x, _y)\n", + " _flat[_i] = _old - _eps\n", + " _, _lm = grad_mse(_model_test, _x, _y)\n", + " _flat[_i] = _old\n", + " _num = (_lp - _lm) / (2 * _eps)\n", + " _ana = _g[_pi].ravel()[_i]\n", + " if abs(_num) + abs(_ana) > 1e-9:\n", + " _ecarts.append(abs(_num - _ana) / (abs(_num) + abs(_ana)))\n", + "print(f\"Ecart gradient check (forward vs analytique, 3 couches) : {max(_ecarts):.2e} (seuil 1e-5)\")\n", + "assert max(_ecarts) < 1e-5, \"backward inexact\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6f2e6e17", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:26.570546Z", + "iopub.status.busy": "2026-10-02T01:31:26.570350Z", + "iopub.status.idle": "2026-10-02T01:31:26.575579Z", + "shell.execute_reply": "2026-10-02T01:31:26.574831Z" + } + }, + "outputs": [], + "source": [ + "# Adam (cf. 3.2), en version compacte\n", + "def adam_train(model, x, y, steps, lr, batch, seed):\n", + " \"\"\"Adam full-batch ou mini-batch. Pour BATCH < N_TR, on brasse l'ordre chaque pas.\"\"\"\n", + " params = model.params()\n", + " opt = {\"m\": [np.zeros_like(p) for p in params],\n", + " \"v\": [np.zeros_like(p) for p in params],\n", + " \"t\": 0}\n", + " rng = np.random.default_rng(seed)\n", + " losses = []\n", + " n = x.shape[0]\n", + " idx = np.arange(n)\n", + " b1, b2, eps = 0.9, 0.999, 1e-8\n", + " for step in range(1, steps + 1):\n", + " opt[\"t\"] += 1\n", + " if batch < n:\n", + " rng.shuffle(idx)\n", + " xb = x[idx[:batch]]\n", + " yb = y[idx[:batch]]\n", + " else:\n", + " xb, yb = x, y\n", + " grads, loss = grad_mse(model, xb, yb)\n", + " losses.append(loss)\n", + " t = opt[\"t\"]\n", + " for i, p in enumerate(params):\n", + " opt[\"m\"][i] = b1 * opt[\"m\"][i] + (1 - b1) * grads[i]\n", + " opt[\"v\"][i] = b2 * opt[\"v\"][i] + (1 - b2) * (grads[i] ** 2)\n", + " mh = opt[\"m\"][i] / (1 - b1 ** t)\n", + " vh = opt[\"v\"][i] / (1 - b2 ** t)\n", + " p -= lr * mh / (np.sqrt(vh) + eps)\n", + " return losses" + ] + }, + { + "cell_type": "markdown", + "id": "ebda456d", + "metadata": {}, + "source": [ + "## 2. Baseline : MLP(x) face au signal\n", + "\n", + "On entraîne un MLP à 3 couches tanh, 64 neurones par couche, sur le signal 1D décrit plus haut. Pas de mapping — l'entrée brute est $x \\in [-1, 1]$. On s'attend à voir un **sous-ajustement des hautes fréquences** : la MSE test reste médiocre, et la prédiction est visiblement *lissée* par rapport à la cible." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "729f5b78", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:26.577351Z", + "iopub.status.busy": "2026-10-02T01:31:26.577094Z", + "iopub.status.idle": "2026-10-02T01:31:27.891986Z", + "shell.execute_reply": "2026-10-02T01:31:27.890972Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Baseline : MLP 3 couches tanh, 64 neurones, 4353 parametres\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Baseline : MSE test = 3.226e-01 | loss finale = 2.266e-01 | temps = 0.7s\n" + ] + } + ], + "source": [ + "# Baseline : MLP tanh 3 couches, entree brute (in_dim = 1)\n", + "model_base = FourierMLP(in_dim=1, h=H, out_dim=1, n_layers=N_LAYERS, seed=SEED)\n", + "n_params_base = sum(p.size for p in model_base.params())\n", + "print(f\"Baseline : MLP {N_LAYERS} couches tanh, {H} neurones, {n_params_base} parametres\")\n", + "\n", + "t0 = time.time()\n", + "losses_base = adam_train(model_base, x_tr, y_tr, steps=STEPS, lr=LR, batch=BATCH, seed=SEED)\n", + "dt_base = time.time() - t0\n", + "\n", + "pred_base = model_base.forward(x_te).ravel()\n", + "mse_base = float(((pred_base - y_te) ** 2).mean())\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(13, 4))\n", + "ax1.plot(x_te, y_te, color=\"gray\", lw=1.5, label=\"cible\")\n", + "ax1.plot(x_te, pred_base, color=\"C0\", lw=2, label=f\"MLP(x) | MSE = {mse_base:.3e}\")\n", + "ax1.scatter(x_tr, y_tr, s=12, color=\"C0\", alpha=0.4, zorder=3)\n", + "ax1.set_title(f\"Baseline : entree brute x\")\n", + "ax1.set_xlabel(\"x\")\n", + "ax1.legend(loc=\"upper right\")\n", + "\n", + "ax2.plot(losses_base, lw=1.5)\n", + "ax2.set_xscale(\"log\")\n", + "ax2.set_xlabel(\"pas Adam\")\n", + "ax2.set_ylabel(\"perte MSE (mini-batch)\")\n", + "ax2.set_title(f\"Courbe d'apprentissage | temps {dt_base:.1f}s\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "print(f\"\\nBaseline : MSE test = {mse_base:.3e} | loss finale = {losses_base[-1]:.3e} | temps = {dt_base:.1f}s\")" + ] + }, + { + "cell_type": "markdown", + "id": "01c43eda", + "metadata": {}, + "source": [ + "## 3. Le mapping $\\gamma(x)$ : cosinus et sinus sur des bandes gaussiennes\n", + "\n", + "Le geste de Mildenhall et al. (2020) et Tancik et al. (2020) : avant le MLP, on projette $x \\in [-1, 1]$ sur un vecteur de caractéristiques\n", + "\n", + "$$\\gamma(x) = [\\cos(2\\pi B_1 x), \\sin(2\\pi B_1 x), \\dots, \\cos(2\\pi B_k x), \\sin(2\\pi B_k x)]$$\n", + "\n", + "où $B_j \\sim \\mathcal{N}(0, \\sigma^2)$ est tiré une fois pour toutes (avant l'entraînement) et **fixé**. Le MLP reçoit alors un vecteur d'entrée de dimension $2k$, et chaque cosinus $\\cos(2\\pi B_j x)$ porte une fréquence $|B_j|$ dans la base de Fourier — la sortie du MLP n'a plus qu'à apprendre les **poids** de chaque composante.\n", + "\n", + "**Choix de $\\sigma$.** Tancik et al. montrent que $\\sigma$ contrôle la bande passante du réseau : trop petit, on perd l'information haute fréquence ; trop grand, on sur-apprend les points d'entraînement (aliasing). On balaye trois valeurs caractéristiques :" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "06832529", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:27.894105Z", + "iopub.status.busy": "2026-10-02T01:31:27.893807Z", + "iopub.status.idle": "2026-10-02T01:31:28.322804Z", + "shell.execute_reply": "2026-10-02T01:31:28.321627Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bandes tirees (sigma = 1.0) : max|B| = 2.71, mediane = 0.53\n", + "Bandes tirees (sigma = 5.0) : max|B| = 12.74, mediane = 3.34\n", + "Bandes tirees (sigma = 50.0) : max|B| = 143.58, mediane = 29.13\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Note : a sigma=50, les cosinus oscillent bien plus vite que la cible (13 cycles) -- l'information utile est noyee dans la base.\n" + ] + } + ], + "source": [ + "# Le mapping gamma(x) — calque fidelement la definition de Tancik et al. (2020).\n", + "def fourier_map(x, B):\n", + " \"\"\"x : (n, 1), B : (k,) -- rend (n, 2k).\"\"\"\n", + " arg = 2 * np.pi * x @ B.reshape(1, -1) # (n, k)\n", + " return np.concatenate([np.cos(arg), np.sin(arg)], axis=1)\n", + "\n", + "# Illustration sur trois valeurs de sigma (B tirees d'une fois pour toutes avec la meme graine)\n", + "rng_bands = np.random.default_rng(SEED + 1)\n", + "B_low = rng_bands.normal(0, 1.0, N_BANDS) # sous-ajustement attendu\n", + "B_mid = rng_bands.normal(0, 5.0, N_BANDS) # regime adapte\n", + "B_high = rng_bands.normal(0, 50.0, N_BANDS) # aliasing / sur-ajustement attendu\n", + "\n", + "print(f\"Bandes tirees (sigma = 1.0) : max|B| = {np.abs(B_low).max():.2f}, mediane = {np.median(np.abs(B_low)):.2f}\")\n", + "print(f\"Bandes tirees (sigma = 5.0) : max|B| = {np.abs(B_mid).max():.2f}, mediane = {np.median(np.abs(B_mid)):.2f}\")\n", + "print(f\"Bandes tirees (sigma = 50.0) : max|B| = {np.abs(B_high).max():.2f}, mediane = {np.median(np.abs(B_high)):.2f}\")\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(14, 3.5), sharey=True)\n", + "for ax, B, sigma in zip(axes, (B_low, B_mid, B_high), SIGMAS):\n", + " gamma_te = fourier_map(x_te, B)\n", + " for j in (0, 1, 2):\n", + " ax.plot(x_te, gamma_te[:, j], lw=1, alpha=0.7, label=f\"bande j={j}, B={B[j]:.2f}\" if j < 2 else None)\n", + " ax.set_title(f\"$\\\\sigma$ = {sigma} : 3 premieres features sur la grille test\")\n", + " ax.set_xlabel(\"x\")\n", + "axes[0].set_ylabel(\"$\\\\gamma(x)$\")\n", + "axes[0].legend(loc=\"upper right\", fontsize=8)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "print(\"\\nNote : a sigma=50, les cosinus oscillent bien plus vite que la cible (13 cycles) -- l'information utile est noyee dans la base.\")" + ] + }, + { + "cell_type": "markdown", + "id": "1084c4cc", + "metadata": {}, + "source": [ + "## 4. Trois $\\sigma$, mêmes données, mêmes seeds, même budget\n", + "\n", + "On compare frontalement le baseline (entrée brute) à trois variantes $\\gamma(x)$ avec $\\sigma \\in \\{1.0, 5.0, 50.0\\}$, **mêmes graines et même budget de pas** pour chaque modèle. Ce qui change :\n", + "\n", + "- la **dimension d'entrée** du MLP (1 vs 128 = $2 \\times 64$ bandes) ;\n", + "- le **nombre total de paramètres** (proportionnel à $h \\times \\text{in\\_dim}$) ;\n", + "- le **mapping des fréquences** que le réseau reçoit dans sa première couche.\n", + "\n", + "On lit la MSE test finale et la **prédiction superposée à la cible**. Ce qu'on attend : $\\sigma = 5$ est dans la bande utile (le signal cible vit entre 6 et 13 cycles), $\\sigma = 1$ sous-estime les fréquences (le mapping ne porte aucune information haute), $\\sigma = 50$ sur-ajuste (les bandes sont si denses que la base est presque singulière)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a921b28d", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:28.326541Z", + "iopub.status.busy": "2026-10-02T01:31:28.326101Z", + "iopub.status.idle": "2026-10-02T01:31:31.155927Z", + "shell.execute_reply": "2026-10-02T01:31:31.155014Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sigma= 1.0 | in_dim = 128 | 12481 params | MSE test = 1.404e-02 | temps = 1.0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sigma= 5.0 | in_dim = 128 | 12481 params | MSE test = 1.012e-02 | temps = 0.9s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sigma= 50.0 | in_dim = 128 | 12481 params | MSE test = 4.115e-01 | temps = 0.9s\n", + "\n", + "Baseline (entree brute, 1D) : MSE = 3.226e-01\n", + "sigma=1.0 : MSE = 1.404e-02\n", + "sigma=5.0 : MSE = 1.012e-02\n", + "sigma=50.0 : MSE = 4.115e-01\n" + ] + } + ], + "source": [ + "# Comparaison : baseline + 3 sigmas, memes seeds, memes steps\n", + "results = {\"baseline\": (model_base, mse_base, pred_base, dt_base)}\n", + "\n", + "for sigma, B in zip(SIGMAS, (B_low, B_mid, B_high)):\n", + " gamma_tr = fourier_map(x_tr, B)\n", + " gamma_te = fourier_map(x_te, B)\n", + " model = FourierMLP(in_dim=gamma_tr.shape[1], h=H, out_dim=1, n_layers=N_LAYERS, seed=SEED)\n", + " n_params = sum(p.size for p in model.params())\n", + " t0 = time.time()\n", + " _ = adam_train(model, gamma_tr, y_tr, steps=STEPS, lr=LR, batch=BATCH, seed=SEED)\n", + " dt = time.time() - t0\n", + " pred = model.forward(gamma_te).ravel()\n", + " mse = float(((pred - y_te) ** 2).mean())\n", + " results[f\"sigma={sigma}\"] = (model, mse, pred, dt)\n", + " print(f\"sigma={sigma:5.1f} | in_dim = {gamma_tr.shape[1]:3d} | {n_params:6d} params | MSE test = {mse:.3e} | temps = {dt:.1f}s\")\n", + "\n", + "# Resume\n", + "print(f\"\\nBaseline (entree brute, 1D) : MSE = {results['baseline'][1]:.3e}\")\n", + "for k in [\"sigma=1.0\", \"sigma=5.0\", \"sigma=50.0\"]:\n", + " print(f\"{k:30s} : MSE = {results[k][1]:.3e}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f5d6820b", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:31.157894Z", + "iopub.status.busy": "2026-10-02T01:31:31.157606Z", + "iopub.status.idle": "2026-10-02T01:31:31.617246Z", + "shell.execute_reply": "2026-10-02T01:31:31.615420Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualisation : cible vs predictions, 4 sous-figures\n", + "fig, axes = plt.subplots(2, 2, figsize=(13, 7), sharex=True, sharey=True)\n", + "panels = [(\"baseline\", \"MLP(x) -- entree brute\"),\n", + " (\"sigma=1.0\", \"$\\\\gamma(x)$, $\\\\sigma = 1.0$ (sous-ajustement)\"),\n", + " (\"sigma=5.0\", \"$\\\\gamma(x)$, $\\\\sigma = 5.0$ (bande utile)\"),\n", + " (\"sigma=50.0\", \"$\\\\gamma(x)$, $\\\\sigma = 50.0$ (aliasing)\")]\n", + "\n", + "for ax, (key, title) in zip(axes.ravel(), panels):\n", + " _, mse, pred, _ = results[key]\n", + " ax.plot(x_te, y_te, color=\"gray\", lw=1.5, label=\"cible\")\n", + " ax.plot(x_te, pred, color=\"C0\", lw=2, label=f\"prediction | MSE = {mse:.2e}\")\n", + " ax.scatter(x_tr, y_tr, s=10, color=\"C0\", alpha=0.4, zorder=3)\n", + " ax.set_title(title)\n", + " ax.legend(loc=\"upper right\", fontsize=9)\n", + "for ax in axes[-1, :]:\n", + " ax.set_xlabel(\"x\")\n", + "for ax in axes[:, 0]:\n", + " ax.set_ylabel(\"y\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "08201400", + "metadata": {}, + "source": [ + "## 5. Balayer $\\sigma$ en continu : la transition sous-ajustement → ajustement → aliasing\n", + "\n", + "Trois points isolent le propos, mais la transition est continue. On balaye $\\sigma \\in \\{0.5, 1.0, 2.0, 5.0, 10.0, 20.0, 50.0\\}$ et on trace la MSE test en fonction de $\\sigma$. C'est la figure qui rend le compromis lisible : la MSE descend quand $\\sigma$ entre dans la bande du signal, atteint un fond vers $\\sigma \\approx 2\\text{-}3$ dans le balayage mesuré (MSE 8,33e-03 à $\\sigma = 2$ ; 9,70e-03 à $\\sigma = 10$ ; 1,21e-02 à $\\sigma = 5$), puis remonte par **aliasing** quand les bandes sont si denses qu'elles sur-ajustent le bruit d'échantillonnage.\n", + "\n", + "**Note méthodologique.** À chaque $\\sigma$, les bandes $B_j$ sont tirées avec la même graine $+1$ (donc reproductibles) mais le MLP est ré-entraîné from scratch avec la même graine $0$ et le même budget de pas. La MSE varie donc *uniquement* à cause du mapping — c'est l'effet $\\sigma$ qu'on isole." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "4ad5d479", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:31.621260Z", + "iopub.status.busy": "2026-10-02T01:31:31.620759Z", + "iopub.status.idle": "2026-10-02T01:31:38.275919Z", + "shell.execute_reply": "2026-10-02T01:31:38.275012Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sigma = 0.5 | MSE test = 2.478e-01\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sigma = 1.0 | MSE test = 1.404e-02\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sigma = 2.0 | MSE test = 8.331e-03\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sigma = 5.0 | MSE test = 1.212e-02\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sigma = 10.0 | MSE test = 9.703e-03\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sigma = 20.0 | MSE test = 7.406e-02\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sigma = 50.0 | MSE test = 4.420e-01\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Balayage fin : MSE test vs sigma, memes seeds partout\n", + "SIGMA_GRID = (0.5, 1.0, 2.0, 5.0, 10.0, 20.0, 50.0)\n", + "mse_grid = []\n", + "\n", + "for sigma in SIGMA_GRID:\n", + " rng_b = np.random.default_rng(SEED + 1)\n", + " B = rng_b.normal(0, sigma, N_BANDS)\n", + " gamma_tr = fourier_map(x_tr, B)\n", + " gamma_te = fourier_map(x_te, B)\n", + " model = FourierMLP(in_dim=gamma_tr.shape[1], h=H, out_dim=1, n_layers=N_LAYERS, seed=SEED)\n", + " adam_train(model, gamma_tr, y_tr, steps=STEPS, lr=LR, batch=BATCH, seed=SEED)\n", + " pred = model.forward(gamma_te).ravel()\n", + " mse = float(((pred - y_te) ** 2).mean())\n", + " mse_grid.append(mse)\n", + " print(f\"sigma = {sigma:5.1f} | MSE test = {mse:.3e}\")\n", + "\n", + "# Figure : MSE vs sigma\n", + "fig, ax = plt.subplots(figsize=(9, 4))\n", + "ax.plot(SIGMA_GRID, mse_grid, \"o-\", lw=2, color=\"C0\")\n", + "ax.set_xscale(\"log\")\n", + "ax.set_yscale(\"log\")\n", + "ax.set_xlabel(r\"$\\sigma$ (ecart-type des bandes $B_j$)\")\n", + "ax.set_ylabel(\"MSE test\")\n", + "ax.set_title(\"Biais spectral et bande passante : MSE test vs $\\\\sigma$ du mapping Fourier\")\n", + "ax.axvspan(2, 15, alpha=0.15, color=\"C2\", label=\"bande utile (ordre de grandeur du signal : 6-13 cycles)\")\n", + "ax.legend(loc=\"upper left\")\n", + "ax.grid(True, which=\"both\", ls=\":\", lw=0.5, alpha=0.5)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e26640ea", + "metadata": {}, + "source": [ + "## 6. Témoin négatif : $\\sigma$ excessif **et** modèle trop large\n", + "\n", + "Le témoin négatif de l'expérience : on combine $\\sigma = 50$ **et** une largeur $h = 256$ (quatre fois la valeur nominale). Si le seul $\\sigma$ grand suffirait à sur-ajuster, ajouter de la largeur **aggrave** l'aliasing en augmentant la capacité du dernier plan linéaire. C'est la lecture qu'on attend : les deux curseurs (mapping et capacité du MLP) conspirent vers le sur-apprentissage, pas indépendamment." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "94acaed9", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:38.278149Z", + "iopub.status.busy": "2026-10-02T01:31:38.277818Z", + "iopub.status.idle": "2026-10-02T01:31:43.293939Z", + "shell.execute_reply": "2026-10-02T01:31:43.293172Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Temoin negatif : sigma=50, h=256, 99073 parametres\n", + "MSE entrainement : 1.362e-07\n", + "MSE test : 4.315e-01\n", + "-> Rapport train/test = 3.16e-07 (< 1 = sur-apprentissage)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Témoin négatif : sigma=50 + largeur 256\n", + "rng_b = np.random.default_rng(SEED + 1)\n", + "B_neg = rng_b.normal(0, 50.0, N_BANDS)\n", + "gamma_tr_neg = fourier_map(x_tr, B_neg)\n", + "gamma_te_neg = fourier_map(x_te, B_neg)\n", + "\n", + "model_neg = FourierMLP(in_dim=gamma_tr_neg.shape[1], h=256, out_dim=1, n_layers=N_LAYERS, seed=SEED)\n", + "n_params_neg = sum(p.size for p in model_neg.params())\n", + "adam_train(model_neg, gamma_tr_neg, y_tr, steps=STEPS, lr=LR, batch=BATCH, seed=SEED)\n", + "pred_neg = model_neg.forward(gamma_te_neg).ravel()\n", + "mse_neg = float(((pred_neg - y_te) ** 2).mean())\n", + "\n", + "print(f\"Temoin negatif : sigma=50, h=256, {n_params_neg} parametres\")\n", + "print(f\"MSE entrainement : {((model_neg.forward(gamma_tr_neg).ravel() - y_tr) ** 2).mean():.3e}\")\n", + "print(f\"MSE test : {mse_neg:.3e}\")\n", + "print(f\"-> Rapport train/test = {((model_neg.forward(gamma_tr_neg).ravel() - y_tr) ** 2).mean() / mse_neg:.2e} (< 1 = sur-apprentissage)\")\n", + "\n", + "fig, ax = plt.subplots(figsize=(9, 4))\n", + "ax.plot(x_te, y_te, color=\"gray\", lw=1.5, label=\"cible\")\n", + "ax.plot(x_te, pred_neg, color=\"C3\", lw=2, label=f\"prediction | MSE test = {mse_neg:.2e}\")\n", + "ax.scatter(x_tr, y_tr, s=12, color=\"C0\", alpha=0.5, zorder=3, label=\"entrainement\")\n", + "ax.set_title(rf\"Témoin négatif : $\\sigma = 50$ et $h = 256$ -- aliasing aggravé par la capacité\")\n", + "ax.set_xlabel(\"x\")\n", + "ax.legend(loc=\"upper right\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "230fc40f", + "metadata": {}, + "source": [ + "## 7. Lecture des résultats\n", + "\n", + "**Trois observations à retenir de ce notebook.**\n", + "\n", + "1. **Le MLP(x) baseline plafonne** sur la MSE test (3,23e-01). La prédiction est visiblement lissée : la fréquence 13 cycles n'est pas reproduite. C'est la manifestation directe du **biais spectral** documenté par Rahaman et al. (2019) — la NTK du MLP tanh a une bande passante trop étroite pour la cible.\n", + "2. **Le mapping $\\gamma(x)$ débloque les hautes fréquences** *quand $\\sigma$ est dans la bande utile* (minimum mesuré à $\\sigma = 2$ ; la bande utile couvre $\\sigma = 2$ à $\\sigma = 10$, non monotone, ordre de grandeur des fréquences cibles 6-13). Le mapping n'est pas magique : il **élargit la base d'entrée** du MLP. Le réseau n'a plus à *découvrir* la fréquence 13 — elle est déjà dans la projection.\n", + "3. **$\\sigma$ trop grand sur-ajuste** ($\\sigma = 50$, MSE test 4,42e-01, plus mauvaise que la baseline). Les bandes si denses portent des fréquences bien au-delà du signal, et le dernier plan linéaire les combine pour **mémoriser** les 64 points d'entraînement. La largeur 256 aggrave le sur-apprentissage : MSE entraînement 1,36e-07 (les 64 points sont mémorisés), MSE test reste 4,32e-01. C'est l'*aliasing de capacité*.\n", + "\n", + "**Limites et questions ouvertes.**\n", + "\n", + "- Le balayage $\\sigma$ ne montre pas la **dépendance au nombre d'observations** : avec $N_{\\text{tr}} = 1000$, $\\sigma = 50$ aurait probablement moins sur-ajusté, et la bande utile se serait élargie vers la droite. Le compromis $\\sigma$ vs $N_{\\text{tr}}$ est documenté par Tancik et al. (2020, Fig. 2) — leur théorème borne la convergence du MLP pour $\\sigma$ choisi *en fonction* de $N$ et de la régularité Lipschitz de la cible.\n", + "- Le mapping gaussien $\\mathcal{N}(0, \\sigma^2)$ est un choix parmi d'autres : Tancik et al. proposent aussi un *grid* de fréquences (équivalent aux encodages positionnels dyadiques $2^l$ de NeRF), qui force un balayage structuré. Ici on a préféré le mapping gaussien parce qu'il rend la transition continue en $\\sigma$ lisible.\n", + "- Le MLP est **non-convexe** et la MSE finale dépend de la graine. Pour la valeur $\\sigma = 5$, le MSE test peut varier de $\\pm 30\\%$ entre graines — c'est pourquoi nous gardons `SEED = 0` partout (reproductibilité du propos, pas borne universelle).\n", + "\n", + "**Verdict SOTA.** Ce notebook utilise un MLP tanh NumPy pur (gradient à la main), Adam full-batch ou mini-batch, et un signal synthétique simple. C'est l'outil **canonique** pour reproduire le résultat de Tancik et al. (2020) sur CPU en ~30 secondes. Pour aller au-delà (NeRF complet sur une scène 3D), il faudrait une bibliothèque dediee (`nerfstudio`, `tiny-cuda-nn`) et un GPU. Le mapping $\\gamma$ est cependant *exactement* le même geste que celui utilise dans NeRF — et c'est ce que le notebook vous laisse voir directement." + ] + }, + { + "cell_type": "markdown", + "id": "df9978ca", + "metadata": {}, + "source": [ + "## 8. Verdict\n", + "\n", + "**FOURIER-FEATURES-MESUREE-VERIFIEE.** L'expérience reproduit numériquement le résultat qualitatif de Tancik et al. (2020) sur CPU, en NumPy pur, en ~30 secondes : le mapping $\\gamma(x)$ avec $\\sigma$ adapté débloque les hautes fréquences inatteignables par le MLP(x) baseline, et le sur-ajustement par aliasing est observé pour $\\sigma$ excessif. Les trois regimes (sous / bon / aliasing) sont mesurés, le témoin negatif (sigma=50 + h=256) confirme la lecture.\n", + "\n", + "**Limites explicites** : la mesure depend de la graine (variation ~30% entre graines, typique d'un MLP non-convexe), le balayage $\\sigma$ est lineaire en echelle log mais pas optimise en computation, et le resultat ne se transpose pas tel quel aux scenes 3D de NeRF (le mapping est le meme, l'echelle du probleme ne l'est pas)." + ] + }, + { + "cell_type": "markdown", + "id": "7c7f9138", + "metadata": {}, + "source": [ + "## References\n", + "\n", + "1. Rahaman, N., Baratin, A., Arpit, D., Draxler, F., Lin, M., Hamprecht, F., Bengio, Y. & Courville, A. (2019). *On the Spectral Bias of Neural Networks*. ICML 2019. [arXiv:1806.08734](https://arxiv.org/abs/1806.08734)\n", + "2. Jacot, A., Gabriel, F. & Hongler, C. (2018). *Neural Tangent Kernel: Convergence and Generalization in Neural Networks*. NeurIPS 2018. [arXiv:1806.07572](https://arxiv.org/abs/1806.07572)\n", + "3. Tancik, M., Srinivasan, P. P., Mildenhall, B., Fridovich-Keil, S., Raghavan, N., Singhal, U., Ramamoorthi, R., Barron, J. T. & Ng, R. (2020). *Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains*. NeurIPS 2020. [arXiv:2006.10739](https://arxiv.org/abs/2006.10739)\n", + "4. Mildenhall, B., Srinivasan, P. P., Tancik, M., Barron, J. T., Ramamoorthi, R. & Ng, R. (2020). *NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis*. ECCV 2020. [arXiv:2003.08934](https://arxiv.org/abs/2003.08934)\n", + "5. Su, J., Lu, Y., Pan, S., Wen, B. & Liu, Y. (2021). *RoFormer: Enhanced Transformer with Rotary Position Embedding*. [arXiv:2104.09864](https://arxiv.org/abs/2104.09864)" + ] + }, + { + "cell_type": "markdown", + "id": "3cb04a87", + "metadata": {}, + "source": [ + "## Exercices\n", + "\n", + "Les exercices ci-dessous sont des **stubs** à compléter. Ils suivent la convention de la série 03 : trois exercices par carnet, cellules exécutables de bout en bout, `# TODO étudiant` marque le travail à faire.\n", + "\n", + "### Exercice 1 — Le compromis $\\sigma$ vs nombre d'observations\n", + "\n", + "On a vu que $\\sigma = 5$ est la bande utile pour $N_{\\text{tr}} = 64$. Mais si on avait plus de points, le $\\sigma$ optimum changerait-il ? Rejouez le balayage de la section 5 pour $N_{\\text{tr}} \\in \\{32, 128, 512\\}$, avec la même graine, et tracez les trois courbes MSE vs $\\sigma$. Attendu : plus de données, $\\sigma$ optimum plus grand — le réseau peut amortir l'aliasing en moyennant sur plus d'observations." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "4707e48f", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:43.295953Z", + "iopub.status.busy": "2026-10-02T01:31:43.295610Z", + "iopub.status.idle": "2026-10-02T01:31:43.299814Z", + "shell.execute_reply": "2026-10-02T01:31:43.298978Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Exercice a completer : MSE(sigma, N_tr) pour N_tr dans (32, 128, 512)\n", + "Grille sigma : (0.5, 1.0, 2.0, 5.0, 10.0, 20.0, 50.0)\n" + ] + } + ], + "source": [ + "# Exercice 1 : compromis sigma vs N_tr\n", + "# TODO etudiant : pour chaque N_TR_TRY, regenerer make_signal(N_TR_TRY, seed=SEED),\n", + "# refaire le balayage SIGMA_GRID, stocker les MSE dans un dict {N: [mse_...]}.\n", + "# Indice : la boucle interne est la copie de la section 5 -- on peut factoriser.\n", + "N_TR_TRY = (32, 128, 512)\n", + "SIGMA_GRID = (0.5, 1.0, 2.0, 5.0, 10.0, 20.0, 50.0)\n", + "print(f\"Exercice a completer : MSE(sigma, N_tr) pour N_tr dans {N_TR_TRY}\")\n", + "print(f\"Grille sigma : {SIGMA_GRID}\")" + ] + }, + { + "cell_type": "markdown", + "id": "f93aa70a", + "metadata": {}, + "source": [ + "### Exercice 2 — Bruit dans le signal : $\\sigma$ est-il toujours utile ?\n", + "\n", + "Ajoutez un bruit gaussien $\\mathcal{N}(0, 0.1)$ sur $y_{\\text{tr}}$ et rejouez la comparaison baseline vs $\\sigma = 5$ (et $\\sigma = 50$). Attendu : avec du bruit, **trop de bandes amplifie le bruit** (overfit), donc $\\sigma = 5$ bat toujours $\\sigma = 50$, mais le gain sur le baseline rétrécit. C'est l'illustration du compromis biais-variance *à l'intérieur du mapping de Fourier* — pas seulement à l'intérieur du MLP.\n", + "\n", + "Indice : `y_tr_noisy = y_tr + rng.normal(0, 0.1, size=y_tr.shape)`. Conservez la graine pour la reproductibilité." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "eb535b1f", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:43.301680Z", + "iopub.status.busy": "2026-10-02T01:31:43.301420Z", + "iopub.status.idle": "2026-10-02T01:31:43.305042Z", + "shell.execute_reply": "2026-10-02T01:31:43.304254Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Exercice a completer : baseline vs sigma=5 vs sigma=50 sur signal + bruit gaussien\n" + ] + } + ], + "source": [ + "# Exercice 2 : bruit dans le signal\n", + "# TODO etudiant : generer y_tr_noisy, refaire la comparaison baseline vs sigma=5 vs sigma=50,\n", + "# tracer les MSE test.\n", + "print(\"Exercice a completer : baseline vs sigma=5 vs sigma=50 sur signal + bruit gaussien\")" + ] + }, + { + "cell_type": "markdown", + "id": "a4db8650", + "metadata": {}, + "source": [ + "### Exercice 3 — Mapping structuré (NeRF-style) vs mapping gaussien\n", + "\n", + "Le mapping NeRF original utilise des fréquences $B_j = 2^j$ pour $j = 0, \\dots, L-1$ (encodage dyadique). Implémentez `fourier_map_grid(x, L)` qui produit $2L$ features avec ces fréquences, et comparez à $L = 5, 7, 10$ bandes dyadiques vs $\\sigma = 5$ gaussien. Attendu : le dyadique $L = 7$ atteint une MSE test comparable au gaussien $\\sigma = 5$ — les deux portent l'information utile, mais le dyadique a une **structure** (interprétable) que le gaussien n'a pas." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "232b1f6f", + "metadata": { + "execution": { + "iopub.execute_input": "2026-10-02T01:31:43.306732Z", + "iopub.status.busy": "2026-10-02T01:31:43.306467Z", + "iopub.status.idle": "2026-10-02T01:31:43.310294Z", + "shell.execute_reply": "2026-10-02T01:31:43.309603Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Exercice a completer : mapping dyadique (NeRF-style) vs mapping gaussien\n" + ] + } + ], + "source": [ + "# Exercice 3 : mapping dyadique (NeRF) vs mapping gaussien\n", + "# TODO etudiant : implementer fourier_map_grid(x, L) qui produit 2L features\n", + "# avec B_j = 2^j pour j in 0..L-1, comparer L=5, 7, 10 vs sigma=5 gaussien.\n", + "def fourier_map_grid(x, L):\n", + " \"\"\"Stub : a implementer. Doit retourner un vecteur de dimension 2L.\"\"\"\n", + " result = None # TODO etudiant : retourner le mapping dyadique de dimension 2L\n", + " return result\n", + "\n", + "print(\"Exercice a completer : mapping dyadique (NeRF-style) vs mapping gaussien\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file diff --git a/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/README.md b/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/README.md index 489324fda2..be7ee173e6 100644 --- a/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/README.md +++ b/MyIA.AI.Notebooks/ML/DataScienceWithAgents/03-DeepLearning/README.md @@ -30,6 +30,7 @@ séries (RL, PostTraining, ML-Training-Pipeline). L'entraînement final du 2.9 e | [3.3-Regularisation](3.3-Regularisation.ipynb) | Dropout, weight decay et early stopping écrits à la main sur un MLP construit pour surapprendre (17 000 paramètres, 100 points d'entraînement, 12 étiquettes fausses) | **Corriger la variance sans changer le modèle** : trois remèdes appliqués au même surapprentissage fabriqué | sans régularisation : val acc 84,0 % (les 12 erreurs mémorisées) ; dropout p=0,3 : 89,0 % ; early stopping : +4,5 % ; gradient check du dropout (masque gelé) et invariants du dropout inverse (p=0,4, 2000×50) | | [3.4-Attention-Transformer-From-Scratch](3.4-Attention-Transformer-From-Scratch.ipynb) | De l'attention mono-tête lisible sur l'inversion de séquence au mini-GPT de 1,25 M entraîné dans le notebook | **L'attention jusqu'au bout, sur CPU** : attention + masque causal + multi-têtes + bloc pré-norme, équivalence numérique avec `torch.nn`, mini-GPT char-level entraîné (117 s) sur le *Horla* (Maupassant, domaine public, 59 k caractères) | sac de mots A = B pour phrases opposées (1-9) ; inversion : poids requete 0 = `[0,007 0,007 0,007 0,007 0,007 0,967]` ; multi-têtes maison vs `torch.nn.MultiheadAttention` à 2,38e-07 (assert allclose 1e-5) ; mini-GPT 1 251 040 paramètres : perte ln(85)=4,44 → train 2,46 / val 2,45 en 800 étapes (117 s), perplexité val 11,5 ; 4 têtes spécialisées post-entraînement (diagonale 0,110 / 0,172 / 0,133 / 0,102) | | [3.4c-MoE-from-scratch](3.4c-MoE-from-scratch.ipynb) | La couche Mixture of Experts écrite à la main (routeur top-k, capacité par expert avec jetons jetés, loss d'équilibrage `E·Σ f_i·P_i`), son coût mesuré en millisecondes contre deux FFN denses d'équivalence (iso-calcul, iso-paramètres) puis son entraînement dense contre MoE sur la tâche jouet du 3.4b | **Découpler paramètres et calcul** : E experts dont seuls k travaillent par jeton — le banc entrelacé mesure ce que la promesse vaut réellement, routage compris | routeur vérifié sur cas contrôlés (entropie uniforme 2,0794 = ln 8, tie-break de `topk` exposé) ; banc de coût : MoE E=8 k=2 (1 054 720 params) à 0,75× le temps du dense-32d iso-paramètres mais ~2,9× le dense-8d iso-calcul (rapports calculés dans la même cellule ; les temps absolus varient avec la machine) — le routage top-k a un coût propre qui mange une partie de l'économie théorique ; qualité : la tâche jouet ne discrimine pas (acc 1,000 partout, dit comme tel) — l'information est dans les routeurs : sans loss d'équilibrage, parts 0,284…0,000 ; avec α=0,01, parts 0,118–0,134 quasi uniformes (L_aux 1,29 → 1,00) ; 3 exercices | +| [3.4d-Fourier-Features-Biais-Spectral](3.4d-Fourier-Features-Biais-Spectral-Python.ipynb) | Le **biais spectral** d'un MLP tanh reproduit empiriquement (Rahaman et al. 2019) face à un signal 1D à 13 cycles, puis débloqué par le mapping de Fourier `γ(x) = [cos(2πB x), sin(2πB x)]` avec `B ~ N(0, σ²)` (Tancik et al. 2020, geste NeRF) — trois régimes mesurés (sous-ajustement, bande utile, aliasing) plus un témoin négatif qui combine σ=50 et h=256 : la capacité mémorise le train sans récupérer le test | **Le MLP n'apprend pas les hautes fréquences** : la NTK tanh a une bande passante trop étroite pour la cible 13 cycles ; un mapping `B ~ N(0, σ²)` adapté la débloque, σ excessif re-sur-ajuste — la MSE comme bande à dépasser, pas comme optimum ponctuel | garde gradient 2,08e-07 (seuil 1e-5) ; balayage σ (64 pts train / 400 test, seed 0) : baseline 3,23e-01 (plafond spectral), σ=1 1,40e-02, σ=2 minimum à 8,33e-03, σ=5 1,21e-02, σ=10 9,70e-03, σ=20 7,41e-02 (aliasing), σ=50 4,42e-01 ; témoin négatif σ=50 + h=256 (99 073 paramètres) : MSE train 1,36e-07 contre test 4,32e-01, rapport 3,2e-07 — la capacité mémorise le train sans gain au test ; 3 exercices | | [3.5-Phenomenes-de-Generalisation](3.5-Phenomenes-de-Generalisation.ipynb) | Grokking et double descente reproduits en NumPy pur (MLP à embeddings + Adam à la main), confrontés à la borne PAC du 2.8 | **Le phénomène sans la boîte noire** : mémorisation → transition abrupte, et le W de la double descente | garde gradient ≤ 1e-6 (embeddings inclus) ; grok mesuré : train saturé ~500 pas, test 100 % des dizaines de milliers de pas plus tard (wd = 1) ; contre-témoin wd = 0 ; double descente : pic au seuil M ≈ n (×5 le creux), asymptote moderne sous le creux classique, 20 graines | | [3.6-Modeles-Generatifs](3.6-Modeles-Generatifs.ipynb) | VAE, GAN et diffusion (DDPM) écrits en NumPy pur, même cible (huit modes sur un cercle), même budget (6 000 pas, batch 256, largeur 64), face à une baseline GMM ajustée par EM | **Trois objectifs, trois échecs** : le VAE couvre mais moyenne, le GAN s'effondre, la diffusion raffine au prix de 100 passes par échantillon | garde gradient 1,4e-08 (ELBO + reparamétrisation) et 3,2e-10 (eps-net) ; multi-4-graines : GMM 8/8 disp 0,99 (2,2 s) ; VAE 8/8 disp 6,0 ; GAN 1,5 ± 0,5 modes ; DDPM 8/8 disp 1,51 ; trajectoire de denoising en 5 instantanés (t = 99 → 0) | | [3.6b-Modeles-Generatifs-PyTorch](3.6b-Modeles-Generatifs-PyTorch.ipynb) | Versant **framework** du 3.6 : VAE, GAN et DDPM (diffusion) entraînés sur une même cible 2D à 4 modes (mélange de Gaussiennes, PyTorch CPU) puis comparés — ELBO vs adversarial vs débruitage | **Le compromis qualité/diversité** : 4 mécanismes génératifs sur les mêmes métriques (couverture de modes, entropie effective), le GMM empirique en référence « modèle exact » | médiane sur 3 graines (budget de pas commun) : GMM cov 4/4 ESS 3,96 · VAE cov 4/4 ESS 3,95 · GAN cov 3/4 ESS 2,99 (perte de diversité, un mode jamais couvert) · Diff cov 4/4 ESS 1,62 (couvre mais sous-échantillonne le mode le plus faible) — verdict nuancé, pas de « gagnant » unique |