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    "# Solutions Approchée et Exacte d'un problème de Riemann pour le système de Saint-Venant RELAXÉ\n",
    "\n",
    "Ce notebook est le **jumeau** de `sv_exacte_approx_ameliore.ipynb`, appliqué au système de **relaxation** de Saint-Venant (à la Suliciu) : on remplace la pression non linéaire $\\frac{g}{2}h^2$ par une variable indépendante $\\pi$, gouvernée par sa propre équation de transport :\n",
    "\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\partial_t h + \\partial_x (hu) = 0,\\\\\n",
    "\\partial_t (hu) + \\partial_x (hu^2+\\pi) = 0,\\\\\n",
    "\\partial_t (h\\pi) + \\partial_x (hu\\pi+c^2 u) = 0,\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "avec $c>0$ une constante (célérité de relaxation).\n",
    "\n",
    "## Différence structurelle majeure avec le notebook Saint-Venant classique\n",
    "\n",
    "**Les trois champs caractéristiques de ce système ($\\lambda_1=u-c/h$, $\\lambda_2=u$, $\\lambda_3=u+c/h$) sont TOUS linéairement dégénérés** : il n'y a donc **ni choc ni détente** au sens habituel, seulement des **discontinuités de contact**. Conséquences directes sur le code, par rapport au notebook Saint-Venant classique :\n",
    "\n",
    "- pas de fonction `onde_1`/`onde_2` avec un `if choc / else détente` : chaque famille n'a qu'**un seul comportement** à coder (conservation de ses invariants de Riemann) ;\n",
    "- pas de `brentq` : l'état intermédiaire s'obtient en résolvant un système **linéaire** en $(1/h_*, 1/h_\\heartsuit, u_m, \\pi_m)$, en forme close ;\n",
    "- **quatre** états constants séparés par **trois** discontinuités de contact (au lieu de deux ondes encadrant un unique état $*$) — d'où les variables `h_s` (état $*$) et `h_o` (état $\\heartsuit$, \"coeur\"/heart) qui apparaissent partout dans ce notebook là où le notebook classique n'avait qu'un seul `h_s`.\n",
    "\n",
    "## Comment l'utiliser\n",
    "\n",
    "Charger toutes les fonctions (exécuter tout le notebook une première fois), puis :\n",
    "\n",
    "- pour la **solution exacte seule** sur un cas : `affichage_sol_exacte_relax(\"rupture de barrage\")` ;\n",
    "- pour **comparer exacte et approchée** : `etudier_cas_relax(\"rupture de barrage\", scheme=\"HLL\", quoi=\"comparaison\")` ;\n",
    "- pour **plusieurs cas et/ou plusieurs schémas** d'un coup : `etudier_plusieurs_relax(keys=[...], schemes=[...])` ;\n",
    "- en **interactif** : `explorateur_interactif_relax()` ;\n",
    "- pour le **lien avec Saint-Venant classique** (que se passe-t-il si on relaxe $\\pi\\to\\frac{g}{2}h^2$ à chaque pas de temps) : voir l'**annexe** en fin de notebook.\n",
    "\n",
    "## Structure\n",
    "\n",
    "1. **Cas tests** — mêmes 5 cas que le notebook classique, avec $\\pi$ initialisé à l'équilibre $\\pi_{L,R}=\\frac{g}{2}h_{L,R}^2$.\n",
    "2. **Solution exacte** — système linéaire (pas de recherche de racine), assemblage à 4 états / 3 discontinuités de contact.\n",
    "3. **Solution approchée** — même principe de volumes finis que le notebook classique, adapté aux 3 variables conservatives $(h,hu,h\\pi)$.\n",
    "4. **Affichage** — mêmes fonctions que le notebook classique, avec un troisième sous-graphique pour $\\pi$.\n",
    "5. **Orchestration** — identique en structure au notebook classique.\n",
    "6. **Exploration interactive** — idem.\n",
    "7. **Annexe** — lien avec Saint-Venant classique par splitting (relaxation instantanée).\n",
    "\n",
    "## Pour adapter ce notebook à un autre système de relaxation\n",
    "\n",
    "| Vous voulez changer... | Regardez dans... | Ce qui NE change PAS |\n",
    "|---|---|---|\n",
    "| Les équations elles-mêmes (flux, valeurs propres, invariants de contact) | Bloc **Solution exacte** (`etat_intermediaire_relax`) et bloc **Solution approchée** (`Q_relax`, `valeurs_propres_relax`, les trois `flux_..._relax`) | La structure (résolution d'un système linéaire, pas de `brentq`) se transpose directement à tout système dont les champs sont TOUS linéairement dégénérés |\n",
    "| Les cas tests | Le dictionnaire `IC` et `get_case(...)` | Rien d'autre |\n",
    "| L'apparence des graphiques | Bloc **Affichage** (`plot_exact_relax`, `plot_approx_relax`, `plot_comparaison_relax`, `plot_multi_instants_relax`) | Le calcul n'a pas besoin d'être touché |\n",
    "| L'enchaînement | Bloc **Orchestration** (`etudier_cas_relax`, `etudier_plusieurs_relax`, `explorateur_interactif_relax`) | Ni le calcul, ni l'affichage |\n",
    "\n",
    "**Attention à la portée de cette généralisation** : ce notebook suppose que **toutes** les familles d'ondes sont des discontinuités de contact (système de relaxation typique). Si votre système a un mélange de familles vraiment non linéaires ET de contacts (par exemple Euler compressible : 2 familles non linéaires encadrant un contact central), c'est le notebook `sv_exacte_approx_ameliore.ipynb` qui donne le bon patron pour les familles non linéaires (`onde_1`/`onde_2` avec `if choc/else détente`), à combiner avec le principe \"un seul cas, pas de `if`\" de ce notebook-ci pour la famille de contact centrale."
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    "## Imports\n",
    "\n",
    "Contrairement au notebook Saint-Venant classique, `scipy.optimize.brentq` n'est **pas nécessaire** ici : la solution exacte du système relaxé s'obtient en résolvant un système linéaire (voir section *Solution exacte*), pas en cherchant le zéro d'une fonction non linéaire."
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    "import numpy as np\n",
    "from numpy.linalg import norm\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = (12, 4.5)\n",
    "plt.rcParams.update({'font.size': 13})"
   ]
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   "source": [
    "## Cas tests\n",
    "\n",
    "Mêmes 5 cas que le notebook Saint-Venant classique (mêmes noms, mêmes valeurs de $h,u$, pour comparaison directe), mais avec en plus $\\pi_L,\\pi_R$ et un $c$ calculé par cas.\n",
    "\n",
    "### Qu'est-ce que $c$, physiquement ?\n",
    "\n",
    "Dans le système relaxé, $\\pi$ (la pression) n'est plus donnée par la loi non linéaire $\\frac{g}{2}h^2$ : c'est une variable indépendante, transportée par sa propre équation $\\partial_t(h\\pi)+\\partial_x(hu\\pi+c^2u)=0$. La constante $c$ apparaît dans cette équation exactement comme une **vitesse du son** apparaît dans les équations de l'acoustique linéaire — ce n'est pas un hasard : au voisinage d'un état constant, ce système se comporte comme une onde acoustique de célérité $c/h$ se propageant de part et d'autre de l'écoulement à la vitesse $u$, d'où les valeurs propres $\\lambda_1=u-c/h$ et $\\lambda_3=u+c/h$ déjà rencontrées.\n",
    "\n",
    "$c$ est donc un **paramètre numérique qu'on choisit**, pas une donnée physique du problème d'origine (contrairement à $g$) : plus $c$ est grand, plus les ondes de contact du système relaxé se déplacent vite. Le choix de $c$ n'est pas libre pour autant : il doit être assez grand pour que le système relaxé reproduise fidèlement Saint-Venant classique (voir ci-dessous), mais on verra dans la section *Solution approchée* qu'un $c$ inutilement grand dégrade la précision du schéma numérique — d'où la nécessité de le régler soigneusement, ni trop petit ni trop grand.\n",
    "\n",
    "### La condition de Whitham : pourquoi cette forme précise ?\n",
    "\n",
    "Pour que le système relaxé soit une bonne approximation de Saint-Venant classique, ses vitesses d'onde $u\\mp c/h$ doivent **englober** les vraies vitesses physiques $u\\mp\\sqrt{gh}$ — sinon le système relaxé \"n'aurait pas le temps\" de transmettre l'information aussi vite que la vraie physique, et l'approximation serait mauvaise, voire instable. Cela s'écrit \n",
    "\n",
    "$$\n",
    "\\frac{c}{h} > \\sqrt{gh} \\qquad\\leadsto\\qquad c > \\sqrt{g}\\,h^{3/2}.\n",
    "$$\n",
    "\n",
    "C'est la **condition sous-caractéristique**, ou condition de Whitham. Elle doit être vérifiée pour **toutes** les valeurs de $h$ rencontrées dans l'écoulement (pas seulement $h_L$ ou $h_R$ séparément), d'où la borne $c > \\sqrt{g}\\max(h_L,h_R)^{3/2}$ utilisée ci-dessous — on prend le $h$ le plus grand puisque c'est lui qui exige le $c$ le plus grand pour que la condition soit satisfaite partout.\n",
    "\n",
    "### Pourquoi cela agrandit le domaine de calcul\n",
    "\n",
    "La condition de Whitham garantit que $c/h$ *majore* $\\sqrt{gh}$ — mais elle ne dit pas de combien. En pratique, pour que la condition soit vraiment vérifiée (et pas seulement à l'égalité limite, numériquement fragile), on prend $c$ **strictement au-dessus** du seuil, avec une marge de sécurité. Cette marge signifie que les ondes de contact ($u\\mp c/h$) se déplacent alors **plus vite** que les vraies ondes physiques de Saint-Venant ($u\\mp\\sqrt{gh}$) — c'est le prix à payer pour la sécurité de l'approximation. Or le domaine de calcul doit être assez large pour contenir toutes les ondes jusqu'à `t_final`, y compris ces ondes de contact plus rapides que la physique réelle : plus $c$ est grand (plus la marge est généreuse), plus le domaine nécessaire est grand.\n",
    "\n",
    "### Ce que fait le code, concrètement\n",
    "\n",
    "**Pourquoi initialiser $\\pi$ à l'équilibre.** `pi_equilibre(h) = g/2*h**2` fixe $\\pi_{L,R}$ à la valeur qu'aurait la pression physique de Saint-Venant classique pour ce $h$. Ce n'est pas une nécessité mathématique (le système relaxé homogène est bien défini pour n'importe quel $\\pi$), mais un choix cohérent pour que la comparaison avec Saint-Venant classique (faite dans l'annexe) parte d'une donnée initiale physiquement équivalente.\n",
    "\n",
    "**$c$ dépend du cas test.** La borne $c > \\sqrt{g}\\max(h_L,h_R)^{3/2}$ dépend de $\\max(h_L,h_R)$, qui varie fortement d'un cas à l'autre (de $1$ à $2$ dans nos cas tests). \n",
    "\n",
    "`c_sous_caracteristique(h_L, h_R)` calcule donc, pour chaque cas, $c = \\text{MARGE\\_C}\\times\\sqrt{g}\\max(h_L,h_R)^{3/2}$, avec `MARGE_C = 1.3` la marge de sécurité évoquée ci-dessus. `get_case(key)` renvoie 8 valeurs et ce $c$ est ensuite transmis **explicitement** à chaque fonction qui en a besoin (`Q_relax`, `valeurs_propres_relax`, les trois flux, `calculer_relax`...) — $c$ n'est pas une variable globale partagée entre tous les cas.\n",
    "\n",
    "**Compromis observé en pratique.** Réduire `MARGE_C` rapproche $c$ du seuil théorique (meilleur pour limiter la taille du domaine et le coût de calcul), mais peut légèrement dégrader la précision du schéma numérique par rapport à un $c$ plus généreux, pour un maillage et un domaine donnés — l'inverse de ce qu'on pourrait naïvement penser en imaginant qu'un $c$ \"confortable\" serait toujours préférable. `MARGE_C = 1.3` est un compromis raisonnable, pas une valeur optimisée au sens strict ; n'hésitez pas à l'ajuster si vous observez des erreurs anormalement élevées sur un nouveau cas test.\n",
    "\n",
    "**⚠️ Le domaine doit rester adapté au $c$ du cas.** Comme expliqué ci-dessus, les ondes de contact se déplacent à $u\\mp c/h$, plus vite que les vraies vitesses physiques $u\\mp\\sqrt{gh}$ de Saint-Venant. Si le domaine de calcul est trop petit, une onde peut en sortir *avant* `t_final`. **C'est pourquoi ce notebook calcule désormais le domaine avec `domaine_adapte(key)`** (voir section *Affichage : caractéristiques*), qui dimensionne `xx` en fonction du $c$ propre à chaque cas, plutôt que d'utiliser une taille fixe pour tous les cas."
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     "text": [
      "Cas tests disponibles : ['1-choc 2-choc', '1-choc 2-detente', '1-detente 2-choc', '1-detente 2-detente', 'rupture de barrage']\n",
      "  1-choc 2-choc         : c = 4.072\n",
      "  1-choc 2-detente      : c = 11.517\n",
      "  1-detente 2-choc      : c = 11.517\n",
      "  1-detente 2-detente   : c = 4.072\n",
      "  rupture de barrage    : c = 11.517\n"
     ]
    }
   ],
   "source": [
    "g = 9.81   # gravite (sert a fixer pi_L, pi_R a l'equilibre par defaut)\n",
    "MARGE_C = 1.3  # marge de securite au-dessus du seuil sous-caracteristique\n",
    "\n",
    "def pi_equilibre(h):\n",
    "    return g/2*h**2\n",
    "\n",
    "def c_sous_caracteristique(h_L, h_R, marge=MARGE_C):\n",
    "    \"\"\"Celerite de relaxation minimale (condition de Whitham : c/h > sqrt(g h)\n",
    "    pour tout h rencontre), avec une marge de securite. On prend le max sur\n",
    "    h_L et h_R : la condition doit etre satisfaite des DEUX cotes.\"\"\"\n",
    "    c_min = np.sqrt(g) * max(h_L, h_R)**1.5\n",
    "    return marge * c_min\n",
    "\n",
    "IC = {\n",
    "    '1-choc 2-choc':        (1, 1,  1, -1, 2),\n",
    "    '1-choc 2-detente':     (1, 1,  2, 1,  2),\n",
    "    '1-detente 2-choc':     (2, 1,  1, 1,  2),\n",
    "    '1-detente 2-detente':  (1, -1, 1, 1,  2),\n",
    "    'rupture de barrage':   (2, 0,  0.5, 0, 1.5),\n",
    "}\n",
    "KEYS = list(IC.keys())\n",
    "\n",
    "def get_case(key):\n",
    "    \"\"\"Renvoie (h_L,u_L,pi_L,h_R,u_R,pi_R,t_final,c), avec pi a l'equilibre\n",
    "    et c calcule POUR CE CAS (condition sous-caracteristique + marge),\n",
    "    au lieu d'une valeur unique fixee pour tous les cas.\"\"\"\n",
    "    h_L, u_L, h_R, u_R, t_final = IC[key]\n",
    "    c = c_sous_caracteristique(h_L, h_R)\n",
    "    return h_L, u_L, pi_equilibre(h_L), h_R, u_R, pi_equilibre(h_R), t_final, c\n",
    "\n",
    "print(\"Cas tests disponibles :\", KEYS)\n",
    "for key in KEYS:\n",
    "    h_L, u_L, pi_L, h_R, u_R, pi_R, t_final, c = get_case(key)\n",
    "    print(f\"  {key:22s}: c = {c:.3f}\")"
   ]
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   "source": [
    "## Solution exacte\n",
    "\n",
    "**Principe physique — tout est linéairement dégénéré.** Contrairement à Saint-Venant classique, les trois champs caractéristiques ($\\lambda_1=u-c/h$, $\\lambda_2=u$, $\\lambda_3=u+c/h$) sont **tous** linéairement dégénérés. Chaque onde du problème de Riemann est donc **nécessairement** une discontinuité de contact (jamais un choc, jamais une détente), et la traversée de chaque famille est régie par la conservation exacte de ses invariants de Riemann :\n",
    "\n",
    "- 1-onde (vitesse $u_L-c/h_L$) : conserve $u-c/h$ et $\\pi+c^2/h$ ;\n",
    "- 2-onde (vitesse $u_m$, double) : conserve $u$ et $\\pi$ (mais $h$ peut sauter librement — c'est la variable qui n'est *pas* un invariant de cette famille) ;\n",
    "- 3-onde (vitesse $u_R+c/h_R$) : conserve $u+c/h$ et $\\pi+c^2/h$.\n",
    "\n",
    "**Conséquence sur le code : pas de `if choc/else détente`.** `etat_intermediaire_relax` ne cherche pas un zéro de fonction (pas de `brentq`) : les quatre inconnues $(h_*, h_\\heartsuit, u_m, \\pi_m)$ sont solutions d'un système **linéaire** (obtenu en écrivant que les invariants ci-dessus se conservent à travers chaque onde), résolu directement en forme close.\n",
    "\n",
    "**`sol_exacte_riemann_relax` a une structure plus simple que son homologue classique**, avec un `np.where` imbriqué à 3 niveaux, un par frontière : $\\xi\\le\\sigma_1$ (état $L$), $\\sigma_1<\\xi\\le u_m$ (état $*$), $u_m<\\xi\\le\\sigma_3$ (état $\\heartsuit$), $\\xi>\\sigma_3$ (état $R$) — pas besoin de distinguer bornes de détente triées comme dans le notebook classique, puisqu'il n'y a jamais d'éventail continu à échantillonner : chaque frontière est une vitesse unique."
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    "def etat_intermediaire_relax(h_L, u_L, pi_L, h_R, u_R, pi_R, c):\n",
    "    \"\"\"Etats constants (h_*, h_o, u_m, pi_m) du probleme de Riemann relaxe,\n",
    "    obtenus en resolvant le systeme lineaire issu des invariants de Riemann\n",
    "    des trois discontinuites de contact.\"\"\"\n",
    "    u_m  = 0.5*(u_L + u_R) + (pi_L - pi_R)/(2*c)\n",
    "    pi_m = 0.5*(pi_L + pi_R) + c*(u_L - u_R)/2\n",
    "    inv_h_star  = 1.0/h_L - (u_L - u_R)/(2*c) + (pi_L - pi_R)/(2*c**2)\n",
    "    inv_h_heart = 1.0/h_R - (u_L - u_R)/(2*c) - (pi_L - pi_R)/(2*c**2)\n",
    "    h_star  = 1.0/inv_h_star\n",
    "    h_heart = 1.0/inv_h_heart\n",
    "    return h_star, h_heart, u_m, pi_m\n",
    "\n",
    "\n",
    "def sol_exacte_riemann_relax(xx, t, h_L, u_L, pi_L, h_R, u_R, pi_R, c):\n",
    "    \"\"\"Solution exacte auto-similaire (h,u,pi)(x,t) du probleme de Riemann\n",
    "    relaxe. Renvoie (hh, uu, pipi, h_star, h_heart, u_m, pi_m).\"\"\"\n",
    "    xx = np.asarray(xx, dtype=float)\n",
    "    h_star, h_heart, u_m, pi_m = etat_intermediaire_relax(h_L, u_L, pi_L, h_R, u_R, pi_R, c)\n",
    "\n",
    "    if t <= 0:\n",
    "        hh = np.where(xx < 0, h_L, h_R)\n",
    "        uu = np.where(xx < 0, u_L, u_R)\n",
    "        pipi = np.where(xx < 0, pi_L, pi_R)\n",
    "        return hh, uu, pipi, h_star, h_heart, u_m, pi_m\n",
    "\n",
    "    sigma1 = u_L - c/h_L         # vitesse de la 1-onde (contact)\n",
    "    sigma3 = u_R + c/h_R         # vitesse de la 3-onde (contact)\n",
    "    # la 2-onde (contact double) se deplace a la vitesse u_m\n",
    "\n",
    "    xi = xx / t\n",
    "    hh   = np.where(xi <= sigma1, h_L, np.where(xi <= u_m, h_star, np.where(xi <= sigma3, h_heart, h_R)))\n",
    "    uu   = np.where(xi <= sigma1, u_L, np.where(xi <= sigma3, u_m, u_R))\n",
    "    pipi = np.where(xi <= sigma1, pi_L, np.where(xi <= sigma3, pi_m, pi_R))\n",
    "\n",
    "    return hh, uu, pipi, h_star, h_heart, u_m, pi_m"
   ]
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    "### Vérification rapide (résidus de Rankine-Hugoniot)\n",
    "\n",
    "Ici, **les trois** discontinuités sont des contacts, donc **les trois** doivent satisfaire exactement les relations de Rankine-Hugoniot (alors que dans le notebook classique, seuls les chocs — pas les détentes — étaient concernés). On vérifie les deux ondes extrêmes (1 et 3) ; la 2-onde centrale, elle, conserve $u$ et $\\pi$ par construction directe (non reprise ici puisqu'elle est automatiquement satisfaite par construction de `etat_intermediaire_relax`).\n",
    "\n",
    "Comme pour le notebook classique, un résidu de l'ordre de $10^{-14}$ (précision machine) valide le calcul ; un résidu de l'ordre de $10^{-2}$ ou plus signalerait une erreur dans les formules de `etat_intermediaire_relax`."
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     "text": [
      "1-choc 2-choc         : c=4.072, h*=1.3256, h_o=1.3256  |  residu onde 1 = 8.88e-16  |  residu onde 3 = 8.88e-16\n",
      "1-choc 2-detente      : c=11.517, h*=1.0587, h_o=1.8003  |  residu onde 1 = 8.88e-16  |  residu onde 3 = 1.42e-14\n",
      "1-detente 2-choc      : c=11.517, h*=1.8003, h_o=1.0587  |  residu onde 1 = 1.42e-14  |  residu onde 3 = 1.78e-15\n",
      "1-detente 2-detente   : c=4.072, h*=0.8028, h_o=0.8028  |  residu onde 1 = 0.00e+00  |  residu onde 3 = 0.00e+00\n",
      "rupture de barrage    : c=11.517, h*=1.7564, h_o=0.5180  |  residu onde 1 = 1.42e-14  |  residu onde 3 = 1.42e-14\n"
     ]
    }
   ],
   "source": [
    "def residu_RH_relax(h_g, u_g, pi_g, h_d, u_d, pi_d, sigma, c):\n",
    "    r1 = sigma*(h_g - h_d) - (h_g*u_g - h_d*u_d)\n",
    "    r2 = sigma*(h_g*u_g - h_d*u_d) - (h_g*u_g**2 + pi_g - (h_d*u_d**2 + pi_d))\n",
    "    r3 = sigma*(h_g*pi_g - h_d*pi_d) - (h_g*u_g*pi_g + c**2*u_g - (h_d*u_d*pi_d + c**2*u_d))\n",
    "    return max(abs(r1), abs(r2), abs(r3))\n",
    "\n",
    "for key in KEYS:\n",
    "    h_L, u_L, pi_L, h_R, u_R, pi_R, t_final, c = get_case(key)\n",
    "    h_s, h_o, u_m, pi_m = etat_intermediaire_relax(h_L, u_L, pi_L, h_R, u_R, pi_R, c)\n",
    "    sigma1 = u_L - c/h_L\n",
    "    sigma3 = u_R + c/h_R\n",
    "    res1 = residu_RH_relax(h_L, u_L, pi_L, h_s, u_m, pi_m, sigma1, c)\n",
    "    res3 = residu_RH_relax(h_o, u_m, pi_m, h_R, u_R, pi_R, sigma3, c)\n",
    "    print(f\"{key:22s}: c={c:.3f}, h*={h_s:.4f}, h_o={h_o:.4f}  |  residu onde 1 = {res1:.2e}  |  residu onde 3 = {res3:.2e}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d335d0d0",
   "metadata": {},
   "source": [
    "### Affichage : caractéristiques (x,t) et profil à un instant\n",
    "\n",
    "Mêmes deux fonctions que le notebook classique (`affichage_onde` → `affichage_onde_relax`, `affichage_sol_exacte` → `affichage_sol_exacte_relax`), avec deux différences visuelles : le titre affiche maintenant `h_*` **et** `h_o` (les deux états intermédiaires), et `affichage_sol_exacte_relax` trace **trois** sous-graphiques ($h,u,\\pi$) au lieu de deux.\n",
    "\n",
    "**Nouveau : `domaine_adapte(key)`.** Cette fonction calcule un maillage `xx` dont la taille dépend du `c` propre au cas `key` (via `get_case`), plutôt qu'une taille fixe pour tous les cas — voir la mise en garde de la section *Cas tests* sur le risque de contamination de bord si le domaine est trop petit par rapport à la vitesse des ondes de contact. Elle sert de valeur par défaut pour `xx` dans toutes les fonctions d'affichage et de calcul du reste du notebook.\n",
    "\n",
    "**Ce qu'on voit de différent sur le diagramme $(x,t)$.** Alors que le notebook classique montre une zone colorée en éventail pour une détente (variation continue de teinte), ici les trois frontières sont des **droites nettes** (vitesse constante $\\sigma_1$, $u_m$, $\\sigma_3$) : c'est la signature visuelle directe du fait que toutes les ondes sont des discontinuités de contact, jamais des détentes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "dfb354ef",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T13:36:52.174289Z",
     "iopub.status.busy": "2026-07-15T13:36:52.173314Z",
     "iopub.status.idle": "2026-07-15T13:36:58.424167Z",
     "shell.execute_reply": "2026-07-15T13:36:58.422846Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Hdna2DbUCUB9lLV+u/B9+CHQ1JAXPvVQwqG0sDj+3mIQFQsJnn30mSdq1a5cmTZpUbv/gwYPdCYvmzZvr448/1syZM/X0008rKytLXbp00ZNPPqkbb7zR59d86aWXlJqaqueee04vvfSSWrVqpenTp2v27NkBvU81xcUqpM/BK+JRKlhikf3eahIWALwK+oTFrbfeqvXr12vevHnq2rVrpcfmljzVFRUVVW5fo0aNPI7xJiUlRdOnT3f/nJWVpQ4dOighIUGxsbE1qb6H2PvvU3FOjjIyMhQXF1fv19IwxhCLEsESi/wff9TB++cpwlQ9osmfnE6nLMtSQkJCve+YJhaliIUnu+PhaicBoLqMs1iS1OzyyxU3+oqA1MHpdCrjSIbimsfV+zaitrEo2LFT+/78Z4mRdwgRaWlpSktL8/n4Nm3aaOHChVUel5SUJGOM131RUVGaM2eO5syZ4/Pr1oWI5s3VYfFz/D0sg/ahVLDE4nDaImWvXi0V084A8C6oExb33HOPnnjiCU2bNk0zZ86s8viYmBhJ8pjWyeXYsWMex3gTFRXlNdnhcDhs+WMe0727nE6njh48qMYtW9JYEgu3YIlFRIMGx/+nuDjg18SyLNt+90IdsShFLDzZGQ9iCqDGSjr0GrRtq5g+fQJSBafTqZyDBxXDfWWtY+Eo+b5k5L2jFkDwcjRsqJg+ffh7WAbtQ6lgiUXWindK/o92BoB3QfvXes6cOXrggQd07bXX6qmnnvLpqfN27dpJ8j7tU2XTRQEoEXE8h2mKiwNcEQAAEDJc/Q31fMRs2HBdR/qRAAD+UJIsMYzkA1CBoExYzJ07V3PnztX48eO1cOFCnzO/ffv2lST973//K7fPtc11DIDyrMiSRb+LigJbEQAAEHrIV4QHEk8AAD+yHCXtjJPMOADvgi5hcd9992nOnDm65pprlJaWVmGyYt++fdq8ebPHmhSdO3fW2WefrVdeeUW7d+92b8/KytKCBQvUuXNn/eY3v/H7ewBCVsTxhAUjLAAAgM9cc7zT0R0mXCMs6EgCAPgD7QyAygXVGhaPP/64Zs+erY4dO+rCCy/Uiy++6LG/VatWuvDCCyUdXyB70aJFWrNmjYYMGeI+5pFHHtGQIUM0cOBA3XrrrWrYsKGeeuop7du3TytWrKj3izsDlbEimRIKAABUEx0O4YnrCgDwB9eDyYYpoQB4F1QJi88++0yStGvXLk2aNKnc/sGDB7sTFhXp16+fPvzwQ/35z3/WnDlzVFxcrLPOOkvvvfeeR2IDQHlWBFNCAQCA6jresc2DQWHCdRlJWAAA/KHkfsEwJRSACgRVwiItLU1paWm1PrZv375atWqVfRUD6gsW3QYAANVkmBIqrLgTTyQsAAB+4F7DgnYGQAWCbg0LAIHjWnSbhAUAAKg+EhZhgcQTAMCfrJKuSCdTQgHwjoQFADemhAIAANXGCIvwwggLAIA/ue8XaGcAeEfCAkCpkkW3ZYwMTzsACAGpqakaM2aMkpOTZVmWkpKSalROcXGx/v3vf6tfv35q2rSpmjRpop49e+r++++3t8JAOKK/ISxxWQEAfuFgDQsAlQuqNSwABJZ7hIV0fJRFw4aBqwwA+GDmzJmKj49X7969lZGRUaMyCgsLNWrUKK1cuVJXXXWVJk+eLIfDoR07dmjXrl32VhgIR4ywCC+MsAAA+JOrneEhSQAVIGEBwK1swsIUFzMTNYCgt3XrViUnJ0uSevTooZycnGqXMW/ePK1YsUIrVqzQ0KFD7a4iEP7cCYvAVgN2IWEBAPAfy7WGBe0MgAowJRSAUpGlOUwW3gYQClzJipo6evSoHnroIQ0fPlxDhw6VMUbZ2dk21Q6oXyxGWIQHLiMAwJ8cx7sijWGEBQDvGGEBwK3clFAAEOY+/vhjZWVl6eyzz9Ydd9yhp59+WllZWWrevLmuueYaPfjgg4qJianw/Pz8fOXn57t/zsrKkiQ5nU45bRjm7nQ6ZYyxpaxwQDxKBVMsXB0Oxihg9QmmeARabWPhfuA1DOLJ58KT3fEgrgBqxL3mNiMsAHhHwgJAqROmhAKAcLd582ZJ0kMPPaSIiAjNmzdPbdu21euvv67HHntMP/zwg1avXl3hk+OpqamaO3duue3p6enKy8urdf2cTqcyMzNljJHDwcBY4lEqmGKRd+yYJCnnaI6KDh4MSB2CKR6BVttYFB8+5C7nYICup134XHiyOx6MSARQE5br7w+LbgOoAAkLAG6WZR1PWhQXyxSRsAAQ/lydLYcPH9bXX3+t7t27S5KuuOIKSdKSJUu0atWqCte2SElJ0fTp090/Z2VlqUOHDkpISFBsbGyt6+d0OmVZlhISEuhsE/EoK5hisS+qkQokNWnSVPEtWwakDsEUj0CrbSwKjh1Tlo4/ANsyQNfTLnwuPNkdj0aNGtlQKwD1jnsNC0ZpAfCOhAUAD1ZExPHRFcVMCQUg/EVHR0uS+vXr505WuEyZMkVLlizRmjVrKkxYREVFKSoqqtx2h8NhW+eYZVm2lhfqiEepYIuFFeC6BFs8Aqk2sXCUGXEbDrHkc+HJzngQUwA1UjJy2TAlFIAKcIcBwFPJwttMCQWgPmjfvr0kqU2bNuX2ubYdPny4TusEhBxXhwOLbocH13WkIwkA4A+OknaGKaEAVICEBQAPlithwaLbAOqBfv36SZJ2795dbt+uXbskSa1atarTOgEhi3xFeCDxBADwI4vEOIAqkLAA4MFyTQPACAsAYWbfvn3avHmzcnNz3duSkpI0aNAgffbZZ1q/fr17uzFGjz/+uCTpkksuqfO6AiGFDofwxHUFAPiDaw0LJ2tYAPCONSwAeIo8nrBghAWAULB48WLt3LlTkpSenq6CggLNmzdPkhQXF6ebb77ZfWxKSooWLVqkNWvWaMiQIe7tjz76qM4991wNHTpUt9xyi9q0aaM333xTq1at0pQpU9S/f/86fU9AyCnp2LZ4Mj9M8OQrAMCPSta/MSy6DaACJCwAeLAiXFNCMcICQPBbsGCB1q1b57Ft1qxZkqTExESPhEVFevXqpU8++USzZs3SE088oaNHj6pLly7617/+pVtvvdUv9QbCC2tYhBP3ZSRhAQDwB3c7E9BaAAhiJCwAeCidEooRFgCC39q1a30+Ni0tTWlpaV73nXbaaXr11VftqRRQzxh3xzYJi7DA3OIAAD+yHEwJBaByrGEBwJNrSijWsAAAANXBCIvwwHUEAPiVKzFOwgKAdyQsAHgonRKKERYAAMAH7gEWdHSHhZLryPgKAIBfuNewoKUB4B0JCwAeSqeEYoQFAADwAR0O4YnrCgDwB0fJAw5O2hkA3pGwAOApkkW3AQBANbg6thlgER5YwwIA4EcW7QyAKpCwAODBNcLCsOg2AADwhTthQcYiPNCRBADwI6ukK5I1LABUgIQFAA9MCQUAAGrCImERHriMAAB/KpkSyjAlFIAKkLAA4IkpoQAAQLUwwiKcMFUHAMCvaGcAVIGEBQAPpSMsmBIKAABUzdDhEJ64rgAAP7AcJV2RTqaEAuAdCQsAHqxI1xoWjLAAAAA+cPdrM8IiLDBSBiEoNTVVY8aMUXJysizLUlJSUoXHWpZV6b8HHnigytdbu3ZtheefccYZ9r0xICwxwgJA5SIDXQEAQSaCKaEAAEA1sOh2eClzHY0xrE2CkDBz5kzFx8erd+/eysjIqPTYxYsXe90+Z84cbd26VcOHD/f5da+//noNHDjQY1t8fLzP5wP1UskIC8Oi2wAqQMICgAemhAIAADVCv3Z4IEGBELR161YlJydLknr06KGcnJwKjx0/fny5bb/88ou2b9+us846S7169fL5dfv37++1PAAVs0oW3RaLbgOoAFNCAfDkmhKKERYAAMAXjLAIL2WvI9N1IES4khU1tXDhQjmdTk2bNq3a5+bm5iovL69Wrw/UKyy6DaAKJCwAeLBcU0IxwgIAAPiCDofwxbVFPWCM0cKFCxUTE6Orr766Wuf+8Y9/VOPGjRUdHa1OnTrp/vvvV2FhoZ9qCoQJq6QrkimhAFSAKaEAeCidEooRFgAAwAclndqsdRCGSFigHvjggw+0fft2TZo0SbGxsT6d06BBAw0bNkyXXHKJ2rdvr/379+ull17Svffeq//+979avny5Ilzfq06Qn5+v/Px8989ZWVmSJKfTKaez9h24TqdTxhhbygoHxKNUsMTC6HjbYort+czXRLDEIlgQj1LEopQ/YuFrWSQsAHhiSigAAFANro4HpoQKDxZTQqGeeeaZZyRJU6dO9fmcc845R2+99ZbHtuuuu07Tpk3TggULtHTpUo0bN87ruampqZo7d2657enp6bZMLeV0OpWZmSljjBwOJtUgHqWCJRYF2dnH/1tQoIMHDwakDsESi2BBPEoRi1L+iEV2ye9/VUhYAPBgRTaQxJRQAACgukhYhAUST6hHjhw5otdee03dunXTueeeW+vyZs2apQULFmj58uUVJixSUlI0ffp0989ZWVnq0KGDEhISfB7hURmn0ynLspSQkFDvO9sk4lFWsMQiO665jkpqEBmpli1bBqQOwRKLYEE8ShGLUv6IRaNGjXw6joQFAA9MCQUAAKqFRbfDCyMsUI8sWbJE+fn51RpdUZkOHTooIiJC6enpFR4TFRWlqKioctsdDodtHUKWZdlaXqgjHqWCIRZWyWtbAX6CPRhiEUyIRyliUcruWPhaDpEH4IkpoQAAQHXQpx22uLQIdwsWLFCDBg107bXX2lLetm3bVFxcrNatW9tSHhCWHMcT44akOIAKkLAA4MGKOD7wiimhAACATxhhEV4YYYF6YuPGjfrqq680fPjwCqelKSws1ObNm7Vr1y6P7fv37y93bHFxsVJSUiRJI0aMsL/CQJhwjbAQixoDqABTQgHw4J4SihEWAADAF+6ERWCrAZuQsEAIWrx4sXbu3Cnp+OLVBQUFmjdvniQpLi5ON998c7lzFixYIEmaNm1aheXu2bNHp556qgYPHqy1a9e6t19yySU66aSTdO6556pdu3Y6cOCAXnnlFX311VcaNWqUrrjiChvfHRBmXO0MbQyACpCwAODJNSUUa1gAAABflHQ4WIywCBMkLBB6FixYoHXr1nlsmzVrliQpMTGxXMLi2LFjevHFF9W+fXsNHTq02q83duxYvfnmm3r88cd15MgRxcTEqEePHnrqqac0bdo0/h4ClbGOj7AwhhEWALwjYQHAg2tKKDElFAAAqA466MIClxGhqOzoB19ER0crIyOjyuOSkpK8zrN/11136a677qrWawIo4WpnyIkDqABrWADwYLHoNgAAqBZ6HMIWIywAADZjDQsAVQm6hEVqaqrGjBmj5ORkWZalpKSkapdhjNHixYvVv39/nXTSSYqNjVXPnj31l7/8RTk5OfZXGggnEa4poRhhAQAAqmZYdDu8sIYFAMCfSFgAqELQJSxmzpypDz74QJ07d1bz5s1rXMa1116rmJgYzZ07Vw8++KBOPvlk/fnPf9all15qc42B8FI6JRQjLAAAgA/cfdokLMJCmYQF+QoAgP2OtzOGEZoAKhB0a1hs3bpVycnJkqQePXpUe0REUVGRHnnkEfXu3VurV6+WoyRz+/vf/14jR47UG2+8oc2bN6tbt2621x0IB0wJBQAAqoURFuHF4zrSmQQAsJmjpJ1x0sYA8C7oRli4khU1VVhYqGPHjql169buZIVL27ZtJUkxMTG1eg0grJWMsGBKKAAAUC3kK8IDiScAgB9ZrnaGKaEAVCDoRljUVnR0tAYMGKCVK1fqb3/7m0aNGqXIyEitXr1aCxcu1LRp09SxY8dAVxMIWlbJGhb5P2xW+hNPBKQOxhgdO3pUvzZuXHozUwGrQQM1Gz5cDVq3rqPaAQAADyUjLKpqsxEiWMMCAOBProeLaWMAVCDsEhaS9MILL2jixIm66667dNddd0mSHA6H5syZo1mzZlV4Xn5+vvLz890/Z2VlSZKcTqecNmV+nU6njDG2lRfKiEWpYIqF1fj4CKT8n35S/k8/BbQueT4el791q9r85S9+rUugBNNnI9CIhSe74xGqcU1NTdWmTZv0+eefa/v27UpMTNSOHTuqVcaQIUO0bt06r/tee+01jRw5svYVBcIZHQ7hi2sLALCbdTxhYUxofv8A4H9hmbCIiYlR165d1bFjR/3ud7+Tw+HQ66+/rnvvvVfFxcWaM2eO1/NSU1M1d+7cctvT09OVl+dr12nlnE6nMjMzZYwpN2VVfUMsSgVTLMyZZ6rR+PFyZmYEsBJGBQUFatiwYaXTEjh37lLR11/rWHq6Dh48WIcVrDvB9NkINGLhye54ZGdn21Crujdz5kzFx8erd+/eysjIqHE5LVq00L/+9a9y288666xa1A6oJ1jDIqx4XEUSFgAAu7kaGpoYABUIu4RFbm6uBgwYoD59+ujFF190bx87dqyio6N13333aeTIkTrjjDPKnZuSkqLp06e7f87KylKHDh2UkJCg2NhYW+rndDplWZYSEhLqfYcbsSgVdLGYmRLQl3c6nUpPT68yHhmvvKIDX3+thg0bqmXLlnVYw7oTdJ+NACIWnuyOR6NGjWyoVd3bunWre/2rHj16KCcnp0blNG7cWOPHj7ezakC9YUTCIqwwJRQAwI8s13eXEB3hDcD/wi5h8Z///Ec//fST/vrXv5bbN3bsWC1cuFDr1q3zmrCIiopSVFRUue0Oh8PWzjHLsmwvM1QRi1LEwpMv8XDd6FhGYR03PhuliIUnO+MRqjF1JSvs4HQ6lZOToyZNmoRsPIDAImERFkg8AQD8iYQFgCqEXcJiz549kqTCwsJy+1zbioqK6rROAPzDvbgnT/8BqKU9e/aoSZMmOnbsmBo1aqTzzjtP9913X5VTQvl7/SvWbvFEPEoFVSycx9tho8DVJ6jiEWC1jYUpc1/ldDplhXBM+Vx4Yv0rAMHh+Pd4w5xQACoQ0gmLffv2KTMzUx07dlRMzPGFgrt37y5JWrRokcaOHetx/LPPPitJOvvss+u2ogD8w+JGB0DtJSUlacCAAerZs6eioqL0xRdf6JFHHtE555yjd955R+eff36F5/p7/SvWbvFEPEoFUywKCgokSZmZmToWoDWlgikegVbbWJjiYvf/px9Ml6Pk+oYiPheeWP8KQDCwHCUPHjr5Hg/Au6BLWCxevFg7d+6UdPzLfkFBgebNmydJiouL08033+w+NiUlRYsWLdKaNWs0ZMgQSdKwYcN09tln65133tGgQYM0atQoWZal119/XWvXrtWwYcM0cODAOn9fAPyBERYAai8tLc3j51GjRmn8+PHq3bu3brzxRv34448Vnuvv9a9Yu8UT8SgVTLE41iBSxZKaxcWpaYDWlAqmeARabWNhnE5llPx/ixYnKTI+3tb61SU+F55Y/wpAUGCmBABVCLqExYIFC7Ru3TqPbbNmzZIkJSYmeiQsvImIiNCaNWv02GOP6cUXX9ScOXOUl5enLl266IEHHtAdd9zht7oDqGMWT2YA8I+uXbvqyiuvVFpamn766SedfPLJXo+ri/WvWLvFE/EoFSyxsFxrbge4LsESj2BQm1iYMmtYOErKCWV8Ljyx/hWAgGMNCwBVCLqExdq1a30+Ni0trdxTkZIUExOjP/3pT/rTn/5kX8UABB8HT2YA8J+kpCRJx0d8VpSwAFDKYrHmsMB1BAD4lXU8YWH4Hg+gAjwSASBkseg2AH/66aefJEmtW7cOcE2AIOdqh+noDj/cYwEA7Oa6XaCNAVABEhYAQpe7Y4QbHQBV27dvnzZv3qzc3Fz3tiNHjrgXDC5r48aNevnll3XaaacpOTm5LqsJhBxDOxy+6EwCANjMYkooAFUIuimhAMBnJQkLhpIC9dfixYu1c+dOScenbiooKNC8efMkSXFxcR5rX6WkpGjRokVas2aNhgwZIklat26dbrjhBo0ZM0ZdunRRVFSUvvzyS6WlpalBgwZ6+umn6/w9ASHH1QwzwiJ8WJZkDPdYAAD7ub/Hk7AA4B0JCwAhzDUlVGBrASBwFixYoHXr1nlsmzVrliQpMTHRI2HhTdeuXTV48GCtXLlSBw4cUH5+vtq2bavx48fr7rvvZu0KwBfuTm0SFmGjJGHBPRYAwHYla1jQxgCoCAkLAKGLNSyAem/t2rU+H5uWlqa0tDSPbaeeeqpefvlleysF1FfkK8IHo2UAAH5iOUraGKaEAlAB1rAAELpYrAsAgMBj0e3wwzphAAB/4cFDAFUgYQEgZFnc6AAAEHi0w+GLawsAsBuLbgOoAgkLAKGLhAUAAIFX0g5bjLAIH9xjAQD8xb3oNm0MAO9IWAAIXa4bHaYrAAAgYNztMAmLsOG+knQmAQBsxkwJAKpCwgJACHPd6AS2FgAA1GuudpiERfigMwkA4C9MCQWgCiQsAIQuR8mXaW50AAAIAiQswgbJJwCAv5AUB1AFEhYAQhc3OgAABB7tcNji0gIAbGcd74pkDQsAFSFhASBkMfclAABBwLCGRdhxX0vusQAA9rKYKQFAFUhYAAhdLLoNAEDguRMWga0GbMRDIQAAf6GNAVAFEhYAQpfFotsAAARcSYeDxQiL8EFnEgDAXxxMCQWgciQsAIQwvkwDABA0SFiEDa4kAMB/mBIKQOVIWAAIXe7plUlYAAAQOKxhEXYYYQEA8BP3Gha0MQAqQMICQOjiyzQAAAHHlA5hjGuLEJGamqoxY8YoOTlZlmUpKSmpwmPnzJkjy7K8/rvtttt8fs2CggLdd9996ty5s6KiopSYmKi77rpLubm5tX9DQDgrmRKKERYAKhIZ6AoAQE1ZJCwAAAg8dzPMCIuwUXKPRTIKoWLmzJmKj49X7969lZGR4dM5//rXv9SiRQuPbaeeeqrPrzlu3DgtW7ZMEyZM0KBBg/TVV19p/vz52rhxo1avXi2Hg+dDAa/KjMg0xrAGFoBySFgACF2uL9Osug0AQOAYpoQKO+6HQgJbDcBXW7duVXJysiSpR48eysnJqfKckSNHVjoSozLvvvuuli1bpltuuUWPPPKIe3tSUpLuuOMOvfDCCxo/fnyNygbCXtn7BWO4fwBQDil/AKGLL9MAAAQP+hvCB51HCDGuZEV1ZWdnq7CwsNrnPf/885KkGTNmeGy/6aabFB0drSVLltSoPkB9YJUdfcS0UAC8YIQFgNBlldzoMF0BAACBU9IOM6VDGHFfS+6xEL5OP/10ZWVlyeFw6Mwzz9Sdd96psWPH+nTuhg0b1LZtWyUmJnpsj46O1hlnnKENGzZUeG5+fr7y8/PdP2dlZUmSnE6nnDZ03jqdThljbCkrHBCPUsESC2eZ7+/O4mLPBEZd1SFIYhEsiEcpYlHKH7HwtSwSFgBCl+u7NA0JAACBw4MD4YtrizAUFxenadOm6ZxzztFJJ52krVu36rHHHtNVV12ln376Sffcc0+VZezZs0fdu3f3uq99+/b65JNPlJubq5iYmHL7U1NTNXfu3HLb09PTlZeXV/03dAKn06nMzEwZY1hHQ8SjrGCJhTl61P3/Bw8ckNWwYZ3XIVhiESyIRyliUcofscjOzvbpOBIWAEIWi24DABAEWMMi7LivJPdYCEO33XZbuW033HCD+vbtq7lz52rChAnlRk6cKDc3V1FRUV73NWrUyH2Mt4RFSkqKpk+f7v45KytLHTp0UEJCgmJjY6vxTrxzOp2yLEsJCQn1vrNNIh5lBUssnEePKqPk/xMSEuSo4HfJr3UIklgEC+JRiliU8kcsXG1kVUhYAAhdTFcAAEDAGZGwCDs8FIJ6Jjo6WnfeeacmTZqkVatW6brrrqv0+JiYGI9pnco6duyY+xhvoqKivCY7HA6HbR1ClmXZWl6oIx6lgiIWERHu/3VIAatLUMQiiBCPUsSilN2x8LUcIg8gdJV8mTZ8mQYAIPBIWIQPriXqoaSkJEnHp2aqSrt27fTLL7943bdnzx41b968woQFUO+x6DaAKpCwABDCXE//BbYWAADUa+52mE7usMFDIaiHfvrpJ0lS69atqzy2b9++2rt3r3bu3Omx/dixY/ryyy/Vt29fv9QRCAtlkuI0MwC8IWEBIHQxXQEAAIFHOxy+uLQIM0VFRTp06FC57RkZGUpNTVXDhg01dOhQ9/bCwkJt3rxZu3bt8jh+3LhxkqT58+d7bH/yySd17NgxjR8/3g+1B8KDVXYUn2GEBYDyWMMCQOhyL2HBt2kAAALGveh2YKsBG7FOGELM4sWL3aMd0tPTVVBQoHnz5kmS4uLidPPNN0uScnJy1L59e40aNUo9e/bUSSedpG3btunZZ5/VwYMH9dBDD6ldu3bucvfs2aNTTz1VgwcP1tq1a93bL774Yo0cOVKPPvqoMjMzNWjQIH311Vd64oknNGTIEF1zzTV19+aBUFM2YcGUUAC8IGEBIGRZjLAAACDwStphi3UPwgf3WAgxCxYs0Lp16zy2zZo1S5KUmJjoTlhER0frmmuu0YYNG7RixQrl5OSoefPm6tevn2677Tb99re/9fk1X3rpJaWmpuq5557TSy+9pFatWmn69OmaPXs2C7UClSn7+0E7A8ALEhYAQhdfpgEACB4kLMIHlxIhpuzoh8pERUXpmWee8bncpKSkCtdyiYqK0pw5czRnzhyfywMgj4QFayUB8Ia0P4DQ5VoQkukKAAAIHPeUUPRyhwtLPBQCAPAPzzUsaGcAlEfCAkDoskr+hHGPAwBAwPDgQBijIwkA4A+upAVrWADwgoQFgNDlejCDmxyg3kpNTdWYMWOUnJwsy7KUlJRU6zKvvPJKWZalbt261b6CQH3g6tNmhEX4cI1iJWEBAPAHVzvDd3kAXrCGBYCQxaLbAGbOnKn4+Hj17t1bGRkZtS5v+fLlWrZsmaKjo2tfOaC+cLfDJCzChvseK7DVAACEKYfj+IOHtDMAvGCEBYDQRcICqPe2bt2qQ4cOafXq1Wrbtm2tysrJydFNN92km266SS1btrSphkA9wBoW4Yd7LACAH5U+fMgICwDlkbAAELpYdBuo95KTk20r65577lFhYaEeeOAB28oE6hXyFeGD5BMAwJ9IjAOoBFNCAQhdTFcAwCafffaZHn30Ub3wwguKjY31+bz8/Hzl5+e7f87KypIkOZ1OOW2Yk9fpdMoYY0tZ4YB4lAqqWJR0NgSyPkEVjwCzJRYl19TpLA7pmPK58GR3PIgrgBpzlDw/zd8RAF6QsAAQwngqA0DtFRUV6brrrtMFF1ygsWPHVuvc1NRUzZ07t9z29PR05eXl1bpuTqdTmZmZMsbI4WBgLPEoFUyxKC4uliQdPnJEkQcPBqQOwRSPQLMjFs6Se6sjhw8rO0DX1A58LjzZHY/s7GwbagWgXir5G2T4Lg/ACxIWAEIXw0gB2GD+/PnasmWLli1bVu1zU1JSNH36dPfPWVlZ6tChgxISEqo1UqMiTqdTlmUpISGBzjYRj7KCKRZZlqViSfHx8WoUoPVfgikegWZHLLIjIuSU1DyuuaJDeE0fPhee7I5Ho0aNbKgVgPrIUslECXyXB+BF0CUsUlNTtWnTJn3++efavn27EhMTtWPHjmqXU1xcrKeffloLFy7U999/L2OMOnXqpCuvvFKzZs2yv+IA6p5remVucgDU0NatWzV37lzNnDlTnTt3rvb5UVFRioqKKrfd4XDY1jlmWZat5YU64lEq2GLhiIgIaF2CLR6BVNtYuBZDdVgK+XjyufBkZzyIKYAaY0ooAJUIuoTFzJkzFR8fr969eysjI6NGZRQWFmrUqFFauXKlrrrqKk2ePFkOh0M7duzQrl277K0wgICxGGEBoJZmzJih5s2ba+zYsR4PSBQVFamwsFA7duxQdHS0WrVqFbhKAqGChZrDB9cSAOBPfJcHUImgS1hs3bpVycnJkqQePXooJyen2mXMmzdPK1as0IoVKzR06FC7qwggWJTc5BhW3QZQQzt27NDevXvVtWtXr/s7deqkoUOHauXKlXVcMyCEuDsb6OQOG657LDqSAAD+4FrDwkk7A6C8oEtYuJIVNXX06FE99NBDGj58uIYOHSpjjHJyctS0aVObagggaLiGkXKPA8AH+/btU2Zmpjp27KiYmBhJ0r/+9S9lZmaWO/b6669Xw4YN9dhjjzG6AqgKndrhi0sLAPCD0tkSmBIKQHlBl7CorY8//lhZWVk6++yzdccdd+jpp59WVlaWmjdvrmuuuUYPPvigu5PiRPn5+crPz3f/nJWVJen44mROm+bVczqdMsbYVl4oIxaliIUnX+PhfuovjGPHZ6MUsfBkdzxCNa6LFy/Wzp07JUnp6ekqKCjQvHnzJElxcXG6+eab3cempKRo0aJFWrNmjYYMGSJJOu+887yWe9ttt6lRo0YaOXKkX+sPhAVXe8wAi/DhnhKKjAUAwA+YEgpAJcIuYbF582ZJ0kMPPaSIiAjNmzdPbdu21euvv67HHntMP/zwg1avXl2azS0jNTVVc+fOLbc9PT1deXl5ttTP6XQqMzNTxph6v0gZsShFLDz5Go/iw0eOH19UpIMHD9ZV9eoUn41SxMKT3fHIzs62oVZ1b8GCBVq3bp3HtlmzZkmSEhMTPRIWAPykpLPB2/01QpQ7X0FHEgDAD9xTQoXmQ1MA/CvsEhauDpfDhw/r66+/Vvfu3SVJV1xxhSRpyZIlWrVqlde1LVJSUjR9+nT3z1lZWerQoYMSEhIUGxtrS/2cTqcsy1JCQkK973AjFqWIhSdf45GfmaUsSQ7LUsuWLeuugnWIz0YpYuHJ7ng0atTIhlrVvbVr1/p8bFpamtLS0nw6tuwC3AB8RMIibFgMlwEA+BMjLABUIuwSFtHR0ZKkfv36uZMVLlOmTNGSJUu0Zs0arwmLqKgoRUVFldvucDhs7RyzLMv2MkMVsShFLDz5Eg9HhGsNi/B+4p7PRili4cnOeBBTADXmnhKKTu6wQUcSAMCPLNoZAJUIu96J9u3bS5LatGlTbp9r2+HDh+u0TgD8pOQmh1scAAACh3Y4jNGRBADwB9fDUkwJBcCLsEtY9OvXT5K0e/fucvt27dolSWrVqlWd1gmAn/BUBgAAgccIi/DjeiiEeywAgD/QzgCoREgnLPbt26fNmzcrNzfXvS0pKUmDBg3SZ599pvXr17u3G2P0+OOPS5IuueSSOq8rAH8gYQEAQMC522ESFmHD/VBIYKsBAAhTjpJ2xklDA6C8oFvDYvHixdq5c6ckKT09XQUFBZo3b54kKS4uTjfffLP72JSUFC1atEhr1qzRkCFD3NsfffRRnXvuuRo6dKhuueUWtWnTRm+++aZWrVqlKVOmqH///nX6ngD4iatfhIQFAACBR74ifDBaBgDgR5blWo+SKaEAlBd0CYsFCxZo3bp1HttmzZolSUpMTPRIWFSkV69e+uSTTzRr1iw98cQTOnr0qLp06aJ//etfuvXWW/1SbwB1j4W6AAAIAiXtsEUnd/jgoRAAgD/xXR5AJYIuYbF27Vqfj01LS1NaWprXfaeddppeffVVeyoFIDhxkwMAQODRDocxri0AwA9KFt02LLoNwIuQXsMCQD3nuskJcDUAAKjXWHQ77DCKFQDgV+6RfAGtBYAgRcICQOjiyzQAAAHnboVJWIQR7rEAAP7DGhYAKkPCAkAI48s0AABBg4RF+OBaAgD8qWS2BDElFAAvSFgACFnu79Lc5AAAEDhMCRV+Sq6l4aEQAIA/0M4AqAQJCwChiymhAAAIPNrh8MWlBQD4geUo+S7vpKEBUB4JCwChy/VURoCrAQBAveZOWDDCImzwUAgAwK9c7QyzJQAoj4QFgNDFl2kAAAKvpB1mRqgw4r6Y3GMBAPzAtYYF3+UBeEHCAkDoImEBAEDgsYZF+HHnK7jHAgD4QUnCwjAlFAAvSFgACGEkLAAACBokLMKGxfReCDGpqakaM2aMkpOTZVmWkpKSvB5njNGSJUt01VVXqUuXLoqJiVHHjh01YsQIffrppz6/3tq1a2VZltd/Z5xxhj1vCghnJMYBVCIy0BUAgBrjJgcAgICjFQ5j3GMhRMycOVPx8fHq3bu3MjIyKjwuPz9fEyZMUK9evTR27FglJydr3759+ve//63+/fvrueee0/jx431+3euvv14DBw702BYfH1/TtwHUG5blmhKKNSwAlEfCAkDIspgSCgCAwGNKqPBTci0N91gIEVu3blVycrIkqUePHsrJyfF6XGRkpD744AOdd955HtunTZumHj166I477tC4cePkcPg2GUX//v2rleAAUMI9JRQJCwDlMSUUgNDl4xcJAADgRyQswg8PhSDEuJIVVYmMjCyXrJCk1q1ba9CgQTpw4IAOHjxYrdfOzc1VXl5etc4B6j3aGQCVYIQFgNBVpmPEGFM64gIAANQdd2cD7XDYcHckBbYaQF3as2ePGjZsqLi4OJ/P+eMf/6jJkydLkpKSkjRlyhTdfffdatCgQYXn5OfnKz8/3/1zVlaWJMnpdMppw9PmTqdTxhhbygoHxKNUUMXCNZKvuDgg9QmqWAQB4lGKWJTyRyx8LYuEBYDQVTZBYQxPdgIAEEg0w+GDeyrUM8uXL9eGDRs0fvx4NWrUqMrjGzRooGHDhumSSy5R+/bttX//fr300ku699579d///lfLly9XRESE13NTU1M1d+7cctvT09NtGanhdDqVmZkpY4zPU1uFM+JRKphiUVhUJEnKyMhQbjVHNdkhmGIRDIhHKWJRyh+xyM7O9uk4EhYAwoPTyRRRAAAEQskIC0Y6hhH3pWSIBcLfli1bNGHCBLVt21bz58/36ZxzzjlHb731lse26667TtOmTdOCBQu0dOlSjRs3zuu5KSkpmj59uvvnrKwsdejQQQkJCYqNja35GynhdDplWZYSEhLqfWebRDzKCqZY5EU11DFJzWJj1bRlyzp//WCKRTAgHqWIRSl/xMKXhwIkEhYAQph14ggLAABQ92iDwxfXFjbo1KmTHA6HNm/erAYNGvi03oRlWdq6davf67Z9+3ZdeOGFkqR33nlHLWvZcTpr1iwtWLBAy5cvrzBhERUVpaioqHLbHQ6HbR1ClmXZWl6oIx6lgiYWJa9vGQWsLkETiyBBPEoRi1J2x8LXcmqdsPjkk0/02GOP6aefftKhQ4dkTriprasbDQD1EAkLIKScf/75VR5jWZbef//9OqgNANsxwiJsWGIxVNgnMTFRlmW5Hzbq2LFjUIzI2rFjh8477zxlZ2dr9erV6tWrV63L7NChgyIiIpSenm5DDYHw5Wpn8rds1tGmTer89Z1Oo8KMDB2Ni5PDEfi/R4FmSzwiIxVzxhmyGja0t3Kol2qVsHjuuec0efJkNWjQQKeccoo6duxoV70AoGplF90WU2cDwW7btm3lOiiKioq0b98+OZ1OtWjRQo0bNw5Q7QDUhMfDSkHQAQmbuBZDJWEBG6xdu7bSnwNh586dOu+885SRkaHVq1frrLPOsqXcbdu2qbi4WK1bt7alPCBsRR7vjvz1iScDWo2cgL568KltPOLGjFGb+++zpS6o32qVsHjggQfUtWtXvffee2rbtq1ddQIA3zDCAggpO3bs8Lo9Pz9f//znP7Vw4UKtW7eubisFwD4kLMIH1xJ14NixY1qzZo22bt0qy7LUuXNnDRkyRNHR0X593Z07d2rIkCE6cuSIVq1apb59+1Z4bGFhobZu3aqYmBiPBzT3799fLilRXFyslJQUSdKIESP8U3kgTDQfd7WKszKlouKAvL6RVFxUpIjISB58VO3jUZyVpaL9+1W45xe7q4Z6qlYJi507d+pvf/sbyQoAgUHCAggLUVFRSklJ0ffff6/p06frxRdfDHSVAPiKERbhyWJKKPjXwoULNWPGDGVmZrpH8liWpbi4OM2fP1+TJk2qVnmLFy/Wzp07JUnp6ekqKCjQvHnzJElxcXG6+eabJUnZ2dk677zztGPHDt1yyy368ccf9eOPP3qUdeGFF6pVq1aSpD179ujUU0/V4MGDPUaGXHLJJTrppJN07rnnql27djpw4IBeeeUVffXVVxo1apSuuOKKmoQFqDdiL7pIsRddFLDXdzqdOnjwoFq2bMk6Bap9PDLfelt777yTkZmwTa0SFu3atVNBQYFddQGAaiJhAYSTc8891/1koq9SU1O1adMmff7559q+fbsSExMrHMnhTWFhoW655RZ99tln2rlzp7Kzs9W2bVudffbZSklJ0RlnnFG9NwHUN7S/4Y3LCz948cUXNXXqVHXs2FF/+tOf1L17dxlj9P333+vf//63pk6dqujoaI0dO9bnMhcsWFBulOasWbMkHV9Dw5WwOHTokLZv3y5JevTRR72WtWbNGnfCoiJjx47Vm2++qccff1xHjhxRTEyMevTooaeeekrTpk0LijU6AKDOuNa9cHLjAHvUKmFx/fXX6/nnn9ftt9+uiIgIu+oEAD7x+B5AhwkQ8rZv317tByFmzpyp+Ph49e7dWxkZGdV+zYKCAm3cuFHnnnuuJkyYoKZNm2rXrl1auHChzj77bL3zzjv67W9/W+1ygXqD9jc8McICfpSamqpu3bpp/fr1io2NdW+/7LLLdNNNN6lfv3564IEHqpWw8HVdjKSkpGo9AVzR8XfddZfuuusun8sBgHBmuUZlOJ2BrQjCRrUSFh9++KHHz/369dNrr72ms88+W3/4wx/UqVMnr4mLQYMG1a6WAOBN2aGKfKEGgt6uXbu8bj98+LDee+89PfLIIxoyZEi1yty6dauSk5MlST169FBOTvWWimvcuLE2btxYbvsNN9ygjh076sEHHyRhAVSmTPvLE8VhxH0pub+C/X788Ufdf//9HskKl2bNmmny5MmaM2dO3VcMAFAzPOgAm1UrYTFkyJByX0RcTxt4G/ZojJFlWSouDswiOgDCXJm/ObSLQPBLSkqqsEPTGKNu3brpkUceqVaZrmSF3Vq3bq2YmBgdOXLEL+UDYYmERdiwWIIUftS6detKRzk4HI4qp2QCAAQR6/jDpKxhAbtUK2GxcOFCf9UDAKrPc06ogFUDgG/uvffecgkLy7IUHx+vU045RRdccEHAFr0rLi7WkSNHVFxcrN27d+uf//ynsrOzdemllwakPkDIYNHt8MSTkvCjSZMmKS0tTTfddJOaNGnisS8rK0vPPvusJk+eHKDaAQCqzb2GBVNCwR7VSlhMnDjRX/UAgOqzWHQbCCXBPL3DDz/8oJ49e7p/btq0qf70pz/pz3/+c6Xn5efnKz8/3/1zVlaWJMnpdMppww270+mUMcaWssIB8SgVLLEo+/pOp1NWgOoTLPEIBnbEwnVXZdffskDhc+HJ7njUtJyBAwfq7bffVs+ePXXTTTepW7dusixL33//vZ588km1aNFCAwcOLDclNVNNA0BwsnjQATar1aLbABBIHs9x8kUUQC106tRJq1evVkFBgX7++We98MILOnr0qAoKCtSgQYMKz0tNTdXcuXPLbU9PT1deXl6t6+V0OpWZmSljTMBGnwQT4lEqWGJh8gvc///rr7/KsuFzXxPBEo9gYEcsCgsLJUlZGZnKO3jQzurVKT4XnuyOR3Z2do3Ou/DCC93/f9ddd7k7ulxTiezcudPjGKaaBoAg53BNCUW/DOxBwgJA6GKEBQCbNG7cWBdccIH75ylTpqh379766aef9O6771Z4XkpKiqZPn+7+OSsrSx06dFBCQoLXxUSry+l0yrIsJSQk0Nkm4lFWsMTCmZenjJL/b9GypSJOmN6lzuoRJPEIBnbEIj+qoYokxcY2VWzLlvZWsA7xufBkdzwaNWpUo/OYahoAwo1rhEVga4HwQcICQOjyWHSblhGAfZo0aaJRo0bpwQcf1NatW9W5c2evx0VFRSkqKqrcdofDYVvnmGVZtpYX6ohHqaCIRZnXdjgiAlqXoIhHkKh1LEoWz7Ss0I8nnwtPdsajpmUw1TQAhBnWsIDNuGsDELpY3BOAHx07dkySdPjw4QDXBAhiZR4YoFkOI65ryQMhAACgCpYrgU3CAjYhYQEgdDElFIBq2LdvnzZv3qzc3Fz3tvT0dK+Lhu7fv1+vvPKKmjRpotNOO60uqwmEFtrfMMf1BQAAVXCtRcR9A2zClFAAQhcJC6DeW7x4sXbu3CnpePKhoKBA8+bNkyTFxcXp5ptvdh+bkpKiRYsWac2aNRoyZIgk6fnnn9dDDz2kyy+/XJ06dVLDhg31448/atGiRTpy5IieeeYZxcTE1Pn7AkJG2faXIRZhw7UIMvdXAACgSpZrhAX3DbAHCQsAIcsiYQHUewsWLNC6des8ts2aNUuSlJiY6JGw8GbgwIH67LPP9NZbb2n//v0qKChQq1atdMEFF+iPf/yjBgwY4Le6A+HAo/klYRFGSFgAAAAfMZUkbEbCAkBos6zjjSINI1AvrV271udj09LSlJaW5rGtT58+ev755+2tFFCvMMIiLLmmduD+CgAAVIE1LGA31rAAENr4Qg0AQHAgYRE+uJYAAMBXJVNCGUPCAvYgYQEgtLnnWA5sNQAAqJd4YCC8cXkBAEBV6JeBzUhYAAht7icAaRkBAKhzLLodnlh0GwAA+MhylNw3MCUUbELCAkBo4ws1AACBU6b9JV0RRlg8EwAA+Io1LGAzEhYAQpq7c4SGEQCAuscIi/DECFYAAOAr19qi3DfAJkGXsEhNTdWYMWOUnJwsy7KUlJRU6zKvvPJKWZalbt261b6CAIILIywAAAgOJCzChsV4GQAA4CvXPaCTfhnYIzLQFTjRzJkzFR8fr969eysjI6PW5S1fvlzLli1TdHR07SsHIPi4Mvm0iwAA1DnDCIvwxAMhAADARxb3DbBZ0I2w2Lp1qw4dOqTVq1erbdu2tSorJydHN910k2666Sa1bNnSphoCCCpMWQAAAOAXho4HAABQFdawgM2CLmGRnJxsW1n33HOPCgsL9cADD9hWJoAgQyYfAIDAYYRFeOL+CgAA+Mo63r3Mgw6wS9BNCWWXzz77TI8++qheeOEFxcbG+nROfn6+8vPz3T9nZWVJkpxOp5w2ZQmdTqeMMbaVF8qIRSli4akm8XAWF4dl/PhslCIWnuyOB3EFUCMkLMKTO2ER2GoAAIAQwIMOsFlYJiyKiop03XXX6YILLtDYsWN9Pi81NVVz584ttz09PV15eXm21M3pdCozM1PGGDkcQTfApU4Ri1LEwlN14mFKGsZDvx5SRKNGdVG9OsVnoxSx8GR3PLKzs22oFYD6zCJhET64lgAAwEeWw7XoNg/BwR5hmbCYP3++tmzZomXLllXrvJSUFE2fPt39c1ZWljp06KCEhASfR2lUxel0yrIsJSQk1PsON2JRilh4qk48Mh0OOSWdFB+vhmG4Vg2fjVLEwpPd8WgUhgk/AHWAJ+nCk3uJMK4vAACoguv7KPcNsEnYJSy2bt2quXPnaubMmercuXO1zo2KilJUVFS57Q6Hw9bOMcuybC8zVBGLUsTCk8/xKHkC0LIUtrHjs1GKWHiyMx7EFECN8MU0zHF9AQBAFUr6ZVjDAnYJu4TFjBkz1Lx5c40dO1Y7duxwby8qKlJhYaF27Nih6OhotWrVKnCVBGAf5lgGACBg3F9MmUIorFjMRQ0AAHxlMSUU7BV2CYsdO3Zo79696tq1q9f9nTp10tChQ7Vy5co6rhkAv3B3kPCFGgCAOudqfklYhBmelAQAAL7hQQfYLaQTFvv27VNmZqY6duyomJgYSdK//vUvZWZmljv2+uuvV8OGDfXYY48xugIII+7uETL5AAAEDgmL8ML1BAAAvnJNL0y/DGwSdAmLxYsXa+fOnZKk9PR0FRQUaN68eZKkuLg43Xzzze5jU1JStGjRIq1Zs0ZDhgyRJJ133nley73tttvUqFEjjRw50q/1B1DHyOQDABBATAkVlri/AgAAvrKOJywYmQm7BF3CYsGCBVq3bp3HtlmzZkmSEhMTPRIWAMDiTgAABBDtb3jj8gIAgKq4Z+rmxgH2CLqExdq1a30+Ni0tTWlpaT4dW3YBbgBhhEW3AQAIHBbdDk+MsAAAAD6ymBIKNnMEugIAUCssug0AQOCUdGiTrggzPCmJEJOamqoxY8YoOTlZlmUpKSmp0uMPHDigKVOmqFWrVmrUqJF69eqlp59+ulqvWVBQoPvuu0+dO3dWVFSUEhMTdddddyk3N7cW7wQAQpArYcF9A2wSdCMsAKBaeAIQAIDAY4RFWLG4nggxM2fOVHx8vHr37q2MjIxKj83IyNC5556rPXv26LbbblOnTp30xhtv6Prrr9fevXs1e/Zsn15z3LhxWrZsmSZMmKBBgwbpq6++0vz587Vx40atXr1aDgfPhwKoJ5iqGzYjYQEgpFkkLAAACBymhApTjGBFaNm6dauSk5MlST169FBOTk6Fxz744IP6+eeftWzZMo0aNUqSdN1112nEiBF64IEHdO2116pTp06Vvt67776rZcuW6ZZbbtEjjzzi3p6UlKQ77rhDL7zwgsaPH2/DOwOA4Oful2FKKNiElD+A0EbCAgCAgKH5DXNcYIQIV7LCF88//7w6derkTla4TJ8+XYWFhVq6dKlPZUjSjBkzPLbfdNNNio6O1pIlS3yuDwCEPPplYDMSFgBCG0MPAQAIIEZYhCXurxCm9u/fr927d6t///7l9vXv31+WZWnDhg1VlrNhwwa1bdtWiYmJHtujo6N1xhln+FQGAISNkinwuG+AXZgSCkBoc2fyA1sNAADqJaaECk/cXyFM7dmzR5LUvn37cvuioqLUokUL/fLLLz6V0717d6/72rdvr08++US5ubmKiYkptz8/P1/5+fnun7OysiRJTqdTThumU3E6nTLG2FJWOCAepYhFKWLhqbbxcN8uhEFM+WyU8kcsfC2LhAWA0MbQQwAAAoeERXji/gphKjc3V9Lx5IQ3jRo1ch9TVTmVleE6xlvCIjU1VXPnzi23PT09XXl5eVW+dlWcTqcyMzNljGHhbxGPsohFKWLhqbbxcB465CpIBw8etLl2dYvPRil/xCI7O9un40hYAAht7v4RvlADABAopCvCDBcUYcqVQCg7wqGsY8eOqXXr1j6VU1kZZV/rRCkpKZo+fbr756ysLHXo0EEJCQmKjY2t8rWr4nQ6ZVmWEhIS6n1nm0Q8yiIWpYiFp9rGo8jhUObxgtSyZUvb61eX+GyU8kcsXEn9qpCwABDSLNc3aobrAQBQ93gCP7xxfRFm2rVrJ0lep33Ky8vToUOHNHDgQJ/KqWjqqD179qh58+YVJiyioqK8js5wOBy2dQhZlmVreaGOeJQiFqWIhafaxMMRWdq9bFmWrBAfectno5TdsfC1HCIPILQxZQFQr6WmpmrMmDFKTk6WZVlKSkqq1vlHjhzRww8/rIsuukgdOnRQdHS0unbtquuvv167d+/2T6WBcMKUUGGptKOB+yuEl9atW7vXmDjR+vXrZYxR3759qyynb9++2rt3r3bu3Omx/dixY/ryyy99KgMAwkbZ+0D6ZmADEhYAQltJw2hoFIF6aebMmfrggw/UuXNnNW/evNrnf/rpp5o+fbqMMfrDH/6gRx99VJdccomWLFminj176vvvv/dDrYHwYUhYhCkeCEH4GjdunLZv365XX33VY/s///lPRUZGauzYse5thYWF2rx5s3bt2lWuDEmaP3++x/Ynn3xSx44d0/jx4/1UewAIPh4jKpj9AjZgSigAoc09wiKw1QAQGFu3blVycrIkqUePHsrJyanW+d26ddOWLVvUpUsXj+2XXnqpLrzwQs2ePVuvvPKKbfUFwo6r/SVhEV54IAQhZvHixe7RDunp6SooKNC8efMkSXFxcbr55pvdx9599936z3/+owkTJujzzz9Xp06d9MYbb+jtt9/WrFmz3PcV0vHpnU499VQNHjxYa9eudW+/+OKLNXLkSD366KPKzMzUoEGD9NVXX+mJJ57QkCFDdM0119TNGweAYMAIC9iMhAWA0MaUBUC9VrZToSYqmkLqggsuUHx8vL755ptalQ/UGyQswgvXEyFmwYIFWrdunce2WbNmSZISExM9EhbNmzfXxx9/rJkzZ+rpp59WVlaWunTpoieffFI33nijz6/50ksvKTU1Vc8995xeeukltWrVStOnT9fs2bOZ9xxA/VLmb54xRtxFoLZIWAAIaRZrWADwg8zMTGVnZ+u0004LdFWAIMeUUGGJEawIMWVHP/iiTZs2WrhwYZXHJSUlVTjSKCoqSnPmzNGcOXOq9doAEHasMkla+mZgAxIWAEIbCQsAfjBv3jwVFhZq4sSJlR6Xn5+v/Px8989ZWVmSJKfTKacN87c6nU4ZY2wpKxwQj1LBEgtncfHx/wlwXYIlHsHAjli4OmiNTX/LAoXPhSe740FcAQDSCc+t0DbABiQsAIQ2EhYAbPbyyy9r/vz5uvDCCzV58uRKj01NTdXcuXPLbU9PT1deXl6t6+J0OpWZmSljDNNLiHiUFSyxKD50SNLxB/EPHjwYsHoESzyCgR2xyMs//vcrJydbxQG8rrXF58KT3fHIzs62oVYAgJBXtk0hYQEbkLAAENpYFBKAjVasWKEJEybozDPP1CuvvFJlh05KSoqmT5/u/jkrK0sdOnRQQkKCYmNja10fp9Mpy7KUkJBAZ5uIR1nBEov8zCxlSXI4HGrZsmXA6hEs8QgGdsRif3SMCiQ1iWmskwJ4XWuLz4Unu+PRqFEjG2oFAAh5HmtYBLAeCBskLACENuZYBmCTlStXatSoUerWrZtWrVqlZs2aVXlOVFSUoqKiym13OBy2dY5ZlmVreaGOeJQKhlg4HJarMgG/JsEQj2BR21hYJdfVcgT+utYWnwtPdsaDmAIAJHnOCWUYYYHa4w4DQGhztYuk8QHUwrvvvqvLL79cp5xyit5//32ddNJJga4SEBLcIxxZdDvMMOUmAADwjeWRsODeAbVHwgJASCttGGkUAVRu37592rx5s3Jzcz22r1q1SiNHjtTJJ5+sDz74QC1atAhQDYEQRPMb1phyEwAAVKlswoI1LGADpoQCEOJKGkYaRaBeWrx4sXbu3Cnp+ELXBQUFmjdvniQpLi5ON998s/vYlJQULVq0SGvWrNGQIUMkSRs3btRll10mY4ymTJmilStXlnuN8ePH+/+NACGLERZhyWKEBQAA8JHHGhbcO6D2SFgACG0sug3UawsWLNC6des8ts2aNUuSlJiY6JGw8Obbb79VXl6eJOn222/3egwJC6ASTAkVnlgjDAAA+IopoWAzpoQCENr4Qg3Ua2vXrpUxxuu/HTt2eByblpYmY4x7dIUkTZo0qcLzXf8A+IB8RXjhegIAAB9ZTAkFm5GwABDamLIAAIDAKWl/LXq4wwv3VwAAoDpKpoUyJCxgAxIWAEKbg0W3AQAIGDq0wxvXFwAA+ILZL2AjEhYAQpr7iU6+UAMAUOcMa1iEpdKpHbi/AgAAPnAtvG0YYYHaI2EBILQxZQEAAIHjan5JWISZ49eTdXwAAIAvLPpmYCMSFgBCm8UXagAAAo6ERXjhegIAgOpw3TuwhgVsQMICQGgjiw8AQOAwJVR44v4KAABUh2vRbe4dYAMSFgBCGws7AQAQQDTAYY3LCwAAfMCUULATCQsAoc39QCeNIgAAdc49wiKw1YDN6HQAAADVwZRQsBEJCwAhzRKNIgAAAVPSoW2RsQgvrstJwgIAAPiiZEoo7h1gBxIWAEIbi24DABA4rGERltzTOjCCFQAA+MLVN+Pk3gG1R8ICQGhjygIAAAKPhEWY4XoCAADfla5hwewXqD0SFgBCG4tuAwAQMIxwDHNcXwAA4AumhIKNSFgACG0ORlgAABAwruaXERbhhSk3AQBAdbinhGKEBWqPhAWAkFa6yCdfqAEAqHusYRGWGMEKAACqwz3CIrDVQHggYQEgtLGGBQAAgeNedDuw1YDNuL8CAADVwBoWsBMJCwChjS/UAAAEnEXGIrxwOQEAQHW4+maYEgo2CLqERWpqqsaMGaPk5GRZlqWkpKRqnX/kyBE9/PDDuuiii9ShQwdFR0era9euuv7667V7927/VBpA4DDHMgAAgWOYEiocWTwQAgAAqqNkSij6ZmCHoEtYzJw5Ux988IE6d+6s5s2bV/v8Tz/9VNOnT5cxRn/4wx/06KOP6pJLLtGSJUvUs2dPff/9936oNYCAYY5lAAAChy+l4Y3rCwAAfOEeYcG9A2ovMtAVONHWrVuVnJwsSerRo4dycnKqdX63bt20ZcsWdenSxWP7pZdeqgsvvFCzZ8/WK6+8Ylt9AQSYe81tGkUAAOqaYYRFeHJfT+6vAABA1VjDAnYKuoSFK1lRUxVNIXXBBRcoPj5e33zzTa3KBxBcLL5QAwAQOK7ml4RFmGHKTQAAUA0lU0LxMCnsEHRTQvlLZmamsrOz1bJly0BXBYCtWNgJAICAI2ERXrieAACgOlzri9I3AxsE3QgLf5k3b54KCws1ceLECo/Jz89Xfn6+++esrCxJktPplNOmXzin0yljjG3lhTJiUYpYeKpOPIw7X2Hf72kw4bNRilh4sjsexBVAjbinhApsNWAz1ggDAADV4eDeAfapFwmLl19+WfPnz9eFF16oyZMnV3hcamqq5s6dW257enq68vLybKmL0+lUZmamjDFyOOrNABeviEUpYuGpOvEoKCiUJGVlZir/4MG6qF6d4rNRilh4sjse2dnZNtQKQP3Dt9KwxrQOAADAB5blmhKKB+FQe2GfsFixYoUmTJigM888U6+88kqlnTopKSmaPn26++esrCx16NBBCQkJio2NtaU+TqdTlmUpISGh3ne4EYtSxMJTdeJR0KiRiiTFNm2qZmE45RufjVLEwpPd8WjUqJENtQJQ75R0aFtMIRRe3EuEkbBA+JkzZ47XBxVdIiMjVVhYWGkZQ4YM0bp167zue+211zRy5MjaVBEAQo/FdN2wT1gnLFauXKlRo0apW7duWrVqlZo1a1bp8VFRUYqKiiq33eFw2No5ZlmW7WWGKmJRilh48jkeJcMOLVlhGzs+G6WIhSc740FMAdSIu0ObhEVYcU8JRcIC4WfUqFHq0qVLue1ff/21/v73v2v48OE+ldOiRQv961//Krf9rLPOqnUdASDklHyfNNw7wAZhm7B49913dfnll+uUU07R+++/r5NOOinQVQLgB1bpI4ABrQcAAPUaIyzCCiNmEM569eqlXr16ldt+ww03SJKmTp3qUzmNGzfW+PHjba0bAIQs162Dk74Z1F5IP065b98+bd68Wbm5uR7bV61apZEjR+rkk0/WBx98oBYtWgSohgD8jicAAQAIGPdTdHRwhxkeCEH9kpubq5deeknt2rXT7373O5/PczqdysrKkpMpUADUc+41LLh3gA2CboTF4sWLtXPnTknHF7suKCjQvHnzJElxcXG6+eab3cempKRo0aJFWrNmjYYMGSJJ2rhxoy677DIZYzRlyhStXLmy3GvwFAQQRko6SBh2CABAAND8hjXur1BfvPzyy8rKytKtt96qiIgIn87Zs2ePmjRpomPHjqlRo0Y677zzdN9991U5JVR+fr7y8/PdP2dlZUk6nvywI/HhdDpljCGJUoJ4lCIWpYiFJ1viUTJdt7OoOKTjymejlD9i4WtZQZewWLBgQbnFq2bNmiVJSkxM9EhYePPtt98qLy9PknT77bd7PYaEBRBGGGEB1GupqanatGmTPv/8c23fvl2JiYnasWNHtcp4+eWX9c477+jzzz/X999/r+LiYm3fvl1JSUl+qTMQVhhhEZ64v0I9s2DBAlmWpSlTpvh0fFJSkgYMGKCePXsqKipKX3zxhR555BGdc845euedd3T++edXeG5qaqrXRb/T09PdfRm14XQ6lZmZKWMMa5SJeJRFLEoRC092xKOoqFiSlHHksI4ePGhn9eoUn41S/ohFdna2T8cFXcJi7dq1Ph+blpamtLQ0j22TJk3SpEmTbK0TgCDm/kId2GoACIyZM2cqPj5evXv3VkZGRo3KeOKJJ/Tpp5/q9NNPV5cuXbRlyxZ7KwmENRIWYYn7K9QjW7Zs0ccff6zf/va36tSpk0/nnNgPMWrUKI0fP169e/fWjTfeqB9//LHCc1NSUjR9+nT3z1lZWerQoYMSEhIUGxtbo/dQltPplGVZSkhIqPedbRLxKItYlCIWnuyIR27DhiqWFNesmRq3bGlvBesQn41S/ohFo0aNfDou6BIWAFAt7imW+UYN1Edbt25VcnKyJKlHjx7KycmpdhnPPfec2rZtq8jISN18880kLIDqcI+wCGw1YDPur1CPLFiwQJI0bdq0WpXTtWtXXXnllUpLS9NPP/2kk08+2etxUVFRioqKKrfd4XDY1iFkWZat5YU64lGKWJQiFp5qGw+r5DxLCvmY8tkoZXcsfC2HyAMIaZbFopBAfeZKVtRGx44dFRnJMxxAbVhkLMILI2ZQTxQVFem5555TfHy8Lr/88lqX55pOMj09vdZlAUBIca0vytoPsAEJCwAhjkYRAICA4Qn88Mb1RZh76623dODAAU2YMMHrqIfq+umnnyRJrVu3rnVZABBSXE/Oc+8AG/A4IYDQxqKQAAIoPz9f+fn57p+zsrIkHZ/v02lDItXpdMoYY0tZ4YB4lAqWWLhe31hWQOsSLPEIBnbGwhh7/pYFCp8LT3bHIxzi6poOaurUqV7379u3T5mZmerYsaNiYmIkSUeOHFHjxo3VsGFDj2M3btyol19+WaeddpotI0ABIKQwnSRsRMICQGhzZ/EDWw0A9VNqaqrmzp1bbnt6erry8vJqXb7T6VRmZqaMMcyhKuJRVrDEouBIhqTj06ocPHgwYPUIlngEAzticexo7vH/5h4L6HWtLT4XnuyOR3Z2tg21Cpy9e/dq5cqVOvvss9WzZ0+vx6SkpGjRokVas2aNhgwZIklat26dbrjhBo0ZM0ZdunRRVFSUvvzyS6WlpalBgwZ6+umn6/BdAEBwsCxGWMA+JCwAhDay+AACKCUlRdOnT3f/nJWVpQ4dOighIUGxsbG1Lt/pdMqyLCUkJNDZJuJRVrDEIqdZrI5KatCwgVq2bBmwegRLPIKBHbE41KSJ8iRFN2oU0OtaW3wuPNkdj0aNGtlQq8BJS0tTcXFxtRfb7tq1qwYPHqyVK1fqwIEDys/PV9u2bTV+/HjdfffdFS62DQBhraRdYbpu2IGEBYCQZjElFIAAioqK8jrntcPhsK1zzLIsW8sLdcSjVDDEwv00nRX4axIM8QgWtY2F5TrPUsjHk8+FJzvjEeoxnTlzpmbOnFnpMWlpaUpLS/PYduqpp+rll1/2Y80AIAS5+mac9M2g9kL7DgMASodYBLQWAADUTyXtr1X5UQgx7gdCAlsNAAAQGniYFHYiYQEgtNEoAvDRvn37tHnzZuXm5ga6KkD4oP0Nb1xfAADgC/f6okwJhdpjSigAoa0kYWH4Qg3US4sXL9bOnTslHV/ouqCgQPPmzZMkxcXF6eabb3Yf623hTEn68MMP9eGHH0qSNm7cKEl67LHHFBcXJ0m65ZZb1KxZszp4N0AIKml/LYZYhBfWCAMAANXBw6SwEQkLAKGNKQuAem3BggVat26dx7ZZs2ZJkhITEz0SFhX54IMPNHfuXI9t8+fPd///+PHjSVgAFXA/MGCRsAgnTOsAAACqxVHyMClrWMAGTAkFILTxBCBQr61du1bGGK//duzY4XFsWlqajDEeoyskac6cORWWYYxRUlJSnb0fIGSRsAgvXE8AAFANpQ87MCUUao+EBYCQxhOAAAAEECMswpT7iZCA1gIAAIQIy7WGBfcOqD0SFgBCHFl8AAAChu+kYY01wgAAgE9KFt02TvpmUHskLACENhbdBgAgcBhhEZ5YIwwAAFSH61aQNSxgAxIWAEKbwzXsMLDVAACgfnIlLAJbC9iMKTcBAEA1WEwJBRuRsAAQ2lh0GwCAgLPIWIQXLicAAPj/9u49OKr64P/4ZxdyIwkIchFIIIAoFpuKSotQBgSqrTwwULXaQTC1UKf8gqJSEJGrIrZe+igIBUpBZKbSap+n2NZWGKVIqRAZhxZ9wBYK5RII0EASEpKQ/f7+gN3DMcmSkLM5u+e8XzPMmLNn128+ezmf7PdcGoOLbsNBTFgASGzsAQgAgHs4JZQnBehXAACgMcLXsKA7wAFMWABIaJE/qDknFAAAzY8/Sr2N5xcAADRE8OJ3M1zDAg5gwgJAgmMPQAAA3GI4wsKb2CEEAAA0QoBTQsFBTFgASGwXN4ocdggAgAvCm18mLDyGfgUAABqBi27DQUxYAEhsnGMZAAD3MWHhLTyfAACgMcLXsAhxhAWajgkLAImNMxYAAOCeyCmh3B0GHBbZIcTdYQAAgATBdzNwEBMWABIbR1gAAOAitr+eRr8CAAANEAifEoojLOAAJiwAJLQAExYAALjn4vY3wCmEvCWylyT9CgAANAAX3YaDmLAAkODCF4VkowgAQLOLfKHNhIWnsEMIAABojPA1LOgOcAATFgAS28WNIn9QAwDQ/CJ/lHKEhadYR8zQrwAAwOUFghe7Q4jugKZjwgJAYuOikAAAuI8JC2/h+QQAAI3CKaHgnJZuDwAAmuTiNrFy716d/p//dXUosWBMSJUlJTrTurV1EasrkNr3S0q97joHRwYAgNhhwOM4rQMAAGgQzn4BBzFhASChBZOTJUllmzerbPNmdwcTQ+VNvH8wPV29t/1FwZQUR8YDAIAk649S9sj3GI5gBQAAjXDxlFCGU0LBAUxYAEhobb59t6oOHVaovKlf6ccpY1RZVaWU5OQr/jLo7NatCp09q5rTpxXs1MnhAQIAfC0yYeHuMOAwLroNAAAag+4ABzFhASChpfTsoaxX/tvtYcRMKBRSUVGROnbsqGDwyk4JtfdrAxQ6c0ahs2cdHh0AABxh4UmRa27zpQMAALi8yCmsuYYFHMBFtwHA41qkp0uSQmVlLo8EAOBVAQ6x8BYmoAAAQGMEwqeEYsICTceEBQB4XDAjQxITFgCAGOAaFp4U4LQOAACgMYJ0BziHCQsA8LjgxSMsapiwAAA4zPBHqbfx/AIAgAYIhE9hzUW34QAmLADA4yJHWJz16IXJAQDu4QgLbwqf1kF86QAAABqCIyzgHCYsAMDjghlcwwIAECPhv0mZsPAYvnQAAACNcPEIC8NFt+EAJiwAwONaRI6wYMICABAjTFh4C88nAABojPA1LDglFBzAhAUAeFywFUdYAABiJHJKKHeHAYdFLrrt7jCAWAkEAvX+O336dIMeY+fOnfrmN7+pNm3aKDMzU0OHDtWWLVtiO3AAiFOBAEdnwjkt3R4AACC2wtewqDl71uWRAAC8hz9KPY0vHeBhgwcP1g9+8INay9PT0y9734KCAg0ZMkQdO3bU7NmzlZKSohUrVmj48OF69913NWLEiFgMGQDiV+DiPvGcEgoOiLsjLBYtWqR7771XPXv2VCAQUE5OzhU9Dns7AMAFkYtulzFhAe+hNwAuu/iFdoBTCHlL+OlkwgIe1rNnTz3wwAO1/iUlJV32vo888oiCwaC2bNmiadOmacqUKdq6das6deqkyZMny/DeAeA3F7ugCTFhgaaLuwmLp556Su+//7569eqltm3bXtFjFBQUaPDgwdqzZ49mz56t5557TqdOndLw4cO1adMmh0cMAPGNi27Dy+gNgLusL+WYsPASTusAv6iqqlJpaWmj7rN//3599NFHuvfee9WtW7fI8jZt2mjixIn6xz/+oe3btzs9VACIb0FOJwnnxN0pofbt26eePXtKkm688UaVXcEXbJfu7RAuEBMmTFDfvn01efJk7d27l73AAPhGi3QmLOBd9AYgTvAe8RaeT/jAW2+9pXXr1qmmpkbt2rXT2LFj9eyzz+qaa66Jer8dO3ZIkgYOHFjrtvCyHTt2aMCAAc4PGgDiVCB4cZ94jrCAA+JuwiL8pcOVCu/tkJeXV+feDvPnz9f27dspDwB8I3JKKK5hAQ+iNwAui1x0my+4PSXyfLKbJLypf//+uue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      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def domaine_adapte(key, marge_extra=1.2, N_par_unite=8):\n",
    "    \"\"\"Construit un maillage xx assez large pour que les trois ondes du\n",
    "    cas 'key' restent dans le domaine jusqu'a t_final (voir la mise en\n",
    "    garde de la section Cas tests). Le nombre de points est ajuste pour\n",
    "    garder une resolution raisonnable meme sur un grand domaine.\"\"\"\n",
    "    h_L, u_L, pi_L, h_R, u_R, pi_R, t_final, c = get_case(key)\n",
    "    sigma1 = u_L - c/h_L\n",
    "    sigma3 = u_R + c/h_R\n",
    "    L = marge_extra * max(abs(sigma1*t_final), abs(sigma3*t_final), 10.0)\n",
    "    N = max(400, int(2*L*N_par_unite))\n",
    "    return np.linspace(-L, L, N+1)\n",
    "\n",
    "\n",
    "def affichage_onde_relax(key, xx=None, t_ref=None, colorbar=True):\n",
    "    h_L, u_L, pi_L, h_R, u_R, pi_R, t_final, c = get_case(key)\n",
    "    fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2)\n",
    "    plt.suptitle(f\"Test (relaxe) : {key}  (c={c:.2f})\")\n",
    "    if xx is None:\n",
    "        xx = domaine_adapte(key)\n",
    "    dt = 0.01\n",
    "    tt = np.arange(1e-3, t_final, dt)\n",
    "    X, T = np.meshgrid(xx, tt)\n",
    "    H, U = [], []\n",
    "    for t in tt:\n",
    "        hh, uu, pipi, h_s, h_o, u_m, pi_m = sol_exacte_riemann_relax(xx, t, h_L, u_L, pi_L, h_R, u_R, pi_R, c)\n",
    "        H.append(hh); U.append(uu)\n",
    "    H, U = np.array(H), np.array(U)\n",
    "    cp1 = ax1.contourf(X, T, H, levels=30)\n",
    "    cp2 = ax2.contourf(X, T, U, levels=30)\n",
    "    ax1.set_xlabel('$x$'); ax1.set_ylabel('$t$'); ax1.set_title(f\"$h_L={h_L:g}, h_*={h_s:.3g}, h_o={h_o:.3g}, h_R={h_R:g}$\")\n",
    "    ax2.set_xlabel('$x$'); ax2.set_ylabel('$t$'); ax2.set_title(f\"$u_L={u_L:g}, u_*={u_m:.3g}, u_R={u_R:g}$\")\n",
    "    if t_ref is None:\n",
    "        t_ref = t_final / 2\n",
    "    ax1.axhline(t_ref, color='C3', linestyle='--')\n",
    "    ax2.axhline(t_ref, color='C3', linestyle='--')\n",
    "    if colorbar:\n",
    "        plt.colorbar(cp1, ax=ax1, shrink=0.7)\n",
    "        plt.colorbar(cp2, ax=ax2, shrink=0.7)\n",
    "    plt.tight_layout()\n",
    "    return fig, (ax1, ax2)\n",
    "\n",
    "\n",
    "def affichage_sol_exacte_relax(key, t=None):\n",
    "    h_L, u_L, pi_L, h_R, u_R, pi_R, t_final, c = get_case(key)\n",
    "    if t is None:\n",
    "        t = t_final / 2\n",
    "    xx = domaine_adapte(key)\n",
    "    hh, uu, pipi, h_s, h_o, u_m, pi_m = sol_exacte_riemann_relax(xx, t, h_L, u_L, pi_L, h_R, u_R, pi_R, c)\n",
    "    fig, axx = plt.subplots(nrows=1, ncols=3, figsize=(16, 4.5))\n",
    "    axx[0].plot(xx, hh, color='C3'); axx[1].plot(xx, uu, color='C3'); axx[2].plot(xx, pipi, color='C3')\n",
    "    axx[0].set_title(f\"$h\\\\in[{hh.min():.3g},{hh.max():.3g}]$\")\n",
    "    axx[1].set_title(f\"$u\\\\in[{uu.min():.3g},{uu.max():.3g}]$\")\n",
    "    axx[2].set_title(f\"$\\\\pi\\\\in[{pipi.min():.3g},{pipi.max():.3g}]$\")\n",
    "    for ax, lbl in zip(axx, ['h', 'u', 'pi']):\n",
    "        ax.set_xlabel('x'); ax.set_ylabel(lbl); ax.grid(alpha=0.3)\n",
    "    plt.suptitle(f\"Solution exacte (relaxee), {key}, t={t:g}\")\n",
    "    plt.tight_layout()\n",
    "    return fig, axx\n",
    "\n",
    "\n",
    "for key in KEYS:\n",
    "    affichage_onde_relax(key)\n",
    "    affichage_sol_exacte_relax(key)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcd5759b",
   "metadata": {},
   "source": [
    "## Solution approchée : schémas de Lax-Friedrichs, Rusanov, HLL\n",
    "\n",
    "Même structure que le notebook classique (`Q` → `Q_relax`, `valeurs_propres` → `valeurs_propres_relax`, etc.), mais sur les **3** variables conservatives $(h,hu,h\\pi)$ au lieu de 2, avec un flux et des valeurs propres adaptés :\n",
    "\n",
    "$$\n",
    "Q(h,hu,h\\pi) = \\left(hu,\\ \\ hu^2/h+\\pi,\\ \\ hu\\,\\pi/h+c^2u\\right), \\qquad \\lambda = u-\\frac{c}{h},\\ u,\\ u+\\frac{c}{h}.\n",
    "$$\n",
    "\n",
    "**`c` est un paramètre explicite** de `Q_relax`, `valeurs_propres_relax`, des trois `flux_..._relax`, `pas_de_temps_relax` et `calculer_relax`. `calculer_relax(key, xx, ...)` récupère le `c` propre à `key` via `get_case(key)` en tout début de fonction, et le transmet à chaque étape du calcul. Ce choix (plutôt que réassigner une variable globale `c` avant chaque appel) évite tout risque d'utiliser silencieusement le `c` d'un cas précédent par oubli.\n",
    "\n",
    "`flux_hll_relax` utilise les deux valeurs propres **extrêmes** ($u-c/h$ et $u+c/h$) pour ses bornes `c0`,`c1` — la valeur propre centrale $u$ (double) n'intervient pas dans ce choix de bornes, exactement comme pour Saint-Venant classique où seules $v\\pm\\sqrt{gh}$ bornaient l'intervalle HLL.\n",
    "\n",
    "**Important : `calculer_relax` résout la partie HOMOGÈNE uniquement.** Comme rappelé dans sa docstring, cette fonction ne contient **aucun terme source, aucune relaxation** — c'est la solution approchée du système relaxé « tel quel », comparée à sa propre solution exacte dans la section suivante. Le lien avec Saint-Venant classique (relaxation instantanée $\\mu\\to\\infty$ appliquée à chaque pas de temps) est traité **uniquement** dans l'annexe, par une fonction séparée (`calculer_splitting`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "f12ff12a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T13:36:58.426228Z",
     "iopub.status.busy": "2026-07-15T13:36:58.426027Z",
     "iopub.status.idle": "2026-07-15T13:36:58.440687Z",
     "shell.execute_reply": "2026-07-15T13:36:58.439483Z"
    }
   },
   "outputs": [],
   "source": [
    "def Q_relax(W, c):\n",
    "    \"\"\"Flux physique Q(h, hu, h*pi) du systeme relaxe.\"\"\"\n",
    "    h, hu, hpi = W\n",
    "    u = hu / h\n",
    "    pi_ = hpi / h\n",
    "    return np.array([hu, hu*u + pi_, hu*pi_ + c**2*u])\n",
    "\n",
    "\n",
    "def valeurs_propres_relax(W, c):\n",
    "    h, hu, hpi = W\n",
    "    u = hu / h\n",
    "    return u - c/h, u, u + c/h\n",
    "\n",
    "\n",
    "def flux_lax_friedrichs_relax(WL, WR, dx, dt, c):\n",
    "    return (Q_relax(WL, c) + Q_relax(WR, c) - (WR - WL)*dx/dt) / 2\n",
    "\n",
    "\n",
    "def flux_rusanov_relax(WL, WR, dx, dt, c):\n",
    "    l0L, _, l1L = valeurs_propres_relax(WL, c)\n",
    "    l0R, _, l1R = valeurs_propres_relax(WR, c)\n",
    "    A = np.maximum(np.maximum(np.abs(l0L), np.abs(l1L)), np.maximum(np.abs(l0R), np.abs(l1R)))\n",
    "    return (Q_relax(WL, c) + Q_relax(WR, c) - (WR - WL)*A) / 2\n",
    "\n",
    "\n",
    "def flux_hll_relax(WL, WR, dx, dt, c):\n",
    "    QL, QR = Q_relax(WL, c), Q_relax(WR, c)\n",
    "    l0L, l1L, l2L = valeurs_propres_relax(WL, c)\n",
    "    l0R, l1R, l2R = valeurs_propres_relax(WR, c)\n",
    "    c0 = np.minimum(np.minimum(l0L, l2L), np.minimum(l0R, l2R))\n",
    "    c1 = np.maximum(np.maximum(l0L, l2L), np.maximum(l0R, l2R))\n",
    "    return np.where(c0 >= 0, QL, np.where(c1 <= 0, QR,\n",
    "           (c1*QL - c0*QR + c0*c1*(WR-WL)) / (c1-c0)))\n",
    "\n",
    "\n",
    "SCHEMES_RELAX = {\n",
    "    \"Lax-Friedrichs\": flux_lax_friedrichs_relax,\n",
    "    \"Rusanov\": flux_rusanov_relax,\n",
    "    \"HLL\": flux_hll_relax,\n",
    "}\n",
    "\n",
    "\n",
    "def v_plus(W):\n",
    "    return np.concatenate((W[:, 1:], W[:, -1:]), axis=1)\n",
    "\n",
    "\n",
    "def v_moins(W):\n",
    "    return np.concatenate((W[:, :1], W[:, :-1]), axis=1)\n",
    "\n",
    "\n",
    "def pas_de_temps_relax(W, dx, dt, scheme, c):\n",
    "    flux_numerique = SCHEMES_RELAX[scheme]\n",
    "    Wp = v_plus(W)\n",
    "    fluxp = flux_numerique(W, Wp, dx, dt, c)\n",
    "    fluxm = v_moins(fluxp)\n",
    "    return W - (dt/dx) * (fluxp - fluxm)\n",
    "\n",
    "\n",
    "def calculer_relax(key, xx, scheme=\"Rusanov\", CFL=0.4, save_every=1):\n",
    "    \"\"\"Marche en temps complete pour le systeme relaxe HOMOGENE (aucune\n",
    "    relaxation, aucun terme source -- c'est la partie 'annexe' qui s'en\n",
    "    charge). c est calcule PAR CAS via get_case (condition sous-caracteristique\n",
    "    + marge), et transmis explicitement a chaque etape du calcul. Renvoie\n",
    "    l'historique complet en memoire.\"\"\"\n",
    "    h_L, u_L, pi_L, h_R, u_R, pi_R, t_final, c = get_case(key)\n",
    "    dx = xx[1] - xx[0]\n",
    "    hh = np.where(xx < 0, h_L, h_R).astype(float)\n",
    "    uu = np.where(xx < 0, u_L, u_R).astype(float)\n",
    "    pipi = np.where(xx < 0, pi_L, pi_R).astype(float)\n",
    "    history = [{'t': 0.0, 'h': hh.copy(), 'u': uu.copy(), 'pi': pipi.copy()}]\n",
    "\n",
    "    W = np.array([hh, hh*uu, hh*pipi])\n",
    "    t = 0.0\n",
    "    itera = 0\n",
    "    while t < t_final:\n",
    "        l0, l1, l2 = valeurs_propres_relax(W, c)\n",
    "        amax = np.max(np.maximum(np.abs(l0), np.abs(l2)))\n",
    "        dt = CFL*dx/amax\n",
    "        if t + dt > t_final:\n",
    "            dt = t_final - t\n",
    "        t += dt\n",
    "        W = pas_de_temps_relax(W, dx, dt, scheme, c)\n",
    "        itera += 1\n",
    "        if itera % save_every == 0 or t >= t_final:\n",
    "            hh, uu, pipi = W[0], W[1]/W[0], W[2]/W[0]\n",
    "            history.append({'t': t, 'h': hh.copy(), 'u': uu.copy(), 'pi': pipi.copy()})\n",
    "    return history"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69158964",
   "metadata": {},
   "source": [
    "**Augmenter `c` ne rend PAS le schéma plus précis.** À maillage fixé, augmenter `c` impose un pas de temps CFL plus petit (`dt = CFL*dx/amax` avec `amax` qui croît avec `c`), donc davantage de pas de temps — et chaque pas introduit de la diffusion numérique. Le bon réglage est de choisir `c` **juste au-dessus** du seuil sous-caractéristique (pas très au-dessus) et de raffiner le maillage pour gagner en précision — pas de faire croître `c`. C'est précisément ce que fait `c_sous_caracteristique`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efd704c4",
   "metadata": {},
   "source": [
    "### Vérification : comparaison à la solution exacte, pour les trois schémas\n",
    "\n",
    "Même principe que le notebook classique, avec un tableau montrant $h_*$ et $h_\\heartsuit$ exacts (les deux états intermédiaires de ce système) à côté de l'erreur relative par schéma.\n",
    "\n",
    "**Ce à quoi s'attendre, en comparaison du notebook classique.** Les discontinuités de contact sont, comme les chocs, des discontinuités — donc l'étalement numérique d'un schéma d'ordre 1 les affecte de façon comparable à un choc (contrairement à une détente, qui est continue). On s'attend donc ici à des erreurs relatives globalement **plus élevées** que sur les cas classiques correspondants avec détente(s), puisqu'il n'y a jamais de partie \"facile\" (détente) dans le profil relaxé : toutes les transitions sont des marches à étaler numériquement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "0a8cb865",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T13:36:58.442895Z",
     "iopub.status.busy": "2026-07-15T13:36:58.442663Z",
     "iopub.status.idle": "2026-07-15T13:36:59.672239Z",
     "shell.execute_reply": "2026-07-15T13:36:59.670967Z"
    }
   },
   "outputs": [
    {
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       "<table id=\"T_9bbbd\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_9bbbd_level0_col0\" class=\"col_heading level0 col0\" >c</th>\n",
       "      <th id=\"T_9bbbd_level0_col1\" class=\"col_heading level0 col1\" >h_* exact</th>\n",
       "      <th id=\"T_9bbbd_level0_col2\" class=\"col_heading level0 col2\" >h_o exact</th>\n",
       "      <th id=\"T_9bbbd_level0_col3\" class=\"col_heading level0 col3\" >err (Lax-Friedrichs)</th>\n",
       "      <th id=\"T_9bbbd_level0_col4\" class=\"col_heading level0 col4\" >err (Rusanov)</th>\n",
       "      <th id=\"T_9bbbd_level0_col5\" class=\"col_heading level0 col5\" >err (HLL)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >cas test</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "      <th class=\"blank col3\" >&nbsp;</th>\n",
       "      <th class=\"blank col4\" >&nbsp;</th>\n",
       "      <th class=\"blank col5\" >&nbsp;</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_9bbbd_level0_row0\" class=\"row_heading level0 row0\" >1-choc 2-choc</th>\n",
       "      <td id=\"T_9bbbd_row0_col0\" class=\"data row0 col0\" >4.0717</td>\n",
       "      <td id=\"T_9bbbd_row0_col1\" class=\"data row0 col1\" >1.3256</td>\n",
       "      <td id=\"T_9bbbd_row0_col2\" class=\"data row0 col2\" >1.3256</td>\n",
       "      <td id=\"T_9bbbd_row0_col3\" class=\"data row0 col3\" >4.22%</td>\n",
       "      <td id=\"T_9bbbd_row0_col4\" class=\"data row0 col4\" >3.07%</td>\n",
       "      <td id=\"T_9bbbd_row0_col5\" class=\"data row0 col5\" >2.81%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9bbbd_level0_row1\" class=\"row_heading level0 row1\" >1-choc 2-detente</th>\n",
       "      <td id=\"T_9bbbd_row1_col0\" class=\"data row1 col0\" >11.5166</td>\n",
       "      <td id=\"T_9bbbd_row1_col1\" class=\"data row1 col1\" >1.0587</td>\n",
       "      <td id=\"T_9bbbd_row1_col2\" class=\"data row1 col2\" >1.8003</td>\n",
       "      <td id=\"T_9bbbd_row1_col3\" class=\"data row1 col3\" >5.75%</td>\n",
       "      <td id=\"T_9bbbd_row1_col4\" class=\"data row1 col4\" >4.13%</td>\n",
       "      <td id=\"T_9bbbd_row1_col5\" class=\"data row1 col5\" >4.09%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9bbbd_level0_row2\" class=\"row_heading level0 row2\" >1-detente 2-choc</th>\n",
       "      <td id=\"T_9bbbd_row2_col0\" class=\"data row2 col0\" >11.5166</td>\n",
       "      <td id=\"T_9bbbd_row2_col1\" class=\"data row2 col1\" >1.8003</td>\n",
       "      <td id=\"T_9bbbd_row2_col2\" class=\"data row2 col2\" >1.0587</td>\n",
       "      <td id=\"T_9bbbd_row2_col3\" class=\"data row2 col3\" >5.04%</td>\n",
       "      <td id=\"T_9bbbd_row2_col4\" class=\"data row2 col4\" >3.77%</td>\n",
       "      <td id=\"T_9bbbd_row2_col5\" class=\"data row2 col5\" >3.60%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9bbbd_level0_row3\" class=\"row_heading level0 row3\" >1-detente 2-detente</th>\n",
       "      <td id=\"T_9bbbd_row3_col0\" class=\"data row3 col0\" >4.0717</td>\n",
       "      <td id=\"T_9bbbd_row3_col1\" class=\"data row3 col1\" >0.8028</td>\n",
       "      <td id=\"T_9bbbd_row3_col2\" class=\"data row3 col2\" >0.8028</td>\n",
       "      <td id=\"T_9bbbd_row3_col3\" class=\"data row3 col3\" >3.47%</td>\n",
       "      <td id=\"T_9bbbd_row3_col4\" class=\"data row3 col4\" >2.54%</td>\n",
       "      <td id=\"T_9bbbd_row3_col5\" class=\"data row3 col5\" >2.54%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9bbbd_level0_row4\" class=\"row_heading level0 row4\" >rupture de barrage</th>\n",
       "      <td id=\"T_9bbbd_row4_col0\" class=\"data row4 col0\" >11.5166</td>\n",
       "      <td id=\"T_9bbbd_row4_col1\" class=\"data row4 col1\" >1.7564</td>\n",
       "      <td id=\"T_9bbbd_row4_col2\" class=\"data row4 col2\" >0.5180</td>\n",
       "      <td id=\"T_9bbbd_row4_col3\" class=\"data row4 col3\" >8.40%</td>\n",
       "      <td id=\"T_9bbbd_row4_col4\" class=\"data row4 col4\" >5.69%</td>\n",
       "      <td id=\"T_9bbbd_row4_col5\" class=\"data row4 col5\" >5.60%</td>\n",
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   ],
   "source": [
    "lignes = []\n",
    "for key in KEYS:\n",
    "    h_L, u_L, pi_L, h_R, u_R, pi_R, t_final, c = get_case(key)\n",
    "    xx = domaine_adapte(key)\n",
    "    h_s, h_o, u_m, pi_m = etat_intermediaire_relax(h_L, u_L, pi_L, h_R, u_R, pi_R, c)\n",
    "    ligne = {'cas test': key, 'c': c, 'h_* exact': h_s, 'h_o exact': h_o}\n",
    "    for scheme in SCHEMES_RELAX:\n",
    "        history = calculer_relax(key, xx, scheme=scheme)\n",
    "        last = history[-1]\n",
    "        h_ex, u_ex, pi_ex, h_s_, h_o_, u_m_, pi_m_ = sol_exacte_riemann_relax(\n",
    "            xx, last['t'], h_L, u_L, pi_L, h_R, u_R, pi_R, c)\n",
    "        ligne[f\"err ({scheme})\"] = norm(last['h'] - h_ex) / norm(h_ex)\n",
    "    lignes.append(ligne)\n",
    "\n",
    "try:\n",
    "    import pandas as pd\n",
    "    df = pd.DataFrame(lignes).set_index('cas test')\n",
    "    cols_h = ['c', 'h_* exact', 'h_o exact']\n",
    "    cols_err = [col for col in df.columns if col.startswith('err')]\n",
    "    sty = df.style.format({**{col: \"{:.4f}\" for col in cols_h}, **{col: \"{:.2%}\" for col in cols_err}})\n",
    "    sty = sty.background_gradient(cmap=\"Reds\", subset=cols_err, axis=None)\n",
    "    display(sty)\n",
    "except ImportError:\n",
    "    entetes = ['cas test', 'c', 'h_* exact', 'h_o exact'] + [f\"err ({s})\" for s in SCHEMES_RELAX]\n",
    "    print(\" \".join(f\"{e:>16s}\" for e in entetes))\n",
    "    for ligne in lignes:\n",
    "        vals = [ligne['cas test'], f\"{ligne['c']:.4f}\", f\"{ligne['h_* exact']:.4f}\", f\"{ligne['h_o exact']:.4f}\"]\n",
    "        vals += [f\"{ligne[f'err ({s})']:.2%}\" for s in SCHEMES_RELAX]\n",
    "        print(\" \".join(f\"{v:>16s}\" for v in vals))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "039c3b7a",
   "metadata": {},
   "source": [
    "## Affichage : exact seul / approché seul / comparaison\n",
    "\n",
    "Mêmes trois fonctions que le notebook classique (`plot_exact` → `plot_exact_relax`, etc.), avec **trois** sous-graphiques ($h,u,\\pi$) au lieu de deux — le reste du principe (fonctions purement graphiques, aucun calcul physique à part l'erreur relative affichée dans les titres) est identique, voir les explications du notebook classique pour le détail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "8de896f7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T13:36:59.674574Z",
     "iopub.status.busy": "2026-07-15T13:36:59.674315Z",
     "iopub.status.idle": "2026-07-15T13:36:59.689591Z",
     "shell.execute_reply": "2026-07-15T13:36:59.688196Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_exact_relax(xx, h_ex, u_ex, pi_ex, t, h_s=None, h_o=None, key=None):\n",
    "    fig, axx = plt.subplots(nrows=1, ncols=3, figsize=(16, 4.5))\n",
    "    axx[0].plot(xx, h_ex, color='C3', linewidth=2, label='exacte')\n",
    "    axx[1].plot(xx, u_ex, color='C3', linewidth=2, label='exacte')\n",
    "    axx[2].plot(xx, pi_ex, color='C3', linewidth=2, label='exacte')\n",
    "    titre_h = f\"$h\\\\in[{h_ex.min():.3g},{h_ex.max():.3g}]$\"\n",
    "    if h_s is not None:\n",
    "        titre_h += f\", $h_*={h_s:.3g}, h_o={h_o:.3g}$\"\n",
    "    axx[0].set_title(titre_h)\n",
    "    axx[1].set_title(f\"$u\\\\in[{u_ex.min():.3g},{u_ex.max():.3g}]$\")\n",
    "    axx[2].set_title(f\"$\\\\pi\\\\in[{pi_ex.min():.3g},{pi_ex.max():.3g}]$\")\n",
    "    for ax, lbl in zip(axx, ['h', 'u', 'pi']):\n",
    "        ax.set_xlabel('x'); ax.set_ylabel(lbl); ax.legend(); ax.grid(alpha=0.3)\n",
    "    plt.suptitle(f\"Solution exacte (relaxee)\" + (f\", {key}\" if key else \"\") + f\", t={t:.3g}\")\n",
    "    plt.tight_layout()\n",
    "    return fig, axx\n",
    "\n",
    "\n",
    "def plot_approx_relax(xx, h_num, u_num, pi_num, t, scheme=None, key=None):\n",
    "    fig, axx = plt.subplots(nrows=1, ncols=3, figsize=(16, 4.5))\n",
    "    label = scheme or 'numerique'\n",
    "    axx[0].plot(xx, h_num, color='C0', marker='o', markersize=3, label=label)\n",
    "    axx[1].plot(xx, u_num, color='C0', marker='o', markersize=3, label=label)\n",
    "    axx[2].plot(xx, pi_num, color='C0', marker='o', markersize=3, label=label)\n",
    "    axx[0].set_title(f\"$h\\\\in[{h_num.min():.3g},{h_num.max():.3g}]$\")\n",
    "    axx[1].set_title(f\"$u\\\\in[{u_num.min():.3g},{u_num.max():.3g}]$\")\n",
    "    axx[2].set_title(f\"$\\\\pi\\\\in[{pi_num.min():.3g},{pi_num.max():.3g}]$\")\n",
    "    for ax, lbl in zip(axx, ['h', 'u', 'pi']):\n",
    "        ax.set_xlabel('x'); ax.set_ylabel(lbl); ax.legend(); ax.grid(alpha=0.3)\n",
    "    plt.suptitle(f\"Solution approchee ({label}, relaxee)\" + (f\", {key}\" if key else \"\") + f\", t={t:.3g}\")\n",
    "    plt.tight_layout()\n",
    "    return fig, axx\n",
    "\n",
    "\n",
    "def plot_comparaison_relax(xx, h_num, u_num, pi_num, h_ex, u_ex, pi_ex, t, scheme=None, key=None):\n",
    "    fig, axx = plt.subplots(nrows=1, ncols=3, figsize=(16, 4.5))\n",
    "    label = scheme or 'numerique'\n",
    "    for ax, num, ex, lbl in zip(axx, [h_num, u_num, pi_num], [h_ex, u_ex, pi_ex], ['h', 'u', 'pi']):\n",
    "        ax.plot(xx, num, color='C0', marker='o', markersize=3, label=label)\n",
    "        ax.plot(xx, ex, color='C3', linestyle='--', label='exacte')\n",
    "        err = norm(num - ex) / norm(ex)\n",
    "        ax.set_title(f\"${lbl}$, erreur relative = {err:.2e}\")\n",
    "        ax.set_xlabel('x'); ax.set_ylabel(lbl); ax.legend(); ax.grid(alpha=0.3)\n",
    "    plt.suptitle(f\"Comparaison ({label}, relaxee)\" + (f\", {key}\" if key else \"\") + f\", t={t:.3g}\")\n",
    "    plt.tight_layout()\n",
    "    return fig, axx"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f3f9a54",
   "metadata": {},
   "source": [
    "## Affichage à PLUSIEURS instants\n",
    "\n",
    "Identique en principe au notebook classique (`choisir_instants` → `choisir_instants_relax`, `plot_multi_instants` → `plot_multi_instants_relax`). Une différence visuelle à anticiper : puisque toutes les ondes sont des discontinuités de contact (jamais de détente lisse), les courbes superposées à différents instants montreront des marches qui se déplacent, sans jamais de zone en pente continue — contrairement au notebook classique où une détente s'étalait visiblement entre deux bornes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "4b9c7695",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T13:36:59.692570Z",
     "iopub.status.busy": "2026-07-15T13:36:59.691644Z",
     "iopub.status.idle": "2026-07-15T13:36:59.699036Z",
     "shell.execute_reply": "2026-07-15T13:36:59.697917Z"
    }
   },
   "outputs": [],
   "source": [
    "def choisir_instants_relax(history, n=6, t_final=None):\n",
    "    if t_final is None:\n",
    "        t_final = history[-1]['t']\n",
    "    temps_voulus = np.linspace(0, t_final, n)\n",
    "    times = np.array([s['t'] for s in history])\n",
    "    return [history[np.argmin(np.abs(times - t))] for t in temps_voulus]\n",
    "\n",
    "\n",
    "def plot_multi_instants_relax(xx, snapshots, quantite='h', key=None, reference=None):\n",
    "    fig, ax = plt.subplots(figsize=(7, 5))\n",
    "    colors = plt.get_cmap('viridis')(np.linspace(0, 1, len(snapshots)))\n",
    "    for snap, col in zip(snapshots, colors):\n",
    "        ax.plot(xx, snap[quantite], color=col, label=f\"t={snap['t']:.3g}\")\n",
    "    if reference is not None:\n",
    "        ax.plot(xx, reference[quantite], 'k--', linewidth=2, label='reference (exacte)')\n",
    "    ax.set_xlabel('x'); ax.set_ylabel(quantite); ax.legend(fontsize=8, ncol=2); ax.grid(alpha=0.3)\n",
    "    ax.set_title(f\"Evolution de ${quantite}$ a plusieurs instants (relaxe)\" + (f\", {key}\" if key else \"\"))\n",
    "    plt.tight_layout()\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cfd8c55",
   "metadata": {},
   "source": [
    "## Choisir le cas test et TOUT afficher\n",
    "\n",
    "Identique en structure à `etudier_cas` du notebook classique, avec le paramètre `montrer_multi=True` (voir plus loin, section *Explorateur interactif*, pour la raison de le désactiver dans le widget)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "bc01a4e4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T13:36:59.701306Z",
     "iopub.status.busy": "2026-07-15T13:36:59.701100Z",
     "iopub.status.idle": "2026-07-15T13:37:00.671702Z",
     "shell.execute_reply": "2026-07-15T13:37:00.670416Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def etudier_cas_relax(key, scheme=\"HLL\", t=None, quoi=\"comparaison\", n_multi=6,\n",
    "                       xx=None, CFL=0.4, history=None, montrer_multi=True):\n",
    "    \"\"\"Calcule (si history n'est pas deja fourni) puis affiche.\n",
    "\n",
    "    xx=None utilise desormais domaine_adapte(key), qui depend du c\n",
    "    (sous-caracteristique) calcule pour CE cas -- au lieu d'un domaine\n",
    "    fixe identique pour tous les cas.\n",
    "\n",
    "    montrer_multi=False desactive le graphique 'evolution a plusieurs\n",
    "    instants' : utile par exemple dans un widget interactif ou ce\n",
    "    graphique ne depend pas du curseur t et serait donc retrace,\n",
    "    identique, a chaque manipulation -- un travail inutile.\"\"\"\n",
    "    h_L, u_L, pi_L, h_R, u_R, pi_R, t_final, c = get_case(key)\n",
    "    if xx is None:\n",
    "        xx = domaine_adapte(key)\n",
    "    if history is None:\n",
    "        history = calculer_relax(key, xx, scheme=scheme, CFL=CFL)\n",
    "    if t is None:\n",
    "        t = t_final / 2\n",
    "\n",
    "    times = np.array([s['t'] for s in history])\n",
    "    snap = history[np.argmin(np.abs(times - t))]\n",
    "    h_ex, u_ex, pi_ex, h_s, h_o, u_m, pi_m = sol_exacte_riemann_relax(\n",
    "        xx, snap['t'], h_L, u_L, pi_L, h_R, u_R, pi_R, c)\n",
    "\n",
    "    if quoi == \"exact\":\n",
    "        plot_exact_relax(xx, h_ex, u_ex, pi_ex, snap['t'], h_s, h_o, key)\n",
    "    elif quoi == \"approx\":\n",
    "        plot_approx_relax(xx, snap['h'], snap['u'], snap['pi'], snap['t'], scheme, key)\n",
    "    elif quoi == \"comparaison\":\n",
    "        plot_comparaison_relax(xx, snap['h'], snap['u'], snap['pi'], h_ex, u_ex, pi_ex, snap['t'], scheme, key)\n",
    "\n",
    "    if montrer_multi:\n",
    "        snapshots = choisir_instants_relax(history, n=n_multi, t_final=t_final)\n",
    "        ref_final = sol_exacte_riemann_relax(xx, t_final, h_L, u_L, pi_L, h_R, u_R, pi_R, c)\n",
    "        reference_finale = {'h': ref_final[0], 'u': ref_final[1], 'pi': ref_final[2]}\n",
    "        plot_multi_instants_relax(xx, snapshots, quantite='h', key=key, reference=reference_finale)\n",
    "\n",
    "    return history\n",
    "\n",
    "\n",
    "history = etudier_cas_relax(KEYS[1], scheme=\"HLL\", quoi=\"comparaison\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfd89f6e",
   "metadata": {},
   "source": [
    "## Plusieurs cas tests, plusieurs schémas, en une fois\n",
    "\n",
    "**Différence importante avec le notebook classique : `xx` n'est plus un simple tableau unique transmis tel quel à tous les cas.** Puisque le domaine nécessaire dépend maintenant du `c` propre à chaque cas (voir *Cas tests*), `etudier_plusieurs_relax` calcule un domaine **par cas** (`xx_par_cas[key] = domaine_adapte(key)` si aucun `xx` n'est imposé explicitement), et transmet à `etudier_cas_relax` le domaine correspondant à CE cas précis — pas un domaine unique partagé. On garde malgré tout le même principe que le notebook classique (transmission explicite plutôt que reconstruction implicite potentiellement incohérente)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "becb9057",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T13:37:00.674555Z",
     "iopub.status.busy": "2026-07-15T13:37:00.674174Z",
     "iopub.status.idle": "2026-07-15T13:37:04.736586Z",
     "shell.execute_reply": "2026-07-15T13:37:04.735203Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def etudier_plusieurs_relax(keys=None, schemes=None, do_calcul=True, do_affichage=True,\n",
    "                             quoi=\"comparaison\", t=None, xx=None, **kwargs):\n",
    "    \"\"\"xx=None : chaque cas utilise desormais SON PROPRE domaine adapte\n",
    "    (domaine_adapte(key)), calcule a partir de son c sous-caracteristique\n",
    "    -- contrairement au notebook Saint-Venant classique, ou un unique xx\n",
    "    convient a tous les cas, ici la taille de domaine necessaire varie\n",
    "    fortement d'un cas a l'autre (voir la mise en garde de la section\n",
    "    Cas tests).\"\"\"\n",
    "    if keys is None:\n",
    "        keys = KEYS\n",
    "    if schemes is None:\n",
    "        schemes = list(SCHEMES_RELAX.keys())\n",
    "\n",
    "    resultats = {}\n",
    "    xx_par_cas = {}\n",
    "    if do_calcul:\n",
    "        for key in keys:\n",
    "            xx_key = xx if xx is not None else domaine_adapte(key)\n",
    "            xx_par_cas[key] = xx_key\n",
    "            for scheme in schemes:\n",
    "                resultats[(key, scheme)] = calculer_relax(key, xx_key, scheme=scheme)\n",
    "\n",
    "    if do_affichage:\n",
    "        for (key, scheme), history in resultats.items():\n",
    "            # xx transmis explicitement, propre a CE cas (voir ci-dessus)\n",
    "            etudier_cas_relax(key, scheme=scheme, t=t, quoi=quoi, history=history,\n",
    "                               xx=xx_par_cas[key], **kwargs)\n",
    "\n",
    "    return resultats\n",
    "\n",
    "\n",
    "_ = etudier_plusieurs_relax(keys=['1-choc 2-choc', 'rupture de barrage'], schemes=['Rusanov', 'HLL'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a96ff45d",
   "metadata": {},
   "source": [
    "## Explorateur interactif (notebook + ipywidgets)\n",
    "\n",
    "Même structure générale que `explorateur_interactif` du notebook classique (`try/except ImportError`, `cache`, `widgets.interactive_output`), avec une différence : **le domaine `xx` est recalculé dans `_update` à chaque changement de cas test** (`domaine_adapte(key)`), et non plus fixé une fois pour toutes en paramètre de la fonction — nécessaire ici puisque chaque cas a son propre `c` et donc son propre besoin de domaine. Le `cache` stocke maintenant `(xx, history)` ensemble, pour que le bon domaine soit toujours réutilisé avec le bon historique.\n",
    "\n",
    "On désactive aussi `montrer_multi=False` dans l'appel à `etudier_cas_relax`, pour la même raison que le notebook classique (le graphique multi-instants ne dépend pas du curseur `t`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c56744b3",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2026-07-15T13:37:05.466301Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "75ac29522f8c4f2b8c32aa9130b6828f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(Dropdown(description='Cas test:', options=('1-choc 2-choc', '1-choc 2-detente', …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a5fdd664d9a34a98a8a15802ec67e078",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def explorateur_interactif_relax(CFL=0.4):\n",
    "    \"\"\"Le domaine xx n'est plus un parametre fixe : chaque cas test choisi\n",
    "    dans le menu utilise son propre domaine adapte (domaine_adapte(key)),\n",
    "    recalcule dans _update a chaque changement de cas -- necessaire ici\n",
    "    car le c sous-caracteristique (et donc le domaine requis) varie\n",
    "    fortement d'un cas a l'autre, contrairement au notebook Saint-Venant\n",
    "    classique ou un domaine fixe convient partout.\"\"\"\n",
    "    try:\n",
    "        import ipywidgets as widgets\n",
    "        from IPython.display import display\n",
    "    except ImportError:\n",
    "        print(\"ipywidgets n'est pas disponible : utilisez etudier_cas_relax(...) directement.\")\n",
    "        return None\n",
    "\n",
    "    key_dd = widgets.Dropdown(options=KEYS, description=\"Cas test:\")\n",
    "    scheme_dd = widgets.Dropdown(options=list(SCHEMES_RELAX.keys()), description=\"Schema:\")\n",
    "    quoi_dd = widgets.Dropdown(options=[\"comparaison\", \"exact\", \"approx\"], description=\"Afficher:\")\n",
    "    t_slider = widgets.FloatSlider(min=0.0, max=2.0, step=0.02, value=1.0, description=\"t:\")\n",
    "\n",
    "    cache = {}\n",
    "\n",
    "    def _update(key, scheme, quoi, t):\n",
    "        cache_key = (key, scheme)\n",
    "        if cache_key not in cache:\n",
    "            xx = domaine_adapte(key)\n",
    "            cache[cache_key] = (xx, calculer_relax(key, xx, scheme=scheme, CFL=CFL))\n",
    "            t_final = IC[key][-1]\n",
    "            t_slider.max = t_final\n",
    "        xx, history = cache[cache_key]\n",
    "        # montrer_multi=False : ce graphique ne depend pas de t, voir la\n",
    "        # remarque correspondante dans le notebook Saint-Venant classique\n",
    "        etudier_cas_relax(key, scheme=scheme, t=t, quoi=quoi, xx=xx,\n",
    "                           history=history, montrer_multi=False)\n",
    "        plt.show()\n",
    "\n",
    "    ui = widgets.VBox([widgets.HBox([key_dd, scheme_dd, quoi_dd]), t_slider])\n",
    "    out = widgets.interactive_output(_update, {\"key\": key_dd, \"scheme\": scheme_dd,\n",
    "                                                \"quoi\": quoi_dd, \"t\": t_slider})\n",
    "    display(ui, out)\n",
    "    return ui, out\n",
    "\n",
    "\n",
    "explorateur_interactif_relax();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2346c845",
   "metadata": {},
   "source": [
    "---\n",
    "# Annexe : lien avec Saint-Venant classique (splitting + relaxation instantanée)\n",
    "\n",
    "**Ce que fait cette annexe, précisément :**\n",
    "- on prend la **solution APPROCHÉE** (volumes finis) du système **relaxé** — c'est-à-dire qu'on réutilise le schéma `pas_de_temps_relax` de la section *Solution approchée* ci-dessus, jamais `sol_exacte_riemann_relax` ;\n",
    "- après chaque pas de temps, on **projette** $\\pi\\to\\frac{g}{2}h^2$ dans chaque maille (relaxation instantanée, $\\mu\\to+\\infty$ appliqué exactement à la fin de chaque pas) ;\n",
    "- on compare le résultat à la **solution EXACTE de Saint-Venant classique** — pas à une solution approchée de Saint-Venant, et pas à la solution exacte du système relaxé.\n",
    "\n",
    "Autrement dit : **approchée (relaxé) contre exacte (classique)**. C'est ce choix précis qui permet de répondre à la question « le splitting du système relaxé converge-t-il bien vers Saint-Venant classique ? », sans mélanger l'erreur de discrétisation du système relaxé (qui existerait même en comparant à la solution exacte relaxée) avec l'erreur de relaxation elle-même (l'écart entre système relaxé et système classique, qui est ce qu'on cherche à mesurer)."
   ]
  },
  {
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   "execution_count": 61,
   "id": "9edd6d51",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2026-07-15T13:37:05.485870Z"
    }
   },
   "outputs": [],
   "source": [
    "def calculer_splitting(key, xx, scheme=\"HLL\", CFL=0.4):\n",
    "    \"\"\"Meme marche en temps que calculer_relax, mais avec une projection\n",
    "    pi <- g/2 h^2 (relaxation instantanee, mu->infini) a la fin de CHAQUE\n",
    "    pas de temps. c est calcule pour CE cas via get_case, comme dans\n",
    "    calculer_relax.\"\"\"\n",
    "    h_L, u_L, _, h_R, u_R, _, t_final, c = get_case(key)\n",
    "    dx = xx[1] - xx[0]\n",
    "    hh = np.where(xx < 0, h_L, h_R).astype(float)\n",
    "    uu = np.where(xx < 0, u_L, u_R).astype(float)\n",
    "    pipi = g/2*hh**2  # a l'equilibre des le depart\n",
    "\n",
    "    history = [{'t': 0.0, 'h': hh.copy(), 'u': uu.copy()}]\n",
    "    W = np.array([hh, hh*uu, hh*pipi])\n",
    "    t = 0.0\n",
    "    while t < t_final:\n",
    "        l0, l1, l2 = valeurs_propres_relax(W, c)\n",
    "        amax = np.max(np.maximum(np.abs(l0), np.abs(l2)))\n",
    "        dt = CFL*dx/amax\n",
    "        if t + dt > t_final:\n",
    "            dt = t_final - t\n",
    "        t += dt\n",
    "        W = pas_de_temps_relax(W, dx, dt, scheme, c)\n",
    "        h, hu, hpi = W\n",
    "        pipi_new = g/2*h**2          # <-- relaxation instantanee (mu -> infini)\n",
    "        W = np.array([h, hu, h*pipi_new])\n",
    "        history.append({'t': t, 'h': h.copy(), 'u': (hu/h).copy()})\n",
    "    return history"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfd0496f",
   "metadata": {},
   "source": [
    "**Relaxation Instantanée Répétée(ce qui approche $\\mu\\to\\infty$).**  La projection $\\pi\\to\\frac{g}{2}h^2$ doit avoir lieu **à la fin de CHAQUE pas de temps** (ligne `pipi_new = g/2*h**2` suivie de la reconstruction de `W`), pas seulement à la fin de la simulation. Notez que `pipi_new` écrase la valeur de $\\pi$ obtenue par le transport homogène (`hpi/h` avant projection) : cette valeur transportée n'est jamais utilisée après le premier pas, seule $h$ (et donc $u=hu/h$) porte l'information d'un pas de temps à l'autre — c'est bien le principe du splitting : $\\pi$ est recréé à l'équilibre à chaque étape à partir du seul $h$ courant."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "beb6f8c1",
   "metadata": {},
   "source": [
    "### Solution exacte de Saint-Venant classique (recopiée, pour la comparaison)\n",
    "\n",
    "La cellule suivante recopie `onde_1`, `onde_2`, `etat_intermediaire`, `sol_exacte_riemann` du notebook `sv_exacte_approx_ameliore.ipynb` (renommées avec le suffixe `_sv` pour éviter toute confusion avec les fonctions `_relax` de ce notebook-ci). C'est cette solution exacte — celle du système de Saint-Venant **classique**, choc/détente, pas discontinuités de contact — qui sert de référence pour juger de la convergence du splitting ci-dessous."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "278961c2",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2026-07-15T13:37:05.841081Z"
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   "outputs": [],
   "source": [
    "# On redefinit ici la solution exacte de Saint-Venant CLASSIQUE (pas\n",
    "# relaxe), necessaire pour la comparaison ci-dessous. Ce sont EXACTEMENT\n",
    "# les fonctions onde_1/onde_2/etat_intermediaire/sol_exacte_riemann du\n",
    "# notebook sv_exacte_approx_ameliore.ipynb, recopiees ici (suffixe _sv)\n",
    "# pour que ce notebook reste autonome (pas d'import inter-notebooks).\n",
    "from scipy.optimize import brentq\n",
    "\n",
    "def onde_1_sv(h_star, h_L, v_L):\n",
    "    if h_star <= h_L:\n",
    "        return v_L - 2*np.sqrt(g)*(np.sqrt(h_star) - np.sqrt(h_L))\n",
    "    else:\n",
    "        return v_L - (h_star - h_L)*np.sqrt(g/2*(h_star+h_L)/(h_star*h_L))\n",
    "\n",
    "def onde_2_sv(h_star, h_R, v_R):\n",
    "    if h_star <= h_R:\n",
    "        return v_R + 2*np.sqrt(g)*(np.sqrt(h_star) - np.sqrt(h_R))\n",
    "    else:\n",
    "        return v_R + (h_star - h_R)*np.sqrt(g/2*(h_star+h_R)/(h_star*h_R))\n",
    "\n",
    "def etat_intermediaire_sv(h_L, v_L, h_R, v_R):\n",
    "    F = lambda h: onde_1_sv(h, h_L, v_L) - onde_2_sv(h, h_R, v_R)\n",
    "    lo, hi = 1e-12, max(h_L, h_R)\n",
    "    while F(lo)*F(hi) >= 0:\n",
    "        hi *= 2.0\n",
    "    h_s = brentq(F, lo, hi, xtol=1e-14, rtol=1e-14)\n",
    "    v_s = onde_1_sv(h_s, h_L, v_L)\n",
    "    return h_s, v_s\n",
    "\n",
    "def h_v_dans_detente_sv(xi, h_K, v_K, famille):\n",
    "    if famille == '1':\n",
    "        v = (v_K + 2*np.sqrt(g*h_K) + 2*xi) / 3\n",
    "    else:\n",
    "        v = (v_K - 2*np.sqrt(g*h_K) + 2*xi) / 3\n",
    "    return (v - xi)**2/g, v\n",
    "\n",
    "def sol_exacte_riemann_sv(xx, t, h_L, v_L, h_R, v_R):\n",
    "    h_s, v_s = etat_intermediaire_sv(h_L, v_L, h_R, v_R)\n",
    "    hh = np.zeros_like(xx); vv = np.zeros_like(xx)\n",
    "    for i, x in enumerate(xx):\n",
    "        xi = x/t\n",
    "        if h_s > h_L:\n",
    "            sigma1 = v_L - h_s*np.sqrt(g/2*(h_L+h_s)/(h_L*h_s))\n",
    "            if xi <= sigma1: hh[i], vv[i] = h_L, v_L; continue\n",
    "        else:\n",
    "            lam1_L = v_L - np.sqrt(g*h_L)\n",
    "            lam1_s = v_s - np.sqrt(g*h_s)\n",
    "            if xi <= lam1_L: hh[i], vv[i] = h_L, v_L; continue\n",
    "            elif xi < lam1_s: hh[i], vv[i] = h_v_dans_detente_sv(xi, h_L, v_L, '1'); continue\n",
    "        if h_s > h_R:\n",
    "            sigma2 = v_R + h_s*np.sqrt(g/2*(h_R+h_s)/(h_R*h_s))\n",
    "            if xi >= sigma2: hh[i], vv[i] = h_R, v_R\n",
    "            else: hh[i], vv[i] = h_s, v_s\n",
    "        else:\n",
    "            lam2_s = v_s + np.sqrt(g*h_s)\n",
    "            lam2_R = v_R + np.sqrt(g*h_R)\n",
    "            if xi >= lam2_R: hh[i], vv[i] = h_R, v_R\n",
    "            elif xi > lam2_s: hh[i], vv[i] = h_v_dans_detente_sv(xi, h_R, v_R, '2')\n",
    "            else: hh[i], vv[i] = h_s, v_s\n",
    "    return hh, vv, h_s, v_s"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2232053a",
   "metadata": {},
   "source": [
    "### Comparaison visuelle : splitting relaxé contre Saint-Venant exact\n",
    "\n",
    "On calcule le splitting (`calculer_splitting`, solution **approchée** du système **relaxé**) sur \"rupture de barrage\" avec un maillage fin (1600 points sur `[-60,60]`, voir la mise en garde sur le domaine dans la section *Cas tests*), puis on superpose la solution **exacte** de Saint-Venant **classique** (`sol_exacte_riemann_sv`, définie juste au-dessus) au même instant final. Un profil `h` avec un choc net et un profil `u` avec une détente lisse (contrairement au notebook relaxé homogène, où toutes les transitions sont des marches) doivent apparaître si le splitting a bien convergé — c'est la signature visuelle qu'on retrouve bien la physique de Saint-Venant classique, pas celle du système relaxé pur.\n",
    "\n",
    "**Le graphique est calculé sur `[-60,60]` mais affiché zoomé sur `[-15,15]`** (`ax.set_xlim(-15, 15)`) : le calcul a besoin du domaine large pour éviter toute contamination de bord (voir la mise en garde citée ci-dessus), mais la dynamique de Saint-Venant classique elle-même reste concentrée dans une zone bien plus restreinte — zoomer après coup, sans refaire le calcul, garde le graphique lisible."
   ]
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    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "key = 'rupture de barrage'\n",
    "h_L, v_L, h_R, v_R, t_final = IC[key]\n",
    "xx = domaine_adapte(key, N_par_unite=13)  # maillage un peu plus fin que le defaut pour ce graphique\n",
    "\n",
    "hist_split = calculer_splitting(key, xx, scheme=\"HLL\")\n",
    "last = hist_split[-1]\n",
    "h_ex_sv, v_ex_sv, h_s_sv, v_s_sv = sol_exacte_riemann_sv(xx, last['t'], h_L, v_L, h_R, v_R)\n",
    "\n",
    "fig, axx = plt.subplots(1, 2, figsize=(12, 4.5))\n",
    "axx[0].plot(xx, last['h'], label='splitting relaxe (numerique)')\n",
    "axx[0].plot(xx, h_ex_sv, 'k--', label='Saint-Venant classique (exacte)')\n",
    "axx[1].plot(xx, last['u'], label='splitting relaxe (numerique)')\n",
    "axx[1].plot(xx, v_ex_sv, 'k--', label='Saint-Venant classique (exacte)')\n",
    "for ax, lbl in zip(axx, ['h', 'u']):\n",
    "    ax.set_xlabel('x'); ax.set_ylabel(lbl); ax.legend(); ax.grid(alpha=0.3)\n",
    "    ax.set_xlim(-15, 15)  # zoom : la dynamique de Saint-Venant classique tient dans cette zone,\n",
    "                          # meme si le calcul a ete fait sur tout le domaine adapte (large)\n",
    "plt.suptitle(f\"Convergence du splitting relaxe vers Saint-Venant classique, {key}, t={last['t']:.3g}\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c985274",
   "metadata": {},
   "source": [
    "### Convergence en maillage : le splitting approche-t-il vraiment Saint-Venant classique ?\n",
    "\n",
    "On raffine le maillage à $c$ fixe et on mesure l'erreur $L^1$ entre le splitting (approché, relaxé) et la solution exacte de Saint-Venant classique.\n",
    "\n",
    "**Ce qu'on doit observer.** L'erreur décroît avec $N$, mais avec un taux qui croît progressivement vers 1 sans l'atteindre sur cette gamme de $N$ (comportement typique d'un schéma de Godounov d'ordre 1 en présence de discontinuités — le taux asymptotique en $\\Delta x$ n'est atteint qu'à la limite $N\\to\\infty$, alors qu'aux maillages grossiers on observe plutôt un taux proche de $\\sqrt{\\Delta x}$). C'est la preuve numérique que le splitting relaxation + projection instantanée reproduit bien, à la limite du raffinement, le système de Saint-Venant classique — sans qu'on ait eu besoin, à aucun moment, de faire tendre $c\\to\\infty$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "3de46782",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-15T13:37:06.459532Z",
     "iopub.status.busy": "2026-07-15T13:37:06.459343Z",
     "iopub.status.idle": "2026-07-15T13:37:07.139946Z",
     "shell.execute_reply": "2026-07-15T13:37:07.138377Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     N       L1 err h\n",
      "   100   3.089906e+00\n",
      "   200   2.183217e+00\n",
      "   400   1.414988e+00\n",
      "   800   8.627123e-01\n",
      "  1600   5.007986e-01\n"
     ]
    }
   ],
   "source": [
    "# Convergence en maillage (a c et L fixes) : l'erreur doit decroitre avec N\n",
    "L_fixe = xx.max()  # meme etendue de domaine que la cellule precedente, pour ne faire\n",
    "                    # varier QUE le nombre de mailles (pas la taille du domaine)\n",
    "print(f\"{'N':>6} {'L1 err h':>14}\")\n",
    "for N in [100, 200, 400, 800, 1600]:\n",
    "    xx_N = np.linspace(-L_fixe, L_fixe, N)\n",
    "    hist_N = calculer_splitting(key, xx_N, scheme=\"HLL\")\n",
    "    last_N = hist_N[-1]\n",
    "    h_ex_N, v_ex_N, _, _ = sol_exacte_riemann_sv(xx_N, last_N['t'], h_L, v_L, h_R, v_R)\n",
    "    dx_N = xx_N[1] - xx_N[0]\n",
    "    err = np.sum(np.abs(last_N['h'] - h_ex_N))*dx_N\n",
    "    print(f\"{N:6d} {err:14.6e}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fb77cea",
   "metadata": {},
   "source": [
    "## Récapitulatif : qui fait quoi (calcul / affichage / orchestration)\n",
    "\n",
    "| Fonction | Catégorie | Rôle |\n",
    "|---|---|---|\n",
    "| `c_sous_caracteristique`, `get_case` | **Calcul** | célérité de relaxation ET domaine adapté, calculés PAR CAS test |\n",
    "| `etat_intermediaire_relax` | **Calcul** | résout le système linéaire pour $(h_*,h_\\heartsuit,u_m,\\pi_m)$ |\n",
    "| `sol_exacte_riemann_relax` | **Calcul** | assemble la solution exacte complète $(h,u,\\pi)(x,t)$ |\n",
    "| `residu_RH_relax` | **Calcul** (vérification) | résidu de Rankine-Hugoniot, valide `etat_intermediaire_relax` |\n",
    "| `domaine_adapte` | **Calcul** | construit `xx` en fonction du `c` du cas, pour éviter toute contamination de bord |\n",
    "| `Q_relax`, `valeurs_propres_relax` | **Calcul** | flux physique et valeurs propres du système relaxé (paramètre `c` explicite) |\n",
    "| `flux_lax_friedrichs_relax`, `flux_rusanov_relax`, `flux_hll_relax` | **Calcul** | les trois flux numériques (paramètre `c` explicite) |\n",
    "| `v_plus`, `v_moins`, `pas_de_temps_relax` | **Calcul** | mécanique interne d'un pas de volumes finis |\n",
    "| `calculer_relax` | **Calcul** | marche en temps, système relaxé **homogène** (sans relaxation) |\n",
    "| `plot_exact_relax`, `plot_approx_relax`, `plot_comparaison_relax` | **Affichage** | tracent des données déjà calculées |\n",
    "| `choisir_instants_relax` | **Calcul léger** | sélectionne des instants dans un `history` déjà calculé |\n",
    "| `plot_multi_instants_relax` | **Affichage** | trace plusieurs instants déjà choisis |\n",
    "| `affichage_onde_relax`, `affichage_sol_exacte_relax` | **Affichage + calcul** | ⚠️ appellent `sol_exacte_riemann_relax` en interne avant de tracer |\n",
    "| `etudier_cas_relax` | **Orchestration** | calcule (si besoin) + affiche, pour UN cas et UN schéma |\n",
    "| `etudier_plusieurs_relax` | **Orchestration** | calcule et/ou affiche, pour PLUSIEURS cas et schémas (chacun son domaine) |\n",
    "| `explorateur_interactif_relax` | **Orchestration** | interface interactive (widgets), domaine recalculé à chaque changement de cas |\n",
    "| `calculer_splitting` | **Calcul** (annexe) | solution **approchée** du système relaxé + projection $\\pi\\to\\frac{g}{2}h^2$ à chaque pas |\n",
    "| `onde_1_sv`, `onde_2_sv`, `etat_intermediaire_sv`, `sol_exacte_riemann_sv` | **Calcul** (annexe) | solution **exacte** de Saint-Venant **classique**, recopiée pour la comparaison |\n",
    "\n",
    "**Rappel sur l'annexe** : `calculer_splitting` combine solution **approchée** du système **relaxé** (via `pas_de_temps_relax`, section *Solution approchée* principale) et relaxation instantanée ; elle est comparée à `sol_exacte_riemann_sv`, la solution **exacte** de Saint-Venant **classique** — jamais à `sol_exacte_riemann_relax` (solution exacte du système relaxé, qui n'a pas de lien direct avec la question posée par l'annexe)."
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          "text/plain": "<Figure size 1600x450 with 3 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
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