{
  "metadata": {
    "kernelspec": {
      "name": "xpython",
      "display_name": "Python 3.13 (XPython)",
      "language": "python"
    },
    "language_info": {
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "version": "3.13.1"
    }
  },
  "nbformat_minor": 5,
  "nbformat": 4,
  "cells": [
    {
      "id": "4d43bef1-4e06-457d-a65e-2fadb1ff6928",
      "cell_type": "code",
      "source": "import numpy as np\nimport matplotlib.pyplot as plt\nfrom scipy.integrate import quad\nimport matplotlib.patches as patches\n\ndef density_1(x):\n    if 0<=x<=1:\n        return 3*(1-2*x)**2\n    else:\n        return 0\n# density_2 is proba p1 on z1 and (1-p1) on z2\np1 = 3/4\nz1 = 1/2\nz2 = 3/2\np2 = 1-p1\n\ndef optimal_for_weights(w):\n    u_1 = z1 * quad(lambda x: density_1(x), 0,min(w*z1/(1-w),1))[0]*p1 + z2 * quad(lambda x: density_1(x), 0,min(w*z2/(1-w),1))[0]*p2\n    u_2 = quad(lambda x: x*density_1(x), min(w*z1/(1-w),1),1)[0]*p1 + quad(lambda x: x*density_1(x), min(w*z2/(1-w),1),1)[0]*p2\n    return [u_1,u_2]\n\n",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": "Matplotlib is building the font cache; this may take a moment.\n/tmp/xpython_42/3623814485.py:3: UserWarning: A NumPy version >=1.23.5 and <2.3.0 is required for this version of SciPy (detected version 2.3.1)\n  from scipy.integrate import quad\n"
        }
      ],
      "execution_count": 1
    },
    {
      "id": "078d9089-6683-4412-92a3-9753e002be2e",
      "cell_type": "code",
      "source": "r0=.13\nn=2\nx0 = [.4712, .233]",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 2
    },
    {
      "id": "52e082ae-78ab-4708-8a6b-f306d259b284",
      "cell_type": "code",
      "source": "def barycentric_coords(a, b, c, x, tol=1e-10):\n    \"\"\"\n    Returns (p_a, p_b, p_c, is_inside, status).\n    - p_a,p_b,p_c are barycentric coordinates such that x = p_a*a + p_b*b + p_c*c (if triangle non-degenerate).\n    - is_inside is True if x is inside or on triangle (within tolerance).\n    - status is a string: 'ok', 'degenerate' (triangle area ~ 0), or 'outside'.\n    \"\"\"\n    a = np.asarray(a, dtype=float)\n    b = np.asarray(b, dtype=float)\n    c = np.asarray(c, dtype=float)\n    x = np.asarray(x, dtype=float)\n    v0 = b - a\n    v1 = c - a\n    v2 = x - a\n\n    # 2x2 matrix [v0 v1]\n    M = np.column_stack((v0, v1))  # shape (2,2) for 2D\n    # Check degeneracy (area ~ 0)\n    det = np.linalg.det(M)\n    if abs(det) < tol:\n        return (None, None, None, False, 'degenerate')\n\n    # solve for (u,v)\n    uv = np.linalg.solve(M, v2)\n    u, v = uv[0], uv[1]\n    p_b = u\n    p_c = v\n    p_a = 1 - u - v\n\n    # numerical tolerance: allow small negative values up to -tol\n    ps = np.array([p_a, p_b, p_c])\n    is_inside = np.all(ps >= -tol) and abs(ps.sum() - 1) <= 10*tol\n    return (p_a, p_b, p_c, is_inside)\n\n\ndef decompose(U):\n    \n    if U[1]>=x0[1]:\n        coeffs = [1,-2 * x0[0], x0[0]**2 + (U[1]-x0[1])**2 - r**2]\n        root = max(np.roots(coeffs))\n        y = np.array([root,U[1]])\n        qy = U[0]/root\n        q0 = 0\n        q1 = (U[1]/Vmax[1]) * (1-U[0]/root)\n    else:\n        y = np.array([x0[0]+r,x0[1]])\n        qy = (U[0]/(x0[0]+r)) * (U[1]/x0[1])\n        q0 = (U[0]/Vmax[0]) * (1-U[1]/x0[1])\n        q1 = (U[1]/Vmax[1]) * (1-U[0]/(x0[0]+r))\n    return (y,qy,q0,q1)\n\n\ndef decompose_y(y):#outputs w and q for which y = q * (w-optimal vector)\n    def f(w):\n        z = optimal_for_weights(w)\n        return z[1]*y[0] - z[0]*y[1]\n    w_root = brentq(f,0.01,.99)\n    return (w_root,y[0] / optimal_for_weights(w_root)[0])\n\n\ndef interim_proba_agent(w,v,i): # for w-optimal vector\n    if i==0:\n        return quad(lambda x: density_1(x), 0,min(w*v/(1-w),1))[0]\n    else: #i==1\n        if v > w*z2/(1-w):\n            return 1\n        elif v > w*z1/(1-w):\n            return p1\n        else:\n            return 0\n\ndef inverse_cdf(v,i):\n    if i==0:\n        if v<=z1: return 1\n        elif v<= z2: return p2\n        else: return 0\n    else: #i==1\n        return quad(lambda x: density_1(x), v,1)[0]",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 3
    },
    {
      "id": "8d8fad26-a389-49fe-b26d-556463aa1a16",
      "cell_type": "code",
      "source": "from scipy.optimize import brentq\nimport random\n\nVmax = [.75,.5]\nV0 = np.array([Vmax[0],0])\nV1 = np.array([0,Vmax[1]])\n\nγ = 0.99\n#δ = (1-γ)/(γ*r0)\nδ = .04\nr = r0-δ\n\npriority=0\n\ndef p_min_max():\n    d = np.sqrt(x0[0]**2 + (x0[1] - Vmax[1])**2)\n    e = (np.array([0,Vmax[1]]) - np.array(x0))/d\n    p_max = np.array(x0) + r**2 / d * e - r*np.sqrt(d**2-r**2)/d * np.array([-e[1],e[0]])\n    \n    d = np.sqrt((x0[0]-Vmax[0])**2 + x0[1]**2)\n    e = (np.array([Vmax[0],0]) - np.array(x0))/d\n    p_min = np.array(x0) + r**2 / d * e + r*np.sqrt(d**2-r**2)/d * np.array([-e[1],e[0]])\n    return (p_min,p_max)\n\np_min,p_max = p_min_max()\n\n\n\ndef decompose_new(U):\n    \n    if U[0]<0 or U[0]>Vmax[0] or U[1]<0 or U[1]>Vmax[1]:\n        print(\"PROBLEM!, U=\",U)\n        return\n    \n    q, q0, q1, is_inside = barycentric_coords(np.zeros(2), V0, V1, U)\n    if U[0]/Vmax[0] + U[1]/Vmax[1] <= 1:\n        #print(\"case0\")\n        return(np.array([1,1]),0,U[0]/Vmax[0],U[1]/Vmax[1] ,0)\n        \n\n    q0, q1, q_m, is_inside = barycentric_coords(V0, V1, p_max, U)\n    if is_inside:\n        #print(\"case1\")\n        return(p_max,q_m,q0,q1, 1)\n        \n    q0, q1, q_m, is_inside = barycentric_coords(V0, V1, p_min, U)\n    if is_inside:\n        #print(\"case2\")\n        return(p_min,q_m,q0,q1, 2)\n\n\n    #print(\"case3\")\n    coeffs = [1,-2 * x0[0], x0[0]**2 + (U[1]-x0[1])**2 - r**2]\n    root = max(np.roots(coeffs))\n    y = np.array([root,U[1]])\n    qy = U[0]/root\n    q0 = 0\n    q1 = (U[1]/Vmax[1]) * (1-U[0]/root)\n    return (y,qy,q0,q1, 3)\n\n\ndef interim_promise(U,w,q,v,i):#compute W_i(v_i|U)\n    \n    temp = -interim_proba_agent(w,v,i) * v\n    temp += quad(lambda x: interim_proba_agent(w,x,i), 0,v)[0]\n    temp -= quad(lambda x: interim_proba_agent(w,x,i) * inverse_cdf(x,i), 0,z2)[0]\n    W = (U[i] + q*(1-γ)*temp)/γ\n    return W\n\ndef decompose_w_q(y):\n    a = (y-x0)/r\n    ynew = x0 + a*(r+δ)\n    return decompose_y(ynew)\n    \nw_min, q_min =  decompose_w_q(p_min)\nw_max, q_max =  decompose_w_q(p_max)\n\ndef next_point(y,w,q,u): #assuming that y is on the ball B(x0,r)\n    a = (y-x0)/r\n    expected_W = x0 + (r-(1-γ)*δ/γ)*a\n    \n    W=np.zeros(2)\n    for i in range(2):\n        W[i] = interim_promise(y,w,q,u[i],i) - a[1-i]/a[i] *(interim_promise(y,w,q,u[1-i],1-i) - expected_W[1-i])\n    return W\n    \n\ndef next_point_complete(U):\n    (y,qy,q0,q1,case) = decompose_new(U)\n    if case==0:\n        print(\"reached NI\")\n        return U\n    \n    u = np.zeros(2)\n    ### sample utilities\n    b = np.random.binomial(n=1, p=p2)\n    u[0] = z2*b + z1*(1-b)\n\n    t = random.random()\n    #def CDF(x): return 1-inverse_cdf(x,1) - t\n    #u[1] = brentq(CDF,0,1)\n    u[1] = (1-np.sign(1-2*t)*(np.abs(1-2*t)**(1/3)))/2\n    \n    if case==1:\n        w,q = w_max, q_max\n    elif case==2:\n        w,q = w_min, q_min\n    else:\n        w,q = decompose_w_q(y)\n    \n    W = qy * next_point(y,w,q,u)\n    W[0] += q0*Vmax[0]\n    W[1] += q1*Vmax[1]\n    return W\n\n",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 81
    },
    {
      "id": "062ca225-280c-42a7-98d6-353b97119545",
      "cell_type": "markdown",
      "source": "##Experiments",
      "metadata": {}
    },
    {
      "id": "63cfa4a9-8f07-477d-9f2d-4efd13b150aa",
      "cell_type": "code",
      "source": "x_current = x0 + r*np.array([1,1])/np.sqrt(2)\n\nx_all =  []\nnb_it = 3000\n\nnp.random.seed(42)\nrandom.seed(42)\n\nfor i in range(nb_it):\n    x_all.append(next_point_complete(x_current))\n    x_current = next_point_complete(x_current)",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 509
    },
    {
      "id": "d17c9ce4-baca-4e3a-a02e-7962affdbca1",
      "cell_type": "code",
      "source": "W_list = np.linspace(0, .99, 500)\n\nfig, ax = plt.subplots()\n\nplt.plot([optimal_for_weights(w)[0] for w in W_list], [optimal_for_weights(w)[1] for w in W_list], color='black')\n\ncircle_0 = patches.Circle(x0, r0, color='blue', fill=False, linestyle = '--')\ncircle_1 = patches.Circle(x0, r, color='gray', fill=False)\nax.add_patch(circle_0)\nax.add_patch(circle_1)\nplt.plot([V0[0],p_min[0]], [V0[1],p_min[1]], color='gray')\nplt.plot([V1[0],p_max[0]], [V1[1],p_max[1]], color='gray')\n\nplt.plot([V0[0],V1[0]],[V0[1],V1[1]], color='black')\n\ncolors = np.arange(len(x_all))\nplt.scatter([x_all[i][0] for i in range(len(x_all))], [x_all[i][1] for i in range(len(x_all))],c=colors, cmap='plasma', s=1)\n#plt.plot([x_all[i][0] for i in range(len(x_all))], [x_all[i][1] for i in range(len(x_all))],color='red')\n\nax.set_aspect('equal')\nplt.xlabel(r\"$U_1$\")\nplt.ylabel(r\"$U_2$\")\nplt.xlim(0,.75)\nplt.ylim(0,.5)\nplt.show()",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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",
            "text/plain": "<Figure size 640x480 with 1 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 545
    },
    {
      "id": "2d02b3c1-eb49-4bbf-bdce-343ae037e656",
      "cell_type": "code",
      "source": "nb_trials = 10\nnb_it = 1000\n\ntotal_list = []\nfor o in range(nb_trials):\n    x_list =  []\n    \n    np.random.seed(o)\n    random.seed(o)\n\n    x_current = x0 + r*np.array([1,1])/np.sqrt(2)\n    for i in range(nb_it):\n        x_list.append(x_current)\n        x_current = next_point_complete(x_current)\n    total_list.append(x_list)\n    print(\"finished iteration \",o)",
      "metadata": {
        "trusted": true,
        "scrolled": true
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": "/tmp/xpython_42/3980518611.py:66: IntegrationWarning: The maximum number of subdivisions (50) has been achieved.\n  If increasing the limit yields no improvement it is advised to analyze \n  the integrand in order to determine the difficulties.  If the position of a \n  local difficulty can be determined (singularity, discontinuity) one will \n  probably gain from splitting up the interval and calling the integrator \n  on the subranges.  Perhaps a special-purpose integrator should be used.\n  temp -= quad(lambda x: interim_proba_agent(w,x,i) * inverse_cdf(x,i), 0,z2)[0]\n/tmp/xpython_42/3980518611.py:65: IntegrationWarning: The maximum number of subdivisions (50) has been achieved.\n  If increasing the limit yields no improvement it is advised to analyze \n  the integrand in order to determine the difficulties.  If the position of a \n  local difficulty can be determined (singularity, discontinuity) one will \n  probably gain from splitting up the interval and calling the integrator \n  on the subranges.  Perhaps a special-purpose integrator should be used.\n  temp += quad(lambda x: interim_proba_agent(w,x,i), 0,v)[0]\n"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "finished iteration  0\nfinished iteration  1\nfinished iteration  2\nfinished iteration  3\nfinished iteration  4\nfinished iteration  5\nfinished iteration  6\nfinished iteration  7\nfinished iteration  8\nfinished iteration  9\n"
        }
      ],
      "execution_count": 7
    },
    {
      "id": "085e9277-9181-4b81-b839-ff094d11a381",
      "cell_type": "code",
      "source": "from matplotlib.collections import LineCollection\n\nW_list = np.linspace(0, .99, 500)\n\nfig, ax = plt.subplots(figsize=(7, 6))\n\nplt.plot([optimal_for_weights(w)[0] for w in W_list], [optimal_for_weights(w)[1] for w in W_list], color='black', label = r\"$U^\\star$\")\n\ncircle_0 = patches.Circle(x0, r0, color='black', fill=False, linewidth=.5)\ncircle_1 = patches.Circle(x0, r, color='gray', fill=False, linestyle = '--', linewidth=1)\nax.add_patch(circle_0)\nax.add_patch(circle_1)\nplt.plot([V0[0],p_min[0]], [V0[1],p_min[1]], color='gray', linestyle = '--', label = r\"$R$\")\nplt.plot([V1[0],p_max[0]], [V1[1],p_max[1]], color='gray', linestyle = '--')\n\nplt.plot([V0[0],V1[0]],[V0[1],V1[1]], color='black', linestyle = '-.', label = r\"$U^{NI}$\")\nplt.plot([],[],color='black',linewidth=.5,label=r\"$B(x,r+\\delta)$\")\n\ntruncated_it = 1000\nfor o in range(nb_trials):\n    x_list=total_list[o]\n    # Build segments for LineCollection\n    x, y = np.array([x_list[i][0] for i in range(truncated_it)]) , np.array([x_list[i][1] for i in range(truncated_it)])\n    points = np.array([x, y]).T.reshape(-1, 1, 2)\n    segments = np.concatenate([points[:-1], points[1:]], axis=1)\n    \n    # Create LineCollection\n    iterations = np.arange(truncated_it)\n    lc = LineCollection(segments, cmap='viridis', norm=plt.Normalize(iterations.min(), iterations.max()), alpha=0.7)\n    lc.set_array(iterations)\n    lc.set_linewidth(1)\n    \n    # Plotting\n    ax.add_collection(lc)\n\nax.autoscale()\ncbar = plt.colorbar(lc, label='Nb of iterations')\n#cbar.set_ticks([0, len(x_all_2)//2, len(x_all_2)-1])\n\n#colors = np.arange(len(x_all_2))\n#plt.scatter([x_all_2[i][0] for i in range(len(x_all_2))], [x_all_2[i][1] for i in range(len(x_all_2))],c=colors, cmap='inferno', s=1)\n#plt.plot([x_all[i][0] for i in range(len(x_all))], [x_all[i][1] for i in range(len(x_all))],color='red')\n\nax.legend(loc='upper right')\nax.set_aspect('equal')\nplt.xlabel(r\"$U_1$\")\nplt.ylabel(r\"$U_2$\")\nplt.xlim(0.43,.625)\nplt.ylim(0.17,.375)\nplt.xticks([0.45,0.5,0.55,0.6])  # only these x-ticks\nplt.yticks([0.2,0.25,0.3,0.35])           # only these y-ticks\nplt.show()\n\nfig.savefig(\n    \"final_zoom3.pdf\",\n    format=\"pdf\",   # explicitly set format\n    bbox_inches=\"tight\",  # trims extra whitespace\n    dpi=1000         # higher resolution\n)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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",
            "text/plain": "<Figure size 700x600 with 2 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 82
    },
    {
      "id": "81a54c89-1a51-4230-b166-18b115431087",
      "cell_type": "code",
      "source": "nb_trials = 10\nnb_it = 4000\n\n#total_list_small_delta = []\nfor o in range(nb_trials):\n    #x_list =  total_list_small_delta[o]\n    \n    #np.random.seed(o)\n    #random.seed(o)\n\n    x_current = next_point_complete(total_list_small_delta[o][-1])\n    for i in range(3000,nb_it):\n        total_list_small_delta[o].append(x_current)\n        x_current = next_point_complete(x_current)\n    #total_list_small_delta.append(x_list)\n    print(\"finished iteration \",o)",
      "metadata": {
        "scrolled": true,
        "trusted": true
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": "/tmp/xpython_42/4177751772.py:66: IntegrationWarning: The maximum number of subdivisions (50) has been achieved.\n  If increasing the limit yields no improvement it is advised to analyze \n  the integrand in order to determine the difficulties.  If the position of a \n  local difficulty can be determined (singularity, discontinuity) one will \n  probably gain from splitting up the interval and calling the integrator \n  on the subranges.  Perhaps a special-purpose integrator should be used.\n  temp -= quad(lambda x: interim_proba_agent(w,x,i) * inverse_cdf(x,i), 0,z2)[0]\n/tmp/xpython_42/4177751772.py:65: IntegrationWarning: The maximum number of subdivisions (50) has been achieved.\n  If increasing the limit yields no improvement it is advised to analyze \n  the integrand in order to determine the difficulties.  If the position of a \n  local difficulty can be determined (singularity, discontinuity) one will \n  probably gain from splitting up the interval and calling the integrator \n  on the subranges.  Perhaps a special-purpose integrator should be used.\n  temp += quad(lambda x: interim_proba_agent(w,x,i), 0,v)[0]\n"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "finished iteration  0\nfinished iteration  1\nfinished iteration  2\nfinished iteration  3\nfinished iteration  4\nfinished iteration  5\nfinished iteration  6\nfinished iteration  7\nfinished iteration  8\nfinished iteration  9\n"
        }
      ],
      "execution_count": 23
    },
    {
      "id": "8b32bd97-4949-4fe4-88fc-52d2c5a7c24e",
      "cell_type": "code",
      "source": "from matplotlib.collections import LineCollection\n\nW_list = np.linspace(0, .99, 500)\n\nfig, ax = plt.subplots(figsize=(7, 6))\n\nplt.plot([optimal_for_weights(w)[0] for w in W_list], [optimal_for_weights(w)[1] for w in W_list], color='black', label = r\"$U^\\star$\")\n\ncircle_0 = patches.Circle(x0, r0, color='black', fill=False, linewidth=.5)\ncircle_1 = patches.Circle(x0, r, color='gray', fill=False, linestyle = '--', linewidth=1)\nax.add_patch(circle_0)\nax.add_patch(circle_1)\nplt.plot([V0[0],p_min[0]], [V0[1],p_min[1]], color='gray', linestyle = '--', label = r\"$R$\")\nplt.plot([V1[0],p_max[0]], [V1[1],p_max[1]], color='gray', linestyle = '--')\n\nplt.plot([V0[0],V1[0]],[V0[1],V1[1]], color='black', linestyle = '-.', label = r\"$U^{NI}$\")\nplt.plot([],[],color='black',linewidth=.5,label=r\"$B(x,r+\\delta)$\")\n\ntruncated_it = nb_it\nfor o in range(nb_trials):\n    x_list=total_list_small_delta[o]\n    # Build segments for LineCollection\n    x, y = np.array([x_list[i][0] for i in range(truncated_it)]) , np.array([x_list[i][1] for i in range(truncated_it)])\n    points = np.array([x, y]).T.reshape(-1, 1, 2)\n    segments = np.concatenate([points[:-1], points[1:]], axis=1)\n    \n    # Create LineCollection\n    iterations = np.arange(truncated_it)\n    lc = LineCollection(segments, cmap='viridis', norm=plt.Normalize(iterations.min(), iterations.max()), alpha=0.7)\n    lc.set_array(iterations)\n    lc.set_linewidth(1)\n    \n    # Plotting\n    ax.add_collection(lc)\n\nax.autoscale()\ncbar = plt.colorbar(lc, label='Nb of iterations')\n#cbar.set_ticks([0, len(x_all_2)//2, len(x_all_2)-1])\n\n#colors = np.arange(len(x_all_2))\n#plt.scatter([x_all_2[i][0] for i in range(len(x_all_2))], [x_all_2[i][1] for i in range(len(x_all_2))],c=colors, cmap='inferno', s=1)\n#plt.plot([x_all[i][0] for i in range(len(x_all))], [x_all[i][1] for i in range(len(x_all))],color='red')\n\nax.legend(loc='upper right')\nax.set_aspect('equal')\nplt.xlabel(r\"$U_1$\")\nplt.ylabel(r\"$U_2$\")\nplt.xlim(0.43,.625)\nplt.ylim(0.17,.375)\nplt.xticks([0.45,0.5,0.55,0.6])  # only these x-ticks\nplt.yticks([0.2,0.25,0.3,0.35])           # only these y-ticks\nplt.show()\n\nfig.savefig(\n    \"final_zoom3_smalldelta.pdf\",\n    format=\"pdf\",   # explicitly set format\n   bbox_inches=\"tight\",  # trims extra whitespace\n    dpi=1000         # higher resolution\n)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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",
            "text/plain": "<Figure size 700x600 with 2 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 79
    },
    {
      "id": "ebbc7155-39ac-4b70-a5b7-004b7437c234",
      "cell_type": "code",
      "source": "W_list = np.linspace(0, .99, 500)\n\nfig, ax = plt.subplots()\n\nplt.plot([optimal_for_weights(w)[0] for w in W_list], [optimal_for_weights(w)[1] for w in W_list], color='black')\n\ncircle_0 = patches.Circle(x0, r0, color='blue', fill=False, linestyle = '--')\ncircle_1 = patches.Circle(x0, r, color='gray', fill=False)\nax.add_patch(circle_0)\nax.add_patch(circle_1)\nplt.plot([V0[0],p_min[0]], [V0[1],p_min[1]], color='gray')\nplt.plot([V1[0],p_max[0]], [V1[1],p_max[1]], color='gray')\n\nplt.plot([V0[0],V1[0]],[V0[1],V1[1]], color='black')\n\ncolors = np.arange(len(x_all))\nplt.scatter([x_all[i][0] for i in range(len(x_all))], [x_all[i][1] for i in range(len(x_all))],c=colors, cmap='viridis', s=.2)\nplt.scatter([x_all_2[i][0] for i in range(len(x_all))], [x_all_2[i][1] for i in range(len(x_all))],c=colors, cmap='cividis', s=.2)\nplt.scatter([x_all_3[i][0] for i in range(len(x_all))], [x_all_3[i][1] for i in range(len(x_all))],c=colors, cmap='plasma', s=.2)\n#plt.plot([x_all[i][0] for i in range(len(x_all))], [x_all[i][1] for i in range(len(x_all))],color='red')\n\nax.set_aspect('equal')\nplt.xlabel(r\"$U_1$\")\nplt.ylabel(r\"$U_2$\")\nplt.xlim(0.2,.6)\nplt.ylim(0.2,.4)\nplt.show()",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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",
            "text/plain": "<Figure size 640x480 with 1 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 584
    },
    {
      "id": "239b511e-ad88-4975-9282-bd5a85100b2b",
      "cell_type": "code",
      "source": "W_list = np.linspace(0, .99, 500)\n\nfig, ax = plt.subplots()\n\nplt.plot([optimal_for_weights(w)[0] for w in W_list], [optimal_for_weights(w)[1] for w in W_list], color='black')\n\ncircle_0 = patches.Circle(x0, r0, color='blue', fill=False, linestyle = '--')\ncircle_1 = patches.Circle(x0, r, color='gray', fill=False)\nax.add_patch(circle_0)\nax.add_patch(circle_1)\nplt.plot([V0[0],p_min[0]], [V0[1],p_min[1]], color='gray')\nplt.plot([V1[0],p_max[0]], [V1[1],p_max[1]], color='gray')\n\nplt.plot([V0[0],V1[0]],[V0[1],V1[1]], color='black')\n\n#colors = np.arange(len(x_all))\nplt.plot([x_all[i][0] for i in range(len(x_all))], [x_all[i][1] for i in range(len(x_all))],color='blue')\nplt.plot([x_all_2[i][0] for i in range(len(x_all))], [x_all_2[i][1] for i in range(len(x_all))],color='red')\nplt.plot([x_all_3[i][0] for i in range(len(x_all))], [x_all_3[i][1] for i in range(len(x_all))],color='purple')\n#plt.plot([x_all[i][0] for i in range(len(x_all))], [x_all[i][1] for i in range(len(x_all))],color='red')\n\nax.set_aspect('equal')\nplt.xlabel(r\"$U_1$\")\nplt.ylabel(r\"$U_2$\")\nplt.xlim(0,.75)\nplt.ylim(0,.5)\nplt.show()",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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",
            "text/plain": "<Figure size 640x480 with 1 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 580
    },
    {
      "id": "00619af4-56e9-4e3b-842b-43bb57766c93",
      "cell_type": "code",
      "source": "y = [0.42,.3]\nz,qy,q0,q1,case = decompose_new(y)\ntemp = 0\ntest_it=100\nfor i in range(test_it):\n    temp += y-next_point_complete(y)\n\nprint(temp/test_it)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "[ 0.00054124 -0.00011716]\n"
        }
      ],
      "execution_count": 850
    },
    {
      "id": "cec346ff-cd0e-424c-8633-6d0eabe19fc9",
      "cell_type": "code",
      "source": "qy*z + q0*np.array([.75,0]) + q1*np.array([0,.5])",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 845,
          "output_type": "execute_result",
          "data": {
            "text/plain": "array([0.42, 0.3 ])"
          },
          "metadata": {}
        }
      ],
      "execution_count": 845
    },
    {
      "id": "9788c95d-7116-4fda-86b9-319313d9007f",
      "cell_type": "code",
      "source": "a = (p_max - x0)/r\nWexpected = x0 + (r-(1-γ)*δ/γ)*a\nyexpected = qy * Wexpected + q0*np.array([.75,0]) + q1*np.array([0,.5])\ny-yexpected",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 847,
          "output_type": "execute_result",
          "data": {
            "text/plain": "array([1.25724564e-05, 4.18099925e-05])"
          },
          "metadata": {}
        }
      ],
      "execution_count": 847
    },
    {
      "id": "0179274e-f0b4-42b2-a01f-e8a9c072b244",
      "cell_type": "code",
      "source": "y",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 842,
          "output_type": "execute_result",
          "data": {
            "text/plain": "array([0.50575602, 0.34791685])"
          },
          "metadata": {}
        }
      ],
      "execution_count": 842
    },
    {
      "id": "5bb97cd3-0cab-4289-8a00-303432119ef0",
      "cell_type": "code",
      "source": "temp = 0\ntest_it=1000\nWx_list, Wy_list = [] ,[]\nWx_list_int, Wy_list_int = [] ,[]\nfor i in range(test_it):\n    u = np.zeros(2)\n    b = np.random.binomial(n=1, p=p2)\n    u[0] = z2*b + z1*(1-b)\n\n    t = random.random()\n    u[1] = (1-np.sign(1-2*t)*(np.abs(1-2*t)**(1/3)))/2\n    \n    temp = next_point(p_max,w_max,q_max,u)\n    Wx_list.append(temp[0])\n    Wy_list.append(temp[1])\n    Wx_list_int.append(interim_promise(p_max,w_max,q_max,u[0],0))\n    Wy_list_int.append(interim_promise(p_max,w_max,q_max,u[1],1))\n",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": "/tmp/xpython_42/4177751772.py:66: IntegrationWarning: The maximum number of subdivisions (50) has been achieved.\n  If increasing the limit yields no improvement it is advised to analyze \n  the integrand in order to determine the difficulties.  If the position of a \n  local difficulty can be determined (singularity, discontinuity) one will \n  probably gain from splitting up the interval and calling the integrator \n  on the subranges.  Perhaps a special-purpose integrator should be used.\n  temp -= quad(lambda x: interim_proba_agent(w,x,i) * inverse_cdf(x,i), 0,z2)[0]\n/tmp/xpython_42/4177751772.py:65: IntegrationWarning: The maximum number of subdivisions (50) has been achieved.\n  If increasing the limit yields no improvement it is advised to analyze \n  the integrand in order to determine the difficulties.  If the position of a \n  local difficulty can be determined (singularity, discontinuity) one will \n  probably gain from splitting up the interval and calling the integrator \n  on the subranges.  Perhaps a special-purpose integrator should be used.\n  temp += quad(lambda x: interim_proba_agent(w,x,i), 0,v)[0]\n"
        }
      ],
      "execution_count": 875
    },
    {
      "id": "4d4cc609-478e-4b1c-b60d-3a286e50611c",
      "cell_type": "code",
      "source": "ax.set_aspect('equal')\nplt.plot([p_max[0],Wexpected[0], np.mean(Wx_list),np.mean(Wx_list_int)],[p_max[1],Wexpected[1],np.mean(Wy_list), np.mean(Wy_list_int)], color='blue')\nplt.scatter(Wx_list,Wy_list, color='red')\nplt.scatter(Wx_list_int,Wy_list_int, color='orange')\nplt.show()",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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",
            "text/plain": "<Figure size 640x480 with 1 Axes>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 876
    },
    {
      "id": "e1d633ab-916b-4049-a724-e1a82ad1f610",
      "cell_type": "code",
      "source": "a = (p_max - x0)/r\nWexpected = x0 + (r-(1-γ)*δ/γ)*a\np_max - Wexpected",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 854,
          "output_type": "execute_result",
          "data": {
            "text/plain": "array([2.90875608e-05, 9.67313512e-05])"
          },
          "metadata": {}
        }
      ],
      "execution_count": 854
    },
    {
      "id": "41114c5a-3829-4af6-ba21-8a60f3094adf",
      "cell_type": "code",
      "source": "temp = 0\ni=0\ntest_it=1000\nfor _ in range(test_it):\n    u = np.zeros(2)\n    b = np.random.binomial(n=1, p=p2)\n    u[0] = z2*b + z1*(1-b)\n\n    t = random.random()\n    u[1] = (1-np.sign(1-2*t)*(np.abs(1-2*t)**(1/3)))/2\n    \n    temp += Wexpected[0] - interim_promise(p_max,w_max,q_max,u[i],i)\n\nprint(temp/test_it)\n\n    ",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "-3.188998490745565e-05\n"
        }
      ],
      "execution_count": 861
    },
    {
      "id": "b6c060c9-8784-4ff5-ae61-5fed230a3002",
      "cell_type": "code",
      "source": "",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": null
    }
  ]
}