diff --git a/__pycache__/bonding_curve_eq.cpython-36.pyc b/__pycache__/bonding_curve_eq.cpython-36.pyc index 0065740..9d5b0ed 100644 Binary files a/__pycache__/bonding_curve_eq.cpython-36.pyc and b/__pycache__/bonding_curve_eq.cpython-36.pyc differ diff --git a/__pycache__/conviction_helpers.cpython-36.pyc b/__pycache__/conviction_helpers.cpython-36.pyc index e052a51..f13838a 100644 Binary files a/__pycache__/conviction_helpers.cpython-36.pyc and b/__pycache__/conviction_helpers.cpython-36.pyc differ diff --git a/__pycache__/conviction_system_logic3.cpython-36.pyc b/__pycache__/conviction_system_logic3.cpython-36.pyc index c672b9e..4a38082 100644 Binary files a/__pycache__/conviction_system_logic3.cpython-36.pyc and b/__pycache__/conviction_system_logic3.cpython-36.pyc differ diff --git a/bonding_curve_eq.py b/bonding_curve_eq.py index 6caeb58..4fac3ba 100644 --- a/bonding_curve_eq.py +++ b/bonding_curve_eq.py @@ -49,10 +49,11 @@ def withdraw(deltaS, R,S, V0, kappa=default_kappa): def withdraw_with_tax(deltaS, R,S, V0, exit_tax = default_exit_tax, kappa=default_kappa): deltaR = R-((S-deltaS)**kappa)/V0 - + print(deltaR) quantity_taxed = exit_tax*deltaR quantity_recieved = (1-exit_tax)*deltaR realized_price = quantity_recieved/deltaS return quantity_recieved, quantity_taxed, realized_price + diff --git a/conviction_cadCAD3.ipynb b/conviction_cadCAD3.ipynb index f9d885c..9774192 100644 --- a/conviction_cadCAD3.ipynb +++ b/conviction_cadCAD3.ipynb @@ -73,11 +73,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:189: RuntimeWarning: divide by zero encountered in log10\n", + "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:212: RuntimeWarning: divide by zero encountered in log10\n", " demo_data_Z0[sof_ind,ts_ind] = np.log10(trigger)\n", - "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:191: RuntimeWarning: invalid value encountered in double_scalars\n", + "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:214: RuntimeWarning: invalid value encountered in double_scalars\n", " demo_data_Z2[sof_ind,ts_ind] = trigger/tc #share of maximum possible conviction\n", - "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:192: RuntimeWarning: invalid value encountered in double_scalars\n", + "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:215: RuntimeWarning: invalid value encountered in double_scalars\n", " demo_data_Z3[sof_ind,ts_ind] = np.log10(trigger/tc)\n" ] } @@ -185,12 +185,18 @@ "metadata": {}, "outputs": [], "source": [ - "n= 35 #initial participants\n", - "m= 5 #initial proposals\n", + "n= 60 #initial participants\n", + "m= 3 #initial proposals\n", "\n", - "initial_sentiment = .7\n", + "initial_sentiment = .6\n", "\n", - "network, initial_funds, initial_supply, total_requested = initialize_network(n,m,total_funds_given_total_supply,trigger_threshold)" + "theta =.35\n", + "kappa = 6\n", + "sale_price = .1\n", + "\n", + "def TFGTS(total_supply):\n", + " #wrap initializer params to pass the function correctly\n", + " return total_funds_given_total_supply(total_supply, theta = theta, initial_price = sale_price) \n" ] }, { @@ -199,17 +205,35 @@ "metadata": {}, "outputs": [], "source": [ - "theta =.35\n", - "kappa = 2\n", - "sale_price = .1\n", - "\n", - "initial_reserve, invariant, initial_price= initialize_bonding_curve(initial_supply, initial_price = sale_price, kappa =kappa, theta = theta)\n" + "#initializers\n", + "network, initial_funds, initial_supply, total_requested = initialize_network(n,m,TFGTS,trigger_threshold)\n", + "initial_reserve, invariant, initial_price= initialize_bonding_curve(initial_supply, initial_price = sale_price, kappa =kappa, theta = theta)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.7955407857599857e+31" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "invariant" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ "proposals = get_nodes_by_type(network, 'proposal')\n", @@ -222,16 +246,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "200248.2765906408" + "67040.16629275207" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -242,7 +266,27 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "36098.55108071265" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "initial_funds" + ] + }, + { + "cell_type": "code", + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -252,11 +296,11 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 17166.01391645285,\n", + " 'funds_requested': 11443.91427929522,\n", " 'trigger': inf}" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -268,18 +312,18 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 365.06034882214334,\n", - " 'sentiment': 0.027116327731857126}" + " 'holdings': 5718.0718806896575,\n", + " 'sentiment': 0.17859148389446788}" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -291,19 +335,19 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'affinity': 0.8537642133854632,\n", + "{'affinity': 0.4047245410553306,\n", " 'tokens': 0,\n", " 'conviction': 0,\n", " 'type': 'support'}" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -315,16 +359,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'influence': 4.7628180580485715, 'type': 'influence'}" + "{'influence': 4.314493792217198, 'type': 'influence'}" ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -335,16 +379,16 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'conflict': 0.8098865280206033, 'type': 'conflict'}" + "{'conflict': 0.8304060260811613, 'type': 'conflict'}" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -355,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -364,13 +408,13 @@ "Text(0.5, 1.0, 'Participants Social Network')" ] }, - "execution_count": 17, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -386,7 +430,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -395,13 +439,13 @@ "Text(0.5, 1.0, 'Proposals Conflict Network')" ] }, - "execution_count": 18, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -417,7 +461,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -426,13 +470,13 @@ "Text(0.5, 1.0, 'Histogram of Participants Token Holdings')" ] }, - "execution_count": 19, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -450,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -459,13 +503,13 @@ "Text(0.5, 1.0, 'Histogram of Proposals Funds Requested')" ] }, - "execution_count": 20, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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+IrZstyDpLOAsgMMOO6znYs3MrDvdnLkPApMr45OA9U3a/GNEPBsR9wGrSWG/nYi4NCJmRMSMgYGB4dZsZmYddBPuy4FpkqZKGgfMB5Y0tPkH4LcBJE0gddOsrbNQMzPrXsdwj4htwNnAMmAVsDgiVkq6QNLc3GwZsFnSXcB1wCcjYvNIFW1mZu110+dORCwFljZMO68yHMDH8sPMzPrMf6FqZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlagrsJd0mxJqyWtkbSwTbv3SQpJM+or0czMetUx3CWNAS4GTgCmAwskTW/Sbj/gvwM3112kmZn1ppsz92OANRGxNiKeARYB85q0+yxwIfDrGuszM7Nh6CbcJwLrKuODedoLJB0FTI6I77ZbkKSzJK2QtGLTpk09F2tmZt3pJtzVZFq8MFPaA/hL4OOdFhQRl0bEjIiYMTAw0H2VZmbWk27CfRCYXBmfBKyvjO8HvB64XtL9wExgiW+qmpn1TzfhvhyYJmmqpHHAfGDJ0MyIeDwiJkTElIiYAtwEzI2IFSNSsZmZddQx3CNiG3A2sAxYBSyOiJWSLpA0d6QLNDOz3o3tplFELAWWNkw7r0XbWTtflpmZ7Qz/haqZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlagrsJd0mxJqyWtkbSwyfyPSbpL0p2SfiTp8PpLNTOzbnUMd0ljgIuBE4DpwAJJ0xua3QbMiIg3ANcCF9ZdqJmZda+bM/djgDURsTYingEWAfOqDSLiuoh4Oo/eBEyqt0wzM+tFN+E+EVhXGR/M01o5E/h+sxmSzpK0QtKKTZs2dV+lmZn1pJtwV5Np0bShdDIwA/hSs/kRcWlEzIiIGQMDA91XaWZmPRnbRZtBYHJlfBKwvrGRpOOBTwO/FRG/qac8MzMbjm7O3JcD0yRNlTQOmA8sqTaQdBTwdWBuRDxcf5lmZtaLjuEeEduAs4FlwCpgcUSslHSBpLm52ZeA8cC3Jd0uaUmLxZmZ2S7QTbcMEbEUWNow7bzK8PE112VmZjvBf6FqZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlagrsJd0mxJqyWtkbSwyfy9JF2T598saUrdhZqZWfc6hrukMcDFwAnAdGCBpOkNzc4EHouIVwF/CXyx7kLNzKx73Zy5HwOsiYi1EfEMsAiY19BmHvB3efha4O2SVF+ZZmbWi7FdtJkIrKuMDwJvatUmIrZJehx4KfBItZGks4Cz8uiTklYPp+iKCY2vMdI0vGuSXV7nMDWtc5jrPJJ2h+25O9QIrrNuXdW5k79Th3fTqJtwb3YGHsNoQ0RcClzaxWt2RdKKiJhR1/JGiuus1+5Q5+5QI7jOuo2mOrvplhkEJlfGJwHrW7WRNBY4AHi0jgLNzKx33YT7cmCapKmSxgHzgSUNbZYAp+Xh9wE/jogdztzNzGzX6Ngtk/vQzwaWAWOAyyJipaQLgBURsQT4W+BKSWtIZ+zzR7Loitq6eEaY66zX7lDn7lAjuM66jZo65RNsM7Py+C9UzcwK5HA3MyvQqAp3Sa+WdHvlsVXSOZLOl/RgZfqcynP+JH/twWpJ76pMb/uVCcOo7TJJD0v6RWXawZJ+KOme/POgPF2SvpZf+05JR1eec1puf4+k0yrT3yjp5/k5XxvuH4G1qPNLku7OtXxH0oF5+hRJv6ps10s61dNqnWuqs7b9nD8AcHOu85r8YYC66rymUuP9km7P0/uyPSVNlnSdpFWSVkr6H+2W3a/js02do+r4bFPnqDs+24qIUfkg3bx9iPSB/fOBTzRpMx24A9gLmArcm583Jg+/EhiX20zfyXreBhwN/KIy7UJgYR5eCHwxD88Bvk/6/P9M4OY8/WBgbf55UB4+KM+7BXhzfs73gRNqrPOdwNg8/MVKnVOq7RqW07SeVutcU5217WdgMTA/D18CfKSuOhvm/wVwXj+3J3AocHQe3g/4Zd5mo+r4bFPnqDo+29Q56o7Pdo9Rdebe4O3AvRHxQJs284BFEfGbiLgPWEP6uoRuvjKhJxFxAzt+dr/6tQt/B7ynMv2KSG4CDpR0KPAu4IcR8WhEPAb8EJid5+0fETdG2ttXVJa103VGxA8iYlsevYn0twotdain1TrvdJ1t9LSf81nc75C+CmPE6syv837g6nbLGOntGREbIuJnefgJYBXpr8ZH1fHZqs7Rdny22Z6t9O34bGc0h/t8tv+lOTtftl1WudRq9tUIE9tMr9vLImIDpAMCOGSYdU3MwyNdL8AZpDOdIVMl3SbpJ5KOy9Pa1dNqnetSx35+KbClEhgjtT2PAzZGxD2VaX3dnkrfyHoUcHObZff9+Gyos2pUHZ9N6txtjs9RGe65/2ku8O086a+BI4D/BGwgXQpD66896OrrEEZQr3XtknolfRrYBnwrT9oAHBYRRwEfA66StP+uqqeJuvbzrqp/AdufgPR1e0oaD/w/4JyI2NquaYt6dsn2bFXnaDs+m9S5Wx2fozLcSV8v/LOI2AgQERsj4rmIeB74BulyB1p/NUI3X5lQh435EnHoUvHhYdY1yPaXorXXm2+OvRs4KV/Kki8jN+fhW0n9g0d2qKfVOu+0GvfzI6SuhrEN02uTl/1fgGsq9fdte0rakxRE34qIv++w7L4dny3qHHXHZ7M6d6fjE0ZvuG93RjS0s7LfA4Y+ubAEmK/0z0KmAtNIN1q6+cqEOlS/duE04B8r009VMhN4PF8iLgPeKemgfEn3TmBZnveEpJm5P+7UyrJ2mqTZwKeAuRHxdGX6gNL39SPplaTtt7ZDPa3WuY46a9nPORyuI30VRu11ZscDd0fEC90D/dqeeZl/C6yKiC9XZo2q47NVnaPt+GxT5+50fI6+T8sA+wCbgQMq064Efg7cmTfkoZV5nya9o6+mcgef9ImAX+Z5n66hrqtJl2LPkt6RzyT1nf0IuCf/PDi3FekfnNyb655RWc4ZpBsua4APVqbPIB0s9wIXkf96uKY615D6/m7Pj0ty2/cCK0l38X8GnNipnlbrXFOdte1n0icUbsnr/m1gr7rqzNMvBz7c0LYv2xM4lnRZf2dlH88ZbcdnmzpH1fHZps5Rd3y2e/jrB8zMCjRau2XMzGwnONzNzArkcDczK5DD3cysQA53M7MCOdzNzArkcDczK9D/B7vSD3p990cTAAAAAElFTkSuQmCC\n", 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" ] @@ -483,7 +527,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -497,22 +541,22 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 96.12857142857142, 'participant_id')" + "Text(0.5, 137.58, 'participant_id')" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -541,27 +585,27 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[0.8]\n" + "[0.5, 0.8, 0.9]\n" ] } ], "source": [ "#power of 1 token forever\n", - "conviction_capactity = [5]\n", - "alpha = [1-1/cc for cc in conviction_capactity]\n", + "conviction_capacity = [2,5,10]\n", + "alpha = [1-1/cc for cc in conviction_capacity]\n", "print(alpha)" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -574,7 +618,7 @@ " 'base_completion_rate': [100],\n", " 'base_failure_rate': [200],\n", " 'trigger_func': [trigger_threshold],\n", - " 'kappa': [2], #bonding curve curvature\n", + " 'kappa': [kappa], #bonding curve curvature\n", " 'invariant': [invariant], #set by bonding curve choices\n", " 'tax_rate': [.02]\n", " }" @@ -582,7 +626,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -591,7 +635,7 @@ "function" ] }, - "execution_count": 25, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -602,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -610,7 +654,7 @@ "# Settings of general simulation parameters, unrelated to the system itself\n", "# `T` is a range with the number of discrete units of time the simulation will run for;\n", "# `N` is the number of times the simulation will be run (Monte Carlo runs)\n", - "time_periods_per_run = 200\n", + "time_periods_per_run = 100\n", "monte_carlo_runs = 1\n", "\n", "from cadCAD.configuration.utils import config_sim\n", @@ -623,14 +667,27 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'N': 1,\n", - " 'T': range(0, 200),\n", + " 'T': range(0, 100),\n", + " 'M': {'sensitivity': 0.75,\n", + " 'tmin': 7,\n", + " 'min_supp': 50,\n", + " 'sentiment_decay': 0.01,\n", + " 'alpha': 0.5,\n", + " 'base_completion_rate': 100,\n", + " 'base_failure_rate': 200,\n", + " 'trigger_func': ,\n", + " 'kappa': 6,\n", + " 'invariant': 1.7955407857599857e+31,\n", + " 'tax_rate': 0.02}},\n", + " {'N': 1,\n", + " 'T': range(0, 100),\n", " 'M': {'sensitivity': 0.75,\n", " 'tmin': 7,\n", " 'min_supp': 50,\n", @@ -639,12 +696,25 @@ " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", " 'trigger_func': ,\n", - " 'kappa': 2,\n", - " 'invariant': 4739.604179660138,\n", + " 'kappa': 6,\n", + " 'invariant': 1.7955407857599857e+31,\n", + " 'tax_rate': 0.02}},\n", + " {'N': 1,\n", + " 'T': range(0, 100),\n", + " 'M': {'sensitivity': 0.75,\n", + " 'tmin': 7,\n", + " 'min_supp': 50,\n", + " 'sentiment_decay': 0.01,\n", + " 'alpha': 0.9,\n", + " 'base_completion_rate': 100,\n", + " 'base_failure_rate': 200,\n", + " 'trigger_func': ,\n", + " 'kappa': 6,\n", + " 'invariant': 1.7955407857599857e+31,\n", " 'tax_rate': 0.02}}]" ] }, - "execution_count": 27, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -655,7 +725,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -669,21 +739,21 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'network': ,\n", - " 'supply': 30807.427167790895,\n", - " 'funds': 77018.56791947722,\n", - " 'reserve': 200248.2765906408,\n", - " 'spot_price': 12.999999999999998,\n", - " 'sentiment': 0.7}" + "{'network': ,\n", + " 'supply': 1031387.173734647,\n", + " 'funds': 36098.55108071265,\n", + " 'reserve': 67040.16629275207,\n", + " 'spot_price': 0.3900000000000005,\n", + " 'sentiment': 0.6}" ] }, - "execution_count": 29, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -694,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -709,7 +779,8 @@ " 'variables': {\n", " 'network': update_network,\n", " 'funds':increment_funds,\n", - " 'supply':increment_supply\n", + " 'supply':increment_supply,\n", + " 'reserve': increment_reserve\n", " }\n", " },\n", " {\n", @@ -753,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -769,7 +840,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -785,7 +856,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 35, "metadata": { "scrolled": true }, @@ -794,16 +865,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "multi_proc: []\n", - "[]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/Zargham/Documents/GitHub/conviction/bonding_curve_eq.py:56: RuntimeWarning: invalid value encountered in double_scalars\n", - " realized_price = quantity_recieved/deltaS\n" + "multi_proc: [, , ]\n", + "[, , ]\n" ] } ], @@ -827,111 +890,6 @@ " " ] }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "df = results[0]['result']" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "df.plot(x='timestep', y=['funds', 'reserve','supply'], logy=True)" - ] - }, { "cell_type": "code", "execution_count": 36, @@ -940,93 +898,135 @@ { "data": { "text/plain": [ - "" + "[6]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "df.plot(x='timestep', y='funds')" + "params['kappa']" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'sensitivity': [0.75],\n", + " 'tmin': [7],\n", + " 'min_supp': [50],\n", + " 'sentiment_decay': [0.01],\n", + " 'alpha': [0.5, 0.8, 0.9],\n", + " 'base_completion_rate': [100],\n", + " 'base_failure_rate': [200],\n", + " 'trigger_func': [],\n", + " 'kappa': [6],\n", + " 'invariant': [1.7955407857599857e+31],\n", + " 'tax_rate': [0.02]}" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "def pad(vec, length,fill=True):\n", - " \n", - " if fill:\n", - " padded = np.zeros(length,)\n", - " else:\n", - " padded = np.empty(length,)\n", - " padded[:] = np.nan\n", - " \n", - " for i in range(len(vec)):\n", - " padded[i]= vec[i]\n", - " \n", - " return padded\n", - "\n", - "def make2D(key, data, fill=False):\n", - " maxL = data[key].apply(len).max()\n", - " newkey = 'padded_'+key\n", - " data[newkey] = data[key].apply(lambda x: pad(x,maxL,fill))\n", - " reshaped = np.array([a for a in data[newkey].values])\n", - " \n", - " return reshaped" + "params" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 76, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 1.7955407857599857e+31, 'tax_rate': 0.02}}\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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fundssupplyreservespot_price
036098.5510811.031387e+0667040.1662930.390000
136100.0643801.031387e+0667040.1662930.390000
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836101.8130611.031403e+0667046.4828550.390031
936103.5300701.031403e+0667046.4828550.390031
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" + ], + "text/plain": [ + " funds supply reserve spot_price\n", + "0 36098.551081 1.031387e+06 67040.166293 0.390000\n", + "1 36100.064380 1.031387e+06 67040.166293 0.390000\n", + "2 36100.064380 1.031387e+06 67040.166293 0.390000\n", + "3 36100.064380 1.031387e+06 67040.166293 0.390000\n", + "4 36100.073955 1.031411e+06 67049.592773 0.390046\n", + "5 36101.408899 1.031411e+06 67049.592773 0.390046\n", + "6 36101.408899 1.031411e+06 67049.592773 0.390046\n", + "7 36101.408899 1.031411e+06 67049.592773 0.390046\n", + "8 36101.813061 1.031403e+06 67046.482855 0.390031\n", + "9 36103.530070 1.031403e+06 67046.482855 0.390031" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "last_net= df.network.values[-1]\n", - "last_props=get_nodes_by_type(last_net, 'proposal')\n", - "M = len(last_props)\n", - "last_parts=get_nodes_by_type(last_net, 'participant')\n", - "N = len(last_parts)" + "df[['funds','supply', 'reserve','spot_price']].head(10)" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1.7955407857599857e+31]\n" + ] + }, + { + "data": { + "text/plain": [ + "0 1.795541e+31\n", + "1 1.795541e+31\n", + "2 1.795541e+31\n", + "3 1.795541e+31\n", + "4 1.795541e+31\n", + "5 1.795541e+31\n", + "6 1.795541e+31\n", + "7 1.795541e+31\n", + "8 1.795541e+31\n", + "9 1.795541e+31\n", + "Name: invar, dtype: float64" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(params['invariant'])\n", + "df['invar'] = df.supply**kappa/df.reserve\n", + "df.invar.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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supplyreservespot_price
0NaNNaNNaN
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" + ], + "text/plain": [ + " supply reserve spot_price\n", + "0 NaN NaN NaN\n", + "1 0.000000 0.000000 0.000000\n", + "2 0.000000 0.000000 0.000000\n", + "3 0.000000 0.000000 0.000000\n", + "4 24.169046 9.426480 0.000046\n", + "5 0.000000 0.000000 0.000000\n", + "6 0.000000 0.000000 0.000000\n", + "7 0.000000 0.000000 0.000000\n", + "8 -7.973369 -3.109918 -0.000015\n", + "9 0.000000 0.000000 0.000000" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[['supply', 'reserve','spot_price']].head(10).diff()" + ] + }, + { + "cell_type": "code", + "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5, 1.0, 'Summary of Local Economy')" ] }, - "execution_count": 77, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n", + "\n", + "rdf.plot(x='timestep', y=['funds', 'reserve','supply'], ax=ax1)\n", + "rdf.plot(x='timestep', y='spot_price',style='--',color = 'red', ax=ax2, legend = False)\n", + "ax2.set_ylabel('Price in xDAI per Token', color='red')\n", + "ax1.set_ylabel('Quantity of Assets')\n", + "ax2.tick_params(axis='y', labelcolor='red')\n", + "plt.title('Summary of Local Economy')" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" ] @@ -1142,7 +1457,59 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rdf.plot(x='reserve', y='spot_price', kind='scatter', alpha=.5)\n", + "axis = plt.axis()\n", + "xrange = np.arange(axis[0], axis[1], (axis[1]-axis[0])/100)\n", + "yrange = np.array([spot_price(x, invariant, kappa) for x in xrange ])\n", + "\n", + "plt.plot(xrange, yrange, 'y')\n", + "plt.title('Bonding Curve Price')\n", + "plt.legend(['Price Curve', 'Observed Price'])" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [], + "source": [ + "last_net= df.network.values[-1]\n", + "last_props=get_nodes_by_type(last_net, 'proposal')\n", + "M = len(last_props)\n", + "last_parts=get_nodes_by_type(last_net, 'participant')\n", + "N = len(last_parts)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -1156,24 +1523,24 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 204.0, 'participant_id')" + "Text(0.5, 67.14155844155843, 'participant_id')" ] }, - "execution_count": 46, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1183,7 +1550,7 @@ } ], "source": [ - "dims = (100, 25)\n", + "dims = (20, 5)\n", "fig, ax = plt.subplots(figsize=dims)\n", "\n", "sns.heatmap(affinities.T,\n", @@ -1200,7 +1567,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -1215,48 +1582,22 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 1., 1., 1., ..., nan, nan, nan],\n", - " [ 2., 2., 2., ..., nan, nan, nan],\n", - " [ 3., 3., 3., ..., nan, nan, nan],\n", - " ...,\n", - " [198., 198., 198., ..., 29., 13., 8.],\n", - " [199., 199., 199., ..., 30., 14., 9.],\n", - " [200., 200., 200., ..., 31., 15., 10.]])" + "" ] }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "make2D('age_all', rdf)" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Proposal Status')" - ] - }, - "execution_count": 49, + "execution_count": 111, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1269,27 +1610,29 @@ ], "source": [ "rdf.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'])\n", - "plt.title('Proposal Status')" + "plt.title('Proposal Status')\n", + "plt.ylabel('count of proposals')\n", + "plt.legend(ncol = 3,loc='upper center', bbox_to_anchor=(0.5, -0.15))" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Proposal Status weighted by funds requested')" + "" ] }, - "execution_count": 50, + "execution_count": 112, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1302,12 +1645,14 @@ ], "source": [ "rdf.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'])\n", - "plt.title('Proposal Status weighted by funds requested')" + "plt.title('Proposal Status weighted by funds requested')\n", + "plt.ylabel('Funds worth of proposals')\n", + "plt.legend(ncol = 3,loc='upper center', bbox_to_anchor=(0.5, -0.15))" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -1316,13 +1661,13 @@ "Text(0, 0.5, 'share_of_funds_requested')" ] }, - "execution_count": 51, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1334,7 +1679,7 @@ } ], "source": [ - "plt.plot(rdf.timestep,make2D('share_of_funds_requested_all', rdf))\n", + "plt.semilogy(rdf.timestep,make2D('share_of_funds_requested_all', rdf))\n", "plt.title('share_of_funds_requested by proposal')\n", "plt.xlabel('time $t$')\n", "plt.ylabel('share_of_funds_requested')" @@ -1342,7 +1687,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -1351,13 +1696,13 @@ "Text(0.5, 0, 'share_of_funds_requested')" ] }, - "execution_count": 52, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1376,7 +1721,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 98, "metadata": {}, "outputs": [ { @@ -1385,13 +1730,13 @@ "Text(0.5, 0, 'proposal_age')" ] }, - "execution_count": 53, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1410,7 +1755,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 99, "metadata": {}, "outputs": [ { @@ -1419,13 +1764,13 @@ "Text(0.5, 1.0, 'phase: Triggers & Conviction')" ] }, - "execution_count": 54, + "execution_count": 99, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1447,22 +1792,22 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 55, + "execution_count": 100, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1475,7 +1820,7 @@ ], "source": [ "T = time_periods_per_run\n", - "plt.semilogy(rdf.timestep,make2D('conviction_share_of_trigger_all', rdf))\n", + "plt.plot(rdf.timestep,make2D('conviction_share_of_trigger_all', rdf))\n", "plt.title('conviction_share_of_trigger')\n", "plt.xlabel('time $t$')\n", "plt.ylabel('conviction_share_of_trigger')\n", @@ -1484,22 +1829,22 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 56, + "execution_count": 101, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1519,7 +1864,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -1528,14 +1873,12 @@ }, { "cell_type": "code", - "execution_count": 58, - "metadata": { - "scrolled": false - }, + "execution_count": 126, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1545,9 +1888,125 @@ } ], "source": [ - "snap_plot(nets[:1], size_scale = 1/1000)" + "K = 3\n", + "snap_plot(nets[K:K+1], size_scale = 1/300)" ] }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "K = 56\n", + "snap_plot(nets[K:K+1], size_scale = 1/300)" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [], + "source": [ + "def quantile_plot(xkey, ykey, dataframe, dq=.1, logy=False, return_df = False):\n", + " qX = np.arange(0,1+dq,dq)\n", + " \n", + " data = dataframe[[xkey,ykey]].copy()\n", + " \n", + " qkeys = []\n", + " for q in qX:\n", + " qkey= 'quantile'+str(int(100*q))\n", + " #print(qkey)\n", + " data[qkey] = data[ykey].apply(lambda arr: np.quantile(arr,q) )\n", + " #print(data[qkey].head())\n", + " qkeys.append(qkey)\n", + " \n", + " data[[xkey]+qkeys].plot(x=xkey, logy=logy)\n", + " \n", + " plt.title(ykey + \" Quantile Plot\" )\n", + " plt.ylabel(ykey)\n", + " labels = [str(int(100*q))+\"$^{th}$ Percentile\" for q in qX ]\n", + " \n", + " plt.legend(labels, ncol = 1,loc='center left', bbox_to_anchor=(1, .5))\n", + " if return_df:\n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "quantile_plot('timestep','conviction_share_of_trigger', rdf, .25)\n", + "plt.hlines(1,0,T, linestyle='--')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/conviction_helpers.py b/conviction_helpers.py index e9a2124..56f860c 100644 --- a/conviction_helpers.py +++ b/conviction_helpers.py @@ -1,7 +1,7 @@ import networkx as nx from scipy.stats import expon, gamma import numpy as np -from bonding_curve_eq import reserve, invariant,spot_price +from bonding_curve_eq import invariant,spot_price import matplotlib.pyplot as plt import matplotlib.colors as colors import matplotlib.cm as cmx @@ -17,17 +17,27 @@ default_theta = .25 default_initial_price = .1 default_kappa = 2 -def total_funds_given_total_supply(total_supply, theta = default_theta, initial_price = default_initial_price): +def conviction_order(network, proposals): - S = total_supply - total_funds = theta*reserve(S, S*initial_price) + ordered = sorted(proposals, key=lambda j:network.nodes[j]['conviction'] , reverse=True) + + return ordered + + +def total_funds_given_total_supply(initial_supply, theta = default_theta, initial_price = default_initial_price): + + total_raise = initial_price*initial_supply + + total_funds = theta*total_raise return total_funds def initialize_bonding_curve(initial_supply, initial_price = default_initial_price, kappa =default_kappa, theta = default_theta): S = initial_supply - R = reserve(S, S*initial_price)*(1-theta) + total_raise = initial_price*S + + R = (1-theta)*total_raise V0 = invariant(R,S,kappa) @@ -50,13 +60,13 @@ def trigger_threshold(requested, funds, supply, beta = default_beta, rho = defau else: return np.inf -def initialize_network(n,m, funds_func=total_funds_given_total_supply, trigger_func =trigger_threshold ): +def initialize_network(n,m, funds_func=total_funds_given_total_supply, trigger_func =trigger_threshold, expected_supply = 10**6 ): network = nx.DiGraph() for i in range(n): network.add_node(i) network.nodes[i]['type']="participant" - h_rv = expon.rvs(loc=0.0, scale=1000) + h_rv = expon.rvs(loc=0.0, scale= expected_supply/n) network.nodes[i]['holdings'] = h_rv s_rv = np.random.rand() @@ -162,8 +172,21 @@ def social_affinity_booster(network, proposal, participant): j=proposal i=participant - total_inf = np.sum([network.edges[(i,node)]['influence'] for node in participants if (i, node) in influencers ]) - boosts=[network.edges[(node,j)]['affinity']*network.edges[(i,node)]['influence']/total_inf for node in participants if (i, node) in influencers ] + + i_tokens = network.nodes[i]['holdings'] + + influence = np.array([network.edges[(i,node)]['influence'] for node in participants if (i, node) in influencers ]) + #print(influence) + tokens = np.array([network.edges[(node,j)]['tokens'] for node in participants if (i, node) in influencers ]) + #print(tokens) + + + influence_sum = np.sum(influence) + + if influence_sum>0: + boosts = np.sum(tokens*influence)/(influence_sum*i_tokens) + else: + boosts = 0 return np.sum(boosts) @@ -295,7 +318,7 @@ def snap_plot(nets, size_scale = 1/500, ani = False, dims = (20,20), savefigs=Fa net_cand = [j for j in net_props if net.nodes[j]['status']=='candidate'] for j in net_props: - node_size[j] = net.nodes[j]['funds_requested']*size_scale/4 + node_size[j] = net.nodes[j]['funds_requested']*size_scale if net.nodes[j]['status']=="candidate": node_color[j] = colors.to_rgba('blue') trigger = net.nodes[j]['trigger'] @@ -316,7 +339,7 @@ def snap_plot(nets, size_scale = 1/500, ani = False, dims = (20,20), savefigs=Fa net_node_label[j] = '' for i in net_parts: - node_size[i] = net.nodes[i]['holdings']*size_scale + node_size[i] = net.nodes[i]['holdings']*size_scale/10 node_color[i] = colors.to_rgba('red') net_node_label[i] = '' @@ -336,14 +359,14 @@ def snap_plot(nets, size_scale = 1/500, ani = False, dims = (20,20), savefigs=Fa tokens = net.edges[e]['tokens'] included_edge_color[ind] = scalarMap.to_rgba(tokens) - nx.draw(net, - pos=pos, - node_size = node_size, - node_color = node_color, - edge_color = included_edge_color, - edgelist=included_edges, - labels = net_node_label) - plt.title('Tokens Staked by Partipants to Proposals') +# nx.draw(net, +# pos=pos, +# node_size = node_size, +# node_color = node_color, +# edge_color = included_edge_color, +# edgelist=included_edges, +# labels = net_node_label) +# plt.title('Tokens Staked by Partipants to Proposals') if ani: nx.draw(net, @@ -373,4 +396,24 @@ def snap_plot(nets, size_scale = 1/500, ani = False, dims = (20,20), savefigs=Fa False #anim = animation.ArtistAnimation(fig, , interval=50, blit=True, repeat_delay=1000) #plt.show() - \ No newline at end of file + +def pad(vec, length,fill=True): + + if fill: + padded = np.zeros(length,) + else: + padded = np.empty(length,) + padded[:] = np.nan + + for i in range(len(vec)): + padded[i]= vec[i] + + return padded + +def make2D(key, data, fill=False): + maxL = data[key].apply(len).max() + newkey = 'padded_'+key + data[newkey] = data[key].apply(lambda x: pad(x,maxL,fill)) + reshaped = np.array([a for a in data[newkey].values]) + + return reshaped \ No newline at end of file diff --git a/conviction_system_logic3.py b/conviction_system_logic3.py index bc64a2d..e739fb9 100644 --- a/conviction_system_logic3.py +++ b/conviction_system_logic3.py @@ -1,6 +1,6 @@ import numpy as np -from conviction_helpers import get_nodes_by_type, get_edges_by_type, social_affinity_booster -from bonding_curve_eq import reserve, spot_price, withdraw_with_tax +from conviction_helpers import get_nodes_by_type, get_edges_by_type, social_affinity_booster, conviction_order +from bonding_curve_eq import reserve, spot_price #import networkx as nx from scipy.stats import expon, gamma @@ -76,12 +76,16 @@ def gen_new_proposal(network, funds, supply, trigger_func, scale_factor = 1.0/10 def driving_process(params, step, sL, s): #placeholder plumbing for random processes - arrival_rate = 10/s['sentiment'] + arrival_rate = 10/(1+s['sentiment']) rv1 = np.random.rand() new_participant = bool(rv1<1/arrival_rate) supporters = get_edges_by_type(s['network'], 'support') + + len_parts = len(get_nodes_by_type(s['network'], 'participant')) + supply = s['supply'] + expected_holdings = .1*supply/len_parts if new_participant: - h_rv = expon.rvs(loc=0.0, scale=1000) + h_rv = expon.rvs(loc=0.0, scale=expected_holdings) new_participant_holdings = h_rv else: new_participant_holdings = 0 @@ -96,7 +100,7 @@ def driving_process(params, step, sL, s): funds = s['funds'] total_funds_requested = np.sum(fund_requests) - proposal_rate = 10/median_affinity * total_funds_requested/funds + proposal_rate = 1/median_affinity * (1+total_funds_requested/funds) rv2 = np.random.rand() new_proposal = bool(rv2<1/proposal_rate) @@ -104,6 +108,9 @@ def driving_process(params, step, sL, s): funds = s['funds'] scale_factor = funds*sentiment**2/10000 + if scale_factor <1: + scale_factor = 1 + #this shouldn't happen but expon is throwing domain errors if sentiment>.4: funds_arrival = expon.rvs(loc = 0, scale = scale_factor ) @@ -178,6 +185,24 @@ def increment_supply(params, step, sL, s, _input): return (key, value) +def increment_reserve(params, step, sL, s, _input): + + supply = s['supply'] + supply_arrival = _input['new_participant_holdings'] + + #increment funds + supply = supply + supply_arrival + + kappa = params['kappa'] + V0 = params['invariant'] + + R = reserve(supply, V0, kappa) + + key = 'reserve' + value = R + + return (key, value) + #functions for partial state update block 2 #Driving processes: completion of previously funded proposals @@ -300,6 +325,7 @@ def trigger_function(params, step, sL, s): accepted = [] triggers = {} + funds_to_be_released = 0 for j in proposals: if network.nodes[j]['status'] == 'candidate': requested = network.nodes[j]['funds_requested'] @@ -309,10 +335,26 @@ def trigger_function(params, step, sL, s): conviction = network.nodes[j]['conviction'] if conviction >threshold: accepted.append(j) + funds_to_be_released = funds_to_be_released + requested else: threshold = np.nan triggers[j] = threshold + + #catch over release and keep the highest conviction results + if funds_to_be_released > funds: + #print('funds ='+str(funds)) + #print(accepted) + ordered = conviction_order(network, accepted) + #print(ordered) + accepted = [] + release = 0 + ind = 0 + while release + network.nodes[ordered[ind]]['funds_requested'] < funds: + accepted.append(ordered[ind]) + release= network.nodes[ordered[ind]]['funds_requested'] + ind=ind+1 + return({'accepted':accepted, 'triggers':triggers}) @@ -425,7 +467,9 @@ def participants_decisions(params, step, sL, s): support = [] for j in candidates: - affinity = network.edges[(i, j)]['affinity']*.5+.5*social_affinity_booster(network, j, i) + booster = social_affinity_booster(network, j, i) + #print(booster) + affinity = network.edges[(i, j)]['affinity']+booster cutoff = sensitivity*np.max([network.edges[(i,p)]['affinity'] for p in candidates]) if cutoff <.5: cutoff = .5 @@ -508,6 +552,7 @@ def update_reserve(params, step, sL, s, _input): kappa = params['kappa'] V0 = params['invariant'] + #print("kappa="+str(kappa)) R = reserve(supply, V0, kappa) key = 'reserve' @@ -535,20 +580,44 @@ def update_price(params, step, sL, s, _input): def update_funds(params, step, sL, s, _input): + supply = s['supply'] delta_holdings = _input['delta_holdings'] - S = s['supply'] - R = s['reserve'] - V0=params['invariant'] + minus_supply = np.sum([v for v in delta_holdings.values() if v<0]) + #print(minus_supply) + min_supply = supply + minus_supply + kappa = params['kappa'] + V0 = params['invariant'] + + old_R = reserve(supply, V0, kappa) + min_R = reserve(min_supply, V0, kappa) exit_tax = params['tax_rate'] - #to avoid overestimating taxes well treat all withdraw before mint - wDS = np.sum([v for v in delta_holdings.values() if v<0]) - - _,tax, _ = withdraw_with_tax(wDS, R,S, V0, exit_tax, kappa) - funds = s['funds']+ tax + funds = s['funds']+exit_tax*(old_R-min_R) + key = 'funds' value = funds - return (key, value) \ No newline at end of file + return (key, value) + +def pad(vec, length,fill=True): + + if fill: + padded = np.zeros(length,) + else: + padded = np.empty(length,) + padded[:] = np.nan + + for i in range(len(vec)): + padded[i]= vec[i] + + return padded + +def make2D(key, data, fill=False): + maxL = data[key].apply(len).max() + newkey = 'padded_'+key + data[newkey] = data[key].apply(lambda x: pad(x,maxL,fill)) + reshaped = np.array([a for a in data[newkey].values]) + + return reshaped \ No newline at end of file