1436 lines
1.0 MiB
1436 lines
1.0 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "c883f5e2",
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"metadata": {},
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"outputs": [
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{
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"ename": "ModuleNotFoundError",
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"evalue": "No module named 'consensus'",
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"output_type": "error",
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"traceback": [
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"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
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"\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)",
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"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[1]\u001b[39m\u001b[32m, line 3\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mjax\u001b[39;00m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mjax\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mnumpy\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mjnp\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m3\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mconsensus\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m *\n",
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"\u001b[31mModuleNotFoundError\u001b[39m: No module named 'consensus'"
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]
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}
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],
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"source": [
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"import jax\n",
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"import jax.numpy as jnp\n",
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"from consensus import *"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "e3c2fa64",
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"metadata": {},
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"outputs": [],
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"source": [
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"key = jax.random.PRNGKey(0)\n",
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"config = ConsensusConfig()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "04880fb1",
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"metadata": {},
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"outputs": [],
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"source": [
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"key, subkey = jax.random.split(key)\n",
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"\n",
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"adj_mat = generate_random_adjacency_matrix(subkey, config)\n",
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"\n",
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"key, subkey = jax.random.split(key)\n",
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"\n",
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"\n",
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"initial_state = generate_random_agent_states(subkey, config)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "acc686b9",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Array([[1.4142135],\n",
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" [1.4142135],\n",
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" [1.7320508],\n",
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" [1.7320508],\n",
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" [1.7320508]], dtype=float32)"
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]
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},
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"execution_count": 20,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"jnp.linalg.norm(adj_mat, axis=1, keepdims=True, )"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "2685d249",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Array([[-0.79141927, -0.31202483, -0.73786545, 0.6202612 , -0.6111777 ],\n",
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" [ 0.27104306, 0.65300965, -0.09737301, -0.7656326 , 0.05701613],\n",
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" [-0.9213977 , -0.69550824, 0.69740653, -0.00249243, 0.01338029],\n",
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" ...,\n",
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" [ 0.934633 , -0.4459145 , 0.7428684 , -0.5317199 , 0.9887655 ],\n",
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" [ 0.5390346 , -0.48631144, 0.1265409 , -0.08987975, -0.11147618],\n",
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" [-0.900332 , -0.08470678, 0.72673416, -0.75884247, 0.8060036 ]], dtype=float32)"
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]
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},
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"execution_count": 21,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"initial_state"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "01d95cba",
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"metadata": {},
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"outputs": [],
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"source": [
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"out = run_consensus_sim(adj_mat, initial_state, config)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "23b2ac73",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"100%|██████████| 500/500 [00:01<00:00, 356.10it/s]\n"
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]
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}
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],
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"source": [
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"outputs = []\n",
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"from tqdm import tqdm\n",
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"\n",
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"for i in tqdm(range(config.num_sims)):\n",
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" key, subkey = jax.random.split(key)\n",
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"\n",
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" adj_mat = generate_random_adjacency_matrix(subkey, config)\n",
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"\n",
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" key, subkey = jax.random.split(key)\n",
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"\n",
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" initial_state = generate_random_agent_states(subkey, config)\n",
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"\n",
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" trajectories = run_consensus_sim(adj_mat, initial_state, config)\n",
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"\n",
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" outputs.append(trajectories)\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "ff65a64f",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"500"
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]
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},
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"execution_count": 24,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
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"len(outputs)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "9db9c2b7",
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"metadata": {},
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"outputs": [],
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"source": [
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"x = outputs[1]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "6584c0b2",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Array([[[-1.66636720e-01, 5.12272954e-01, -7.18595386e-01,\n",
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" -6.62203312e-01, 5.40143251e-01],\n",
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" [-1.74384415e-01, 4.56314355e-01, -6.64573908e-01,\n",
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" -6.39672816e-01, 5.08012652e-01],\n",
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" [-1.80595487e-01, 4.05365229e-01, -6.15751922e-01,\n",
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" -6.18524671e-01, 4.76983011e-01],\n",
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" ...,\n",
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" [-1.59010112e-01, -1.50679022e-01, -1.53786018e-01,\n",
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" -1.67208239e-01, -1.54014796e-01],\n",
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" [-1.58967257e-01, -1.50819257e-01, -1.53847516e-01,\n",
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" -1.66839033e-01, -1.54245734e-01],\n",
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" [-1.58922747e-01, -1.50957853e-01, -1.53907120e-01,\n",
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" -1.66481182e-01, -1.54461235e-01]],\n",
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"\n",
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" [[-2.95487672e-01, 2.00281173e-01, 7.41982460e-01,\n",
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" -6.08857512e-01, -5.24303138e-01],\n",
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" [-2.84227967e-01, 2.24914923e-01, 6.94133639e-01,\n",
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" -5.94611228e-01, -5.13903916e-01],\n",
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" [-2.74258196e-01, 2.46254981e-01, 6.50272310e-01,\n",
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" -5.80505908e-01, -5.03451347e-01],\n",
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" ...,\n",
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" [-9.05691609e-02, 2.46822182e-02, -1.64113492e-02,\n",
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" -1.15323864e-01, -1.14397414e-01],\n",
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" [-8.99871886e-02, 2.28142999e-02, -1.74129177e-02,\n",
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" -1.14197671e-01, -1.13313831e-01],\n",
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" [-8.94182399e-02, 2.09857989e-02, -1.83918513e-02,\n",
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" -1.13096178e-01, -1.12253852e-01]],\n",
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"\n",
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" [[-1.30383307e-02, 1.71294942e-01, -8.86316597e-01,\n",
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" 7.38471627e-01, -6.40124202e-01],\n",
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" [-3.00604030e-02, 1.23224229e-01, -8.27797651e-01,\n",
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" 7.04303384e-01, -6.11620843e-01],\n",
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" [-4.47233506e-02, 8.00035298e-02, -7.74794400e-01,\n",
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" 6.70914054e-01, -5.85195124e-01],\n",
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" ...,\n",
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" [-1.57231078e-01, -1.98106706e-01, -1.83590323e-01,\n",
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" -1.40955046e-01, -1.56092867e-01],\n",
|
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" [-1.57435969e-01, -1.97447628e-01, -1.83227822e-01,\n",
|
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" -1.41696304e-01, -1.56145990e-01],\n",
|
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" [-1.57636106e-01, -1.96798533e-01, -1.82872400e-01,\n",
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" -1.42414570e-01, -1.56205371e-01]],\n",
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"\n",
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" ...,\n",
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"\n",
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" [[-1.63649127e-01, -8.41130137e-01, -7.75687933e-01,\n",
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" -6.17362916e-01, -1.62886351e-01],\n",
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" [-1.87853858e-01, -8.38172257e-01, -7.59123802e-01,\n",
|
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" -5.96733749e-01, -1.62921131e-01],\n",
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" [-2.09566846e-01, -8.34595501e-01, -7.44206071e-01,\n",
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" -5.78146398e-01, -1.64056927e-01],\n",
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" ...,\n",
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" [-4.63634402e-01, -5.26826859e-01, -5.04092157e-01,\n",
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" -4.52905446e-01, -4.47922230e-01],\n",
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" [-4.63949651e-01, -5.25786340e-01, -5.03538966e-01,\n",
|
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" -4.53391463e-01, -4.48639333e-01],\n",
|
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" [-4.64258403e-01, -5.24773777e-01, -5.02999008e-01,\n",
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" -4.53866601e-01, -4.49335635e-01]],\n",
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"\n",
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" [[ 8.49014282e-01, -4.23134297e-01, -1.02596506e-01,\n",
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" -7.79161379e-02, -7.49398649e-01],\n",
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" [ 7.69991755e-01, -4.08562779e-01, -8.34711716e-02,\n",
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" -3.57792526e-02, -6.76743805e-01],\n",
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" [ 6.99401498e-01, -3.93781751e-01, -6.74583837e-02,\n",
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" 8.48539814e-04, -6.10982418e-01],\n",
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" ...,\n",
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" [ 5.44091836e-02, 1.56357903e-02, 2.96502374e-02,\n",
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" 6.60664737e-02, 5.86968251e-02],\n",
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" [ 5.42080291e-02, 1.62729044e-02, 2.99752634e-02,\n",
|
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" 6.55355603e-02, 5.85015714e-02],\n",
|
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" [ 5.40123284e-02, 1.68951005e-02, 3.02929282e-02,\n",
|
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" 6.50210083e-02, 5.83060347e-02]],\n",
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"\n",
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" [[ 3.28030080e-01, 1.59404784e-01, 1.12652399e-01,\n",
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" 4.21188235e-01, -5.76944411e-01],\n",
|
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" [ 3.04681659e-01, 1.57281369e-01, 1.20595314e-01,\n",
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" 4.16955978e-01, -5.35814166e-01],\n",
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" [ 2.83952415e-01, 1.55611798e-01, 1.27279893e-01,\n",
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" 4.11854506e-01, -4.97601837e-01],\n",
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" ...,\n",
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" [ 1.25164792e-01, 1.34655759e-01, 1.31267741e-01,\n",
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" 1.28612176e-01, 1.17667601e-01],\n",
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" [ 1.25210837e-01, 1.34499282e-01, 1.31179631e-01,\n",
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" 1.28455788e-01, 1.18006803e-01],\n",
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" [ 1.25256866e-01, 1.34351477e-01, 1.31099537e-01,\n",
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" 1.28308088e-01, 1.18334584e-01]]], dtype=float32)"
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]
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},
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"execution_count": 26,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"x"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "620a7701",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(500, 100, 5)"
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]
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},
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"execution_count": 27,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"x.shape"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "b094224e",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for i in range(5):\n",
|
|
" plot_consensus(x[i], config)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "eaf34907",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Array([ 0.88282514, 0.4825251 , -0.07153511, 0.03161097, 0.97659564], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"s = initial_state[0]\n",
|
|
"s"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "faa4b66f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Array([[ 0. , -0.40030003, -0.95436025, -0.8512142 , 0.0937705 ],\n",
|
|
" [ 0.40030003, 0. , -0.5540602 , -0.45091414, 0.49407053],\n",
|
|
" [ 0.95436025, 0.5540602 , 0. , 0.10314608, 1.0481308 ],\n",
|
|
" [ 0.8512142 , 0.45091414, -0.10314608, 0. , 0.9449847 ],\n",
|
|
" [-0.0937705 , -0.49407053, -1.0481308 , -0.9449847 , 0. ]], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"s[jnp.newaxis, :] - s[:, jnp.newaxis]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "4d025175",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Array([3, 3, 3, 4, 2], dtype=int32)"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"jnp.sum(adj_mat, axis=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "0be99bad",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "dcf551fc",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Running Kuramoto simulation for 10000 steps...\n",
|
|
"Simulation complete.\n",
|
|
"\n",
|
|
"--- Analysis Results ---\n",
|
|
"Initial Coherence R(0): 0.1514\n",
|
|
"Final Coherence R(T): 0.8072\n",
|
|
"\n",
|
|
"Natural Frequencies (ω):\n",
|
|
"[-0.7398006 -0.604128 -0.20279019 0.44994825 -0.46915287]\n",
|
|
"\n",
|
|
"Mean Frequencies over Simulation:\n",
|
|
"[-0.73979986 -0.22966443 -0.196503 -0.18220069 -0.21775451]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from kuramoto import *\n",
|
|
"config = KuramotoConfig(num_agents=5, coupling=2, dt=0.01, T=100)\n",
|
|
"key = jax.random.PRNGKey(42)\n",
|
|
"key, adj_key, state_key = jax.random.split(key, 3)\n",
|
|
"\n",
|
|
"# 2. Generate system components\n",
|
|
"adj_matrix = generate_random_adjacency_matrix(adj_key, config)\n",
|
|
"thetas0, omegas = generate_initial_state(state_key, config)\n",
|
|
"\n",
|
|
"# 3. Run the simulation\n",
|
|
"print(f\"Running Kuramoto simulation for {config.num_time_steps} steps...\")\n",
|
|
"trajectory = run_kuramoto_simulation(thetas0, omegas, adj_matrix, config)\n",
|
|
"# Block until the computation is done to measure time accurately if needed\n",
|
|
"trajectory.block_until_ready()\n",
|
|
"print(\"Simulation complete.\")\n",
|
|
"\n",
|
|
"# 4. Analyze the results\n",
|
|
"R_over_time = phase_coherence(trajectory)\n",
|
|
"avg_frequencies = mean_frequency(trajectory, omegas, adj_matrix, config)\n",
|
|
"\n",
|
|
"print(\"\\n--- Analysis Results ---\")\n",
|
|
"print(f\"Initial Coherence R(0): {R_over_time[0]:.4f}\")\n",
|
|
"print(f\"Final Coherence R(T): {R_over_time[-1]:.4f}\")\n",
|
|
"print(\"\\nNatural Frequencies (ω):\")\n",
|
|
"print(np.asarray(omegas))\n",
|
|
"print(\"\\nMean Frequencies over Simulation:\")\n",
|
|
"print(np.asarray(avg_frequencies))\n",
|
|
"\n",
|
|
"# 5. Plot the results\n",
|
|
"plot_kuramoto_results(np.asarray(trajectory), np.asarray(R_over_time), config)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "70037c87",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Array([[1., 0., 0., 0., 0.],\n",
|
|
" [0., 1., 0., 0., 1.],\n",
|
|
" [0., 0., 1., 1., 0.],\n",
|
|
" [0., 0., 1., 1., 1.],\n",
|
|
" [0., 1., 0., 1., 1.]], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"adj_matrix"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "7a0cd55f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "e8791633",
|
|
"metadata": {},
|
|
"outputs": [
|
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{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x72f9e59c8260>]"
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x = [i for i in range(50)]\n",
|
|
"y = [np.log(i+1)/(i+1) for i in x]\n",
|
|
"y2 = [2*np.log(i+1)/(i+1) for i in x]\n",
|
|
"\n",
|
|
"plt.plot(x, y)\n",
|
|
"plt.plot(x, y2)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "a9136787",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import sims"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "742861f5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{'num_sims': 500,\n",
|
|
" 'num_agents': 5,\n",
|
|
" 'max_range': 1,\n",
|
|
" 'step_size': 0.1,\n",
|
|
" 'directed': False,\n",
|
|
" 'weighted': False,\n",
|
|
" 'num_time_steps': 100}"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"sims.consensus_config\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "2c460e07",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 10/10 [01:51<00:00, 11.18s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-5.0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 10/10 [01:52<00:00, 11.23s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-4.5\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"100%|██████████| 10/10 [01:52<00:00, 11.29s/it]"
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]
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},
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{
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"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-4.0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
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"text": [
|
|
"100%|██████████| 10/10 [01:51<00:00, 11.18s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-3.5\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
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"text": [
|
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"100%|██████████| 10/10 [01:51<00:00, 11.20s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-3.0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 10/10 [01:52<00:00, 11.20s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-2.5\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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AgFHECAAAMIoYAQAARhEjAADAKGIEAAAYRYwAAACjiBEAAGAUMQIAAIwiRgAAgFHECAAAMIpP7QVGmD9gqa65Q+1dPUpLdigvK1WJCTbT0wKAiEWMACOouqlVlXsOqdXXE9yW7nSooihbC2elG5wZAEQuLtMAI6S6qVXLtjWEhIgkeX09WratQdVNrYZmBgCRjRgBRoA/YKlyzyFZg3yvf1vlnkPyBwYbAQDxjRgBRkBdc8eAMyL/zZLU6utRXXPH2E0KAKIEMQKMgPauoUNkOOMAIJ4QI8AISEt2jOg4AIgnxAgwAvKyUpXudGioB3htOv1UTV5W6lhOCwCiAjECjIDEBJsqirIlaUCQ9H9dUZTNeiMAMAhiBBghC2ela/Pt8+R2hl6KcTsd2nz7PNYZAYAhsOgZMIIWzkrXDdluVmAFgDAQI8AIS0ywyXPJFNPTAICoMazLNJs2bVJmZqYcDofy8/NVV1d3Tvvt2LFDNptNixYtGs7bAgCAGBR2jOzcuVNlZWWqqKhQQ0ODcnJyVFhYqPb29jPu99FHH+m+++7TNddcM+zJAgCA2BN2jDzxxBO6++67tXTpUmVnZ2vLli0677zz9Nxzzw25j9/v12233abKykpdfPHFZ32P3t5edXZ2hrwAAEBsCitG+vr6VF9fr4KCgq9+QEKCCgoKVFtbO+R+v/rVr5SWlqY777zznN6nqqpKTqcz+MrIyAhnmgAAIIqEFSMnT56U3++Xy+UK2e5yueT1egfd54033tCzzz6rrVu3nvP7lJeXy+fzBV8tLS3hTBPACPAHLNUe+1QvN36s2mOf8iF/AEbNqD5N09XVpTvuuENbt27V1KlTz3k/u90uu90+ijMDcCbVTa2q3HMo5MP/0p0OVRRls14KgBEXVoxMnTpViYmJamtrC9ne1tYmt9s9YPyxY8f00UcfqaioKLgtEAicfuNx43TkyBFdcsklw5k3gFFS3dSqZdsa9L/nQby+Hi3b1sACbgBGXFiXaZKSkpSbm6uamprgtkAgoJqaGnk8ngHjZ86cqXfffVeNjY3B1/e+9z1dd911amxs5F4QIML4A5Yq9xwaECKSgtsq9xzikg2AERX2ZZqysjItWbJE8+fPV15enjZs2KDu7m4tXbpUklRSUqLp06erqqpKDodDs2bNCtl/0qRJkjRgOwDz6po7Qi7N/C9LUquvR3XNHSzsBmDEhB0jxcXFOnHihNatWyev16s5c+aouro6eFPr8ePHlZDAR94A0ai9a+gQGc44ADgXNsuyIv58a2dnp5xOp3w+n1JSUkxPB4hZtcc+1eKt/zjruD/efRVnRgCc1bn+/eYUBoCgvKxUpTsdGupj/Ww6/VRNXlbqWE4LQIwjRgAEJSbYVFGULUkDgqT/64qibD6FGMCIIkYAhFg4K12bb58nt9MRst3tdETlY70s3gZEvlFd9AxAdFo4K103ZLtV19yh9q4epSWfvjQTbWdEWLwNiA7cwAogJg21eFt/TkXjWR4g2nADK4C4xeJtQHQhRgDEnHAWbwNgHjECIOaweBsQXYgRADEnLdlx9kFhjAMwuogRADGHxduA6EKMAIg5LN4GRBdiBEBMirXF24BYxqJnAGJWrCzeBsQ6YgRATEtMsMXEJwz7AxZRhZhFjABAhGNZe8Q67hkBgAjWv6z9/y7i5vX1aNm2BlU3tRqaGTByiBEAiFAsa494QYwAQIRiWXvEC2IEACIUy9ojXhAjABChWNYe8YKnaQAgQvUva+/19Qx634hNpxdxi6Zl7XlEGYMhRgAgQvUva79sW4NsUkiQROOy9jyijKFwmQYAIlisLGvPI8o4E86MAECEi/Zl7c/2iLJNpx9RviHbHTW/E0YWMQIAUSCal7UP5xHlaP0d8fUQIwCAURWLjyhzI+7IIkYAAKMq1h5R5kbckccNrACAUdX/iPJQ5w1sOv3HPBoeUeZG3NFBjAAARlX/I8qSBgRJND2izGcFjR5iBAAw6mLhEeVY/Kwgf8BS7bFP9XLjx6o99qmxkOKeEQDAmIj2R5Rj7UbcSLr3hRgBAIyZaH5EOZZuxO2/9+V/z4P03/sy1meruEwDAMA5iJUbcSPx3hdiBACAcxArN+JG4r0vxAgAAOcoFm7EjcR7X7hnBACAMET7jbiReO8LMQIAQJii+Ubc/ntfvL6eQe8bsen0mZ6xvPeFyzQAAMSRSLz3hRgBACDORNq9L1ymAQAgDkXSvS/ECAAAcSpS7n3hMg0AADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABg1LBiZNOmTcrMzJTD4VB+fr7q6uqGHLt161Zdc801mjx5siZPnqyCgoIzjgcAAPEl7BjZuXOnysrKVFFRoYaGBuXk5KiwsFDt7e2Djj9w4IAWL16s1157TbW1tcrIyNCNN96ojz/++GtPHgAARD+bZVlWODvk5+drwYIF2rhxoyQpEAgoIyNDy5cv15o1a866v9/v1+TJk7Vx40aVlJQMOqa3t1e9vb3Brzs7O5WRkSGfz6eUlJRwpgsAAAzp7OyU0+k869/vsM6M9PX1qb6+XgUFBV/9gIQEFRQUqLa29px+xueff64vv/xSqampQ46pqqqS0+kMvjIyMsKZJgAAiCJhxcjJkyfl9/vlcrlCtrtcLnm93nP6GatXr9a0adNCguZ/lZeXy+fzBV8tLS3hTBMAAESRcWP5ZuvXr9eOHTt04MABORyOIcfZ7XbZ7fYxnBkAADAlrBiZOnWqEhMT1dbWFrK9ra1Nbrf7jPv+5je/0fr16/W3v/1Ns2fPDn+mAAAgJoV1mSYpKUm5ubmqqakJbgsEAqqpqZHH4xlyv0cffVQPPfSQqqurNX/+/OHPFgAAxJywL9OUlZVpyZIlmj9/vvLy8rRhwwZ1d3dr6dKlkqSSkhJNnz5dVVVVkqRf//rXWrdunbZv367MzMzgvSUTJ07UxIkTR/BXAQAA0SjsGCkuLtaJEye0bt06eb1ezZkzR9XV1cGbWo8fP66EhK9OuGzevFl9fX368Y9/HPJzKioq9OCDD3692QMAgKgX9jojJpzrc8oAACByjMo6IwAAACONGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMGlaMbNq0SZmZmXI4HMrPz1ddXd0Zx+/atUszZ86Uw+HQlVdeqX379g1rsgAAIPaEHSM7d+5UWVmZKioq1NDQoJycHBUWFqq9vX3Q8W+++aYWL16sO++8U//85z+1aNEiLVq0SE1NTV978gAAIPrZLMuywtkhPz9fCxYs0MaNGyVJgUBAGRkZWr58udasWTNgfHFxsbq7u/XKK68Et1111VWaM2eOtmzZMuh79Pb2qre3N/i1z+fTjBkz1NLSopSUlHCmCwAADOns7FRGRoZOnTolp9M55Lhx4fzQvr4+1dfXq7y8PLgtISFBBQUFqq2tHXSf2tpalZWVhWwrLCzUSy+9NOT7VFVVqbKycsD2jIyMcKYLAAAiQFdX18jFyMmTJ+X3++VyuUK2u1wuHT58eNB9vF7voOO9Xu+Q71NeXh4SMIFAQB0dHZoyZYpsNls4U44L/eXJmaPIwTGJLByPyMLxiCyjeTwsy1JXV5emTZt2xnFhxchYsdvtstvtIdsmTZpkZjJRJCUlhX/YEYZjElk4HpGF4xFZRut4nOmMSL+wbmCdOnWqEhMT1dbWFrK9ra1Nbrd70H3cbndY4wEAQHwJK0aSkpKUm5urmpqa4LZAIKCamhp5PJ5B9/F4PCHjJWn//v1DjgcAAPEl7Ms0ZWVlWrJkiebPn6+8vDxt2LBB3d3dWrp0qSSppKRE06dPV1VVlSRpxYoVuvbaa/X444/rlltu0Y4dO/TOO+/o6aefHtnfJI7Z7XZVVFQMuLQFczgmkYXjEVk4HpElEo5H2I/2StLGjRv12GOPyev1as6cOXryySeVn58vSfrOd76jzMxMPf/888Hxu3bt0gMPPKCPPvpIl112mR599FHdfPPNI/ZLAACA6DWsGAEAABgpfDYNAAAwihgBAABGESMAAMAoYgQAABhFjESR119/XUVFRZo2bZpsNtuAz/exLEvr1q1Tenq6JkyYoIKCAn3wwQdmJhsHqqqqtGDBAiUnJystLU2LFi3SkSNHQsb09PSotLRUU6ZM0cSJE/WjH/1owCKAGBmbN2/W7Nmzg6tIejwe/eUvfwl+n2Nh1vr162Wz2bRy5crgNo7J2HnwwQdls9lCXjNnzgx+3/SxIEaiSHd3t3JycrRp06ZBv//oo4/qySef1JYtW/TWW2/p/PPPV2FhoXp6esZ4pvHh4MGDKi0t1T/+8Q/t379fX375pW688UZ1d3cHx6xatUp79uzRrl27dPDgQX3yySf64Q9/aHDWsevCCy/U+vXrVV9fr3feeUff/e539f3vf1//+te/JHEsTHr77bf1u9/9TrNnzw7ZzjEZW9/85jfV2toafL3xxhvB7xk/FhaikiRr9+7dwa8DgYDldrutxx57LLjt1KlTlt1ut/74xz8amGH8aW9vtyRZBw8etCzr9P//8ePHW7t27QqOee+99yxJVm1tralpxpXJkydbzzzzDMfCoK6uLuuyyy6z9u/fb1177bXWihUrLMvi38dYq6iosHJycgb9XiQcC86MxIjm5mZ5vV4VFBQEtzmdTuXn56u2ttbgzOKHz+eTJKWmpkqS6uvr9eWXX4Yck5kzZ2rGjBkck1Hm9/u1Y8cOdXd3y+PxcCwMKi0t1S233BLy/17i34cJH3zwgaZNm6aLL75Yt912m44fPy4pMo5FRH5qL8Ln9XolSS6XK2S7y+UKfg+jJxAIaOXKlbr66qs1a9YsSaePSVJS0oBPnOaYjJ53331XHo9HPT09mjhxonbv3q3s7Gw1NjZyLAzYsWOHGhoa9Pbbbw/4Hv8+xlZ+fr6ef/55XXHFFWptbVVlZaWuueYaNTU1RcSxIEaAEVBaWqqmpqaQa7AYe1dccYUaGxvl8/n04osvasmSJTp48KDpacWllpYWrVixQvv375fD4TA9nbh30003Bf979uzZys/P10UXXaQXXnhBEyZMMDiz07hMEyPcbrckDbj7ua2tLfg9jI57771Xr7zyil577TVdeOGFwe1ut1t9fX06depUyHiOyehJSkrSpZdeqtzcXFVVVSknJ0e//e1vORYG1NfXq729XfPmzdO4ceM0btw4HTx4UE8++aTGjRsnl8vFMTFo0qRJuvzyy3X06NGI+PdBjMSIrKwsud1u1dTUBLd1dnbqrbfeksfjMTiz2GVZlu69917t3r1bf//735WVlRXy/dzcXI0fPz7kmBw5ckTHjx/nmIyRQCCg3t5ejoUB119/vd599101NjYGX/Pnz9dtt90W/G+OiTmfffaZjh07pvT09Ij498Flmijy2Wef6ejRo8Gvm5ub1djYqNTUVM2YMUMrV67Uww8/rMsuu0xZWVlau3atpk2bpkWLFpmbdAwrLS3V9u3b9fLLLys5OTl4bdXpdGrChAlyOp268847VVZWptTUVKWkpGj58uXyeDy66qqrDM8+9pSXl+umm27SjBkz1NXVpe3bt+vAgQN69dVXORYGJCcnB++f6nf++edrypQpwe0ck7Fz3333qaioSBdddJE++eQTVVRUKDExUYsXL46Mfx9j8swORsRrr71mSRrwWrJkiWVZpx/vXbt2reVyuSy73W5df/311pEjR8xOOoYNdiwkWb///e+DY7744gvr5z//uTV58mTrvPPOs37wgx9Yra2t5iYdw376059aF110kZWUlGRdcMEF1vXXX2/99a9/DX6fY2Hefz/aa1kck7FUXFxspaenW0lJSdb06dOt4uJi6+jRo8Hvmz4WNsuyrLHJHgAAgIG4ZwQAABhFjAAAAKOIEQAAYBQxAgAAjCJGAACAUcQIAAAwihgBAABGESMAAMAoYgQAABhFjAAAAKOIEQAAYNT/A7WanF+zfRnqAAAAAElFTkSuQmCC",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 10/10 [01:51<00:00, 11.16s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-2.0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
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|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
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},
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{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 10/10 [01:51<00:00, 11.12s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-1.5\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 10/10 [01:51<00:00, 11.14s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-1.0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 10/10 [01:51<00:00, 11.10s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-0.5\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
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"text": [
|
|
"100%|██████████| 10/10 [01:51<00:00, 11.12s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.0\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
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},
|
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 10/10 [01:51<00:00, 11.11s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.5\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import os\n",
|
|
"import sys\n",
|
|
"import json\n",
|
|
"import pickle\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from tqdm import tqdm\n",
|
|
"import numpy as np\n",
|
|
"from config_ import ModelConfig\n",
|
|
"from train_and_eval import calculate_f1_score\n",
|
|
"from sklearn.metrics import f1_score\n",
|
|
"\n",
|
|
"\n",
|
|
"data_dir = \"datasets/consensus_dataset\"\n",
|
|
"\n",
|
|
"for THRESHOLD in np.arange(-5, 1, 0.5):\n",
|
|
" datapoints = {}\n",
|
|
" \n",
|
|
"\n",
|
|
" for folder in tqdm(os.listdir(data_dir)):\n",
|
|
" num_agents = int(folder.split(\"_\")[1]) # Extract num agents\n",
|
|
" \n",
|
|
" folder_path = os.path.join(data_dir, folder)\n",
|
|
"\n",
|
|
" # Load model config from summary json\n",
|
|
" with open(os.path.join(folder_path, \"results/NoiseType.NONE\", \"0.01\", \"summary_results.json\"), \"r\") as f:\n",
|
|
" summary_results = json.load(f)\n",
|
|
"\n",
|
|
" \n",
|
|
" for i, graph in enumerate(os.listdir(folder_path)):\n",
|
|
"\n",
|
|
" # train_summary_results\n",
|
|
" summ_results = summary_results[i-1]\n",
|
|
"\n",
|
|
" if graph == \"results\": # ignore the result folder\n",
|
|
" continue\n",
|
|
"\n",
|
|
" graph_path = os.path.join(folder_path, graph)\n",
|
|
"\n",
|
|
" # Load run data\n",
|
|
" with open(os.path.join(folder_path, graph), \"r\") as f:\n",
|
|
" run_data = json.load(f)\n",
|
|
"\n",
|
|
" true_graph = np.array(run_data[\"adjacency_matrix\"])\n",
|
|
" \n",
|
|
" learned_graph = np.array(summ_results[\"raw_attention\"])\n",
|
|
"\n",
|
|
" predicted_graph = (learned_graph > THRESHOLD).astype(int)\n",
|
|
"\n",
|
|
" true_flat = true_graph.flatten()\n",
|
|
" pred_flat = predicted_graph.flatten()\n",
|
|
" \n",
|
|
" calc_f1_score = f1_score(true_flat, pred_flat)\n",
|
|
"\n",
|
|
"\n",
|
|
" datapoints[num_agents] = datapoints.get(num_agents, [])\n",
|
|
" datapoints[num_agents].append(calc_f1_score)\n",
|
|
"\n",
|
|
"\n",
|
|
" for key in datapoints.keys():\n",
|
|
" datapoints[key] = sum(datapoints[key])/len(datapoints[key])\n",
|
|
"\n",
|
|
"\n",
|
|
" x = []\n",
|
|
" y = []\n",
|
|
"\n",
|
|
" for item in datapoints.items():\n",
|
|
" x.append(item[0])\n",
|
|
" y.append(item[1])\n",
|
|
"\n",
|
|
" print(THRESHOLD)\n",
|
|
" plt.ylim(0, 1)\n",
|
|
" plt.scatter(x, y)\n",
|
|
" plt.show() \n",
|
|
"\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "7a4fe194",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 10/10 [00:01<00:00, 6.23it/s]\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-0.4\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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",
|
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"text/plain": [
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"<Figure size 1000x800 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x800 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x800 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1000x800 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x800 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x800 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x800 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x800 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x800 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x800 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import os\n",
|
|
"import sys\n",
|
|
"import json\n",
|
|
"import pickle\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from tqdm import tqdm\n",
|
|
"import numpy as np\n",
|
|
"from config_ import ModelConfig\n",
|
|
"from train_and_eval import calculate_f1_score\n",
|
|
"from sklearn.metrics import f1_score\n",
|
|
"\n",
|
|
"\n",
|
|
"data_dir = \"datasets/consensus_dataset\"\n",
|
|
"\n",
|
|
"THRESHOLD = -0.4\n",
|
|
"datapoints = {}\n",
|
|
"\n",
|
|
"\n",
|
|
"for folder in tqdm(os.listdir(data_dir)):\n",
|
|
" num_agents = int(folder.split(\"_\")[1]) # Extract num agents\n",
|
|
" \n",
|
|
" folder_path = os.path.join(data_dir, folder)\n",
|
|
"\n",
|
|
" # Load model config from summary json\n",
|
|
" with open(os.path.join(folder_path, \"results/NoiseType.NONE\", \"0.01\", \"summary_results.json\"), \"r\") as f:\n",
|
|
" summary_results = json.load(f)\n",
|
|
"\n",
|
|
" \n",
|
|
" for i, graph in enumerate(os.listdir(folder_path)):\n",
|
|
"\n",
|
|
" # train_summary_results\n",
|
|
" summ_results = summary_results[i-1]\n",
|
|
"\n",
|
|
" if graph == \"results\": # ignore the result folder\n",
|
|
" continue\n",
|
|
"\n",
|
|
" graph_path = os.path.join(folder_path, graph)\n",
|
|
"\n",
|
|
" # Load run data\n",
|
|
" with open(os.path.join(folder_path, graph), \"r\") as f:\n",
|
|
" run_data = json.load(f)\n",
|
|
"\n",
|
|
" true_graph = np.array(run_data[\"adjacency_matrix\"])\n",
|
|
" \n",
|
|
" learned_graph = np.array(summ_results[\"raw_attention\"])\n",
|
|
"\n",
|
|
" predicted_graph = (learned_graph > THRESHOLD).astype(int)\n",
|
|
"\n",
|
|
" fig, ax = plt.subplots(1,3, figsize=(10, 8))\n",
|
|
"\n",
|
|
" ax[0].imshow(true_graph)\n",
|
|
" ax[0].set_title(\"True Graph\")\n",
|
|
" ax[1].imshow(learned_graph)\n",
|
|
" ax[1].set_title(\"Learned Graph\")\n",
|
|
" ax[2].imshow(predicted_graph)\n",
|
|
" ax[2].set_title(\"Predicted Graph\")\n",
|
|
"\n",
|
|
" break\n",
|
|
"\n",
|
|
"\n",
|
|
"for key in datapoints.keys():\n",
|
|
" datapoints[key] = sum(datapoints[key])/len(datapoints[key])\n",
|
|
"\n",
|
|
"\n",
|
|
"x = []\n",
|
|
"y = []\n",
|
|
"\n",
|
|
"for item in datapoints.items():\n",
|
|
" x.append(item[0])\n",
|
|
" y.append(item[1])\n",
|
|
"\n",
|
|
"print(THRESHOLD)\n",
|
|
"plt.ylim(0, 1)\n",
|
|
"plt.scatter(x, y)\n",
|
|
"plt.show() \n",
|
|
"\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"id": "764558cb",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Starting training pipeline for 'datasets/consensus_dataset' data.\n",
|
|
"\n",
|
|
"Processing 100 graphs for agents_5...\n",
|
|
"0.8571428571428571\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from train_and_eval import *\n",
|
|
"\n",
|
|
"train_config = TrainConfig()\n",
|
|
"train_config.epochs = 10_000\n",
|
|
"train_config.f1_threshold = -2\n",
|
|
"train_config.data_directory = \"datasets/consensus_dataset\"\n",
|
|
"\n",
|
|
"print(f\"Starting training pipeline for '{train_config.data_directory}' data.\")\n",
|
|
"\n",
|
|
"# Get sorted list of agent directories\n",
|
|
"agent_dirs = sorted(\n",
|
|
" [d for d in os.listdir(train_config.data_directory) if d.startswith(\"agents_\")],\n",
|
|
" key=lambda x: int(x.split('_')[1])\n",
|
|
")\n",
|
|
"\n",
|
|
"starter_key = jax.random.PRNGKey(49)\n",
|
|
"agent_dir_name = agent_dirs[0]\n",
|
|
"agent_dir_path = os.path.join(train_config.data_directory, agent_dir_name)\n",
|
|
"\n",
|
|
"all_results_for_agent = []\n",
|
|
"\n",
|
|
"graph_files = sorted([f for f in os.listdir(agent_dir_path) if f.endswith(\".json\")])\n",
|
|
"\n",
|
|
"results_dir = os.path.join(agent_dir_path, \"results\")\n",
|
|
"os.makedirs(results_dir, exist_ok=True)\n",
|
|
"\n",
|
|
"subdir = str(train_config.noise_type)\n",
|
|
"subsubdir = str(train_config.noise_level)\n",
|
|
"sub_results_dir = os.path.join(results_dir, subdir, subsubdir)\n",
|
|
"os.makedirs(sub_results_dir, exist_ok=True)\n",
|
|
"\n",
|
|
"print(f\"\\nProcessing {len(graph_files)} graphs for {agent_dir_name}...\")\n",
|
|
"graph_file_name = graph_files[0]\n",
|
|
"file_path = os.path.join(agent_dir_path, graph_file_name)\n",
|
|
"\n",
|
|
"with open(file_path, 'r') as f:\n",
|
|
" data = json.load(f)\n",
|
|
"\n",
|
|
"# 1. Load and Prepare Data\n",
|
|
"trajectories = np.array(data['trajectories'])*10\n",
|
|
"s, l, n = trajectories.shape\n",
|
|
"# trajectories = trajectories.T\n",
|
|
"# np.random.shuffle(trajectories)\n",
|
|
"# trajectories = np.random.shuffle(trajectories)\n",
|
|
"true_graph = np.array(data['adjacency_matrix'])\n",
|
|
"starter_key, data_key = jax.random.split(starter_key)\n",
|
|
"inputs, targets = prepare_data_for_model(data_key, trajectories, train_config, train_config.batch_size)\n",
|
|
"\n",
|
|
"# 2. Configure Model\n",
|
|
"num_agents = trajectories.shape[-1]\n",
|
|
"model_config = ModelConfig(\n",
|
|
")\n",
|
|
"\n",
|
|
"model_config.num_agents=num_agents\n",
|
|
"model_config.input_dim=1 # Each agent has a single state value at time t\n",
|
|
"model_config.output_dim=1\n",
|
|
"model_config.embedding_dim=32 \n",
|
|
"\n",
|
|
"# 3. Train the Model\n",
|
|
"# This relies on the modified train_model that returns final params\n",
|
|
"final_params, train_logs = train_model(\n",
|
|
" config=model_config,\n",
|
|
" inputs=inputs,\n",
|
|
" targets=targets,\n",
|
|
" true_graph=true_graph,\n",
|
|
" train_config=train_config\n",
|
|
")\n",
|
|
"\n",
|
|
"# 4. Evaluate\n",
|
|
"f1 = calculate_f1_score(\n",
|
|
" final_params, \n",
|
|
" model_config, \n",
|
|
" true_graph, \n",
|
|
" train_config.f1_threshold\n",
|
|
")\n",
|
|
"\n",
|
|
"loss_history_serializable = {\n",
|
|
" epoch: [loss.item() for loss in losses] \n",
|
|
" for epoch, losses in train_logs['loss_history'].items()\n",
|
|
"}\n",
|
|
"\n",
|
|
"\n",
|
|
"print(f1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "1335db3f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "KeyError",
|
|
"evalue": "0",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
|
|
"\u001b[31mKeyError\u001b[39m Traceback (most recent call last)",
|
|
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[28]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m\n",
|
|
"\u001b[31mKeyError\u001b[39m: 0"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "c5ca08df",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "graph-recognition-w-attn",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|