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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/HudsonGraeme/8b42fc1ca10d5e3d4243c95ceb18fdb6/rate-of-incentive-change-over-time.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "uT_sf9Jn0Jgo",
"outputId": "1c62fcee-1b29-4fd6-8724-b271d8d70642"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
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]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"!pip install bittensor matplotlib numpy\n",
"import bittensor as bt\n",
"import os\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"TEMPO = 360\n",
"NETUID=2\n",
"\n",
"config = bt.config()\n",
"config.subtensor = bt.config()\n",
"config.subtensor.chain_endpoint = \"wss://archive.chain.opentensor.ai:443/\"\n",
"\n",
"subtensor = bt.subtensor(config)\n",
"\n",
"current_block = 3159400\n",
"\n",
"if not current_block:\n",
" metagraph = subtensor.metagraph(netuid=NETUID)\n",
" current_block = metagraph.block.item()\n",
"\n",
"previous_tempo_block = current_block - (current_block % TEMPO)\n",
"previous_tempo_blocks = [previous_tempo_block - i * TEMPO for i in range(10)]\n",
"\n",
"meta_array = []\n",
"\n",
"SHOULD_GET=True\n",
"\n",
"if SHOULD_GET:\n",
" for tempo in previous_tempo_blocks:\n",
" metagraph = subtensor.metagraph(NETUID, block=tempo)\n",
" metagraph.save()\n",
" meta_array.append(metagraph.I)\n",
"for i in range(1, len(meta_array)):\n",
" rate_of_change = meta_array[i] - meta_array[i-1]\n",
" plt.plot(rate_of_change)\n",
" plt.xlabel('Index')\n",
" plt.ylabel('Rate of Change')\n",
" plt.title(f'Rate of Change of Metagraph Incentive Values between Block {previous_tempo_blocks[i-1]} and {previous_tempo_blocks[i]}')\n",
" plt.show()\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "neurons--Me-GsZC",
"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": "3.12.2"
},
"colab": {
"provenance": [],
"include_colab_link": true
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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