From 2c014f5b857dc3342435a83ce108b824df210de7 Mon Sep 17 00:00:00 2001 From: Charlie Date: Wed, 22 Mar 2023 17:40:57 +0000 Subject: [PATCH] feat: add and tidy notebooks --- .../MarginScalingFactors.ipynb | 255 +++++++++++++++++ .../MarkPriceUpdateFrequency.ipynb | 257 ++++++++++++++++++ .../TargetStakeScalingFactor.ipynb | 188 +++++++++++++ .../TauScalingFactor/TauScalingFactor.ipynb | 9 +- 4 files changed, 706 insertions(+), 3 deletions(-) create mode 100644 parameter_results/MarginScalingFactors/MarginScalingFactors.ipynb create mode 100644 parameter_results/MarkPriceUpdateFrequency/MarkPriceUpdateFrequency.ipynb create mode 100644 parameter_results/TargetStakeScalingFactor/TargetStakeScalingFactor.ipynb diff --git a/parameter_results/MarginScalingFactors/MarginScalingFactors.ipynb b/parameter_results/MarginScalingFactors/MarginScalingFactors.ipynb new file mode 100644 index 000000000..90b108272 --- /dev/null +++ b/parameter_results/MarginScalingFactors/MarginScalingFactors.ipynb @@ -0,0 +1,255 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "41b7ce68", + "metadata": {}, + "source": [ + "# Network Parameter Experiment: `market.margin.scalingFactor`\n", + "\n", + "Experiment varies the network parameter `market.margin.scalingFactor` to the following two sets of values:\n", + "\n", + "- `{\"search_level\": 1.050, \"initial_margin\": 1.100, \"collateral_release\": 1.150}`\n", + "- `{\"search_level\": 1.001, \"initial_margin\": 2.000, \"collateral_release\": 4.000}`\n", + "\n", + "As the various scaling factors increase, the market-maker should have a larger balance in their margin account.\n", + "\n", + "Notebook also shows the parameters affect on the size of the data-node postgres database." + ] + }, + { + "cell_type": "markdown", + "id": "cb1f77a6", + "metadata": {}, + "source": [ + "## Notebook Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5e230b76", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from parameter_results.toolkit import SingleParameterExperimentTk\n", + "\n", + "from vega_sim.scenario.common.utils.price_process import Granularity" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "78ca09ea", + "metadata": {}, + "outputs": [], + "source": [ + "experiment = SingleParameterExperimentTk(\n", + " path=os.getcwd(),\n", + " dt=1,\n", + " granularity=Granularity.MINUTE,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "3feec1fb", + "metadata": {}, + "source": [ + "## Market Data" + ] + }, + { + "cell_type": "markdown", + "id": "03f76bec", + "metadata": {}, + "source": [ + "### Market State\n", + "\n", + "As the experiment uses a pre-configured ParameterExperiment scenario, the market should stay mostly in an \"Active State\"." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3516be4e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"Market State\"])" + ] + }, + { + "cell_type": "markdown", + "id": "99fe7488", + "metadata": {}, + "source": [ + "### Open Interest\n", + "\n", + "The Market Open Interest should be consistent across tested parameter values. Slight variation can be accredited to randomness from use of threads. If results vary dramatically across runs, increase the `environment_step_delay`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "414938e1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"Market Open Interest\"])" + ] + }, + { + "cell_type": "markdown", + "id": "5bc65e89", + "metadata": {}, + "source": [ + "## Market-Maker Results" + ] + }, + { + "cell_type": "markdown", + "id": "671138bb", + "metadata": {}, + "source": [ + "### Position\n", + "\n", + "The market-makers Position should be consistent across tested parameter values. Slight variation can be accredited to randomness from use of threads. If results vary dramatically across runs, increase the `environment_step_delay`." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ab7b688e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"LP: Position\"])" + ] + }, + { + "cell_type": "markdown", + "id": "aa710463", + "metadata": {}, + "source": [ + "### Margin\n", + "\n", + "As the network parameter `market.margin.scalingFactor` the LP should require more funds in their margin account." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ba41f9d2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"LP: Margin Account\"], iterations=[\"avg\"])" + ] + }, + { + "cell_type": "markdown", + "id": "17ec88cd", + "metadata": {}, + "source": [ + "## Datanode Performance\n", + "\n", + "### Postgres Database Size\n", + "\n", + "As the network parameter `market.margin.scalingFactor` is increased the size of the postgres database does not change." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "73444af8-2ec9-46c8-9665-ef233bb0be99", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"postgres [GB]\"], iterations=[\"avg\"])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.10" + }, + "vscode": { + "interpreter": { + "hash": "290045affa00dd5165d3fe24c481c5729c6dad53632503a698ecc0053ee56db0" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/parameter_results/MarkPriceUpdateFrequency/MarkPriceUpdateFrequency.ipynb b/parameter_results/MarkPriceUpdateFrequency/MarkPriceUpdateFrequency.ipynb new file mode 100644 index 000000000..8a19ca43c --- /dev/null +++ b/parameter_results/MarkPriceUpdateFrequency/MarkPriceUpdateFrequency.ipynb @@ -0,0 +1,257 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "41b7ce68", + "metadata": {}, + "source": [ + "# Network Parameter Experiment: `network.markPriceUpdateMaximumFrequency`\n", + "\n", + "Experiment varies the network parameter `network.markPriceUpdateMaximumFrequency` to the following two sets of values:\n", + "\n", + "- `2s`\n", + "- `10s`\n", + "- `30s`\n", + "- `60s`\n", + "\n", + "As the various parameter increases, the mark-price should be updated less frequently and produce less events.\n", + "\n", + "Notebook also shows the parameters affect on the size of the data-node postgres database." + ] + }, + { + "cell_type": "markdown", + "id": "cb1f77a6", + "metadata": {}, + "source": [ + "## Notebook Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5e230b76", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from parameter_results.toolkit import SingleParameterExperimentTk\n", + "\n", + "from vega_sim.scenario.common.utils.price_process import Granularity" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "78ca09ea", + "metadata": {}, + "outputs": [], + "source": [ + "experiment = SingleParameterExperimentTk(\n", + " path=os.getcwd(),\n", + " dt=1,\n", + " granularity=Granularity.MINUTE,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "3feec1fb", + "metadata": {}, + "source": [ + "## Market Data" + ] + }, + { + "cell_type": "markdown", + "id": "03f76bec", + "metadata": {}, + "source": [ + "### Market State\n", + "\n", + "As the experiment uses a pre-configured ParameterExperiment scenario, the market should stay mostly in an \"Active State\"." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3516be4e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"Market State\"])" + ] + }, + { + "cell_type": "markdown", + "id": "99fe7488", + "metadata": {}, + "source": [ + "### Open Interest\n", + "\n", + "The Market Open Interest should be consistent across tested parameter values. Slight variation can be accredited to randomness from use of threads. If results vary dramatically across runs, increase the `environment_step_delay`." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "414938e1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"Market Open Interest\"])" + ] + }, + { + "cell_type": "markdown", + "id": "aa710463", + "metadata": {}, + "source": [ + "### Markprice\n", + "\n", + "As the network parameter `network.markPriceUpdateMaximumFrequency` the mark price should be updated more frequently." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "19a1c4a9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"Markprice\"], iterations=[\"avg\"])" + ] + }, + { + "cell_type": "markdown", + "id": "5bc65e89", + "metadata": {}, + "source": [ + "## Market-Maker Results" + ] + }, + { + "cell_type": "markdown", + "id": "671138bb", + "metadata": {}, + "source": [ + "### Position\n", + "\n", + "The market-makers Position should be consistent across tested parameter values. Slight variation can be accredited to randomness from use of threads. If results vary dramatically across runs, increase the `environment_step_delay`." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ab7b688e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"LP: Position\"])" + ] + }, + { + "cell_type": "markdown", + "id": "fec715c3", + "metadata": {}, + "source": [ + "## Datanode Performance\n", + "\n", + "### Postgres Database Size\n", + "\n", + "As the network parameter `network.markPriceUpdateMaximumFrequency` is decrease the size of the postgres database should decrease." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "73444af8-2ec9-46c8-9665-ef233bb0be99", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"postgres [GB]\"], iterations=[\"avg\"])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.10" + }, + "vscode": { + "interpreter": { + "hash": "290045affa00dd5165d3fe24c481c5729c6dad53632503a698ecc0053ee56db0" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/parameter_results/TargetStakeScalingFactor/TargetStakeScalingFactor.ipynb b/parameter_results/TargetStakeScalingFactor/TargetStakeScalingFactor.ipynb new file mode 100644 index 000000000..77b8631e2 --- /dev/null +++ b/parameter_results/TargetStakeScalingFactor/TargetStakeScalingFactor.ipynb @@ -0,0 +1,188 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "41b7ce68", + "metadata": {}, + "source": [ + "# Network Parameter Experiment: `liquidity_monitoring_parameters.target_stake_parameters.scaling_factor`\n", + "\n", + "Experiment varies the network parameter `liquidity_monitoring_parameters.target_stake_parameters.scaling_factor` to the following three values:\n", + "\n", + "- 0.5\n", + "- 5\n", + "- 10" + ] + }, + { + "cell_type": "markdown", + "id": "cb1f77a6", + "metadata": {}, + "source": [ + "## Notebook Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5e230b76", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from parameter_results.toolkit import SingleParameterExperimentTk\n", + "\n", + "from vega_sim.scenario.common.utils.price_process import Granularity" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "78ca09ea", + "metadata": {}, + "outputs": [], + "source": [ + "experiment = SingleParameterExperimentTk(\n", + " path=os.getcwd(),\n", + " dt=1,\n", + " granularity=Granularity.MINUTE,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "3feec1fb", + "metadata": {}, + "source": [ + "## Market Data" + ] + }, + { + "cell_type": "markdown", + "id": "03f76bec", + "metadata": {}, + "source": [ + "### Market State\n", + "\n", + "As the experiment uses a pre-configured ParameterExperiment scenario, the market should stay mostly in an \"Active State\"." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3516be4e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"Market State\"])" + ] + }, + { + "cell_type": "markdown", + "id": "99fe7488", + "metadata": {}, + "source": [ + "### Open Interest\n", + "\n", + "The Market Open Interest should be consistent across tested parameter values. Slight variation can be accredited to randomness from use of threads." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "414938e1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"Market Open Interest\"])" + ] + }, + { + "cell_type": "markdown", + "id": "5bc65e89", + "metadata": {}, + "source": [ + "## Market-Maker Results" + ] + }, + { + "cell_type": "markdown", + "id": "671138bb", + "metadata": {}, + "source": [ + "### Position\n", + "\n", + "The market-makers Position should be consistent across tested parameter values. Slight variation can be accredited to randomness from use of threads." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ab7b688e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "experiment.plot_results(variables=[\"LP: Position\"])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.10" + }, + "vscode": { + "interpreter": { + "hash": "290045affa00dd5165d3fe24c481c5729c6dad53632503a698ecc0053ee56db0" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/parameter_results/TauScalingFactor/TauScalingFactor.ipynb b/parameter_results/TauScalingFactor/TauScalingFactor.ipynb index 75b8f6636..54e7d9295 100644 --- a/parameter_results/TauScalingFactor/TauScalingFactor.ipynb +++ b/parameter_results/TauScalingFactor/TauScalingFactor.ipynb @@ -32,7 +32,9 @@ "outputs": [], "source": [ "import os\n", - "from parameter_results.toolkit import SingleParameterExperimentTk" + "from parameter_results.toolkit import SingleParameterExperimentTk\n", + "\n", + "from vega_sim.scenario.common.utils.price_process import Granularity" ] }, { @@ -44,7 +46,8 @@ "source": [ "experiment = SingleParameterExperimentTk(\n", " path=os.getcwd(),\n", - " dt=5/60\n", + " dt=1,\n", + " granularity=Granularity.MINUTE,\n", ")" ] }, @@ -169,7 +172,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.10.10" }, "vscode": { "interpreter": {