{ "cells": [ { "cell_type": "markdown", "id": "8338aa60", "metadata": {}, "source": [ "# Bayesian Decision Science \n", "\n", "Adapted from Ravin Kumar's PyData Global 2020 talk on Bayesian Decision Science ([Youtube](https://www.youtube.com/watch?v=WT7o8QRIiQI))([Github](https://github.com/canyon289/PyDataGlobal_2020)), updated with `pymc` v4.0 and some notes on learning the new syntax.\n", "\n", "His original talk was done with pymc3, and since then `pymc3` was rebranded as `pymc` and then they hit version 4.0 recently, which introduced some big changes." ] }, { "cell_type": "code", "execution_count": 1, "id": "8ba1a0ed", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from scipy import stats, optimize\n", "import numpy as np\n", "import pandas as pd\n", "# np.set_printoptions(precision=2, floatmode=\"fixed\")\n", "import arviz as az\n", "\n", "%config InlineBackend.figure_format='retina'" ] }, { "cell_type": "markdown", "id": "6d3a9218", "metadata": {}, "source": [ "Note the new way of importing `pymc`:" ] }, { "cell_type": "code", "execution_count": 2, "id": "2c276e9a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v4.0.0\n" ] } ], "source": [ "import pymc as pm\n", "\n", "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "markdown", "id": "950c415c", "metadata": {}, "source": [ "## Newsvendor problem with fixed demand\n", "\n", "Next few cells follows Ravin's example of a newsvendor problem. First section he discusses a very simple example where demand is fixed, then you can simply write out the problem in code below:" ] }, { "cell_type": "code", "execution_count": 3, "id": "7ec4d486", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Anisha makes $70 in profit'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "newspaper_cost = 5\n", "customer_price = 7\n", "\n", "anishas_inventory = 42\n", "demand = 40\n", "\n", "profit = demand*customer_price - newspaper_cost*anishas_inventory\n", " \n", "f\"Anisha makes ${profit} in profit\"" ] }, { "cell_type": "markdown", "id": "fa7a2f64", "metadata": {}, "source": [ "The next point is that you can use `numpy` and turn this into a function:" ] }, { "cell_type": "code", "execution_count": 4, "id": "6030648f", "metadata": {}, "outputs": [], "source": [ "def daily_profit(inventory, demand, newsvendor_cost=5, customer_price=7):\n", " \"\"\"Calculates profit for a given day given inventory and demand\"\"\"\n", " return customer_price*np.min([inventory, demand]) - newsvendor_cost*inventory" ] }, { "cell_type": "code", "execution_count": 5, "id": "259ef8d6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Decision 1: profit $70, Decision 2 profit $76'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f\"Decision 1: profit ${daily_profit(42, 40)}, Decision 2 profit ${daily_profit(38, 40)}\"" ] }, { "cell_type": "markdown", "id": "643b7366", "metadata": {}, "source": [ "### Optimization with `scipy.optimize` \n", "\n", "So he then demonstrates that you *could* just plot a whole bunch of values of inventory and graphically inspect where profit is maximized, but we can do this by turning it into an optimization problem using `scipy.optimize`." ] }, { "cell_type": "code", "execution_count": 6, "id": "a1480800", "metadata": {}, "outputs": [], "source": [ "# Restating here so future slides won't have the print\n", "def objective(inventory: int, demands: iter):\n", " \"\"\"Takes an iterable of sales and returns the total profit\"\"\"\n", " # Make reward function negative to turn this into a minimization problem\n", " return -np.sum([daily_profit(inventory, d) for d in demands])" ] }, { "cell_type": "code", "execution_count": 7, "id": "3d5865b6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ " fun: -159.9999981773509\n", " message: '\\nOptimization terminated successfully;\\nThe returned value satisfies the termination criteria\\n(using xtol = 1.48e-08 )'\n", " nfev: 43\n", " nit: 38\n", " success: True\n", " x: 40.00000018226491" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let scipy find minimie objective function (negative profit) if demands is set to 40\n", "opt_stoch = optimize.minimize_scalar(objective, bounds=(0, np.inf), args=([40, 40]))\n", "opt_stoch" ] }, { "cell_type": "markdown", "id": "df84d07c", "metadata": {}, "source": [ "Great, so we have an optimal objective value of -160 (i.e. \\$160 in profit) and it found the optimal inventory is 40. Makes sense - if demand is exactly 40 then you optimize profit when you buy and sell exactly that number of newspapers." ] }, { "cell_type": "markdown", "id": "708f0b25", "metadata": {}, "source": [ "## What if demand is uncertain\n", "\n", "But real life is a little more complicated, so what if we simulate random demand?\n", "\n", "Here, we simulate that demand is drawn from a normal distribution: $\\mathcal{N}(40,20)$" ] }, { "cell_type": "code", "execution_count": 8, "id": "7966c8bc", "metadata": {}, "outputs": [], "source": [ "np.random.seed(seed=0)\n", "random_seeds = [1,2,3,4,5]\n", "demand = np.round(stats.norm(40, 20).rvs(15)) \n", "demand_seen, demand_unseen = demand[:5], demand[5:]" ] }, { "cell_type": "code", "execution_count": 9, "id": "988aed29", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'The first five days demand we have seen [75. 48. 60. 85. 77.]'" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f\"The first five days demand we have seen {demand_seen}\"" ] }, { "cell_type": "code", "execution_count": 10, "id": "5e699d13", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'The UNSEEN next ten days of demand [20. 59. 37. 38. 48. 43. 69. 55. 42. 49.]'" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f\"The UNSEEN next ten days of demand {demand_unseen}\"" ] }, { "cell_type": "markdown", "id": "202ed9fb", "metadata": {}, "source": [ "## Instability in the sample mean and std deviation\n", "\n", "He then goes on to use examples of taking the sample mean (the mean of the 5 days of demand that was seen) and the critical fractile equation to calculate the optimal inventory strategy.\n", "\n", "I included his next point here, which is that 5 samples (i.e. seeing only 5 days of demand) can have wide differences in sample mean and std deviation. Very nice plot." ] }, { "cell_type": "code", "execution_count": 11, "id": "a052dde8", "metadata": {}, "outputs": [], "source": [ "simulations = 100\n", "mean, std = [], []\n", "\n", "for _ in range(simulations):\n", " true_mean,true_std = 40, 20\n", " values = stats.norm(40, 20).rvs(5)\n", " mean.append(values.mean())\n", " std.append(values.std())" ] }, { "cell_type": "code", "execution_count": 12, "id": "fb4d65a4", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 494, "width": 1052 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2,1, figsize = (18, 8))\n", "\n", "ax[0].plot(range(simulations), mean)\n", "ax[0].set_xticks([])\n", "ax[0].axhline(40, 0, 1, c=\"black\", linestyle=\"--\")\n", "ax[0].set_ylabel(\"Estimate of Mean\")\n", "\n", "ax[1].plot(range(simulations), std)\n", "ax[1].axhline(20, 0, 1, c=\"black\", linestyle=\"--\")\n", "ax[1].set_xlabel(\"Calculation iteration\") \n", "ax[1].set_ylabel(\"Estimate of Std\")\n", " \n", "ax[0].set_title(\"Instability in Sample Mean and Standard Deviation from just 5 samples\");" ] }, { "cell_type": "markdown", "id": "55910363", "metadata": {}, "source": [ "## Enter Bayesian Modeling\n", "\n", "Bayesian Modeling offers advantages because it handles this low sample size problem *natively*. He doesn't discuss how to choose informative priors and all that, but in this case he goes ahead and specifies the generative model below:\n", "\n", "$$\n", "\\begin{aligned}\n", "\\sigma &\\sim \\text{HalfStudentT}(\\sigma=10, \\nu=20) & \\text{Prior} \\\\\n", "\\mu &\\sim \\mathcal{N}(\\mu=\\bar{x}, \\sigma=20) & \\text{Prior} \\\\\n", "\\text{Demand} &\\sim \\text{TruncatedNormal}(\\mu, \\sigma) & \\text{Likelihood}\n", "\\end{aligned}\n", "$$" ] }, { "cell_type": "code", "execution_count": 13, "id": "0f2e5eda", "metadata": {}, "outputs": [], "source": [ "demand_mean, demand_std = demand_seen.mean(), demand_seen.std()" ] }, { "cell_type": "markdown", "id": "1f82282f", "metadata": {}, "source": [ "### Specify the model in `pymc`\n", "\n", "Below I make some slight modifications to follow with the `pymc` docs. The workflow starts with specifying the generative model as such:" ] }, { "cell_type": "code", "execution_count": 14, "id": "8f3c2c25", "metadata": {}, "outputs": [], "source": [ "newsvendor = pm.Model()\n", "\n", "with newsvendor:\n", " \n", " # These are our priors that are set through \"experience\". Well get back to this\n", " sd = pm.HalfStudentT(\"standard_deviation_of_newspaper_demand\", sigma=10, nu=20)\n", " mu = pm.Normal(\"mean_of_newspaper_demand\", demand_seen.mean(), 20)\n", " demand = pm.TruncatedNormal(\"demand\", mu=mu, sigma=sd, lower=0, observed = demand_seen)" ] }, { "cell_type": "markdown", "id": "d9e931fb", "metadata": {}, "source": [ "So first the model is instantiated and then everything follows in the `with` call. The priors and the likelihood are specified using a series of distributions. Each distribution is given a name and the last item `demand` gets an additional call `observed` where you can add in the observed data.\n", "\n", "### Sample to get posterior distributions\n", "\n", "Next, we use `pm.sample`:" ] }, { "cell_type": "code", "execution_count": 15, "id": "45b24978", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 4 jobs)\n", "NUTS: [standard_deviation_of_newspaper_demand, mean_of_newspaper_demand]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [30000/30000 00:10<00:00 Sampling 2 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 5_000 tune and 10_000 draw iterations (10_000 + 20_000 draws total) took 17 seconds.\n" ] } ], "source": [ "with newsvendor:\n", " idata = pm.sample(tune=5000, draws=10000, chains=2)" ] }, { "cell_type": "markdown", "id": "58d72a7d", "metadata": {}, "source": [ "Here, idata is an `arviz.InferenceData` object, which is like a dataframe for storing the results of our sampling process. Here `pymc` automatically assigned the NUTS sampler for this problem, which is a nice 'batteries included' feature here. \n", "\n", "We can inspect this new object below:" ] }, { "cell_type": "code", "execution_count": 16, "id": "2f7c9872", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", "
\n", "
arviz.InferenceData
\n", "
\n", "
    \n", " \n", "
  • \n", " \n", " \n", "
    \n", "
    \n", "
      \n", "
      \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
      <xarray.Dataset>\n",
             "Dimensions:                                 (chain: 2, draw: 10000)\n",
             "Coordinates:\n",
             "  * chain                                   (chain) int64 0 1\n",
             "  * draw                                    (draw) int64 0 1 2 ... 9998 9999\n",
             "Data variables:\n",
             "    mean_of_newspaper_demand                (chain, draw) float64 51.32 ... 7...\n",
             "    standard_deviation_of_newspaper_demand  (chain, draw) float64 16.92 ... 1...\n",
             "Attributes:\n",
             "    created_at:                 2022-06-12T23:11:13.117241\n",
             "    arviz_version:              0.12.1\n",
             "    inference_library:          pymc\n",
             "    inference_library_version:  4.0.0\n",
             "    sampling_time:              16.74429488182068\n",
             "    tuning_steps:               5000

      \n", "
    \n", "
    \n", "
  • \n", " \n", "
  • \n", " \n", " \n", "
    \n", "
    \n", "
      \n", "
      \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
      <xarray.Dataset>\n",
             "Dimensions:       (chain: 2, draw: 10000, demand_dim_0: 5)\n",
             "Coordinates:\n",
             "  * chain         (chain) int64 0 1\n",
             "  * draw          (draw) int64 0 1 2 3 4 5 6 ... 9994 9995 9996 9997 9998 9999\n",
             "  * demand_dim_0  (demand_dim_0) int64 0 1 2 3 4\n",
             "Data variables:\n",
             "    demand        (chain, draw, demand_dim_0) float64 -4.725 -3.766 ... -3.332\n",
             "Attributes:\n",
             "    created_at:                 2022-06-12T23:11:13.895225\n",
             "    arviz_version:              0.12.1\n",
             "    inference_library:          pymc\n",
             "    inference_library_version:  4.0.0

      \n", "
    \n", "
    \n", "
  • \n", " \n", "
  • \n", " \n", " \n", "
    \n", "
    \n", "
      \n", "
      \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
      <xarray.Dataset>\n",
             "Dimensions:             (chain: 2, draw: 10000)\n",
             "Coordinates:\n",
             "  * chain               (chain) int64 0 1\n",
             "  * draw                (draw) int64 0 1 2 3 4 5 ... 9995 9996 9997 9998 9999\n",
             "Data variables: (12/13)\n",
             "    step_size_bar       (chain, draw) float64 1.003 1.003 ... 0.9769 0.9769\n",
             "    perf_counter_diff   (chain, draw) float64 0.0005189 0.000796 ... 0.0005897\n",
             "    process_time_diff   (chain, draw) float64 0.000519 0.000785 ... 0.00059\n",
             "    energy              (chain, draw) float64 28.53 28.2 29.32 ... 26.86 26.16\n",
             "    step_size           (chain, draw) float64 1.173 1.173 ... 0.9563 0.9563\n",
             "    tree_depth          (chain, draw) int64 2 2 2 2 2 2 1 2 ... 2 2 2 2 2 2 2 2\n",
             "    ...                  ...\n",
             "    perf_counter_start  (chain, draw) float64 9.692 9.693 9.694 ... 16.05 16.05\n",
             "    n_steps             (chain, draw) float64 3.0 3.0 3.0 3.0 ... 3.0 3.0 3.0\n",
             "    acceptance_rate     (chain, draw) float64 0.6906 1.0 0.5198 ... 0.9162 1.0\n",
             "    diverging           (chain, draw) bool False False False ... False False\n",
             "    max_energy_error    (chain, draw) float64 1.394 -0.3279 ... 0.1823 -0.3325\n",
             "    lp                  (chain, draw) float64 -28.42 -25.77 ... -26.35 -25.45\n",
             "Attributes:\n",
             "    created_at:                 2022-06-12T23:11:13.124898\n",
             "    arviz_version:              0.12.1\n",
             "    inference_library:          pymc\n",
             "    inference_library_version:  4.0.0\n",
             "    sampling_time:              16.74429488182068\n",
             "    tuning_steps:               5000

      \n", "
    \n", "
    \n", "
  • \n", " \n", "
  • \n", " \n", " \n", "
    \n", "
    \n", "
      \n", "
      \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
      <xarray.Dataset>\n",
             "Dimensions:       (demand_dim_0: 5)\n",
             "Coordinates:\n",
             "  * demand_dim_0  (demand_dim_0) int64 0 1 2 3 4\n",
             "Data variables:\n",
             "    demand        (demand_dim_0) float64 75.0 48.0 60.0 85.0 77.0\n",
             "Attributes:\n",
             "    created_at:                 2022-06-12T23:11:13.896280\n",
             "    arviz_version:              0.12.1\n",
             "    inference_library:          pymc\n",
             "    inference_library_version:  4.0.0

      \n", "
    \n", "
    \n", "
  • \n", " \n", "
\n", "
\n", " " ], "text/plain": [ "Inference data with groups:\n", "\t> posterior\n", "\t> log_likelihood\n", "\t> sample_stats\n", "\t> observed_data" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata" ] }, { "cell_type": "markdown", "id": "36240ac6", "metadata": {}, "source": [ "And we can use `arviz` to call some helpful functions on this object. \n", "\n", "Here we can plot the posterior distribution of our parameters:" ] }, { "cell_type": "code", "execution_count": 17, "id": "3bafc5f5", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 480, "width": 687 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata, combined=True, figsize=(12,8));" ] }, { "cell_type": "markdown", "id": "efbcced2", "metadata": {}, "source": [ "And if we were doing more inference:\n", "\n", "`az.summary`: Output High level summary statistics" ] }, { "cell_type": "code", "execution_count": 18, "id": "0defa8a3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
mean_of_newspaper_demand69.066.2657.0380.830.060.0410463.739522.141.0
standard_deviation_of_newspaper_demand14.514.247.9222.460.040.0311315.1611185.451.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% \\\n", "mean_of_newspaper_demand 69.06 6.26 57.03 80.83 \n", "standard_deviation_of_newspaper_demand 14.51 4.24 7.92 22.46 \n", "\n", " mcse_mean mcse_sd ess_bulk \\\n", "mean_of_newspaper_demand 0.06 0.04 10463.73 \n", "standard_deviation_of_newspaper_demand 0.04 0.03 11315.16 \n", "\n", " ess_tail r_hat \n", "mean_of_newspaper_demand 9522.14 1.0 \n", "standard_deviation_of_newspaper_demand 11185.45 1.0 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(idata, round_to=2)" ] }, { "cell_type": "markdown", "id": "c182b545", "metadata": {}, "source": [ "### Sample posterior predictive\n", "\n", "Next we can do a posterior predictive sample with `pm.sample_posterior_predictive()` and add the `extend_inferencedata` flag to add the posterior_predictive data as a new category with in our original `arviz.InferenceData` object." ] }, { "cell_type": "code", "execution_count": 19, "id": "0326095b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [20000/20000 00:03<00:00]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with newsvendor:\n", "# posterior_predictive = pm.sample_posterior_predictive(idata, progressbar=True)\n", " pm.sample_posterior_predictive(idata, extend_inferencedata=True)" ] }, { "cell_type": "code", "execution_count": 20, "id": "8768fd79", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:       (chain: 2, draw: 10000, demand_dim_0: 5)\n",
       "Coordinates:\n",
       "  * chain         (chain) int64 0 1\n",
       "  * draw          (draw) int64 0 1 2 3 4 5 6 ... 9994 9995 9996 9997 9998 9999\n",
       "  * demand_dim_0  (demand_dim_0) int64 0 1 2 3 4\n",
       "Data variables:\n",
       "    demand        (chain, draw, demand_dim_0) float64 30.64 72.65 ... 69.83\n",
       "Attributes:\n",
       "    created_at:                 2022-06-12T23:11:32.308825\n",
       "    arviz_version:              0.12.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  4.0.0
" ], "text/plain": [ "\n", "Dimensions: (chain: 2, draw: 10000, demand_dim_0: 5)\n", "Coordinates:\n", " * chain (chain) int64 0 1\n", " * draw (draw) int64 0 1 2 3 4 5 6 ... 9994 9995 9996 9997 9998 9999\n", " * demand_dim_0 (demand_dim_0) int64 0 1 2 3 4\n", "Data variables:\n", " demand (chain, draw, demand_dim_0) float64 30.64 72.65 ... 69.83\n", "Attributes:\n", " created_at: 2022-06-12T23:11:32.308825\n", " arviz_version: 0.12.1\n", " inference_library: pymc\n", " inference_library_version: 4.0.0" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata.posterior_predictive" ] }, { "cell_type": "markdown", "id": "01610292", "metadata": {}, "source": [ "`az.plot_posterior`: Pretty-plot the posterior using the style of Kruschke" ] }, { "cell_type": "code", "execution_count": 21, "id": "acb4d6a2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ],\n", " dtype=object)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 302, "width": 784 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "inf_data = az.convert_to_dataset(idata)\n", "az.plot_posterior(inf_data)" ] }, { "cell_type": "markdown", "id": "e3f0cbbd", "metadata": {}, "source": [ "Ravin's next point here is that we're using Bayesian Modeling to get all possible values of the demand we could see (given the 5 days of demand we've seen to date) and assign probabilities to each demand scenario.\n", "\n", "He illustrates this below by showing a sample of 3 possible demand distributions:" ] }, { "cell_type": "code", "execution_count": 22, "id": "dba22e9e", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 399, "width": 575 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get random samples of possible distributions of demand and plot them. Used seed values 0, 10, 15\n", "\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "for seed in [0, 10, 23]:\n", " np.random.seed(seed)\n", " mean = np.random.choice(idata.posterior[\"mean_of_newspaper_demand\"].values.flatten())\n", " std = np.random.choice(idata.posterior[\"standard_deviation_of_newspaper_demand\"].values.flatten())\n", "\n", " x = np.linspace(20, 120, 100)\n", " y = stats.norm(mean, std).pdf(x)\n", "\n", " ax.plot(x,y)\n", " ax.set_yticks([]);\n", "\n", "ax.set_title(\"Estimated DISTRIBUTIONS of Newspaper Demand \\n estimates of parameters\");\n", "ax.set_xlabel(\"Possible demand values of newspapers\");" ] }, { "cell_type": "markdown", "id": "e248c59d", "metadata": {}, "source": [ "Now, we can plot the posterior distribution of possible daily demand:" ] }, { "cell_type": "code", "execution_count": 23, "id": "c0c06b55", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 372, "width": 799 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14, 6))\n", "bayesian_demand_estimates = idata.posterior_predictive[\"demand\"].values.flatten()\n", "\n", "az.plot_dist(bayesian_demand_estimates, kind=\"hist\", ax=ax)\n", "ax.set_title(\"Posterior Predictive Distribution of possible Daily Demands\")\n", "ax.set_yticks([]);" ] }, { "cell_type": "markdown", "id": "cebdf1a5", "metadata": {}, "source": [ "## Optimize over all possible demand scenarios\n", "\n", "Now we can optimize over ALL of the possible demand scenarios" ] }, { "cell_type": "code", "execution_count": 24, "id": "8162ae9b", "metadata": {}, "outputs": [], "source": [ "bayesian_demand_estimates = idata.posterior_predictive[\"demand\"].values.flatten()\n", "opt_stoch = optimize.minimize_scalar(objective, bounds=(0, np.inf), args=(bayesian_demand_estimates,))" ] }, { "cell_type": "code", "execution_count": 25, "id": "43f9240b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Optimal inventory from Bayesian demand estimation and optimizer is 61.0 newspapers'" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bayes_opt = opt_stoch.x\n", "f\"Optimal inventory from Bayesian demand estimation and optimizer is {np.round(bayes_opt)} newspapers\"" ] }, { "cell_type": "markdown", "id": "01fd82cb", "metadata": {}, "source": [ "After calculating the optimal inventory strategy, we can then test this strategy on the 10 days of unseen demand and calculate the profit:" ] }, { "cell_type": "code", "execution_count": 26, "id": "caf9a8bb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Testing inventory choice over unseen days yields -122.45445422518031 units. Lower is better'" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "objective_func_value = objective(opt_stoch.x, demand_unseen)\n", "f\"Testing inventory choice over unseen days yields {objective_func_value} units. Lower is better\"" ] }, { "cell_type": "markdown", "id": "428b95d7", "metadata": {}, "source": [] } ], "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": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 5 }