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June 17, 2022 05:06
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Effective Scan and While_loop in TF and JAX (Solutions).ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "Effective Scan and While_loop in TF and JAX (Solutions).ipynb", | |
"provenance": [], | |
"authorship_tag": "ABX9TyNQBa1t8R8kvXv1w8aw2+Xf", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/junpenglao/69f4abbb9792a1a92e4fc908920f304a/effective-scan-and-while_loop-in-tf-and-jax-solutions.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"!pip install -Uq tfp-nightly[jax] optax" | |
], | |
"metadata": { | |
"id": "moFyO9o-cMM-", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "2dadb2e7-6ec1-48fe-c944-221575713815" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"\u001b[K |████████████████████████████████| 6.5 MB 10.2 MB/s \n", | |
"\u001b[K |████████████████████████████████| 140 kB 58.1 MB/s \n", | |
"\u001b[K |████████████████████████████████| 72 kB 711 kB/s \n", | |
"\u001b[?25h" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Effective Scan and While_loop in TF and JAX\n", | |
"Author: Junpeng Lao \n", | |
"Material for [Paris workshop on Bayesian Deep Learning for Cosmology and Time Domain Astrophysics](https://indico.in2p3.fr/event/26887/)\n" | |
], | |
"metadata": { | |
"id": "HOm22XancCIs" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Overview of Scan and While_loop\n", | |
"\n", | |
"\n", | |
"**TensorFlow**: `tf.while_loop` and `tf.scan` \n", | |
"- with `tf.scan` being implemented using `tf.while_loop`.\n", | |
"\n", | |
"\n", | |
"**JAX**: `jax.lax.while_loop`, `jax.lax.scan` and `jax.lax.fori_loop` \n", | |
"- `jax.lax.scan` has reverse-mode autodiff where `jax.lax.while_loop` does not \n", | |
"- `jax.lax.fori_loop` is implemented either a call to `jax.lax.scan` (if the trip count is static) or `jax.lax.while_loop`\n", | |
"\n", | |
"Other similarity: \n", | |
"- `tf.vectorized_map` and `jax.vmap`\n", | |
"- `tf.map_fn` and `jax.lax.map`" | |
], | |
"metadata": { | |
"id": "P4PJSt9lDGGT" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"id": "ECReuSapYd-1" | |
}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"%config InlineBackend.figure_format = 'retina'\n", | |
"\n", | |
"plt.rcParams['xtick.major.size'] = 0\n", | |
"plt.rcParams['ytick.major.size'] = 0\n", | |
"plt.rcParams['xtick.minor.size'] = 0\n", | |
"plt.rcParams['ytick.minor.size'] = 0\n", | |
"plt.rcParams['xtick.labelsize'] = 'large'\n", | |
"plt.rcParams['ytick.labelsize'] = 'large'\n", | |
"plt.rcParams['legend.frameon'] = False\n", | |
"plt.rcParams['figure.figsize'] = (10, 5)\n", | |
"\n", | |
"import arviz as az\n", | |
"az.style.use(['arviz-white', 'arviz-plasmish'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"id": "yR1qh2fRmeQ5", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "bbff7439-fdff-4278-aa3b-75536f068c38" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" | |
] | |
} | |
], | |
"source": [ | |
"import jax\n", | |
"import jax.numpy as jnp\n", | |
"import jax.scipy as jsp\n", | |
"\n", | |
"import optax\n", | |
"\n", | |
"rng = jax.random.PRNGKey(20220601)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"USE_FLOAT64 = True #@param {type:\"boolean\"}\n", | |
"if USE_FLOAT64:\n", | |
" from jax.config import config\n", | |
" config.update(\"jax_enable_x64\", True)\n", | |
" dtype = np.float64\n", | |
"else:\n", | |
" dtype = np.float32" | |
], | |
"metadata": { | |
"id": "eSAy8xgTOm3o", | |
"cellView": "form" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"print(jax.default_backend())" | |
], | |
"metadata": { | |
"id": "DW0jRunwNTTF", | |
"outputId": "7ad8f675-bc7d-40b9-95a6-b9c13992f241", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
} | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"cpu\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"import tensorflow_probability.substrates.jax as tfp\n", | |
"\n", | |
"tfd = tfp.distributions\n", | |
"tfb = tfp.bijectors\n", | |
"sts = tfp.sts\n", | |
"tfl = tfp.tf2jax.linalg" | |
], | |
"metadata": { | |
"id": "ho2U7grkoGn1" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Load data" | |
], | |
"metadata": { | |
"id": "0GfkLB7Av7k5" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 536 | |
}, | |
"id": "mEzxgM_QbxnJ", | |
"outputId": "1c38ff66-3922-448f-9511-814848264dc6" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:23: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. \n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1000x500 with 1 Axes>" | |
], | |
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\n" | |
}, | |
"metadata": { | |
"image/png": { | |
"width": 863, | |
"height": 482 | |
} | |
} | |
} | |
], | |
"source": [ | |
"# Load some data\n", | |
"import pandas as pd\n", | |
"us_monthly_birth = pd.read_csv(\"https://raw.githubusercontent.com/BayesianModelingandComputationInPython/BookCode_Edition1/main/data/monthly_birth_usa.csv\")\n", | |
"us_monthly_birth[\"date_month\"] = pd.to_datetime(us_monthly_birth[\"date_month\"])\n", | |
"us_monthly_birth.set_index(\"date_month\", drop=True, inplace=True)\n", | |
"\n", | |
"def plot_birth_data(fig_ax=None):\n", | |
" if not fig_ax:\n", | |
" fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n", | |
" else:\n", | |
" fig, ax = fig_ax\n", | |
" \n", | |
" ax.plot(us_monthly_birth, lw=2)\n", | |
" ax.set_ylabel(\"Birth (thousands)\")\n", | |
" ax.set_xlabel(\"Year\")\n", | |
" fig.suptitle(\"Monthly live birth U.S.A\",\n", | |
" fontsize=15)\n", | |
" ax.text(0.99, .02,\n", | |
" \"Source: Stoffer D (2019). “astsa: Applied Statistical Time Series Analysis.”\",\n", | |
" transform=ax.transAxes,\n", | |
" horizontalalignment=\"right\",\n", | |
" alpha=0.5)\n", | |
" fig.autofmt_xdate()\n", | |
" return fig, ax\n", | |
"\n", | |
"\n", | |
"_ = plot_birth_data();" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## SARMA likelihood pseudo code\n", | |
"\n", | |
"In Stan from [bayesforecast](https://github.com/asael697/bayesforecast/blob/605cbe4363cf84c622e258971a6f722ee8fb4cb7/inst/stan/Sarima.stan#L74-L93)\n", | |
"\n", | |
"```c\n", | |
"...\n", | |
"// regression estimation\n", | |
"if(d1 > 0) mu = xreg*breg;\n", | |
"else mu = rep_vector(0.0, n);\n", | |
"\n", | |
"for(i in 1:n1){\n", | |
" mu[i] += mu0;\n", | |
" // ar estimation\n", | |
" if(p > 0) for(j in 1:p) if(i > j) mu[i] += y[i-j]*ar[j];\n", | |
" // ma estimation\n", | |
" if(q > 0) for(j in 1:q) if(i > j) mu[i] += epsilon[i-j]*ma[j];\n", | |
" // sar estimation\n", | |
" if(P > 0) for(j in 1:P) if(i >(period*j)) mu[i] += y[i-(period*j)]*sar[j];\n", | |
" // sma estimation\n", | |
" if(Q > 0) for(j in 1:Q) if(i >(period*j)) mu[i] += epsilon[i-(period*j)]*sma[j];\n", | |
" epsilon[i] = y[i] - mu[i];\n", | |
"}\n", | |
"target += normal_lpdf(epsilon|0,sigma);\n", | |
"```" | |
], | |
"metadata": { | |
"id": "1T-Q4Vahv6qi" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## `SARIMA(1,1,2)(2,0,1)[12]` likelihood implmentation in Python\n", | |
"As a baseline." | |
], | |
"metadata": { | |
"id": "dfBxviTPxKJR" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# y ~ Sarima(1,1,2)(2,0,1)[12]\n", | |
"p, d, q = (1, 1, 1)\n", | |
"P, D, Q, period = (1, 0, 1, 12)\n", | |
"# Time series data: us_monthly_birth.shape = (372,)\n", | |
"observed = us_monthly_birth[\"birth_in_thousands\"].values.copy()\n", | |
"# Integrated to seasonal order $D$\n", | |
"for _ in range(D):\n", | |
" observed = observed[period:] - observed[:-period]\n", | |
"# Integrated to order $d$\n", | |
"observed = jnp.diff(observed, n=d)\n", | |
"\n", | |
"r = max(p, q, P * period, Q * period)" | |
], | |
"metadata": { | |
"id": "sHcXIMhVuscb" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"observed.shape" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "EL3XAF9XxI7W", | |
"outputId": "c51ead0f-160d-4331-e45b-fb24eef82996" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(372,)" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 9 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"tip 1: always be extra careful of off by 1 error." | |
], | |
"metadata": { | |
"id": "D-djR0ZBFpyi" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"def sarma_likelihood(y, mu0, sigma, ar, ma, sar, sma):\n", | |
" mu = jnp.zeros_like(y) + mu0\n", | |
" epsilon = jnp.zeros_like(y)\n", | |
"\n", | |
" for i in range(y.shape[0]):\n", | |
" # ar estimation\n", | |
" if p > 0:\n", | |
" for j in range(p):\n", | |
" if i > j:\n", | |
" # mu[i] += y[i-j-1] * ar[j]\n", | |
" mu = mu.at[i].add(y[i-j-1] * ar[j])\n", | |
" # ma estimation\n", | |
" if q > 0:\n", | |
" for j in range(q):\n", | |
" if i > j:\n", | |
" mu = mu.at[i].add(epsilon[i-j-1] * ma[j])\n", | |
" # sar estimation\n", | |
" if P > 0:\n", | |
" for j in range(P):\n", | |
" if i > period*(j+1)-1:\n", | |
" mu = mu.at[i].add(y[i-period*(j+1)] * sar[j])\n", | |
" # sma estimation\n", | |
" if Q > 0:\n", | |
" for j in range(Q):\n", | |
" if i > period*(j+1)-1:\n", | |
" mu = mu.at[i].add(epsilon[i-period*(j+1)] * sma[j])\n", | |
" # epsilon[i] = y[i] - mu[i]\n", | |
" epsilon = epsilon.at[i].set(y[i] - mu[i])\n", | |
" return mu, tfd.Normal(0., sigma).log_prob(epsilon)" | |
], | |
"metadata": { | |
"id": "x3DaVzeExeHR" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"A few things to note here:\n", | |
"- https://jax.readthedocs.io/en/latest/notebooks/Common_Gotchas_in_JAX.html#array-updates-x-at-idx-set-y\n", | |
"- https://jax.readthedocs.io/en/latest/_autosummary/jax.lax.dynamic_update_slice.html" | |
], | |
"metadata": { | |
"id": "dmw7HQn5kkux" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"@tfd.JointDistributionCoroutineAutoBatched\n", | |
"def sarma_priors():\n", | |
" mu0 = yield tfd.StudentT(df=6, loc=0, scale=2.5, name='mu0')\n", | |
" sigma = yield tfd.HalfStudentT(df=7, loc=0, scale=1., name='sigma')\n", | |
"\n", | |
" ar = yield tfd.Sample(tfd.Normal(loc=0, scale=0.5), p, name='ar')\n", | |
" ma = yield tfd.Sample(tfd.Normal(loc=0, scale=0.5), q, name='ma')\n", | |
" sar = yield tfd.Sample(tfd.Normal(loc=0, scale=0.5), P, name='sar')\n", | |
" sma = yield tfd.Sample(tfd.Normal(loc=0, scale=0.5), Q, name='sma')\n", | |
"\n", | |
"rng, key = jax.random.split(rng, 2)\n", | |
"sarma_params = sarma_priors.sample(seed=key)\n", | |
"test_point = sarma_params._asdict()" | |
], | |
"metadata": { | |
"id": "XIG-d-YQzype" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"test_point" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "63ZsJG_x0yHF", | |
"outputId": "cc93c223-c93f-42e0-81fa-1c1763d28c37" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"OrderedDict([('mu0', DeviceArray(-0.2471721, dtype=float32)),\n", | |
" ('sigma', DeviceArray(1.6583023, dtype=float32)),\n", | |
" ('ar', DeviceArray([-0.7583204], dtype=float32)),\n", | |
" ('ma', DeviceArray([-0.56038624], dtype=float32)),\n", | |
" ('sar', DeviceArray([0.07924235], dtype=float32)),\n", | |
" ('sma', DeviceArray([0.2583472], dtype=float32))])" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 12 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu, lp = sarma_likelihood(observed, **test_point)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "THzG3AmB0dZO", | |
"outputId": "f47d3226-42b8-435a-9a5c-ce00fd99d865" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 9.56 s, sys: 36.6 ms, total: 9.6 s\n", | |
"Wall time: 12.9 s\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"print(lp.sum())" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "uwj0pLob-EXm", | |
"outputId": "8313f5e0-0cd3-4170-98d0-c3e7655acb18" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"-22606.155357426214\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# You can jit it but it is very slow!\n", | |
"# jax.jit(sarma_likelihood)(observed, **test_point).sum()" | |
], | |
"metadata": { | |
"id": "z2_B5N2P1wrd" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"#@title How I did the debugging\n", | |
"run_debug = False #@param {type:\"boolean\"}\n", | |
"\n", | |
"if run_debug:\n", | |
" def test_fn(y, mu0, sigma, ar, ma, sar, sma):\n", | |
" mu = jnp.zeros_like(y) + mu0\n", | |
" epsilon = jnp.zeros_like(y)\n", | |
"\n", | |
" for i in range(y.shape[0]):\n", | |
" print(f\"time point: {i}\")\n", | |
" # ar estimation\n", | |
" if p > 0:\n", | |
" for j in range(p):\n", | |
" if i > j:\n", | |
" print(f\"p {(i, j, i-j-1)}\")\n", | |
" # mu[i] += y[i-j-1] * ar[j]\n", | |
" mu = mu.at[i].add(y[i-j-1] * ar[j])\n", | |
" # ma estimation\n", | |
" if q > 0:\n", | |
" for j in range(q):\n", | |
" if i > j:\n", | |
" print(f\"q {(i, j, i-j-1)}\")\n", | |
" mu = mu.at[i].add(epsilon[i-j-1] * ma[j])\n", | |
" # sar estimation\n", | |
" if P > 0:\n", | |
" for j in range(P):\n", | |
" if i > period*(j+1)-1:\n", | |
" print(f\"P {(i, j, i-period*(j+1))}\")\n", | |
" mu = mu.at[i].add(y[i-period*(j+1)] * sar[j])\n", | |
" # sma estimation\n", | |
" if Q > 0:\n", | |
" for j in range(Q):\n", | |
" if i > period*(j+1)-1:\n", | |
" print(f\"Q {(i, j, i-period*(j+1))}\")\n", | |
" mu = mu.at[i].add(epsilon[i-period*(j+1)] * sma[j])\n", | |
" # epsilon[i] = y[i] - mu[i]\n", | |
" epsilon = epsilon.at[i].set(y[i] - mu[i])\n", | |
" print(mu[i])\n", | |
" return mu, tfd.Normal(0., sigma).log_prob(epsilon)\n", | |
"\n", | |
" mu, lp = test_fn(observed[:26], **test_point)" | |
], | |
"metadata": { | |
"id": "KC0IHvtVF9zh", | |
"cellView": "form" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"Before we start translating the implementation into Scan, let's first simplify it a bit furthur." | |
], | |
"metadata": { | |
"id": "66sZ8tb7McjE" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"r = max(p, q, P * period, Q * period)\n", | |
"\n", | |
"def sarma_likelihood_v1(y, mu0, sigma, ar, ma, sar, sma):\n", | |
" y_padded = jnp.pad(y, [r, 0], constant_values=0.)\n", | |
" mu = jnp.zeros_like(y)\n", | |
" epsilon = jnp.zeros_like(y_padded)\n", | |
"\n", | |
" for i in range(y.shape[0]):\n", | |
" i_padded = i + r\n", | |
" mu_i = mu0\n", | |
" # ar estimation\n", | |
" if p > 0:\n", | |
" slice_p = i_padded - np.arange(1, p+1)\n", | |
" mu_i += jnp.sum(y_padded[slice_p] * ar)\n", | |
" # ma estimation\n", | |
" if q > 0:\n", | |
" slice_q = i_padded - np.arange(1, q+1)\n", | |
" mu_i += jnp.sum(epsilon[slice_q] * ma)\n", | |
" # sar estimation\n", | |
" if P > 0:\n", | |
" slice_P = i_padded - np.arange(1, P+1) * period\n", | |
" mu_i += jnp.sum(y_padded[slice_P] * sar)\n", | |
" # sma estimation\n", | |
" if Q > 0:\n", | |
" slice_Q = i_padded - np.arange(1, Q+1) * period\n", | |
" mu_i += jnp.sum(epsilon[slice_Q] * sma)\n", | |
"\n", | |
" epsilon = epsilon.at[i_padded].set(y[i] - mu_i)\n", | |
" mu = mu.at[i].set(mu_i)\n", | |
" return mu, tfd.Normal(0., sigma).log_prob(epsilon[r:])" | |
], | |
"metadata": { | |
"id": "Bkh2ZvjI1KTj" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"\n", | |
"run_debug = False #@param {type:\"boolean\"}\n", | |
"\n", | |
"if run_debug:\n", | |
" def sarma_likelihood_print(y, mu0, sigma, ar, ma, sar, sma):\n", | |
" y_padded = jnp.pad(y, [r, 0], constant_values=0.)\n", | |
" index = jnp.pad(np.arange(y.shape[0]), [r, 0], constant_values=-1)\n", | |
" mu = jnp.zeros_like(y)\n", | |
" epsilon = jnp.zeros_like(y_padded)\n", | |
"\n", | |
" for i in range(y.shape[0]):\n", | |
" print(f\"time point: {i}, {mu[i]}\")\n", | |
" i_padded = i + r\n", | |
" mu_i = mu0\n", | |
" # ar estimation\n", | |
" if p > 0:\n", | |
" slice_p = i_padded - np.arange(1, p+1)\n", | |
" print(index[slice_p])\n", | |
" mu_i += jnp.sum(y_padded[slice_p] * ar)\n", | |
" # ma estimation\n", | |
" if q > 0:\n", | |
" slice_q = i_padded - np.arange(1, q+1)\n", | |
" print(index[slice_q])\n", | |
" mu_i += jnp.sum(epsilon[slice_q] * ma)\n", | |
" # sar estimation\n", | |
" if P > 0:\n", | |
" slice_P = i_padded - np.arange(1, P+1) * period\n", | |
" print(index[slice_P])\n", | |
" mu_i += jnp.sum(y_padded[slice_P] * sar)\n", | |
" # sma estimation\n", | |
" if Q > 0:\n", | |
" slice_Q = i_padded - np.arange(1, Q+1) * period\n", | |
" print(index[slice_Q])\n", | |
" mu_i += jnp.sum(epsilon[slice_Q] * sma)\n", | |
"\n", | |
" epsilon = epsilon.at[i_padded].set(y[i] - mu_i)\n", | |
" mu = mu.at[i].set(mu_i)\n", | |
" return mu, tfd.Normal(0., sigma).log_prob(epsilon[r:])\n", | |
"\n", | |
" _ = sarma_likelihood_print(observed[:26], **test_point)" | |
], | |
"metadata": { | |
"id": "ALgnlByc9Cuv", | |
"cellView": "form" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu1, lp1 = sarma_likelihood_v1(observed, **test_point)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "x1s7ERzZ60W3", | |
"outputId": "821e4af5-e1ed-45d0-82b3-d49a1366f374" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 5.54 s, sys: 24.2 ms, total: 5.56 s\n", | |
"Wall time: 7.61 s\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"np.testing.assert_allclose(mu, mu1, rtol=1e-04)\n", | |
"np.testing.assert_allclose(lp, lp1, rtol=1e-05)" | |
], | |
"metadata": { | |
"id": "KYWYcwYxLzhl" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"tip 2: move static computation outside of the loop as much as possible. Note you dont always get a speed up as after compiling (`jax.jit`) static computation are usually cached, but I still consider it to be good practice." | |
], | |
"metadata": { | |
"id": "mj6KQ4K_Oq0t" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"r = max(p, q, P * period, Q * period)\n", | |
"\n", | |
"slice_p_ = np.arange(1, p+1)\n", | |
"slice_q_ = np.arange(1, q+1)\n", | |
"slice_P_ = np.arange(1, P+1) * period\n", | |
"slice_Q_ = np.arange(1, Q+1) * period\n", | |
"\n", | |
"def sarma_likelihood_v1_(y, mu0, sigma, ar, ma, sar, sma):\n", | |
" y_padded = jnp.pad(y, [r, 0], constant_values=0.)\n", | |
" mu = jnp.zeros_like(y)\n", | |
" epsilon = jnp.zeros_like(y_padded)\n", | |
"\n", | |
" for i in range(y.shape[0]):\n", | |
" i_padded = i + r\n", | |
" mu_i = mu0\n", | |
" # ar estimation\n", | |
" if p > 0:\n", | |
" mu_i += jnp.sum(y_padded[i_padded - slice_p_] * ar)\n", | |
" # ma estimation\n", | |
" if q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - slice_q_] * ma)\n", | |
" # sar estimation\n", | |
" if P > 0:\n", | |
" mu_i += jnp.sum(y_padded[i_padded - slice_P_] * sar)\n", | |
" # sma estimation\n", | |
" if Q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - slice_Q_] * sma)\n", | |
"\n", | |
" epsilon = epsilon.at[i_padded].set(y[i] - mu_i)\n", | |
" mu = mu.at[i].set(mu_i)\n", | |
" return mu, tfd.Normal(0., sigma).log_prob(epsilon[r:])" | |
], | |
"metadata": { | |
"id": "Ab0Eb0CP_-iD" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu1, lp1 = sarma_likelihood_v1_(observed, **test_point)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "9NLDZSFtOGbc", | |
"outputId": "c333babd-54cc-484d-c5fd-f6de9d595a0f" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 4.15 s, sys: 13.2 ms, total: 4.16 s\n", | |
"Wall time: 4.91 s\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%timeit sarma_likelihood_v1(observed, **test_point)\n", | |
"%timeit sarma_likelihood_v1_(observed, **test_point)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "tXdzsey7OHTx", | |
"outputId": "5e2344e7-a5d7-4206-8125-ff97d75fefe9" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"1 loop, best of 5: 3.12 s per loop\n", | |
"1 loop, best of 5: 3.11 s per loop\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"Now we are ready to write it as `jax.lax.scan` or `jax.lax.while_loop`, we likely need the gradient of the log_prob so we choose `jax.lax.scan`.\n", | |
"\n", | |
"Worth reminding ourselves [the API fo `jax.lax.scan`](https://jax.readthedocs.io/en/latest/_autosummary/jax.lax.scan.html):\n", | |
"```python\n", | |
"def scan(f, init, xs, length=None):\n", | |
" if xs is None:\n", | |
" xs = [None] * length\n", | |
" carry = init\n", | |
" ys = []\n", | |
" for x in xs:\n", | |
" carry, y = f(carry, x)\n", | |
" ys.append(y)\n", | |
" return carry, np.stack(ys)\n", | |
"```" | |
], | |
"metadata": { | |
"id": "mmF1V0PBPeGD" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"r = max(p, q, P * period, Q * period)\n", | |
"\n", | |
"slice_p_ = np.arange(1, p+1)\n", | |
"slice_q_ = np.arange(1, q+1)\n", | |
"slice_P_ = np.arange(1, P+1) * period\n", | |
"slice_Q_ = np.arange(1, Q+1) * period\n", | |
"\n", | |
"@jax.jit\n", | |
"def sarma_likelihood_v2(y, mu0, sigma, ar, ma, sar, sma):\n", | |
" y_padded = jnp.pad(y, [r, 0], constant_values=0.)\n", | |
" epsilon = jnp.zeros_like(y_padded)\n", | |
"\n", | |
" def scan_body(epsilon, i):\n", | |
" i_padded = i + r\n", | |
" mu_i = mu0\n", | |
" # ar estimation\n", | |
" if p > 0:\n", | |
" mu_i += jnp.sum(y_padded[i_padded - slice_p_] * ar)\n", | |
" # ma estimation\n", | |
" if q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - slice_q_] * ma)\n", | |
" # sar estimation\n", | |
" if P > 0:\n", | |
" mu_i += jnp.sum(y_padded[i_padded - slice_P_] * sar)\n", | |
" # sma estimation\n", | |
" if Q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - slice_Q_] * sma)\n", | |
"\n", | |
" epsilon = epsilon.at[i_padded].set(y[i] - mu_i)\n", | |
" return epsilon, mu_i\n", | |
" \n", | |
" epsilon, mu = jax.lax.scan(scan_body, epsilon, xs=np.arange(y.shape[0]))\n", | |
" return mu, tfd.Normal(0., sigma).log_prob(epsilon[r:])" | |
], | |
"metadata": { | |
"id": "JbcLN1oDPWYE" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu2, lp2 = sarma_likelihood_v2(observed, **test_point)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "f5a29798-28f4-497a-e41e-12061454f365", | |
"id": "K6-6sg8OPWYM" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 193 ms, sys: 3.01 ms, total: 196 ms\n", | |
"Wall time: 190 ms\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu2, lp2 = sarma_likelihood_v2(observed, **test_point)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "L4jmPNgaRkPe", | |
"outputId": "51316bba-fc39-425c-ae1b-a6a1b2ab5d23" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 164 µs, sys: 3 µs, total: 167 µs\n", | |
"Wall time: 176 µs\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"np.testing.assert_allclose(mu, mu2, rtol=1e-04)\n", | |
"np.testing.assert_allclose(lp, lp2, rtol=1e-05)" | |
], | |
"metadata": { | |
"id": "Ts8nFt3hPYIm" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"At this point, we got a pretty fast implementation, before doing optimization, it is good to check whether other JAX transformation (`grad`, `vmap`, etc) also working as intended." | |
], | |
"metadata": { | |
"id": "DDZeT4-3Svzh" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"mu2, lp2 = jax.jit(sarma_likelihood_v2)(observed, **test_point)" | |
], | |
"metadata": { | |
"id": "zmZIMvCkOP0L" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"log_prob = lambda *args: sarma_likelihood_v2(*args)[-1].sum()\n", | |
"\n", | |
"flatten_val, treedef = jax.tree_flatten(test_point)\n", | |
"argnums = [i+1 for i in range(len(flatten_val))]\n", | |
"jax.grad(log_prob, argnums=argnums)(observed, *flatten_val)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "LKYVlZb5U5q4", | |
"outputId": "274d1696-666f-4765-f617-9347bce16753" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(DeviceArray(70.28591, dtype=float32),\n", | |
" DeviceArray(26400.68, dtype=float32),\n", | |
" DeviceArray([23659.94], dtype=float32),\n", | |
" DeviceArray([24148.], dtype=float32),\n", | |
" DeviceArray([18508.172], dtype=float32),\n", | |
" DeviceArray([24747.549], dtype=float32))" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 29 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"rng, key = jax.random.split(rng, 2)\n", | |
"sarma_params_batch = sarma_priors.sample(10, seed=key)\n", | |
"test_point_batch = sarma_params_batch._asdict()" | |
], | |
"metadata": { | |
"id": "z9vNJQ-6TjJw" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"flatten_val, treedef = jax.tree_flatten(test_point_batch)\n", | |
"mu_batch, lp_batch = jax.vmap(\n", | |
" sarma_likelihood_v2, in_axes=[None] + [0 for _ in flatten_val]\n", | |
" )(observed, *flatten_val)" | |
], | |
"metadata": { | |
"id": "c0pveKYNS_ur" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"mu_batch.shape" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "PKUjiJicTUdN", | |
"outputId": "9ee32e0c-136c-48a8-af52-d4058755927b" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(10, 372)" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 32 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"tip 3: there is an advantage of using PyTree, you get simplier APIs" | |
], | |
"metadata": { | |
"id": "zVm7t06JWnxB" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"r = max(p, q, P * period, Q * period)\n", | |
"\n", | |
"slice_p_ = np.arange(1, p+1)\n", | |
"slice_q_ = np.arange(1, q+1)\n", | |
"slice_P_ = np.arange(1, P+1) * period\n", | |
"slice_Q_ = np.arange(1, Q+1) * period\n", | |
"\n", | |
"@jax.jit\n", | |
"def sarma_likelihood_v2(y, sarma_params):\n", | |
" y_padded = jnp.pad(y, [r, 0], constant_values=0.)\n", | |
" epsilon = jnp.zeros_like(y_padded)\n", | |
"\n", | |
" def scan_body(epsilon, i):\n", | |
" i_padded = i + r\n", | |
" mu_i = sarma_params.mu0\n", | |
" # ar estimation\n", | |
" if p > 0:\n", | |
" mu_i += jnp.sum(y_padded[i_padded - slice_p_] * sarma_params.ar)\n", | |
" # ma estimation\n", | |
" if q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - slice_q_] * sarma_params.ma)\n", | |
" # sar estimation\n", | |
" if P > 0:\n", | |
" mu_i += jnp.sum(y_padded[i_padded - slice_P_] * sarma_params.sar)\n", | |
" # sma estimation\n", | |
" if Q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - slice_Q_] * sarma_params.sma)\n", | |
"\n", | |
" epsilon = epsilon.at[i_padded].set(y[i] - mu_i)\n", | |
" return epsilon, mu_i\n", | |
" \n", | |
" epsilon, mu = jax.lax.scan(scan_body, epsilon, xs=np.arange(y.shape[0]))\n", | |
" return mu, tfd.Normal(0., sarma_params.sigma).log_prob(epsilon[r:])" | |
], | |
"metadata": { | |
"id": "HIU8XF6KVz69" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu2, lp2 = sarma_likelihood_v2(observed, sarma_params)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "0472e387-5d98-45a1-ec6e-373e331c3321", | |
"id": "uZnG_JiAVz7G" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 175 ms, sys: 999 µs, total: 176 ms\n", | |
"Wall time: 176 ms\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu2, lp2 = sarma_likelihood_v2(observed, sarma_params)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "af3dcf20-4123-4a36-8e4c-fa709a9b6c6d", | |
"id": "ayRhxpThRqNh" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 149 µs, sys: 3 µs, total: 152 µs\n", | |
"Wall time: 160 µs\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"mu2, lp2 = jax.jit(sarma_likelihood_v2)(observed, sarma_params)\n", | |
"\n", | |
"log_prob = lambda *args: sarma_likelihood_v2(*args)[-1].sum()\n", | |
"sarma_params_grad = jax.grad(log_prob, argnums=1)(observed, sarma_params)\n", | |
"sarma_params_grad" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "QAajD2neVz7H", | |
"outputId": "b96c4f13-386b-4ae5-ad37-e0471dc7e7d7" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"StructTuple(\n", | |
" mu0=DeviceArray(70.28591, dtype=float32),\n", | |
" sigma=DeviceArray(26400.68, dtype=float32),\n", | |
" ar=DeviceArray([23659.94], dtype=float32),\n", | |
" ma=DeviceArray([24148.], dtype=float32),\n", | |
" sar=DeviceArray([18508.172], dtype=float32),\n", | |
" sma=DeviceArray([24747.549], dtype=float32)\n", | |
")" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 36 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"mu_batch, lp_batch = jax.vmap(sarma_likelihood_v2, in_axes=(None, 0))(observed, sarma_params_batch)" | |
], | |
"metadata": { | |
"id": "pU6Aesr6Vz7I" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"mu_batch.shape" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "ade43d89-c9a5-4ee8-a6f1-57995c01de6e", | |
"id": "s-bu_7ZvVz7I" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(10, 372)" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 38 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"More optimization: vectorized operation whenever possible (this exmaple is not ideal, for a more realistic example see [blackjax/#210](https://github.com/blackjax-devs/blackjax/pull/210))." | |
], | |
"metadata": { | |
"id": "Rv-tt0Nnp9rG" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"y_padded = jnp.pad(observed, [r, 0], constant_values=0.)\n", | |
"\n", | |
"def gen_ar_pred(y, p, period=1):\n", | |
" return jnp.stack([\n", | |
" jnp.pad(y[:-i*period], [i*period, 0], constant_values=0) \n", | |
" for i in range(1, p+1)\n", | |
" ])\n", | |
"\n", | |
"print(np.arange(1, 22)[None])\n", | |
"print(gen_ar_pred(np.arange(1, 22), 2))\n", | |
"print(gen_ar_pred(np.arange(1, 22), 2, period=7))" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "H97wOgL0qFmt", | |
"outputId": "939ffb10-5f46-44e1-f617-e4a6f5f6f0d6" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"[[ 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21]]\n", | |
"[[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20]\n", | |
" [ 0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19]]\n", | |
"[[ 0 0 0 0 0 0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14]\n", | |
" [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 3 4 5 6 7]]\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"r = max(p, q, P * period, Q * period)\n", | |
"\n", | |
"slice_p_ = np.arange(1, p+1)\n", | |
"slice_q_ = np.arange(1, q+1)\n", | |
"slice_P_ = np.arange(1, P+1) * period\n", | |
"slice_Q_ = np.arange(1, Q+1) * period\n", | |
"\n", | |
"@jax.jit\n", | |
"def sarma_likelihood_v3(y, sarma_params):\n", | |
" y_padded = jnp.pad(y, [r, 0], constant_values=0.)\n", | |
" epsilon = jnp.zeros_like(y_padded)\n", | |
" mu_ = jnp.zeros_like(y) + sarma_params.mu0\n", | |
" if p > 0:\n", | |
" y_pred_p = gen_ar_pred(y, p)\n", | |
" mu_ += jnp.einsum('pi,...p->...i', y_pred_p, sarma_params.ar)\n", | |
" if P > 0:\n", | |
" y_pred_P = gen_ar_pred(y, P, period=period)\n", | |
" mu_ += jnp.einsum('pi,...p->...i', y_pred_P, sarma_params.sar)\n", | |
"\n", | |
" def scan_body(epsilon, x_i):\n", | |
" mu_i, i = x_i\n", | |
" i_padded = i + r\n", | |
" # ma estimation\n", | |
" if q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - slice_q_] * sarma_params.ma)\n", | |
" # sma estimation\n", | |
" if Q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - slice_Q_] * sarma_params.sma)\n", | |
"\n", | |
" epsilon = epsilon.at[i_padded].set(y[i] - mu_i)\n", | |
" return epsilon, mu_i\n", | |
" \n", | |
" epsilon, mu = jax.lax.scan(scan_body, epsilon, xs=(mu_, np.arange(y.shape[0])))\n", | |
" return mu, tfd.Normal(0., sarma_params.sigma).log_prob(epsilon[r:])" | |
], | |
"metadata": { | |
"id": "ejJDNHkeTWsl" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu3, lp3 = sarma_likelihood_v3(observed, sarma_params)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "kw5p8P1rPw_7", | |
"outputId": "00507b9b-2083-4eb2-b420-d50f5487666b" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 182 ms, sys: 7.99 ms, total: 190 ms\n", | |
"Wall time: 187 ms\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu3, lp3 = sarma_likelihood_v3(observed, sarma_params)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "MPpm6r6AP6Cd", | |
"outputId": "90adb697-d7a1-4f78-ea15-ff99b575e8be" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 216 µs, sys: 4 µs, total: 220 µs\n", | |
"Wall time: 153 µs\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"np.testing.assert_allclose(mu, mu3, rtol=1e-04)\n", | |
"np.testing.assert_allclose(lp, lp3, rtol=1e-04)" | |
], | |
"metadata": { | |
"id": "PrhMfVE2i-n6" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"tip 4: think about static parameters - using a Class or a Python function that takes the static parameter and generate the likelihood function\n", | |
"\n", | |
"Modified from https://bayesiancomputationbook.com/notebooks/chp_06.html#sarimax-class" | |
], | |
"metadata": { | |
"id": "0-4q8aGrTe8Q" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"from functools import partial\n", | |
"import numpy as np\n", | |
"from statsmodels.tsa.statespace.tools import diff as tsa_diff\n", | |
"from tensorflow_probability.python.internal import distribution_util\n", | |
"from tensorflow_probability.python.internal import prefer_static as ps\n", | |
"\n", | |
"\n", | |
"class SARIMAX:\n", | |
" # Similar to https://www.statsmodels.org/stable/generated/statsmodels.tsa.statespace.sarimax.SARIMAX.html\n", | |
" # with simple differencing\n", | |
" def __init__(self,\n", | |
" observed,\n", | |
" design_matrix=None,\n", | |
" order=(1, 0, 0),\n", | |
" seasonal_order=(0, 0, 0, 0),\n", | |
" dtype=np.float32\n", | |
" ):\n", | |
" \"\"\"\n", | |
" SARIMAX Likelihood for univariate time series\n", | |
" \n", | |
" order - (p,d,q)\n", | |
" seasonal_order - (P,D,Q,s)\n", | |
" \"\"\"\n", | |
" # Static parameters\n", | |
" self.p, self.d, self.q = order\n", | |
" self.P, self.D, self.Q, self.period = seasonal_order\n", | |
"\n", | |
" if self.period <= 1:\n", | |
" self.P, self.D, self.Q = 0, 0, 0\n", | |
"\n", | |
" self.r = max(self.p, self.q, \n", | |
" self.P * self.period, self.Q * self.period)\n", | |
"\n", | |
" # Simple differencing\n", | |
" observed_diff = tsa_diff(\n", | |
" observed,\n", | |
" k_diff=self.d,\n", | |
" k_seasonal_diff=self.D,\n", | |
" seasonal_periods=self.period)\n", | |
" self.y = jnp.asarray(observed_diff, dtype=dtype)\n", | |
" self.n_timepoint = observed_diff.shape[0]\n", | |
"\n", | |
" # Dynamic regression\n", | |
" self.design_matrix = None\n", | |
" if design_matrix is not None:\n", | |
" assert ps.rank(design_matrix) >= 2\n", | |
" assert ps.shape(design_matrix)[-2] == observed.shape[-1]\n", | |
"\n", | |
" design_matrix_diff = tsa_diff(\n", | |
" design_matrix,\n", | |
" k_diff=self.d,\n", | |
" k_seasonal_diff=self.D,\n", | |
" seasonal_periods=self.period)\n", | |
"\n", | |
" if not np.testing.assert_allclose(design_matrix_diff, 0):\n", | |
" self.design_matrix = jnp.asarray(design_matrix_diff, dtype=dtype)\n", | |
"\n", | |
" self.dtype = dtype\n", | |
" self.set_up_index()\n", | |
" \n", | |
" def set_up_index(self):\n", | |
" self.slice_p = np.arange(1, self.p+1)\n", | |
" self.slice_q = np.arange(1, self.q+1)\n", | |
" self.slice_P = np.arange(1, self.P+1) * self.period\n", | |
" self.slice_Q = np.arange(1, self.Q+1) * self.period\n", | |
" \n", | |
" def gen_prior(self):\n", | |
" bij = tfb.Sigmoid(low=-1, high=jnp.ones([], dtype=dtype))\n", | |
" zero = jnp.zeros([], dtype=dtype)\n", | |
"\n", | |
" @tfd.JointDistributionCoroutineAutoBatched\n", | |
" def sarma_priors():\n", | |
" mu0 = yield tfd.StudentT(df=6, loc=zero, scale=2.5, name='mu0')\n", | |
" sigma = yield tfd.HalfStudentT(df=7, loc=zero, scale=1., name='sigma')\n", | |
"\n", | |
" if self.design_matrix is not None: # regression coefficients\n", | |
" beta = yield tfd.Sample(tfd.Normal(loc=zero, scale=10), \n", | |
" self.design_matrix.shape[-1],\n", | |
" name='betas')\n", | |
"\n", | |
" if self.p > 0:\n", | |
" ar = yield tfd.Sample(bij(tfd.Normal(loc=zero, scale=0.5)), self.p, name='ar')\n", | |
" \n", | |
" if self.q > 0:\n", | |
" ma = yield tfd.Sample(bij(tfd.Normal(loc=zero, scale=0.5)), self.q, name='ma')\n", | |
"\n", | |
" if self.P > 0:\n", | |
" sar = yield tfd.Sample(bij(tfd.Normal(loc=zero, scale=0.5)), self.P, name='sar')\n", | |
"\n", | |
" if self.Q > 0:\n", | |
" sma = yield tfd.Sample(bij(tfd.Normal(loc=zero, scale=0.5)), self.Q, name='sma')\n", | |
"\n", | |
" return sarma_priors\n", | |
"\n", | |
" @partial(jax.jit, static_argnums=(0,))\n", | |
" def _log_prob(self, y, sarma_params):\n", | |
" y_padded = jnp.pad(y, [self.r, 0], constant_values=0.)\n", | |
" epsilon = jnp.zeros_like(y_padded)\n", | |
" mu = jnp.zeros_like(y) + sarma_params.mu0\n", | |
"\n", | |
" if self.design_matrix is not None: # regression coefficients\n", | |
" mu += jnp.einsum('ib,...b->i...', self.design_matrix, sarma_params.betas)\n", | |
"\n", | |
" def scan_body(epsilon, x_i):\n", | |
" y_i, mu_i, i = x_i\n", | |
" i_padded = i + self.r\n", | |
" # ar estimation\n", | |
" if self.p > 0:\n", | |
" mu_i += jnp.sum(y_padded[i_padded - self.slice_p] * sarma_params.ar)\n", | |
" # ma estimation\n", | |
" if self.q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - self.slice_q] * sarma_params.ma)\n", | |
" # sar estimation\n", | |
" if self.P > 0:\n", | |
" mu_i += jnp.sum(y_padded[i_padded - self.slice_P] * sarma_params.sar)\n", | |
" # sma estimation\n", | |
" if self.Q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - self.slice_Q] * sarma_params.sma)\n", | |
"\n", | |
" epsilon = epsilon.at[i_padded].set(y_i - mu_i)\n", | |
" return epsilon, mu_i\n", | |
" \n", | |
" epsilon, mu = jax.lax.scan(\n", | |
" scan_body, epsilon, xs=(y, mu, np.arange(self.n_timepoint))\n", | |
" )\n", | |
" log_prob = tfd.Normal(0., sarma_params.sigma).log_prob(epsilon[self.r:])\n", | |
" return mu, log_prob\n", | |
" \n", | |
" @partial(jax.jit, static_argnums=(0,))\n", | |
" def log_prob(self, sarma_params):\n", | |
" _, log_prob_val = self._log_prob(self.y, sarma_params)\n", | |
" return jnp.sum(log_prob_val, axis=-1)\n", | |
" \n", | |
" @partial(jax.jit, static_argnums=(0,))\n", | |
" def log_prob_elementwise(self, sarma_params):\n", | |
" mu, _ = self._log_prob(self.y, sarma_params)\n", | |
" return tfd.Normal(mu, sarma_params.sigma).log_prob(self.y)" | |
], | |
"metadata": { | |
"id": "x8zIH5beTt0z", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "5ae9b93f-b32c-407c-b8b1-ca29b681e5fd" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"/usr/local/lib/python3.7/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", | |
" import pandas.util.testing as tm\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"sarimax = SARIMAX(\n", | |
" observed=us_monthly_birth[\"birth_in_thousands\"].values.copy(),\n", | |
" order=(p, d, q),\n", | |
" seasonal_order=(P, D, Q, period),\n", | |
" dtype=dtype\n", | |
")" | |
], | |
"metadata": { | |
"id": "wwRpXMw7fgtG" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu4, lp4 = sarimax._log_prob(sarimax.y, sarma_params)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "3c93611e-70ab-432f-b13a-a6c43c660e62", | |
"id": "BtYmWavmgDp1" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 206 ms, sys: 6.99 ms, total: 213 ms\n", | |
"Wall time: 216 ms\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"%%time\n", | |
"mu4, lp4 = sarimax._log_prob(sarimax.y, sarma_params)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "8b7df97f-5dbb-4987-83e1-29d43b5d2c7b", | |
"id": "ZjvejzjlgDp-" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"CPU times: user 143 µs, sys: 0 ns, total: 143 µs\n", | |
"Wall time: 153 µs\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"np.testing.assert_allclose(mu, mu4, rtol=1e-04)\n", | |
"np.testing.assert_allclose(lp, lp4, rtol=1e-04)" | |
], | |
"metadata": { | |
"id": "Ypv94D9zigOb" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"plt.plot(np.stack([mu, mu1, mu2, mu3, mu4]).T);\n", | |
"# plt.plot(observed, 'r');\n", | |
"# plt.plot(np.stack([lp, lp1, lp2, lp3, lp4]).T);" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 508 | |
}, | |
"id": "zy725LnJx8xw", | |
"outputId": "e20b40ee-87ea-4483-8208-325ae2aa1492" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 720x480 with 1 Axes>" | |
], | |
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\n" | |
}, | |
"metadata": { | |
"image/png": { | |
"width": 731, | |
"height": 491 | |
} | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"p, d, q = (1, 0, 1)\n", | |
"P, D, Q, period = (2, 0, 2, 12)\n", | |
"\n", | |
"sarimax = SARIMAX(\n", | |
" observed=us_monthly_birth[\"birth_in_thousands\"],\n", | |
" order=(p, d, q),\n", | |
" seasonal_order=(P, D, Q, period),\n", | |
" dtype=dtype\n", | |
")\n", | |
"prior = sarimax.gen_prior()\n", | |
"rng, key = jax.random.split(rng, 2)\n", | |
"x0 = prior.sample(seed=key)" | |
], | |
"metadata": { | |
"id": "KPQjPFjbPp4L" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"@partial(jax.jit, static_argnums=(0, 1, 2, 3, 4))\n", | |
"def sarma_likelihood_test(p, q, P, Q, period, y, sarma_params):\n", | |
" r = max(p, q, P * period, Q * period)\n", | |
" slice_p_ = np.arange(1, p+1)\n", | |
" slice_q_ = np.arange(1, q+1)\n", | |
" slice_P_ = np.arange(1, P+1) * period\n", | |
" slice_Q_ = np.arange(1, Q+1) * period\n", | |
" y_padded = jnp.pad(y, [r, 0], constant_values=0.)\n", | |
" epsilon = jnp.zeros_like(y_padded)\n", | |
" mu = jnp.zeros_like(y) + sarma_params.mu0\n", | |
" n_timepoint = y.shape[0]\n", | |
"\n", | |
" def scan_body(epsilon, x_i):\n", | |
" y_i, mu_i, i = x_i\n", | |
" i_padded = i + r\n", | |
" # ar estimation\n", | |
" if p > 0:\n", | |
" mu_i += jnp.sum(y_padded[i_padded - slice_p_] * sarma_params.ar)\n", | |
" # ma estimation\n", | |
" if q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - slice_q_] * sarma_params.ma)\n", | |
" # sar estimation\n", | |
" if P > 0:\n", | |
" mu_i += jnp.sum(y_padded[i_padded - slice_P_] * sarma_params.sar)\n", | |
" # sma estimation\n", | |
" if Q > 0:\n", | |
" mu_i += jnp.sum(epsilon[i_padded - slice_Q_] * sarma_params.sma)\n", | |
"\n", | |
" epsilon = epsilon.at[i_padded].set(y_i - mu_i)\n", | |
" return epsilon, mu_i\n", | |
" \n", | |
" epsilon, mu = jax.lax.scan(\n", | |
" scan_body, epsilon, xs=(y, mu, np.arange(n_timepoint))\n", | |
" )\n", | |
" log_prob = tfd.Normal(0., sarma_params.sigma).log_prob(epsilon[r:])\n", | |
" return mu, log_prob\n", | |
"\n", | |
"mu_pred0, _ = sarma_likelihood_test(p, q, P, Q, period, sarimax.y, x0)" | |
], | |
"metadata": { | |
"id": "ns6cIolV5_fY" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"mu_pred1, log_prob_val = sarimax._log_prob(sarimax.y, x0)\n", | |
"# plt.plot(sarimax.y)\n", | |
"plt.plot(mu_pred0[:150]);\n", | |
"plt.plot(mu_pred1[:150], ls='--');" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 508 | |
}, | |
"id": "AXiHv89LPvyH", | |
"outputId": "e0b664da-d0ad-4055-f255-5a49cca5cb5b" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 720x480 with 1 Axes>" | |
], | |
"image/png": 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} | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"Other tips:\n", | |
"- For multiple ragged time series, it is better to padded the shorter series with 0 or NaN, and use mask when computing the loss.\n", | |
" - Padding+masking is actually very powerful, for example you can use that to train different configuration of model with different parameter length\n" | |
], | |
"metadata": { | |
"id": "jIY8iDN4bAuq" | |
} | |
} | |
] | |
} |
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