Command line

.hyperspace.yaml

@@ -0,0 +1,3 @@
+site: summit
+
+num_iters: 20

examples/configs/gbm.yaml

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+name: gbm
+
+parameters:
+
+  max_depth:
+    low:  2
+    high: 10
+
+  learning_rate:
+    low:  0.10 
+    high: 1.0 

examples/notebooks/parser.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from hyperspace.api.config import ModelConfig\n",
+    "from hyperspace.internal.parser import Parser"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test0 = \"{'a': 1, 'b': 2, 'c': {'d': 3}}\"\n",
+    "test1 = \"{x: {y: !param xxx}}\"\n",
+    "test2 = \"\"\"{\n",
+    "    param0: {low: 0., high: 10},\n",
+    "    param1: {low: 11, high: 20.},\n",
+    "    param3: [one, two, three]\n",
+    "}\"\"\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Parser.register()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'a': 1, 'b': 2, 'c': {'d': 3}}"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Parser.parse(test0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "out = Parser.parse(test1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Parameter(name=xxx)"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "out['x']['y']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "params = Parser.parse(test2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'param0': {'low': 0.0, 'high': 10},\n",
+       " 'param1': {'low': 11, 'high': 20.0},\n",
+       " 'param3': ['one', 'two', 'three']}"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "value: 0.0, type: <class 'float'>\n",
+      "value: 10, type: <class 'int'>\n",
+      "value: 11, type: <class 'int'>\n",
+      "value: 20.0, type: <class 'float'>\n",
+      "value: one, type: <class 'str'>\n",
+      "value: two, type: <class 'str'>\n",
+      "value: three, type: <class 'str'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "for _, v in params.items():\n",
+    "    if isinstance(v, dict):\n",
+    "        for _, value in v.items():\n",
+    "            print(f'value: {value}, type: {type(value)}')\n",
+    "    else:\n",
+    "        for value in v:\n",
+    "            print(f'value: {value}, type: {type(value)}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}