Rlang-QQ-0.2.0.0: examples/ihaskell3.ipynb
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"cells": [
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"cell_type": "markdown",
"metadata": {},
"source": [
"# Multiple plots with Rlang-QQ\n",
"An example of `Rlang-QQ-0.1.2.0`, which supports multiple figures.\n",
"\n",
"First a pile of imports needed:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
":set -XQuasiQuotes -XTupleSections -XViewPatterns\n",
"import IHaskell.Display -- shouldn't be needed but it turns out that it is essential\n",
"import IHaskell.Display.Rlangqq () -- to check it's installed\n",
"import Data.Monoid\n",
"import Control.Applicative\n",
"import Data.List"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Rlang-QQ saves intermediate files. There is some code\n",
"hidden in `IHaskell.Display.RlangQQ` and `RlangQQ.ParseKnitted`\n",
"which gets those messages/warnings/plots."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Just some more of the same integration stuff that may be easier to think about because it's written in haskell"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"-- | trapezoid rule. doesn't reuse previous values\n",
"trap :: Fractional a\n",
" => (a -> a) -- ^ function\n",
" -> a -- ^ lower bound\n",
" -> a -- ^ upepr bound\n",
" -> Int -- ^ number of panels to divide the interval into\n",
" -> a -- ^ integral approximation\n",
"trap f a b n =\n",
" let h = (b - a) / fromIntegral n\n",
" xs = take (n-1) $ iterate (h+) (a+h)\n",
" -- easier to see as [a+h, a+2*h .. b-h])\n",
" -- but some interval arithmetic doesn't support [a..b]\n",
" in h * foldl' (\\s x -> s + f x) ((f a + f b) / 2) xs"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"improve :: Fractional a\n",
" => Int -- n\n",
" -> a -- O(h^n) estimate with step size h/2\n",
" -> a -- O(h^n) estimate with step size h\n",
" -> a -- O(h^(n+1)) estimate\n",
"improve n x y = let c = 4^(n-1) in (c*x - y) / (c - 1)\n",
"\n",
"rombM :: Fractional a\n",
" => (a -> a)\n",
" -> a\n",
" -> a\n",
" -> [[a]]\n",
"rombM f a b =\n",
" let is = map (\\n -> trap f a b (2^n)) [0..]\n",
" in map snd\n",
" $ iterate\n",
" (\\(n,s) -> (n+1, zipWith (improve n) (tail s) s))\n",
" (2,is)\n",
"\n",
"romb :: Fractional a\n",
" => (a -> a)\n",
" -> a\n",
" -> a\n",
" -> [a] -- successive approximations\n",
"romb f a b = map head $ rombM f a b"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"xs = take 5 $ romb exp 0 1 :: [Double]\n",
"\n",
"print xs"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"[1.8591409142295225,1.7188611518765928,1.7182826879247577,1.7182818287945305,1.7182818284590786]"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sse <- do\n",
" [pun| (sse) |] <- [rDisp|\n",
" m <- lm( log($(xs) / (exp(1)-1)) ~ I(1:length($(xs))))\n",
" plot(m, which=1:2)\n",
" print(predict(m))\n",
" hs_sse <- sum( resid(m)^2 )\n",
" |]\n",
" return (sse :: Double)\n",
"() -- needed to force a display"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"()"
]
},
{
"metadata": {},
"output_type": "display_data",
"text": []
},
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\">\n"
],
"metadata": {},
"output_type": "display_data",
"text": [
"<img 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\">"
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\">\n"
],
"metadata": {},
"output_type": "display_data",
"text": [
"<img 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\">"
]
},
{
"metadata": {},
"output_type": "display_data",
"text": []
},
{
"metadata": {},
"output_type": "display_data",
"text": []
},
{
"metadata": {},
"output_type": "display_data",
"text": [
" 1 2 3 4 5 \n",
" 4.741e-02 3.162e-02 1.583e-02 3.381e-05 -1.576e-02"
]
},
{
"metadata": {},
"output_type": "display_data",
"text": []
},
{
"metadata": {},
"output_type": "display_data",
"text": []
},
{
"metadata": {},
"output_type": "display_data",
"text": []
},
{
"metadata": {},
"output_type": "display_data"
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sse"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"2.4619397033555017e-3"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}