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PCM20210820_SICP_1.3.4_ProceduresAsReturnedValues.jl
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### A Pluto.jl notebook ###
# v0.19.11
using Markdown
using InteractiveUtils
# ╔═╡ 50cbd85a-2a84-4f2c-836b-7a121a2f4a89
using Plots
# ╔═╡ 3ab9a060-01a8-11ec-26b0-f58b434fab4c
md"
======================================================================================
### SICP: [1.3.4 Procedures As Returned Values](https://sarabander.github.io/sicp/html/1_002e3.xhtml#g_t1_002e3_002e4)
###### file: PCM20210820\_SICP\_1.3.4\_ProceduresAsReturnedValues.jl
###### Julia/Pluto.jl-code (1.8.0/19.11) by PCM *** 2022/08/26 ***
======================================================================================
"
# ╔═╡ a378aca9-2d79-4124-bea6-ba62ab1c3d83
md"
---
#### 1.3.4.1 Square and cube root as fix points
$$\sqrt \; : x \mapsto y \in \{y \;|\; (y > 0) \land (y^2 = x)\}$$
$$\sqrt \; : x \mapsto f(x)$$
$$f(x) := x/y$$
---
"
# ╔═╡ e4443263-e26f-462e-b11a-294fbd259e9a
md"
##### 1.3.4.1.1 SICP-Scheme-like *functional* Julia
"
# ╔═╡ 3df9dd3c-058b-47b6-b39d-570443cc51b9
function averageDamp(f)
average(x, y) = /(+(x, y), 2)
function (x) # definition of anonymous function λ
average(x, f(x))
end # λ
end # function averageDamp
# ╔═╡ 2a56d3e3-bb2e-4382-864c-9d3c099cb177
square(x) = ^(x, 2)
# ╔═╡ 53b7806d-489d-45ba-80a9-17bf9ebfc434
averageDamp(square)(10) # two '(' and two ')'
# ╔═╡ f5a15cb0-a039-43a1-ba4c-2674e672e6ff
(averageDamp(square))(10) # three '(' and three ')'
# ╔═╡ 81ecbeb5-7c4d-40e8-aeb1-2386277de71d
((averageDamp(square))(10)) # three '(' and three ')'
# ╔═╡ 1fc90de5-9e3d-417b-8475-1ae507eb355c
(averageDamp(square)(10)) # three '(' and three ')'
# ╔═╡ 73c57933-68f8-4e92-8a2a-edf4da95d723
md"
---
##### Cube root as fix point:
$$^3\sqrt \; : x \mapsto y \in \{y \;|\; (y>0) \land (y^3 = x)\}$$
$$^3\sqrt \; : x \mapsto g(x)$$
$$g(x) = x/y^2$$
---
"
# ╔═╡ f05fca2a-638f-47f3-9b64-b1845b4169c7
md"
---
##### 1.3.4.1.2 idiomatic *imperative* Julia ...
###### ... with self-defined abstrac type 'FloatOrInteger', while, ...
"
# ╔═╡ 9b740450-2b0f-4955-a2c7-06b926cd7191
FloatOrSigned = Union{AbstractFloat, Signed}
# ╔═╡ 061844e7-ff4d-4697-9179-7470ca4a0f19
tolerance = 1.0E-6
# ╔═╡ 744ed935-2298-467b-8042-a4ff00f3e40c
function fixedPoint3(f::Function, first_guess::FloatOrSigned)::FloatOrSigned
#----------------------------------------------
close_enough(v1, v2) = abs(v1-v2) < tolerance
#----------------------------------------------
guess = first_guess
next = f(guess)
while !close_enough(guess, next)
guess = next
next = f(guess)
end
next
end
# ╔═╡ 78462eeb-5f46-48e8-bb0e-a09a35914955
mySqrt1(x) =
fixedPoint3(averageDamp(function(y) /(x, y) end), 1.0)
# ╔═╡ 9481d639-2588-4980-b89c-3973b430aa19
mySqrt1(2.0)
# ╔═╡ 1341a65e-4036-4cb4-8c11-51b53abe2c81
mySqrt1(9.0)
# ╔═╡ 50f7fbb2-2b0d-4248-bb9b-5e5539a0ed02
mySqrt1(1000.0)
# ╔═╡ 84279927-18e6-4dce-b622-d7394243162c
mySqrt1(1000.0)^2
# ╔═╡ 8de553b3-28b4-4c72-b1cf-f3420d9df62e
let (x, average) = (2.0, (x, y) -> (x + y)/2.0)
let fixPoint = fixedPoint3(averageDamp(function(y) x/y end), 1.0)
plot(y->x/y, [0.5:0.1:4.0], size=(500, 500),line=:darkblue, xlim=(-0.5, 4), aspect_ratio=1, framestyle=:zerolines, title="sqrt($x) := f-point($x): {y|y >0, y->$x/y}")
plot!([fixPoint, fixPoint], [-0.5, +2], line=(2, :magenta))
plot!([-0.5, +2], [fixPoint, fixPoint], line=(2, :magenta))
end
end
# ╔═╡ 90dde354-4e26-41c4-8a45-c94f2d524b41
let (x, average) = (9.0, (x, y) -> (x + y)/2.0)
let fixPoint = fixedPoint3(averageDamp(function(y) x/y end), 1.0)
plot(y->x/y, [0.5:0.1:9.0], size=(500, 500),line=:darkblue, xlim=(-0.5, 9), aspect_ratio=1, framestyle=:zerolines, title="sqrt($x) := f-point($x): {y|y>0, y->$x/y}")
plot!([fixPoint, fixPoint], [-0.5, +4], line=(2, :magenta))
plot!([-0.5, +4], [fixPoint, fixPoint], line=(2, :magenta))
end
end
# ╔═╡ 3b884275-d00c-44d6-82dc-93fdd164ef84
myCubeRoot(x) =
fixedPoint3(averageDamp(function(y) /(x, ^(y, 2)) end), 1.0)
# ╔═╡ b68f57d8-632c-44e8-b01f-97896eb61a87
myCubeRoot(8)
# ╔═╡ 4e9d7bdc-a11a-4a5e-8ce8-eb6729f8bb22
let (x, average) = (8.0, (x, y) -> (x + y)/2.0)
let fixPoint = myCubeRoot(x)
plot(y->x/y^2, [0.5:0.1:9.0], size=(500, 500),line=:darkblue, xlim=(-0.5, 9), aspect_ratio=1, framestyle=:zerolines, title="cube-rt($x):=f-point($x):{y|y>0,y->$x/y^2}")
plot!([fixPoint, fixPoint], [-0.5, +4], line=(2, :magenta))
plot!([-0.5, +4], [fixPoint, fixPoint], line=(2, :magenta))
end
end
# ╔═╡ 476b8f63-3e5c-4ff4-9913-52d45cfbf5d2
myCubeRoot(1000)
# ╔═╡ 8c2f1771-6e34-4f5c-8bc3-6c44efcbd831
^(myCubeRoot(1000), 3)
# ╔═╡ 0f2fb30c-953c-4763-82ea-63cc7b655283
md"
---
#### 1.3.4.2 [Newton's method](https://mitpress.mit.edu/sites/default/files/sicp/full-text/book/book-Z-H-12.html#%_sec_1.3.4)
#### 1.3.4.2.1 SICP-Scheme-like *functional* Julia
"
# ╔═╡ 9721c79d-3108-4822-8e4e-6cf1832043c1
md"
###### if $$x \mapsto g(x)$$ is a differentiable function then the root $$x$$ of $$g(x)=0$$ is the fixed point of $$x \mapsto f(x)$$ , where:
$$f(x) = x - \frac{g(x)}{Dg(x)}$$
###### and $$Dg(x)$$ is the derivative of $$g(x)$$ evaluated at $$x$$:
$$Dg(x) = \frac{g(x+dx)-g(x)}{dx}\;.$$
"
# ╔═╡ adb7ddea-c6f1-4fdb-8ee8-d88f9d66245b
dx = 1.0E-5
# ╔═╡ a98ed3b7-3c29-43a2-b286-96201a90e3b0
md"
###### 1st (default) *untyped* method of function 'deriv'
"
# ╔═╡ 9cebf2db-98d3-45ff-a6c0-9aee5eef8800
function deriv(g) # higher order function
x -> /(-(g(+(x, dx), g(x))), dx) # return of anonymous function
end # function deriv
# ╔═╡ 5fd66bfc-79ed-4418-bb25-2c76ea5f85bc
cube(x) = ^(x, 3)
# ╔═╡ bf3e45d1-f1b4-4629-87ac-c8a201231486
md"
---
$$\frac{d x^3}{dx}=3x^2$$
---
"
# ╔═╡ cb39b588-c563-47cf-ac08-a128439982ea
md"
---
###### higher-order function *newtonTransform*:
$$f(x) := x - \frac{g(x)}{Dg(x)}$$
---
"
# ╔═╡ 632e3dcc-12ac-40f9-8175-8ca3c5f149c9
md"
###### 1st (default) *untyped* method of function 'newtonTransform'
"
# ╔═╡ c46bff7d-97b5-4ea6-983f-34a90bf994a4
md"
###### 1st (default) *untyped* method of function 'newtonsMethod'
"
# ╔═╡ 66dd1ad7-4d0e-4ced-bb5f-81b3cae32a3a
md"
###### Abstractions and first-class procedures
"
# ╔═╡ 2477acc6-2c99-41c6-8df9-e5d96b343686
md"
###### 1st (default) *untyped* method of function 'fixedPointOfTransform'
"
# ╔═╡ 7ea6c3cc-acf8-4264-bd38-c9e688540bec
function fixedPointOfTransform(g, transform, guess)
fixedPoint3(transform(g), guess)
end # function fixedPointOfTransform
# ╔═╡ d07869fd-7609-4944-a000-eb771cca1084
md"
---
##### 1.3.4.2.2 idiomatic *imperative* or *typed* Julia
"
# ╔═╡ c28ec2c2-db7b-4486-b0b2-9bd4ddf88e5a
md"
###### 2nd (specialized) *typed* method of function 'deriv'
"
# ╔═╡ b46d2660-b9b5-483f-a23e-fb54e8da978d
function deriv(g::Function)::Function # higher order function
x -> (g(x + dx) - g(x))/dx # return of anonymous function
end # function deriv
# ╔═╡ da57e720-bc7c-4d88-839b-bc6be801fd04
deriv(cube)(5) # should be 3*5^2 = 3*25 = 75
# ╔═╡ 3f410f9f-88a0-420d-8b24-46b0ddc03ec9
function newtonTransform(g)
x -> x - /(g(x), deriv(cube))(x)
end # function newtonTransform
# ╔═╡ 17690bef-d073-4059-9326-1cbbdd04838c
md"
###### 2nd (specialized) *typed* method of function 'newtonTransform'
"
# ╔═╡ 1c6986f9-3fb7-4b5b-9602-c61c78aa2ab8
function newtonTransform(g::Function)::Function
x -> x - g(x)/deriv(cube)(x)
end # function newtonTransform
# ╔═╡ 3ba4a946-4955-4ddd-91d4-a2a9b6254931
function newtonsMethod(g, guess)
fixedPoint3(newtonTransform(g), guess)
end # newtonsMethod
# ╔═╡ bee17d7c-beb7-41ff-93c6-671528798b07
md"
###### 2nd (specialized) *typed* method of function 'newtonsMethod'
"
# ╔═╡ cfd15032-261a-49b5-8b48-5d8a5d61263c
function newtonsMethod(g::Function, guess::FloatOrSigned)::FloatOrSigned
fixedPoint3(newtonTransform(g), guess)
end # function newtonsMethod
# ╔═╡ e2adc870-3c6f-4976-984a-ee25191f37ac
function mySqrt2(x)
newtonsMethod(y -> -(^(y, 2), x), 1.0)
end # function mySqrt2
# ╔═╡ 8c45df3f-7677-417f-93ec-951cd7e42407
mySqrt2(2.0)
# ╔═╡ 670e471e-4a07-45e3-a912-170c94bb3743
mySqrt2(9.0)
# ╔═╡ 6b08ae2f-68fb-4ff1-9489-2a28da1e635b
mySqrt2(1000.0)
# ╔═╡ 76818ee1-925c-40db-9117-734a6127c2b7
^(mySqrt2(1000.0), 2)
# ╔═╡ aa829480-9608-448d-bf3d-d5bff22a0a7f
let (x, average) = (2.0, (x, y) -> (x + y)/2.0)
let fixPoint = newtonsMethod(y -> y^2 - x, 1.0)
plot(y->x/y, [0.5:0.1:4.0], size=(500, 500),line=:darkblue, xlim=(-0.5, 4), aspect_ratio=1, framestyle=:zerolines, title="sqrt($x) := f-point($x): {y|y>0, y->$x/y}")
plot!([fixPoint, fixPoint], [-0.5, +2], line=(2, :magenta))
plot!([-0.5, +2], [fixPoint, fixPoint], line=(2, :magenta))
end
end
# ╔═╡ 6c7c3dda-27b6-4674-b83d-b38f7d050416
let (x, average) = (9.0, (x, y) -> (x + y)/2.0)
let fixPoint = newtonsMethod(y -> y^2 - x, 1.0)
plot(y->x/y, [0.5:0.1:4.0], size=(500, 500),line=:darkblue, xlim=(-0.5, 4), aspect_ratio=1, framestyle=:zerolines, title="sqrt($x) := f-point($x): {y|y >0, y->$x/y}")
plot!([fixPoint, fixPoint], [-0.5, +4], line=(2, :magenta))
plot!([-0.5, +4], [fixPoint, fixPoint], line=(2, :magenta))
end
end
# ╔═╡ ebcf1358-dbc0-4c6e-9a16-67da0144aa49
md"
###### 2nd (specialized) *typed* method of function 'fixedPointOfTransform'
"
# ╔═╡ 2bd909d0-69b7-40ff-b51b-7330e3f7bb22
function fixedPointOfTransform(g::Function, transform::Function, guess::FloatOrSigned)::FloatOrSigned
fixedPoint3(transform(g), guess)
end # function fixedPointOfTransform
# ╔═╡ e1e9e42c-4f18-4460-8d10-4242922ffa32
function mySqrt3(x)
fixedPointOfTransform(y -> /(x, y), averageDamp, 1.0)
end # function mySqrt3
# ╔═╡ 7be65548-fd6f-4df7-9ac5-8613d7b4252d
mySqrt3(2.0)
# ╔═╡ 7575ace3-5894-494b-9fd2-d2559f7b67cf
mySqrt3(9.0)
# ╔═╡ 0e3f8751-c551-4264-8016-810ed7348281
mySqrt3(1000.0)
# ╔═╡ 0f84bc85-ff1a-4578-a320-c8fcddd80596
^(mySqrt3(1000.0), 2)
# ╔═╡ 108a414a-f2df-4944-8a17-2b392cd35375
let (x, average) = (2.0, (x, y) -> (x + y)/2.0)
let fixPoint = fixedPointOfTransform(y -> x/y, averageDamp, 1.0)
plot(y->x/y, [0.5:0.1:4.0], size=(500, 500),line=:darkblue, xlim=(-0.5, 4), aspect_ratio=1, framestyle=:zerolines, title="sqrt($x) := f-point($x): {y|y>0, y->$x/y}")
plot!([fixPoint, fixPoint], [-0.5, +2], line=(2, :magenta))
plot!([-0.5, +2], [fixPoint, fixPoint], line=(2, :magenta))
end
end
# ╔═╡ 881062cb-646a-49c9-a983-ff95b5df51a1
let (x, average) = (9.0, (x, y) -> (x + y)/2.0)
let fixPoint = fixedPointOfTransform(y -> x/y, averageDamp, 1.0)
plot(y->x/y, [0.5:0.1:4.0], size=(500, 500),line=:darkblue, xlim=(-0.5, 4), aspect_ratio=1, framestyle=:zerolines, title="sqrt($x) := f-point($x): {y|y>0, y->$x/y}")
plot!([fixPoint, fixPoint], [-0.5, +4], line=(2, :magenta))
plot!([-0.5, +4], [fixPoint, fixPoint], line=(2, :magenta))
end
end
# ╔═╡ 5790449c-19c6-4a54-b4e1-2178724aecaa
md"
##### References
- **Abelson, H., Sussman, G.J. & Sussman, J.**, Structure and Interpretation of Computer Programs, Cambridge, Mass.: MIT Press, (2/e), 1996, [https://sarabander.github.io/sicp/](https://sarabander.github.io/sicp/), last visit 2022/08/26
"
# ╔═╡ f03d6c69-ace6-4f91-8f47-685474177934
md"
---
##### end of ch. 1.3.4
====================================================================================
This is a **draft** under the [Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/) license. Comments, suggestions for improvement and bug reports are welcome: **claus.moebus(@)uol.de**
====================================================================================
"
# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
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# ╔═╡ 00000000-0000-0000-0000-000000000002
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