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AWScostimator.jl
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AWScostimator.jl
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### A Pluto.jl notebook ###
# v0.17.1
using Markdown
using InteractiveUtils
# This Pluto notebook uses @bind for interactivity. When running this notebook outside of Pluto, the following 'mock version' of @bind gives bound variables a default value (instead of an error).
macro bind(def, element)
quote
local iv = try Base.loaded_modules[Base.PkgId(Base.UUID("6e696c72-6542-2067-7265-42206c756150"), "AbstractPlutoDingetjes")].Bonds.initial_value catch; b -> missing; end
local el = $(esc(element))
global $(esc(def)) = Core.applicable(Base.get, el) ? Base.get(el) : iv(el)
el
end
end
# ╔═╡ 352e93f4-429d-11ec-239d-2798768ab4c8
begin
using PlutoUI
using Plots
using Printf
end
# ╔═╡ 38f96e05-48fd-4083-b240-487c2e421a90
md"""
-----------------------------------
### AWS Cost Estimator
©2021, Kabam Robotics of Singapore
"""
# ╔═╡ 15ab57f0-d5d0-473f-8642-0268e76ab501
plotly()
# ╔═╡ ef188cb5-1c6b-4211-b94f-58fe14c2aea1
begin
bot_slider = @bind 🤖 html"<input type=range min=1 max=10 value=5>"
#botcount=🤖
#botstring=repeat("🤖",$(🤖))
md"""
-----------------------------------
##### How many bots are we running?
bots: 1 $(bot_slider) 10
"""
end
# ╔═╡ 9ab4704e-ecf2-4015-a9ec-201ec5cd51f8
md"""
We have $(🤖) bots on-site!
"""
# ╔═╡ 4fd41325-64a2-4948-b9d1-26cb3301bdbe
repeat('🤖',🤖)
# ╔═╡ 01b37f2c-14bd-4a7b-b578-aef5c21dfb01
md"""
##### How many missions does one bot run a day?
"""
# ╔═╡ 51603761-406e-4283-a07a-656e472d0b8a
Daily = @bind Daily NumberField(1:8, default=2)
# ╔═╡ 7b30678d-63cd-4df4-8210-7d630eed40cd
md"""
##### How many hours is each average mission?
"""
# ╔═╡ f9605919-818f-4f06-9396-c6a95ee38747
AvgMissionTime = @bind AvgMissionTime NumberField(1:3, default=1)
# ╔═╡ 3685d09c-2896-4233-80c5-1f9d9c806bf5
md"""
##### Which vision modules will you run?
`Facial Recognition & Matching = ` $(@bind facmat html"<input type=checkbox >")
`Mask and PPE Detector = ` $(@bind mskdet html"<input type=checkbox >")
`Facial Recognition & Matching (fully-masked) = ` $(@bind mskfacmat html"<input type=checkbox >")
`Crowding and Distancing detection = ` $(@bind crwdet html"<input type=checkbox >")
`Abandoned Baggage Detection = ` $(@bind bags html"<input type=checkbox >")
`Idle Cars = ` $(@bind cars html"<input type=checkbox >")
`Flow of Human Traffic Counter = ` $(@bind peepcnt html"<input type=checkbox >")
`Bespoke KabamVision™ Module = ` $(@bind kbmvis html"<input type=checkbox >")
"""
# ╔═╡ 65c4f30e-7d7d-4eef-a78d-f2e61b91cb00
optslist=[facmat,mskdet,mskfacmat,crwdet,bags,cars,peepcnt,kbmvis];
# ╔═╡ a576afca-414c-475b-94f2-fdd8f8e5116a
optioncount=sum(optslist);
# ╔═╡ fe72f7dc-247e-4a53-b8c6-bc51bc7ac436
md"""
**$optioncount** SageMaker modules selected
"""
# ╔═╡ 29195aa6-f9c5-4ceb-8708-ae2fa28a66ba
md"""
##### Which AWS Instance are we using?
All listed types are **ONE GPU** except for p2.16x. Generally a higher x instance type of the same class has more CPU threads and more RAM. We assume g4dn.x, the lowest-cost instance type, to be able to support at least one module of live inference.
###### Pending: Real-time vs Asynchronous price differentiation
`AWSType = ` $(@bind awspick html"<select><option value='1'>g4dn.x</option><option value='2'>g4dn.2x</option><option value='3'>g4dn.4x</option><option value='4'>g4dn.8x</option><option value='5'>g4dn.16x</option><option value='6'>p2.x</option><option value='7'>p3.2x</option><option value='8'>p2.16x</option></select>")
Hourly AWS rate per instance per hour in dollars:
"""
# ╔═╡ 24be0601-338b-4d60-a3dd-79fcf9d7eaee
if awspick=="1"
awsrate=1.0304
elseif awspick=="2"
awsrate=1.315
elseif awspick=="3"
awsrate=2.106
elseif awspick=="4"
awsrate=3.806
elseif awspick=="5"
awsrate=7.611
elseif awspick=="6"
awsrate=2.147
elseif awspick=="7"
awsrate=5.293
elseif awspick=="8"
awsrate=31.611
end
# ╔═╡ 214e7399-d558-4ce4-a714-67c50eb74c79
cognislurm=25000;
# ╔═╡ 8129d2dc-62aa-41e2-bef1-b637b6e26296
md"""
--------------------------------
## Plotting
"""
# ╔═╡ 6ad23213-e982-4573-9619-44a32fc2819e
years = [2022:2031];
# ╔═╡ 478e9605-416e-475b-b9f6-86368440adbc
awscosts=[Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3,Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3*2,Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3*3,Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3*4,Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3*5,Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3*6,Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3*7,Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3*8,Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3*9,Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3*10];
# ╔═╡ 365017aa-842c-4551-a439-1cfb24c61d70
cognislurmcosts=[cognislurm,cognislurm,cognislurm,2*cognislurm,2*cognislurm,2*cognislurm,2*cognislurm,3*cognislurm,3*cognislurm,3*cognislurm];
# ╔═╡ e08d74cf-6954-4530-9f9f-fe53f5470182
begin
plot(years,awscosts,label="AWS")
plot!(years,cognislurmcosts,label="CogniSLURM")
end
# ╔═╡ 832b2a69-655e-4284-8696-65d73711b6d8
md"""
------------------------------------
Based on your settings:
In a week, one 🤖 performs missions for **$(Daily*AvgMissionTime*7) hours**
and total site mission time per week is **$(Daily*AvgMissionTime*7*🤖) hours**
"""
# ╔═╡ 4c17a490-66d7-471b-9533-a1c6adc0218a
md"""
Estimated **total site** AWS costs for the predicted use rates are:
**Per week:\$ $(Daily*AvgMissionTime*7*🤖*optioncount*awsrate)**
**Per month:\$ $(Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4)**
**Per quarter:\$ $(Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3)**
**Per year:\$ $(Daily*AvgMissionTime*7*🤖*optioncount*awsrate*4*3*3)**
"""
# ╔═╡ 2f7e7ee7-6b18-40ae-9980-39d87cca0984
hrly_cost=(optioncount*awsrate);
# ╔═╡ dc481aee-4d82-43e7-9dbe-b0b9afb29a2c
md"""
-------------------------------
#### Estimated Sagemaker costs per **individual** 🤖/hr (\$ for one hour on one robot):
\$**$hrly_cost**
-------------------------------
"""
# ╔═╡ 05ba4b87-25da-4bde-81a6-b2f2c04d9794
md"""
#### Assumptions
One model will require one SageMaker instance on one endpoint.
There is a possibility that this can be reduced (pending Amazon input)
**Storage has yet to be factored**
"""
# ╔═╡ 0fd3f796-80b1-433c-b775-5449613184c7
md"""
------------------------------------------------
### CogniSLURM option
Current 3080 prices: ~\$3000 (source: https://www.newegg.com/p/pl?N=100007709%20601357282%20601357261)
Frame and fixed build costs: ~\$2000
Assume 6 GPU + Frame + Assembly + Maintenance + Power
==>**Unit cost: ~\$25,000**
Assume new build every 30 months
"""
# ╔═╡ cd97aa0a-bd72-42f4-a8c1-73146ecb186d
# ╔═╡ f5184f31-1223-4174-8cc2-4b774c148296
# ╔═╡ 03ae64c6-1d3d-4477-a7b5-e08e09d2b6a6
# ╔═╡ ce1e91f5-99a9-4489-8ad8-dc6d63c55310
# ╔═╡ 58e1d2f6-4259-409c-bc5a-1236eab3d1d5
# ╔═╡ b3d0f7af-963d-48a1-a886-b868a4da312f
# ╔═╡ 4eeb2f0f-6c08-48c3-b904-d946e49a8082
# ╔═╡ f5c5bce5-469b-4b87-aa59-c8f0a63820c6
# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
[compat]
Plots = "~1.23.5"
PlutoUI = "~0.7.19"
"""
# ╔═╡ 00000000-0000-0000-0000-000000000002
PLUTO_MANIFEST_TOML_CONTENTS = """
# This file is machine-generated - editing it directly is not advised
[[AbstractPlutoDingetjes]]
deps = ["Pkg"]
git-tree-sha1 = "0bc60e3006ad95b4bb7497698dd7c6d649b9bc06"
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[[Adapt]]
deps = ["LinearAlgebra"]
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[[ArgTools]]
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[[ChainRulesCore]]
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[[Compat]]
deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"]
git-tree-sha1 = "dce3e3fea680869eaa0b774b2e8343e9ff442313"
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