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# Characters const SUITCHAR=collect("CDHSN") const CARDCHAR=collect("23456789TJQKA") const HEXCHAR=collect("0123456789ABCDEF") const PLAYERCHAR=collect("WNES") hex2int(c::Char)=(c <= '9' ? c - '0' : c - '7') int2hex(i::Integer)=HEXCHAR[i+1] # Trump suits const CLUBS=1 const DIAMONDS=2 const HEARTS=3 const SPADES=4 const NOTRUMP=5 # Regular bids are represented by integers 1:35 const TRUMPBIDS=35 makebid(level,suit)=(5*(level-1)+suit) bidlevel(bid)=1+div(bid-1,5) bidtrump(bid)=mod1(bid,5) bidtrumpchar(bid)=SUITCHAR[bidtrump(bid)] bidlevelchar(bid)='0'+bidlevel(bid) # Cards makecard(suit,value)=(value + 13*(suit-1)) cardvalue(card)=mod1(card,13) cardsuit(card)=1+div(card-1,13) cardvaluechar(card)=CARDCHAR[cardvalue(card)] cardsuitchar(card)=SUITCHAR[cardsuit(card)] # Three extra bids const PASS=36 const DOUBLE=37 const REDOUBLE=38 const NUMBIDS=38 # Players const WEST=1 const NORTH=2 const EAST=3 const SOUTH=4 # Double dummy data # using StaticArrays # struct DoubleDummy2 # hands::SVector{4,UInt64} # Using 52 bits of UInt64 to encode a hand # results::SMatrix{4,5,UInt8} # (4,5) array of NS tricks # end
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using Dates include("../structures.jl") include("../util/util.jl") include("../util/logger.jl") function fetchData!(store::DataStore, attribute::DataAttribute) throw("Unknown data provider $(typeof(attribute))") end include("sysstat.jl") include("aws.jl")
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function get_perm(str::String) p = Array(Int, length(str)) for (i,c) in enumerate(str) p[i] = char2ind(c) end p end const ENIGMA_ROTORS = [ Rotor(get_perm("EKMFLGDQVZNTOWYHXUSPAIBRCJ"), Int[2]), #char2ind('Q')]), # I Rotor(get_perm("AJDKSIRUXBLHWTMCQGZNPYFVOE"), Int[5]), # char2ind('E')]), # II Rotor(get_perm("BDFHJLCPRTXVZNYEIWGAKMUSQO"), Int[char2ind('V')]), # III Rotor(get_perm("ESOVPZJAYQUIRHXLNFTGKDCMWB"), Int[char2ind('J')]), # IV Rotor(get_perm("VZBRGITYUPSDNHLXAWMJQOFECK"), Int[char2ind('Z')]), # V Rotor(get_perm("JPGVOUMFYQBENHZRDKASXLICTW"), Int[char2ind('Z'), char2ind('M')]), # VI Rotor(get_perm("NZJHGRCXMYSWBOUFAIVLPEKQDT"), Int[char2ind('Z'), char2ind('M')]), # VII Rotor(get_perm("FKQHTLXOCBJSPDZRAMEWNIUYGV"), Int[char2ind('Z'), char2ind('M')]), # VIII ] const ENIGMA_REFLECTORS = [ Reflector(get_perm("YRUHQSLDPXNGOKMIEBFZCWVJAT")), # b Reflector(get_perm("FVPJIAOYEDRZXWGCTKUQSBNMHL")), # c Reflector(get_perm("ENKQAUYWJICOPBLMDXZVFTHRGS")), # b - thin Reflector(get_perm("RDOBJNTKVEHMLFCWZAXGYIPSUQ")), # c - thin ] function get_M3_enigma( ref::Char, # 'B' or 'C' wheels::Tuple{Int, Int, Int}, rotor_pos::String, # the starting rotor positions, ex: "DVM" plugboard_str::String=""; # ex: "BI GP HK LD MO RT VS WZ XN YJ" emulate_double_stepping::Bool=true, ) if ref == 'B' reflector = ENIGMA_REFLECTORS[1] elseif ref == 'C' reflector = ENIGMA_REFLECTORS[2] else error("unknown reflector $ref") end rotors = ENIGMA_ROTORS[[wheels[3], wheels[2], wheels[1]]] rotors[1].rotor_position = rotor_pos[3]-'A' rotors[2].rotor_position = rotor_pos[2]-'A' rotors[3].rotor_position = rotor_pos[1]-'A' plugboard = Plugboard(collect(1:26)) plugboard_str = replace(plugboard_str, " ", "") i = 1 while i < length(plugboard_str) a = char2ind(plugboard_str[i]) b = char2ind(plugboard_str[i+1]) plugboard.perm[a] = b plugboard.perm[b] = a i += 2 end alphabet = collect('A':'Z') Enigma(plugboard, rotors, reflector, alphabet, emulate_double_stepping) end function encode!(enigma::Enigma, input::String) output = "" for c in input output = output * string(ind2char(encode!(enigma, char2ind(c)))) end output end let enigma = get_M3_enigma('B', (1,2,3), "AAA") input = "THEQ"*"UICK"*"BROW"*"NFOX"*"JUMP"*"EDOV"*"ERTH"*"ELAZ"*"YDOG" output = "OPCI"*"LLAZ"*"FXLQ"*"TDNL"*"GGLE"*"YOHH"*"CJGA"*"XWTW"*"AMBH" @assert encode!(enigma, input) == output enigma = get_M3_enigma('B', (1,2,3), "AAA") @assert encode!(enigma, output) == input enigma = get_M3_enigma('B', (1,2,3), "AAA") input2 = "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA" output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pred = replace(encode!(enigma, input2), " ", "") @assert pred == output enigma = get_M3_enigma('B', (3,5,8), "MCJ") output2 = "JFHJ"*"BXOD"*"IIZK"*"CHJU"*"TGOL"*"FIYX"*"RSLF"*"KKPO"*"JVRO" @assert encode!(enigma, input) == output2 enigma = get_M3_enigma('B', (3,5,8), "MCJ") @assert encode!(enigma, output2) == input enigma = get_M3_enigma('C', (8,2,4), "PXM", "AB CY ET FQ HZ LG MJ OK US WX") output3 = "ULQC"*"XYXN"*"JMKV"*"FNAO"*"IVZS"*"OFTW"*"GQBB"*"XNWW"*"BIYS" @assert encode!(enigma, input) == output3 enigma = get_M3_enigma('C', (8,2,4), "PXM", "AB CY ET FQ HZ LG MJ OK US WX") @assert encode!(enigma, output3) == input end
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export Adam """ Adam Adam Optimizer # References * Kingma and Ba, ["Adam: A Method for Stochastic Optimization"](http://arxiv.org/abs/1412.6980v8), ICLR 2015. """ mutable struct Adam alpha::Float64 beta1::Float64 beta2::Float64 eps::Float64 states::IdDict end Adam() = Adam(0.001, 0.9, 0.999, 1e-8, IdDict()) Adam(alpha)= Adam(alpha, 0.9, 0.999, 1e-8, IdDict()) function (opt::Adam)(param::Array{T}, grad::Array{T}) where T @assert length(param) == length(grad) state = get!(opt.states, param, nothing) if state == nothing m, v, t = zeros(param), zeros(grad), 1 else m::Array{T}, v::Array{T}, t::Int = state end BLAS.scale!(T(opt.beta1), m) BLAS.axpy!(T(1.0 - opt.beta1), grad, m) BLAS.scale!(T(opt.beta2), v) @inbounds for i = 1:length(grad) grad[i] = grad[i] * grad[i] end BLAS.axpy!(T(1.0 - opt.beta2), grad, v) fix1 = 1.0 - opt.beta1 ^ t fix2 = 1.0 - opt.beta2 ^ t rate = opt.alpha * sqrt(fix2) / fix1 @inbounds for i = 1:length(param) param[i] -= rate * m[i] / (sqrt(v[i]) + T(opt.eps)) end opt.states[param] = (m, v, t + 1) fill!(grad, T(0.0)) end (opt::Adam)(x::Var) = opt(x.data, x.grad) function update_slow!(opt::Adam, param::Array{T}, grad::Array{T}) where T state = get!(opt.states, param, nothing) if state == nothing m, v, t = zeros(param), zeros(grad), 1 else m::Array{T}, v::Array{T}, t::Int = state end m += (1.0 - opt.beta1) * (grad - m) v += (1.0 - opt.beta2) * (grad .* grad - v) fix1 = 1.0 - opt.beta1 ^ t fix2 = 1.0 - opt.beta2 ^ t rate = opt.alpha * sqrt(fix2) / fix1 for i = 1:length(param) param[i] -= rate * m[i] / (sqrt(v[i]) + T(opt.eps)) end opt.states[param] = (m, v, t + 1) fill!(grad, T(0.0)) end
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#==============================================================================# # Athena.jl # # This file is generated from: # https://github.com/aws/aws-sdk-js/blob/master/apis/athena-2017-05-18.normal.json #==============================================================================# __precompile__() module Athena using AWSCore """ using AWSSDK.Athena.batch_get_named_query batch_get_named_query([::AWSConfig], arguments::Dict) batch_get_named_query([::AWSConfig]; NamedQueryIds=) using AWSCore.Services.athena athena([::AWSConfig], "BatchGetNamedQuery", arguments::Dict) athena([::AWSConfig], "BatchGetNamedQuery", NamedQueryIds=) # BatchGetNamedQuery Operation Returns the details of a single named query or a list of up to 50 queries, which you provide as an array of query ID strings. Use [ListNamedQueries](@ref) to get the list of named query IDs. If information could not be retrieved for a submitted query ID, information about the query ID submitted is listed under [UnprocessedNamedQueryId](@ref). Named queries are different from executed queries. Use [BatchGetQueryExecution](@ref) to get details about each unique query execution, and [ListQueryExecutions](@ref) to get a list of query execution IDs. # Arguments ## `NamedQueryIds = [::String, ...]` -- *Required* An array of query IDs. # Returns `BatchGetNamedQueryOutput` # Exceptions `InternalServerException` or `InvalidRequestException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/BatchGetNamedQuery) """ @inline batch_get_named_query(aws::AWSConfig=default_aws_config(); args...) = batch_get_named_query(aws, args) @inline batch_get_named_query(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "BatchGetNamedQuery", args) @inline batch_get_named_query(args) = batch_get_named_query(default_aws_config(), args) """ using AWSSDK.Athena.batch_get_query_execution batch_get_query_execution([::AWSConfig], arguments::Dict) batch_get_query_execution([::AWSConfig]; QueryExecutionIds=) using AWSCore.Services.athena athena([::AWSConfig], "BatchGetQueryExecution", arguments::Dict) athena([::AWSConfig], "BatchGetQueryExecution", QueryExecutionIds=) # BatchGetQueryExecution Operation Returns the details of a single query execution or a list of up to 50 query executions, which you provide as an array of query execution ID strings. To get a list of query execution IDs, use [ListQueryExecutions](@ref). Query executions are different from named (saved) queries. Use [BatchGetNamedQuery](@ref) to get details about named queries. # Arguments ## `QueryExecutionIds = [::String, ...]` -- *Required* An array of query execution IDs. # Returns `BatchGetQueryExecutionOutput` # Exceptions `InternalServerException` or `InvalidRequestException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/BatchGetQueryExecution) """ @inline batch_get_query_execution(aws::AWSConfig=default_aws_config(); args...) = batch_get_query_execution(aws, args) @inline batch_get_query_execution(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "BatchGetQueryExecution", args) @inline batch_get_query_execution(args) = batch_get_query_execution(default_aws_config(), args) """ using AWSSDK.Athena.create_named_query create_named_query([::AWSConfig], arguments::Dict) create_named_query([::AWSConfig]; Name=, Database=, QueryString=, <keyword arguments>) using AWSCore.Services.athena athena([::AWSConfig], "CreateNamedQuery", arguments::Dict) athena([::AWSConfig], "CreateNamedQuery", Name=, Database=, QueryString=, <keyword arguments>) # CreateNamedQuery Operation Creates a named query. For code samples using the AWS SDK for Java, see [Examples and Code Samples](http://docs.aws.amazon.com/athena/latest/ug/code-samples.html) in the *Amazon Athena User Guide*. # Arguments ## `Name = ::String` -- *Required* The plain language name for the query. ## `Description = ::String` A brief explanation of the query. ## `Database = ::String` -- *Required* The database to which the query belongs. ## `QueryString = ::String` -- *Required* The text of the query itself. In other words, all query statements. ## `ClientRequestToken = ::String` A unique case-sensitive string used to ensure the request to create the query is idempotent (executes only once). If another `CreateNamedQuery` request is received, the same response is returned and another query is not created. If a parameter has changed, for example, the `QueryString`, an error is returned. **Important** > This token is listed as not required because AWS SDKs (for example the AWS SDK for Java) auto-generate the token for users. If you are not using the AWS SDK or the AWS CLI, you must provide this token or the action will fail. # Returns `CreateNamedQueryOutput` # Exceptions `InternalServerException` or `InvalidRequestException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/CreateNamedQuery) """ @inline create_named_query(aws::AWSConfig=default_aws_config(); args...) = create_named_query(aws, args) @inline create_named_query(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "CreateNamedQuery", args) @inline create_named_query(args) = create_named_query(default_aws_config(), args) """ using AWSSDK.Athena.delete_named_query delete_named_query([::AWSConfig], arguments::Dict) delete_named_query([::AWSConfig]; NamedQueryId=) using AWSCore.Services.athena athena([::AWSConfig], "DeleteNamedQuery", arguments::Dict) athena([::AWSConfig], "DeleteNamedQuery", NamedQueryId=) # DeleteNamedQuery Operation Deletes a named query. For code samples using the AWS SDK for Java, see [Examples and Code Samples](http://docs.aws.amazon.com/athena/latest/ug/code-samples.html) in the *Amazon Athena User Guide*. # Arguments ## `NamedQueryId = ::String` -- *Required* The unique ID of the query to delete. # Returns `DeleteNamedQueryOutput` # Exceptions `InternalServerException` or `InvalidRequestException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/DeleteNamedQuery) """ @inline delete_named_query(aws::AWSConfig=default_aws_config(); args...) = delete_named_query(aws, args) @inline delete_named_query(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "DeleteNamedQuery", args) @inline delete_named_query(args) = delete_named_query(default_aws_config(), args) """ using AWSSDK.Athena.get_named_query get_named_query([::AWSConfig], arguments::Dict) get_named_query([::AWSConfig]; NamedQueryId=) using AWSCore.Services.athena athena([::AWSConfig], "GetNamedQuery", arguments::Dict) athena([::AWSConfig], "GetNamedQuery", NamedQueryId=) # GetNamedQuery Operation Returns information about a single query. # Arguments ## `NamedQueryId = ::String` -- *Required* The unique ID of the query. Use [ListNamedQueries](@ref) to get query IDs. # Returns `GetNamedQueryOutput` # Exceptions `InternalServerException` or `InvalidRequestException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/GetNamedQuery) """ @inline get_named_query(aws::AWSConfig=default_aws_config(); args...) = get_named_query(aws, args) @inline get_named_query(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "GetNamedQuery", args) @inline get_named_query(args) = get_named_query(default_aws_config(), args) """ using AWSSDK.Athena.get_query_execution get_query_execution([::AWSConfig], arguments::Dict) get_query_execution([::AWSConfig]; QueryExecutionId=) using AWSCore.Services.athena athena([::AWSConfig], "GetQueryExecution", arguments::Dict) athena([::AWSConfig], "GetQueryExecution", QueryExecutionId=) # GetQueryExecution Operation Returns information about a single execution of a query. Each time a query executes, information about the query execution is saved with a unique ID. # Arguments ## `QueryExecutionId = ::String` -- *Required* The unique ID of the query execution. # Returns `GetQueryExecutionOutput` # Exceptions `InternalServerException` or `InvalidRequestException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/GetQueryExecution) """ @inline get_query_execution(aws::AWSConfig=default_aws_config(); args...) = get_query_execution(aws, args) @inline get_query_execution(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "GetQueryExecution", args) @inline get_query_execution(args) = get_query_execution(default_aws_config(), args) """ using AWSSDK.Athena.get_query_results get_query_results([::AWSConfig], arguments::Dict) get_query_results([::AWSConfig]; QueryExecutionId=, <keyword arguments>) using AWSCore.Services.athena athena([::AWSConfig], "GetQueryResults", arguments::Dict) athena([::AWSConfig], "GetQueryResults", QueryExecutionId=, <keyword arguments>) # GetQueryResults Operation Returns the results of a single query execution specified by `QueryExecutionId`. This request does not execute the query but returns results. Use [StartQueryExecution](@ref) to run a query. # Arguments ## `QueryExecutionId = ::String` -- *Required* The unique ID of the query execution. ## `NextToken = ::String` The token that specifies where to start pagination if a previous request was truncated. ## `MaxResults = ::Int` The maximum number of results (rows) to return in this request. # Returns `GetQueryResultsOutput` # Exceptions `InternalServerException` or `InvalidRequestException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/GetQueryResults) """ @inline get_query_results(aws::AWSConfig=default_aws_config(); args...) = get_query_results(aws, args) @inline get_query_results(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "GetQueryResults", args) @inline get_query_results(args) = get_query_results(default_aws_config(), args) """ using AWSSDK.Athena.list_named_queries list_named_queries([::AWSConfig], arguments::Dict) list_named_queries([::AWSConfig]; <keyword arguments>) using AWSCore.Services.athena athena([::AWSConfig], "ListNamedQueries", arguments::Dict) athena([::AWSConfig], "ListNamedQueries", <keyword arguments>) # ListNamedQueries Operation Provides a list of all available query IDs. For code samples using the AWS SDK for Java, see [Examples and Code Samples](http://docs.aws.amazon.com/athena/latest/ug/code-samples.html) in the *Amazon Athena User Guide*. # Arguments ## `NextToken = ::String` The token that specifies where to start pagination if a previous request was truncated. ## `MaxResults = ::Int` The maximum number of queries to return in this request. # Returns `ListNamedQueriesOutput` # Exceptions `InternalServerException` or `InvalidRequestException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/ListNamedQueries) """ @inline list_named_queries(aws::AWSConfig=default_aws_config(); args...) = list_named_queries(aws, args) @inline list_named_queries(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "ListNamedQueries", args) @inline list_named_queries(args) = list_named_queries(default_aws_config(), args) """ using AWSSDK.Athena.list_query_executions list_query_executions([::AWSConfig], arguments::Dict) list_query_executions([::AWSConfig]; <keyword arguments>) using AWSCore.Services.athena athena([::AWSConfig], "ListQueryExecutions", arguments::Dict) athena([::AWSConfig], "ListQueryExecutions", <keyword arguments>) # ListQueryExecutions Operation Provides a list of all available query execution IDs. For code samples using the AWS SDK for Java, see [Examples and Code Samples](http://docs.aws.amazon.com/athena/latest/ug/code-samples.html) in the *Amazon Athena User Guide*. # Arguments ## `NextToken = ::String` The token that specifies where to start pagination if a previous request was truncated. ## `MaxResults = ::Int` The maximum number of query executions to return in this request. # Returns `ListQueryExecutionsOutput` # Exceptions `InternalServerException` or `InvalidRequestException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/ListQueryExecutions) """ @inline list_query_executions(aws::AWSConfig=default_aws_config(); args...) = list_query_executions(aws, args) @inline list_query_executions(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "ListQueryExecutions", args) @inline list_query_executions(args) = list_query_executions(default_aws_config(), args) """ using AWSSDK.Athena.start_query_execution start_query_execution([::AWSConfig], arguments::Dict) start_query_execution([::AWSConfig]; QueryString=, ResultConfiguration=, <keyword arguments>) using AWSCore.Services.athena athena([::AWSConfig], "StartQueryExecution", arguments::Dict) athena([::AWSConfig], "StartQueryExecution", QueryString=, ResultConfiguration=, <keyword arguments>) # StartQueryExecution Operation Runs (executes) the SQL query statements contained in the `Query` string. For code samples using the AWS SDK for Java, see [Examples and Code Samples](http://docs.aws.amazon.com/athena/latest/ug/code-samples.html) in the *Amazon Athena User Guide*. # Arguments ## `QueryString = ::String` -- *Required* The SQL query statements to be executed. ## `ClientRequestToken = ::String` A unique case-sensitive string used to ensure the request to create the query is idempotent (executes only once). If another `StartQueryExecution` request is received, the same response is returned and another query is not created. If a parameter has changed, for example, the `QueryString`, an error is returned. **Important** > This token is listed as not required because AWS SDKs (for example the AWS SDK for Java) auto-generate the token for users. If you are not using the AWS SDK or the AWS CLI, you must provide this token or the action will fail. ## `QueryExecutionContext = ["Database" => ::String]` The database within which the query executes. ## `ResultConfiguration = [ ... ]` -- *Required* Specifies information about where and how to save the results of the query execution. ``` ResultConfiguration = [ "OutputLocation" => <required> ::String, "EncryptionConfiguration" => [ "EncryptionOption" => <required> "SSE_S3", "SSE_KMS" or "CSE_KMS", "KmsKey" => ::String ] ] ``` # Returns `StartQueryExecutionOutput` # Exceptions `InternalServerException`, `InvalidRequestException` or `TooManyRequestsException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/StartQueryExecution) """ @inline start_query_execution(aws::AWSConfig=default_aws_config(); args...) = start_query_execution(aws, args) @inline start_query_execution(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "StartQueryExecution", args) @inline start_query_execution(args) = start_query_execution(default_aws_config(), args) """ using AWSSDK.Athena.stop_query_execution stop_query_execution([::AWSConfig], arguments::Dict) stop_query_execution([::AWSConfig]; QueryExecutionId=) using AWSCore.Services.athena athena([::AWSConfig], "StopQueryExecution", arguments::Dict) athena([::AWSConfig], "StopQueryExecution", QueryExecutionId=) # StopQueryExecution Operation Stops a query execution. For code samples using the AWS SDK for Java, see [Examples and Code Samples](http://docs.aws.amazon.com/athena/latest/ug/code-samples.html) in the *Amazon Athena User Guide*. # Arguments ## `QueryExecutionId = ::String` -- *Required* The unique ID of the query execution to stop. # Returns `StopQueryExecutionOutput` # Exceptions `InternalServerException` or `InvalidRequestException`. See also: [AWS API Documentation](https://docs.aws.amazon.com/goto/WebAPI/athena-2017-05-18/StopQueryExecution) """ @inline stop_query_execution(aws::AWSConfig=default_aws_config(); args...) = stop_query_execution(aws, args) @inline stop_query_execution(aws::AWSConfig, args) = AWSCore.Services.athena(aws, "StopQueryExecution", args) @inline stop_query_execution(args) = stop_query_execution(default_aws_config(), args) end # module Athena #==============================================================================# # End of file #==============================================================================#
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include("../src/RichVehicleRoutingProblem.jl") const RVRP = RichVehicleRoutingProblem using Test include("unit_tests/unit_tests.jl") unit_tests()
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include(joinpath("structures", "cluster.jl")) include(joinpath("structures", "dataitem.jl")) include(joinpath("structures", "eva.jl")) include(joinpath("structures", "fittedeva.jl"))
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import GeometryBasics """ struct Mesh{N, T, PT <: Polyhedron{T}} <: GeometryBasics.GeometryPrimitive{N, T} polyhedron::PT coordinates::Union{Nothing, Vector{GeometryBasics.Point{3, T}}} faces::Union{Nothing, Vector{GeometryBasics.TriangleFace{Int}}} normals::Union{Nothing, Vector{GeometryBasics.Point{3, T}}} end Mesh wrapper type that inherits from `GeometryPrimitive` to be used for plotting a polyhedron. Note that `Mesh(p)` is type unstable but one can use `Mesh{3}(p)` instead if it is known that `p` is defined in a 3-dimensional space. """ mutable struct Mesh{N, T, PT <: Polyhedron{T}} <: GeometryBasics.GeometryPrimitive{N, T} polyhedron::PT coordinates::Union{Nothing, Vector{GeometryBasics.Point{N, T}}} faces::Union{Nothing, Vector{GeometryBasics.TriangleFace{Int}}} normals::Union{Nothing, Vector{GeometryBasics.Point{N, T}}} end function Mesh{N}(polyhedron::Polyhedron{T}) where {N, T} return Mesh{N, T, typeof(polyhedron)}(polyhedron, nothing, nothing, nothing) end function Mesh(polyhedron::Polyhedron, ::StaticArrays.Size{N}) where N return Mesh{N[1]}(polyhedron) end function Mesh(polyhedron::Polyhedron, N::Int) # This is type unstable but there is no way around that, # use polyhedron built from StaticArrays vector to avoid that. return Mesh{N}(polyhedron) end function Mesh(polyhedron::Polyhedron) return Mesh(polyhedron, FullDim(polyhedron)) end function fulldecompose!(mesh::Mesh) if mesh.coordinates === nothing mesh.coordinates, mesh.faces, mesh.normals = fulldecompose(mesh) end return end # Creates a scene for the vizualisation to be used to truncate the lines and rays function scene(vr::VRep, ::Type{T}) where T # First compute the smallest rectangle containing the P-representation (i.e. the points). (xmin, xmax) = extrema(map((x)->x[1], points(vr))) (ymin, ymax) = extrema(map((x)->x[2], points(vr))) (zmin, zmax) = extrema(map((x)->x[3], points(vr))) width = max(xmax-xmin, ymax-ymin, zmax-zmin) if width == zero(T) width = 2 end scene = GeometryBasics.HyperRectangle{3, T}([(xmin + xmax) / 2 - width, (ymin + ymax) / 2 - width, (zmin + zmax) / 2 - width], 2 * width * ones(T, 3)) # Intersection of rays with the limits of the scene (start, r) -> begin ray = coord(r) λ = nothing min_scene = minimum(scene) max_scene = maximum(scene) for i in 1:3 r = ray[i] if !iszero(r) cur = max((min_scene[i] - start[i]) / r, (max_scene[i] - start[i]) / r) if λ === nothing || cur < λ λ = cur end end end start + λ * ray end end function _isdup(zray, triangles) for tri in triangles normal = tri[2] if isapproxzero(cross(zray, normal)) && dot(zray, normal) > 0 # If A[j,:] is almost 0, it is always true... # parallel and equality or inequality and same sense return true end end false end _isdup(poly, hidx, triangles) = _isdup(get(poly, hidx).a, triangles) function fulldecompose(poly_geom::Mesh{3}, ::Type{T}) where T poly = poly_geom.polyhedron exit_point = scene(poly, T) triangles = Tuple{Tuple{Vector{T},Vector{T},Vector{T}}, Vector{T}}[] function decomposeplane(hidx) h = get(poly, hidx) # xray should be the rightmost ray xray = nothing # xray should be the leftmost ray yray = nothing zray = h.a isapproxzero(zray) && return # Checking rays counterclockwise(a, b) = dot(cross(a, b), zray) face_vert = pointtype(poly)[] for x in points(poly) if _isapprox(dot(x, zray), h.β) push!(face_vert, x) end end hull, lines, rays = _planar_hull(3, face_vert, incidentlines(poly, hidx), incidentrays(poly, hidx), counterclockwise, r -> cross(zray, r)) if isempty(lines) if length(hull) + length(rays) < 3 return end @assert length(rays) <= 2 if !isempty(rays) if length(rays) + length(hull) >= 2 push!(hull, exit_point(last(hull), last(rays))) end push!(hull, exit_point(first(hull), first(rays))) end else if length(hull) == 2 @assert length(lines) == 1 && isempty(rays) a, b = hull line = first(lines) empty!(hull) push!(hull, exit_point(a, line)) push!(hull, exit_point(a, -line)) push!(hull, exit_point(b, -line)) push!(hull, exit_point(b, line)) else @assert length(hull) == 1 && isempty(rays) center = first(hull) empty!(hull) a = first(lines) b = nothing if length(lines) == 2 @assert isempty(rays) b = last(lines) elseif !isempty(rays) @assert length(lines) == 1 @assert length(rays) == 1 b = linearize(first(rays)) end push!(hull, exit_point(center, a)) if b !== nothing push!(hull, exit_point(center, b)) end push!(hull, exit_point(center, -a)) if b !== nothing && length(lines) == 2 || length(rays) >= 2 @assert length(rays) == 2 push!(hull, exit_point(center, -b)) end end end if length(hull) >= 3 a = pop!(hull) b = pop!(hull) while !isempty(hull) c = pop!(hull) push!(triangles, ((a, b, c), zray)) b = c end end end for hidx in eachindex(hyperplanes(poly)) decomposeplane(hidx) end # If there is already a triangle, his normal is an hyperplane and it is the only face if isempty(triangles) for hidx in eachindex(halfspaces(poly)) if !_isdup(poly, hidx, triangles) decomposeplane(hidx) end end end ntri = length(triangles) pts = Vector{GeometryBasics.Point{3, T}}(undef, 3ntri) faces = Vector{GeometryBasics.TriangleFace{Int}}(undef, ntri) ns = Vector{GeometryBasics.Point{3, T}}(undef, 3ntri) for i in 1:ntri tri = pop!(triangles) normal = tri[2] for j = 1:3 idx = 3*(i-1)+j #ns[idx] = -normal ns[idx] = normal end faces[i] = collect(3*(i-1) .+ (1:3)) k = 1 for k = 1:3 # reverse order of the 3 vertices so that if I compute the # normals with the `normals` function, they are in the good # sense. # I know I don't use the `normals` function but I don't know # what is the OpenGL convention so I don't know if it cares # about the order of the vertices. pts[3*i-k+1] = tri[1][k] end end # If the type of ns is Rational, it also works. # The normalized array in in float but then it it recast into Rational map!(normalize, ns, ns) (pts, faces, ns) end fulldecompose(poly::Mesh{N, T}) where {N, T} = fulldecompose(poly, typeof(one(T)/2)) GeometryBasics.coordinates(poly::Mesh) = (fulldecompose!(poly); poly.coordinates) GeometryBasics.faces(poly::Mesh) = (fulldecompose!(poly); poly.faces) GeometryBasics.texturecoordinates(poly::Mesh) = nothing GeometryBasics.normals(poly::Mesh) = (fulldecompose!(poly); poly.normals)
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2.009816
3,973
@testset "Variables" begin m = Model() @variable(m, x ≥ 0, u"m/s") @test x == UnitJuMP.UnitVariableRef(x.vref, u"m/s") @test unit(x) == u"m/s" @test owner_model(x) === m @variable(m, y[1:4], u"km/hr") @test y[1] == UnitJuMP.UnitVariableRef(y[1].vref, u"km/hr") end @testset "Constraints" begin m = Model() @variable(m, u[1:2] ≥ 0, u"m") @variable(m, v[1:4], u"km/hr") @variable(m, w, Bin) @variable(m, y) maxspeed = 4u"ft/s" speed = 2.3u"m/s" # Various combination of coefficient and variables with and without units @constraint(m, 2v[1] ≤ maxspeed) @test num_constraints(m, AffExpr, MOI.LessThan{Float64}) == 1 @constraint(m, 2.3v[1] ≤ maxspeed) @test num_constraints(m, AffExpr, MOI.LessThan{Float64}) == 2 @constraint(m, c1a, speed * w ≤ maxspeed) @test num_constraints(m, AffExpr, MOI.LessThan{Float64}) == 3 @test unit(c1a) == u"m/s" @constraint(m, c1b, 40u"km/hr" * w ≤ 15u"m/s") @test num_constraints(m, AffExpr, MOI.LessThan{Float64}) == 4 @test unit(c1b) == u"km/hr" @constraint(m, c1c, w * speed ≤ maxspeed) @test num_constraints(m, AffExpr, MOI.LessThan{Float64}) == 5 @test unit(c1c) == u"m/s" @constraint(m, c1d, sum(v[i] for i in 1:4) ≤ maxspeed) @test num_constraints(m, AffExpr, MOI.LessThan{Float64}) == 6 @test unit(c1d) == u"km/hr" @constraint(m, c1, 2v[1] + 4v[2] ≤ maxspeed) @test typeof(c1) <: UnitJuMP.UnitConstraintRef @test unit(c1) == u"km/hr" @constraint(m, c2, 2v[1] + 4v[2] ≤ maxspeed, u"m/s") @test unit(c2) == u"m/s" @test normalized_rhs(c2.cref) == convert(Float64, uconvert(u"m/s", maxspeed).val) @variable(m, z, Bin) maxlength = 1000u"yd" period = 1.5u"hr" @constraint(m, c3, u[2] + period * v[2] ≤ maxlength * z, u"cm") @test unit(c3) == u"cm" @constraint(m, c3b, u[2] + 1.5u"hr" * v[2] ≤ 1000u"yd" * z, u"cm") @test unit(c3b) == u"cm" end
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mutable struct Timer starttime_ns::typeof(Base.time_ns()) paused_elapsed_ns::typeof(Base.time_ns()) Timer() = new(0,0) end function start!(timer::Timer) timer.starttime_ns = (Base.time_ns)() return nothing end started(timer::Timer) = (timer.starttime_ns ≠ 0) """ Return seconds since timer was started or 0 if not yet started. """ function elapsed(timer::Timer) local elapsedtime_ns = (Base.time_ns)() - timer.starttime_ns return started(timer) * float(elapsedtime_ns) / 1000000000 end function pause!(timer::Timer) timer.paused_elapsed_ns = (Base.time_ns)() - timer.starttime_ns return nothing end function unpause!(timer::Timer) timer.starttime_ns = (Base.time_ns)() timer.starttime_ns -= timer.paused_elapsed_ns; return nothing end t = Timer() start!(t) elapsed(t) pause!(t) unpause!(t) elapsed(t)
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using Downloads # WARNING: THIS FILE IS WORK-IN-PROGRESS #-------------------------------------------------------------------- # Metadata info: dimensions #-------------------------------------------------------------------- function listdimensions(apiurl::String, dataflow::String) io = IOBuffer() resp = Downloads.download(apiurl * "data/" * dataflow * "?detail=serieskeysonly&lastNObservations=1&format=jsondata", io) |> take! ds = JSON3.read(resp).structure.dimensions.series dim = OrderedDict() for dsᵢ in ds dim[dsᵢ.name] = NamedTuple(Symbol(j.id) => j.name for j in dsᵢ.values) end dim end #-------------------------------------------------------------------- # Basic Data download #-------------------------------------------------------------------- """Generates a SDMX API compliant url #kwargs filter::Union{nothing,NamedTuple}, updatedAfter::DateTime, firstNObservations::Int, lastNObservations::Int, dimensionAtObservation, attributes = "dsd", measures = "all", includeHistory = false """ function generateurl(;context = "*", agencyID = "*", resourceID = "*", version = "*", key::String="*", kwargs...) # TODO: substitute query args by kwargs... baseurl = join(["https://ws-entry-point/data/",context,agencyID,resourceID,version,key],"/") query = "/?"*join([String(k)*"="*kwargs[k] for k in keys(kwargs)],"&") end """ Generates key part of url from a dictionary""" function generatekey(dims) key = "" for v in dims key = key*join[v,"+"]*"." # FIXME = sobraría un punto?? end end """ Fetch data and creates a SDMX.Datatable""" function getseries(url) io = IOBuffer() return Downloads.download(url, io) |> take! |> SDMX.read(alldims = false) end
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module CreateTableRolesUsers import SearchLight.Migrations: create_table, column, primary_key, add_index, drop_table function up() create_table(:rolesusers) do [ primary_key() column(:roles_id, :int) column(:users_id, :int) ] end add_index(:rolesusers, :roles_id) add_index(:rolesusers, :users_id) end function down() drop_table(:rolesusers) end end
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const cufftNumber = Union{cufftDoubleReal,cufftReal,cufftDoubleComplex,cufftComplex} const cufftReals = Union{cufftDoubleReal,cufftReal} const cufftComplexes = Union{cufftDoubleComplex,cufftComplex} const cufftDouble = Union{cufftDoubleReal,cufftDoubleComplex} const cufftSingle = Union{cufftReal,cufftComplex} const cufftTypeDouble = Union{Type{cufftDoubleReal},Type{cufftDoubleComplex}} const cufftTypeSingle = Union{Type{cufftReal},Type{cufftComplex}} cufftfloat(x) = _cufftfloat(float(x)) _cufftfloat(::Type{T}) where {T<:cufftReals} = T _cufftfloat(::Type{Float16}) = Float32 _cufftfloat(::Type{Complex{T}}) where {T} = Complex{_cufftfloat(T)} _cufftfloat(::Type{T}) where {T} = error("type $T not supported") _cufftfloat(x::T) where {T} = _cufftfloat(T)(x) complexfloat(x::DenseCuArray{Complex{<:cufftReals}}) = x realfloat(x::DenseCuArray{<:cufftReals}) = x complexfloat(x::DenseCuArray{T}) where {T<:Complex} = copy1(typeof(cufftfloat(zero(T))), x) complexfloat(x::DenseCuArray{T}) where {T<:Real} = copy1(typeof(complex(cufftfloat(zero(T)))), x) realfloat(x::DenseCuArray{T}) where {T<:Real} = copy1(typeof(cufftfloat(zero(T))), x) function copy1(::Type{T}, x) where T y = CuArray{T}(undef, map(length, axes(x))) #copy!(y, x) y .= broadcast(xi->convert(T,xi),x) end
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553
using YaoArrayRegister using YaoArrayRegister: matvec export ControlBlock, control, cnot struct ControlBlock{N, BT<:AbstractBlock, C, M} <: AbstractContainer{BT, N} ctrl_locs::NTuple{C, Int} ctrl_config::NTuple{C, Int} content::BT locs::NTuple{M, Int} function ControlBlock{N, BT, C, M}(ctrl_locs, ctrl_config, block, locs) where {N, C, M, BT<:AbstractBlock} @assert_locs_safe N (ctrl_locs..., locs...) @assert nqubits(block) == M "number of locations doesn't match the size of block" @assert block isa AbstractBlock "expect a block, got $(typeof(block))" new{N, BT, C, M}(ctrl_locs, ctrl_config, block, locs) end end """ decode_sign(ctrls...) Decode signs into control sequence on control or inversed control. """ decode_sign(ctrls::Int...,) = decode_sign(ctrls) decode_sign(ctrls::NTuple{N, Int}) where N = tuple(ctrls .|> abs, ctrls .|> sign .|> (x->(1+x)÷2)) function ControlBlock{N}(ctrl_locs::NTuple{C}, ctrl_config::NTuple{C}, block::BT, locs::NTuple{K}) where {N, M, C, K, BT<:AbstractBlock{M}} M == K || throw(DimensionMismatch("block position not maching its size!")) return ControlBlock{N, BT, C, M}(ctrl_locs, ctrl_config, block, locs) end function ControlBlock{N}(ctrl_locs::NTuple{C}, ctrl_config::NTuple{C}, block, locs::NTuple{K}) where {N, M, C, K} error("expect a block, got $(typeof(block))") end # control bit configs are 1 by default, it use sign to encode control bit code ControlBlock{N}(ctrl_locs::NTuple{C}, block::AbstractBlock, locs::NTuple) where {N, C} = ControlBlock{N}(decode_sign(ctrl_locs)..., block, locs) ControlBlock{N}(ctrl_locs::NTuple{C}, block::Function, locs::NTuple) where {N, C} = ControlBlock{N}(decode_sign(ctrl_locs)..., parse_block(length(locs), block), locs) ControlBlock{N}(ctrl_locs::NTuple{C}, block, locs::NTuple) where {N, C} = ControlBlock{N}(decode_sign(ctrl_locs)..., block, locs) # trigger error # use pair to represent block under control in a compact way ControlBlock{N}(ctrl_locs::NTuple{C}, target::Pair) where {N, C} = ControlBlock{N}(ctrl_locs, target.second, (target.first...,)) """ control(n, ctrl_locs, target) Return a [`ControlBlock`](@ref) with number of active qubits `n` and control locs `ctrl_locs`, and control target in `Pair`. # Example ```jldoctest julia> control(4, (1, 2), 3=>X) nqubits: 4 control(1, 2) └─ (3,) X gate julia> control(4, 1, 3=>X) nqubits: 4 control(1) └─ (3,) X gate ``` """ control(total::Int, ctrl_locs, target::Pair) = ControlBlock{total}(Tuple(ctrl_locs), target) control(total::Int, control_location::Int, target::Pair) = control(total, (control_location, ), target) """ control(ctrl_locs, target) -> f(n) Return a lambda that takes the number of total active qubits as input. See also [`control`](@ref). # Example ```jldoctest julia> control((2, 3), 1=>X) (n -> control(n, (2, 3), 1 => X gate)) julia> control(2, 1=>X) (n -> control(n, 2, 1 => X gate)) ``` """ control(ctrl_locs, target::Pair) = @λ(n -> control(n, ctrl_locs, target)) control(control_location::Int, target::Pair) = @λ(n -> control(n, control_location, target)) """ control(target) -> f(ctrl_locs) Return a lambda that takes a `Tuple` of control qubits locs as input. See also [`control`](@ref). # Example ```jldoctest julia> control(1=>X) (ctrl_locs -> control(ctrl_locs, 1 => X gate)) julia> control((2, 3) => YaoBlocks.ConstGate.CNOT) (ctrl_locs -> control(ctrl_locs, (2, 3) => CNOT gate)) ``` """ control(target::Pair) = @λ(ctrl_locs -> control(ctrl_locs, target)) """ control(ctrl_locs::Int...) -> f(target) Return a lambda that takes a `Pair` of control target as input. See also [`control`](@ref). # Example ```jldoctest julia> control(1, 2) (target -> control((1, 2), target)) ``` """ control(ctrl_locs::Int...) = @λ(target -> control(ctrl_locs, target)) """ cnot(n, ctrl_locs, location) Return a speical [`ControlBlock`](@ref), aka CNOT gate with number of active qubits `n` and locs of control qubits `ctrl_locs`, and `location` of `X` gate. # Example ```jldoctest julia> cnot(3, (2, 3), 1) nqubits: 3 control(2, 3) └─ (1,) X gate julia> cnot(2, 1) (n -> cnot(n, 2, 1)) ``` """ cnot(total::Int, ctrl_locs, locs::Int) = control(total, ctrl_locs, locs=>X) cnot(ctrl_locs, loc::Int) = @λ(n -> cnot(n, ctrl_locs, loc)) mat(::Type{T}, c::ControlBlock{N, BT, C}) where {T, N, BT, C} = cunmat(N, c.ctrl_locs, c.ctrl_config, mat(T, c.content), c.locs) function apply!(r::ArrayReg{B, T}, c::ControlBlock) where {B, T} _check_size(r, c) instruct!(matvec(r.state), mat(T, c.content), c.locs, c.ctrl_locs, c.ctrl_config) return r end # specialization for G in [:X, :Y, :Z, :S, :T, :Sdag, :Tdag] GT = Expr(:(.), :ConstGate, QuoteNode(Symbol(G, :Gate))) @eval function apply!(r::ArrayReg, c::ControlBlock{N, <:$GT}) where N _check_size(r, c) instruct!(matvec(r.state), Val($(QuoteNode(G))), c.locs, c.ctrl_locs, c.ctrl_config) return r end end PreserveStyle(::ControlBlock) = PreserveAll() occupied_locs(c::ControlBlock) = (c.ctrl_locs..., map(x->c.locs[x], occupied_locs(c.content))...) chsubblocks(pb::ControlBlock{N}, blk::AbstractBlock) where {N} = ControlBlock{N}(pb.ctrl_locs, pb.ctrl_config, blk, pb.locs) # NOTE: ControlBlock will forward parameters directly without loop cache_key(ctrl::ControlBlock) = cache_key(ctrl.content) function Base.:(==)(lhs::ControlBlock{N, BT, C, M}, rhs::ControlBlock{N, BT, C, M}) where {BT, N, C, M} return (lhs.ctrl_locs == rhs.ctrl_locs) && (lhs.content == rhs.content) && (lhs.locs == rhs.locs) end Base.adjoint(blk::ControlBlock{N}) where N = ControlBlock{N}(blk.ctrl_locs, blk.ctrl_config, adjoint(blk.content), blk.locs) # NOTE: we only copy one hierachy (shallow copy) for each block function Base.copy(ctrl::ControlBlock{N, BT, C, M}) where {BT, N, C, M} return ControlBlock{N, BT, C, M}(ctrl.ctrl_locs, ctrl.ctrl_config, ctrl.content, ctrl.locs) end function YaoBase.iscommute(x::ControlBlock{N}, y::ControlBlock{N}) where N if x.locs == y.locs && x.ctrl_locs == y.ctrl_locs return iscommute(x.content, y.content) else return iscommute_fallback(x, y) end end
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2.424775
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#= This is a port of the R2 model CoinBias.cs Output from the R2 model: ``` Mean: 0.421294 Variance: 0.0162177 Number of accepted samples = 692 ``` This model: parameters mean std naive_se mcse ess rhat ess_per_sec Symbol Float64 Float64 Float64 Float64 Float64 Float64 Float64 bias 0.4166 0.1360 0.0014 0.0020 5021.6561 1.0000 2276.3627 =# using Turing, StatsPlots, Distributions, StatsBase using CSV include("jl_utils.jl") @model function coin_bias(x) n = length(x) # Beta(2,5) has mean about 0.2855 bias ~ Beta(2,5) x ~ filldist(Bernoulli(bias),n) end x = parse.(Int,split(readline("coin_bias.txt"),",")) println("x:$x") model = coin_bias(x) # chns = sample(model, Prior(), 10_000) # chns = sample(model, MH(), 1_000) chns = sample(model, PG(5), 10_000) # chns = sample(model, SMC(), 1_000) # chns = sample(model, IS(), 10_000) # chns = sample(model, HMC(0.1,6), 1_000) # chns = sample(model, NUTS(), 1_000) display(chns) show_var_dist_pct(chns,:bias,20)
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2.101504
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# Starting with the number 1 and moving to the right in a clockwise direction a # 5 by 5 spiral is formed as follows: # # 21 22 23 24 25 26 # 20 7 8 9 10 27 # 19 6 1 2 11 28 # 18 5 4 3 12 29 # 17 16 15 14 13 30 # # It can be verified that the sum of the numbers on the diagonals is 101. # # What is the sum of the numbers on the diagonals in a 1001 by 1001 spiral # formed in the same way? using ProjectEulerSolutions # Create and sum the sequence of corner values, then increment. function p028solution_increment(n::Integer=5)::Integer val = 1 startindex = 3 for i = 2:2:n val += sum(collect(startindex .+ (0:i:i*3))) startindex = startindex + 4*i + 2 end return val end # Closed form solution by noticing that the number in the top right corner is # n^2 and the other corners as: n^2-n+1, n^2-2n+2, and n^2-3n+3. Summing gives # 4n^2-6n+6 function p028solution_broadcast(n::Integer=5)::Integer nset = 3:2:n vals = 4 .* nset .^ 2 .- 6 .* nset .+ 6 return sum(vals) + 1 end # Even more closed form solution solving for sum of series, which is: # 2n^3/3 + n^2/2 + 4n/3 - 5/2. Somehow it is not faster than either previous # solution. function p028solution_closedform(n::Integer=5)::Integer return fld(4 * n^3 + 3 * n^2 + 8 * n - 9, 6) end p028 = Problems.Problem(Dict("Incremental" => p028solution_increment, "Broadcast" => p028solution_broadcast, "Closed form" => p028solution_closedform)) Problems.benchmark(p028, 1001)
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2.4784
625
""" check_MD5( file_path, checksum ) returns a MD5 hash from a file location. Note: this converts Int8 representations to comma delimitted strings. """ get_MD5( file_path ) = join( string.( open(md5, file_path) ), "," ) """ check_MD5( file_path, checksum ) Checks the result of an MD5 hash vs a stored checksum. Note: this converts Int8 representations to comma delimitted strings. """ check_MD5( file_path, check_sum ) = get_MD5( file_path ) == check_sum
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3.025974
154
### A Pluto.jl notebook ### # v0.12.16 using Markdown using InteractiveUtils # ╔═╡ 5e8c4976-3727-11eb-2801-0313fd547ac2 file = open(f->read(f, String), "day_1.txt") # ╔═╡ bd9f511c-3727-11eb-38e3-ad2be4ac32fc begin #separing each line input = eachmatch(r"(.+)\n",file) #getting first match of regex and converting to int input = map(x-> parse(Int64, x.captures[1]), input) end # ╔═╡ b3710000-372a-11eb-25f0-4fe8d0aa2162 sum = filter(x->x<2020, [i+j for i in input,j in input]) # ╔═╡ a064fb9e-3737-11eb-06e6-fb89f785aba8 needs = [(2020-x) for x in sum] # ╔═╡ 081e453e-372d-11eb-09ab-471d8bb8881f inter = intersect(needs,input) # ╔═╡ cd91eaa0-3737-11eb-2b49-b9168dab6e3f result =inter[1]*inter[2]*inter[3] # ╔═╡ 33efb69e-3738-11eb-3c85-8df7bac1208e 1051 * 897 * 72 # ╔═╡ Cell order: # ╠═5e8c4976-3727-11eb-2801-0313fd547ac2 # ╠═bd9f511c-3727-11eb-38e3-ad2be4ac32fc # ╠═b3710000-372a-11eb-25f0-4fe8d0aa2162 # ╠═a064fb9e-3737-11eb-06e6-fb89f785aba8 # ╠═081e453e-372d-11eb-09ab-471d8bb8881f # ╠═cd91eaa0-3737-11eb-2b49-b9168dab6e3f # ╠═33efb69e-3738-11eb-3c85-8df7bac1208e
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1.736758
623
using TestPackage using Test @testset "TestPackage.jl" begin @test 8 == testFunction(4) end
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2.852941
34
# using Base:splat using JSON using SQLite splat_db = SQLite.DB("../splatalogue_v3.db") SQLite.tables(splat_db) freq_start = 688.2213591803346 freq_end = 689.3824263880999 strSQL = "SELECT * FROM lines WHERE frequency>=$freq_start AND frequency<=$freq_end;" println(strSQL) has_molecules = false resp = IOBuffer() write(resp, "{\"molecules\" : [") for row in SQLite.DBInterface.execute(splat_db, strSQL) global has_molecules = true json = JSON.json(row) write(resp, json) write(resp, ",") end json = String(take!(resp)) if !has_molecules json = "{\"molecules\" : []}" else # remove the last character (comma) from json json = chop(json, tail=1) * "]}" end println(json)
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2.45993
287
function vor( u :: Array{Float64,2}, v :: Array{Float64,2}, m :: MITgcmDatas) dudy = dimDiff(u, 2, OnePointR()) /m.dyspacing dvdx = dimDiff(v, 1, OnePointR()) /m.dxspacing return (dvdx - dudy) end function vor( u :: Array{Float64,3}, v :: Array{Float64,3}, m :: MITgcmDatas) vv = zeros(size(u)) for iz = 1: size(u,3) vv[:,:,iz] = vor(u[:,:,iz],v[:,:,iz],m) end return vv end #= include("intercept.jl") =# function MITgcmPV( u :: Array{Float64,3}, v :: Array{Float64,3}, T :: Array{Float64,3}, m :: MITgcmDatas; dzspacing :: Float64 = 2.5, f :: Float64 = 7.29e-5, BbyT :: Float64 = 2.0e-4 * 9.8) parIndent = OnePointR() dudy = begin fdy = dimDiff(u, 2, OnePointLR()) /(m.dyspacing) dimAverage(fdy,1, parIndent) #= dimMoves(fdy,2,OnePointR()) =# end dvdx = begin fdx = dimDiff(v,1,OnePointLR())/(m.dxspacing) dimAverage(fdx, 2,parIndent) #= dimMoves(fdx,1,OnePointR()) =# end dudz = begin fdz = -dimDiff(u,3,OnePointLR())/dzspacing dimAverage(fdz,1, parIndent) #= dimMoves(fdz,2,OnePointR()) =# end dvdz = begin fdz = -dimDiff(v,3,OnePointLR())/dzspacing dimAverage(fdz,2, parIndent) #= dimMoves(fdz,1,OnePointR()) =# end avor = ( -dvdz, dudz, f+(dvdx - dudy)) dB = begin TT = map( x-> BbyT * dimDiff(T,x, OnePointLR()), (1,2,3)) (TT[1]/m.dxspacing, TT[2]/m.dyspacing, -TT[3]/dzspacing) end return mapreduce(+, zip(avor, dB))do x x[1].*x[2] end end export vor export MITgcmPV, MITgcmVor include("intercept.jl") function MFPV( u :: Array{Float64,3}, v :: Array{Float64,3}, T :: Array{Float64,3}, m :: MITgcmDatas; dzspacing :: Float64 = 2.5, f :: Float64 = 7.29e-5, BbyT :: Float64 = 2.0e-4 * 9.8, whether_smooth_T :: Bool = true ) dudy = begin fdy = dimDiff(u, 2, OnePointLR()) /(m.dyspacing) shift = GridMoving(uGrid, GridPosition(mGrid.x, mGrid.y - 0.5),2.0,2.0) intercept(fdy, shift)/(m.dyspacing) end dvdx = begin fdx = dimDiff(v,1,OnePointLR())/(m.dxspacing) shift = GridMoving(vGrid, GridPosition(mGrid.x - 0.5, mGrid.y),2.0,2.0) intercept(fdx, shift) end dudz = begin fdz = -dimDiff(u,3,OnePointLR())/dzspacing shift = GridMoving(uGrid, mGrid,2.,2.) intercept(fdz,shift) end dvdz = begin fdz = -dimDiff(v,3,OnePointLR())/dzspacing shift = GridMoving(vGrid, mGrid,2.,2.) intercept(fdz,shift)/dzspacing end avor = ( -dvdz, dudz, f+(dvdx - dudy)) dB = begin T1 = intercept(T,GridMoving(0.0, 0.0, 2.0,2.0); keep_when_notmoving=!whether_smooth_T) TT = map( x-> BbyT * dimDiff(T1,x, OnePointLR()), (1,2,3)) (TT[1]/m.dxspacing, TT[2]/m.dyspacing, -TT[3]/dzspacing) end return mapreduce(+, zip(avor, dB))do x x[1].*x[2] end end export MFPV
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1.967338
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using thesis, PGFPlotsX setup_pgfplotsx() ts = LinRange(thesis.example_trange..., 21) tts = LinRange(thesis.example_trange..., 201) ## Digital neuron num_bits = 4 thresholds_dig = LinRange(thesis.example_yrange..., 2^num_bits+1) levels_dig = 0.5*(thresholds_dig[1:end-1]+thresholds_dig[2:end]) ys_dig = thesis.example_input.(ts) ys_bits_dig = thesis.discretize.(ys_dig, Ref(thresholds_dig), Ref(digits.(eachindex(thresholds_dig).-1, base=2, pad=num_bits))) ys_num_dig = thesis.discretize.(ys_dig, Ref(thresholds_dig), Ref(levels_dig)) ys_trans_dig = thesis.discretize.(ys_dig, Ref(levels_dig), Ref(string.(0:2^num_bits,base=2^num_bits))) y_rec_dig(t) = ys_num_dig[searchsortedlast(ts, t)] τ = minimum(diff(ts)) β = 2.0 δ = 0.3 ## LIF neuron sol_lif,spikes_lif=lif_pair_get_solution(thesis.example_trange, thesis.example_input;α=β,β=β,δ=δ) y_lif=thesis.example_input_integral.(spikes_lif) y_rec_lif = t->sol_lif(t,idxs=2) y_filtered = t->sol_lif(t,idxs=3) δ = 0.15 ## LNP neuron sol_lnp,spikes_lnp=lnp_pair_get_solution(thesis.example_trange, thesis.example_input ;β=β,δ=δ) y_lnp=thesis.example_input_integral.(spikes_lnp) y_rec_lnp = t->sol_lnp(t,idxs=1) y_filtered = t->sol_lnp(t,idxs=2) ## Build the monstrosity @pgf gp = TikzPicture( GroupPlot( { group_style={group_size="3 by 4"}, major_tick_style={draw="none"}, }, # input for digital {title="digital encoding", height="4cm",width="6cm", grid = "minor", ylabel=raw"input $s(t)$", xticklabel="\\empty", minor_xtick=ts, minor_ytick=levels_dig, ymin=thesis.example_yrange[1], ymax=thesis.example_yrange[2], xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, PlotInc( {no_marks, very_thick}, Table(tts, thesis.example_input.(tts)) ), (Plot( {no_markers, color="Set2-B", very_thick}, Coordinates([(t,0),(t,thesis.example_input(t))]) ) for (i,t) ∈ enumerate(ts))..., PlotInc( {only_marks, color="Set2-B"}, Table(ts, ys_dig) ), PlotInc( {only_marks, mark="+", color="black"}, Table(ts, ys_num_dig) ), [raw"\coordinate (bot11) at (axis cs:5,0);"], # input for lif {title="lIF encoding", height="4cm",width="6cm", grid = "minor", yminorgrids="false",xticklabel="\\empty", minor_xtick=spikes_lif, ymin=thesis.example_yrange[1], ymax=thesis.example_yrange[2], xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, PlotInc( {no_marks, very_thick, fill="Set2-B", fill_opacity=0.5}, Table([thesis.example_trange[1];tts;thesis.example_trange[2]], [thesis.example_yrange[1];thesis.example_input.(tts);thesis.example_yrange[1]]) ), # (Plot( # {no_markers, color="black", very_thick}, # Coordinates([(t,0),(t,thesis.example_input(t))]) # ) for (i,t) ∈ enumerate(ts))..., [raw"\coordinate (bot12) at (axis cs:5,0);"], # input for lnp {title="LNP encoding", height="4cm",width="6cm", grid = "minor", yminorgrids="false",xticklabel="\\empty", minor_xtick=spikes_lnp, ymin=thesis.example_yrange[1], ymax=thesis.example_yrange[2], xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, PlotInc( {no_marks, very_thick, fill="Set2-B", fill_opacity=0.5}, Table([thesis.example_trange[1];tts;thesis.example_trange[2]], [thesis.example_yrange[1];thesis.example_input.(tts);thesis.example_yrange[1]]) ), # (Plot( # {no_markers, color="black", very_thick}, # Coordinates([(t,0),(t,thesis.example_input(t))]) # ) for (i,t) ∈ enumerate(ts))..., [raw"\coordinate (bot13) at (axis cs:5,0);"], # mechanism for digital {height="4cm",width="6cm", xticklabel="\\empty", "group/empty plot"}, # mechanism for lif {xtick_pos="bottom", yticklabel_pos="left", ytick_pos="right", tick_align="outside", color="black", minor_tick_length="2mm", height="4cm",width="6cm", grid = "minor", ylabel=raw"{$\int_{0}^t s(t)dt$}", xticklabel="\\empty", minor_xtick=spikes_lif, minor_ytick=y_lif, ymin=0, xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, PlotInc( {no_marks, very_thick, color="Set2-B"}, Table(tts, thesis.example_input_integral.(tts)) ), Plot( {only_marks, mark="+", color="black"}, Table(spikes_lif, y_lif) ), [raw"\coordinate (top22) at (axis cs:5,\pgfkeysvalueof{/pgfplots/ymax});", raw"\coordinate (bot22) at (axis cs:5,0);"], # mechanism for lnp {xtick_pos="bottom", yticklabel_pos="left", ytick_pos="right", tick_align="outside", minor_tick_length="2mm", height="4cm",width="6cm", grid = "minor", xticklabel="\\empty", minor_xtick=spikes_lnp, minor_ytick=y_lnp, ymin=0, xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, PlotInc( {no_marks, very_thick, color="Set2-B"}, Table(tts, thesis.example_input_integral.(tts)) ), Plot( {only_marks, mark="+", color="black"}, Table(spikes_lnp, y_lnp) ), [raw"\coordinate (top23) at (axis cs:5,\pgfkeysvalueof{/pgfplots/ymax});", raw"\coordinate (bot23) at (axis cs:5,0);"], # message for digital {height="2cm",width="6cm", grid = "minor", ylabel="message", xticklabel="\\empty", minor_xtick=ts, ytick="\\empty", ymin=0, ymax=1, xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, PlotInc( Table([],[]) ), ["\\node[] at (axis cs:$t,0.5) {\\strut $y};" for (t,y) ∈ zip(0.5*(ts[1:end-1].+ts[2:end]), ys_trans_dig)], ["\\coordinate (label31) at (\$(axis cs:10,0)+(0,-4pt)\$);", raw"\coordinate (top31) at (axis cs:5,1);\coordinate (bot31) at (axis cs:5,0);"], # message for lif {height="2cm",width="6cm", grid = "minor", ylabel="spikes", xticklabel="\\empty", xtick="\\empty", ytick="\\empty", ymin=0, ymax=1, xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, ( Plot( {no_markers, color="black", very_thick}, Coordinates([(t,0),(t,1)]) ) for (i,t) ∈ enumerate(spikes_lif) )..., ["\\coordinate (label32) at (\$(axis cs:10,0)+(0,-4pt)\$);", raw"\coordinate (top32) at (axis cs:5,\pgfkeysvalueof{/pgfplots/ymax});", raw"\coordinate (bot32) at (axis cs:5,0);"], # message for lnp {height="2cm",width="6cm", grid = "minor", xticklabel="\\empty", xtick="\\empty", ytick="\\empty", ymin=0, ymax=1, xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, ( Plot( {no_markers, color="black", very_thick}, Coordinates([(t,0),(t,1)]) ) for (i,t) ∈ enumerate(spikes_lnp) )..., ["\\coordinate (label33) at (\$(axis cs:10,0)+(0,-4pt)\$);", raw"\coordinate (top33) at (axis cs:5,\pgfkeysvalueof{/pgfplots/ymax});", raw"\coordinate (bot33) at (axis cs:5,0);"], # reconstruction for digital {height="4cm",width="6cm", grid = "minor", xlabel=raw"time $t$", ylabel="reconstruction", minor_xtick=ts, minor_ytick=levels_dig, ymin=thesis.example_yrange[1], ymax=thesis.example_yrange[2], xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, PlotInc( {no_marks, very_thick}, Table(tts, thesis.example_input.(tts)) ), Plot( {no_marks, very_thick, color="black"}, Table(tts, y_rec_dig.(tts)) ), PlotInc( {no_marks, color="Set2-B", very_thick}, Table(tts, (thesis.example_input_integral.(tts).-thesis.example_input_integral.(tts.-τ))/τ) ), [raw"\coordinate (top41) at (axis cs:5,\pgfkeysvalueof{/pgfplots/ymax});", raw"\coordinate (bot42) at (axis cs:5,0);"], # reconstruction for lif {height="4cm",width="6cm", grid = "minor", yminorgrids="false",xlabel=raw"time $t$", minor_xtick=spikes_lif, ymin=thesis.example_yrange[1], ymax=thesis.example_yrange[2], xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, PlotInc( {no_marks, very_thick}, Table(tts, thesis.example_input.(tts)) ), Plot( {no_marks, very_thick, color="black"}, Table(tts, y_rec_lif.(tts)) ), PlotInc( {no_marks, color="Set2-B", very_thick}, Table(tts, y_filtered.(tts)) ), [raw"\coordinate (top42) at (axis cs:5,\pgfkeysvalueof{/pgfplots/ymax});", raw"\coordinate (bot42) at (axis cs:5,0);"], # reconstruction for lnp {height="4cm",width="6cm", grid = "minor", yminorgrids="false",xlabel=raw"time $t$", minor_xtick=spikes_lnp, ymin=thesis.example_yrange[1], ymax=thesis.example_yrange[2], xmin=thesis.example_trange[1], xmax=thesis.example_trange[2]}, PlotInc( {no_marks, very_thick}, Table(tts, thesis.example_input.(tts)) ), Plot( {no_marks, very_thick, color="black"}, Table(tts, y_rec_lnp.(tts)) ), PlotInc( {no_marks, color="Set2-B", very_thick}, Table(tts, y_filtered.(tts)) ), [raw"\coordinate (top43) at (axis cs:5,\pgfkeysvalueof{/pgfplots/ymax});", raw"\coordinate (bot43) at (axis cs:5,0);"], ), raw"\draw[->, shorten >= 4pt, shorten <= 4pt] (bot11) -- node[draw, fill=white, rounded corners, align=center] {analog-to-digital\\conversion} (top31);", raw"\draw[->, shorten >= 4pt, shorten <= 4pt] (bot31) -- (top41);", raw"\draw[->, shorten >= 4pt, shorten <= 4pt] (bot12) -- (top22);", raw"\draw[->, shorten >= 4pt, shorten <= 4pt] (bot22) -- (top32);", raw"\draw[->, shorten >= 4pt, shorten <= 4pt] (bot32) -- (top42);", raw"\draw[->, shorten >= 4pt, shorten <= 4pt] (bot13) -- (top23);", raw"\draw[->, shorten >= 4pt, shorten <= 4pt] (bot23) -- (top33);", raw"\draw[->, shorten >= 4pt, shorten <= 4pt] (bot33) -- (top43);", "\\node[anchor=north east] at (label31) {($(sum(sum.(ys_bits_dig))) bits)};", "\\node[anchor=north east] at (label32) {($(length(spikes_lif)) spikes)};", "\\node[anchor=north east] at (label33) {($(length(spikes_lnp)) spikes)};", ) #pgfsave("fig/encoding_schemes.pdf",gp)
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2.154785
4,587
using DecomposedMDPSolver using Flux using Test Na = 5 Np = 10 solutions = [(x) -> rand(Na) for i=1:Np ] ## Weights network base = Chain(Dense(4, 32, relu), Dense(32, Na)) attn = Chain(Dense(4, 32, relu), Dense(32, Np+1), softmax) a2t_model = A2TNetwork(base, attn, solutions) @test size(a2t_model(rand(4))) == (Na, 1) ## Constant Weights base = Chain(Dense(4, 32, relu), Dense(32, Na)) attn = Chain(ConstantLayer(Np+1), softmax) a2t_model = A2TNetwork(base, attn, solutions) @test size(a2t_model(rand(4))) == (Na, 1) ## Version that was failing -- local approx policy eval sols = rand(100) function val(s) sols[1] = rand() return sols[1] end base = Chain(Dense(2, 32, relu), Dense(32, 1, σ)) attn = Chain(Dense(2, 32, relu), Dense(32, 2, exp)) solutions = [val] model = A2TNetwork(base, attn, solutions) S, G = rand(2, 100), rand(1,100) data = Flux.Data.DataLoader(S, G, batchsize=32, shuffle = true) opt = ADAM() Flux.train!((x, y) -> Flux.mse(model(x), y), Flux.params(model), data, opt)
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2.31422
436
# Note that this script can accept some limited command-line arguments, run # `julia build_tarballs.jl --help` to see a usage message. using BinaryBuilder, Pkg name = "Perl" version = v"5.30.3" # Collection of sources required to build perl # with a few extra modules for polymake sources = [ ArchiveSource("https://www.cpan.org/src/5.0/perl-$version.tar.gz", "32e04c8bb7b1aecb2742a7f7ac0eabac100f38247352a73ad7fa104e39e7406f"), ArchiveSource("https://cpan.metacpan.org/authors/id/I/IS/ISHIGAKI/JSON-4.02.tar.gz", "444a88755a89ffa2a5424ab4ed1d11dca61808ebef57e81243424619a9e8627c"), ArchiveSource("https://cpan.metacpan.org/authors/id/J/JO/JOSEPHW/XML-Writer-0.625.tar.gz", "e080522c6ce050397af482665f3965a93c5d16f5e81d93f6e2fe98084ed15fbe"), ArchiveSource("https://cpan.metacpan.org/authors/id/J/JS/JSTOWE/TermReadKey-2.38.tar.gz", "5a645878dc570ac33661581fbb090ff24ebce17d43ea53fd22e105a856a47290"), ArchiveSource("https://cpan.metacpan.org/authors/id/H/HA/HAYASHI/Term-ReadLine-Gnu-1.36.tar.gz", "9a08f7a4013c9b865541c10dbba1210779eb9128b961250b746d26702bab6925"), ArchiveSource("https://cpan.metacpan.org/authors/id/G/GR/GRANTM/XML-SAX-1.02.tar.gz", "4506c387043aa6a77b455f00f57409f3720aa7e553495ab2535263b4ed1ea12a"), ArchiveSource("https://cpan.metacpan.org/authors/id/P/PE/PERIGRIN/XML-NamespaceSupport-1.12.tar.gz", "47e995859f8dd0413aa3f22d350c4a62da652e854267aa0586ae544ae2bae5ef"), ArchiveSource("https://cpan.metacpan.org/authors/id/G/GR/GRANTM/XML-SAX-Base-1.09.tar.gz", "66cb355ba4ef47c10ca738bd35999723644386ac853abbeb5132841f5e8a2ad0"), ArchiveSource("https://cpan.metacpan.org/authors/id/M/MA/MANWAR/SVG-2.84.tar.gz", "ec3d6ddde7a46fa507eaa616b94d217296fdc0d8fbf88741367a9821206f28af"), DirectorySource("./bundled") ] # Bash recipe for building script = raw""" perldir=`ls -1d perl-*` cd $WORKSPACE/srcdir/ for dir in *; do [[ "$dir" == "perl-"* ]] && continue; [[ "$dir" == "patches" ]] && continue; # build extra perl modules in-tree # the names of the extra modules also need to appear in the # config.sh for all cross-compilation architectures sed -i '1s/^/$ENV{PERL_CORE}=0;/' $dir/Makefile.PL mv $dir $perldir/cpan/${dir%-*}; done cd $perldir/ # allow combining relocation with shared library # add patch to find binary location from shared library atomic_patch -p1 ../patches/allow-relocate.patch # replace some library checks that wont work in the cross-compile environment # with the required values atomic_patch -p1 ../patches/cross-nolibchecks.patch if [[ $target != x86_64-linux* ]] && [[ $target != i686-linux* ]]; then # cross build with supplied config.sh # build native miniperl src=`pwd` mkdir host pushd host ../Configure -des -Dusedevel -Duserelocatableinc -Dmksymlinks -Dosname=linux -Dcc=$CC_FOR_BUILD -Dld=$LD_FOR_BUILD -Dar=$AR_FOR_BUILD -Dnm=$NM_FOR_BUILD -Dlibs=-lm make -j${nproc} miniperl make -j${nproc} generate_uudmap cp -p miniperl $prefix/bin/miniperl-for-build popd # copy and use prepared configure information cp ../patches/config-$target.sh config.sh ./Configure -K -S else # native # config overrides if [[ $target = *-gnu ]]; then # disable xlocale.h usage (which was removed in recent glibc) cp ../patches/config.arch.gnu config.arch fi ./Configure -des -Dcc="$CC" -Dprefix=$prefix -Duserelocatableinc -Dprocselfexe -Duseshrplib -Dsysroot=/opt/$target/$target/sys-root -Dccflags="-I${prefix}/include" -Dldflags="-L${libdir} -Wl,-rpath,${libdir}" -Dlddlflags="-shared -L${libdir} -Wl,-rpath,${libdir}" fi make -j${nproc} depend make -j${nproc} make install # put a libperl directly in lib cd $libdir ln -s perl5/*/*/CORE/libperl.${dlext} libperl.${dlext} # resolve case-ambiguity: cd $libdir/perl5/5.*.* mv Pod/* pod rmdir Pod # remove sysroot and target flags from stored compiler flags: sed -i -e "s#--sysroot[ =]\S\+##g" \ -e "s#-target[ =]\S\+##g" \ ${prefix}/*/perl5/*/*/Config_heavy.pl """ # These are the platforms we will build for by default, unless further # platforms are passed in on the command line platforms = [ Platform("x86_64", "macos") Platform("x86_64", "linux"; libc="glibc") Platform("i686", "linux"; libc="glibc") Platform("x86_64", "linux"; libc="musl") Platform("i686", "linux"; libc="musl") ] # The products that we will ensure are always built products = [ ExecutableProduct("perl", :perl) LibraryProduct("libperl", :libperl) ] # Dependencies that must be installed before this package can be built dependencies = [ Dependency("Readline_jll") ] # Build the tarballs, and possibly a `build.jl` as well. build_tarballs(ARGS, name, version, sources, script, platforms, products, dependencies)
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module Gage using Libdl @show include("gagestructs.jl") using Main.GageStructs: BoardInfo ############################################## #### GageAPI Methods #### ############################################## # Julia translations of the Gage Driver API. # Low-level operations. Require GaGe Drivers Installed and Visible to Julia. function geterror(errorcode::Int32) errstring = Vector{UInt8}(undef,255) lib = dlopen("CsSsm") sym = dlsym(lib,:CsGetErrorString) err = ccall(sym,Int32,(Int32,Ref{UInt8}, Int32), errorcode, errstring, 255) errstring[end] = 0 if err < 0 return err else return unsafe_string(pointer(errstring)) end end function initialize() lib = dlopen("CsSsm") sym = dlsym(lib,:CsInitialize) err = ccall(sym,Int32,()) if err < 0 throw(SystemError) end err end function getsystem(boardtype=UInt32(0), nchannels=UInt32(0), bitresolution=UInt32(0), systemindex=Int16(0)) @show boardtype lib = dlopen("CsSsm") sym = dlsym(lib,:CsGetSystem) result = Ref{UInt32}(0) @show result argtype = (result, UInt32, UInt32, UInt32, Int16) args = (result, boardtype, nchannels, bitresolution, systemindex) err = ccall(sym,Int32, (Ref{Cuint},UInt32, UInt32, UInt32, Int16), result,boardtype,nchannels,bitresolution,systemindex) if err < 1 return geterror(err) else @show err return result end end function getsysteminfo(handle::UInt32) result = Ref{BoardInfo}() lib = dlopen("CsSsm") sym = dlsym(lib,:CsGetSystemInfo) err = ccall(sym,Int32,(UInt32,Ref{BoardInfo}),handle,result) if err < 0 return geterror(err) end err end function getstatus(hSys::UInt32) lib = dlopen("CsSsm") sym = dlsym(lib,:CsGetStatus) err = ccall(sym,Int32,(UInt32,),hSys) if err < 0 throw(SystemError) end err end function freesystem(hSys::UInt32) lib = dlopen("CsSsm") sym = dlsym(lib,:CsFreeSystem) err = ccall(sym,Int32,(UInt32,), hSys) if err < 0 return geterror(err) else return true end end function gagedo(hSys::UInt32, operation::Integer) lib = dlopen("CsSsm") sym = dlsym(lib,:CsDo) err = ccall(sym,Int32,(UInt32,Int16), hSys, operation) if err < 0 return geterror(err) else return true end end function transfer(hSys::UInt) end end
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2.263787
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include("../src/get_sens_solenoid_K.jl") s = [1.0, 4.0, 0.0] sens(s, 200000)
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function _fit(glr::GLR{RobustLoss{ρ},<:L2R}, solver::IWLSCG, X, y, scratch ) where {ρ} n,p,_ = npc(scratch) _Mv! = Mv!(glr, X, y, scratch; threshold=solver.threshold) κ = solver.damping # between 0 and 1, 1 = fully take the new iteration # cache θ = zeros(p) θ_ = zeros(p) b = zeros(p) # will contain X'Wy ω = zeros(n) # will contain the diagonal of W # params for the loop max_cg_steps = min(solver.max_inner, p) k, tol = 0, Inf while k < solver.max_iter && tol > solver.tol # update the weights and retrieve the application function # Mθv! corresponds to the current application of (X'WX + λI) on v Mθv! = _Mv!(ω, θ) Mm = LinearMap(Mθv!, p; ismutating=true, isposdef=true, issymmetric=true) Wy = ω .* y b = X'Wy if glr.fit_intercept b = vcat(b, sum(Wy)) end # update θ .= (1-κ) .* θ .+ κ .* cg(Mm, b; maxiter=max_cg_steps) # check tolerance tol = norm(θ .- θ_) / (norm(θ) + eps()) # update cache copyto!(θ_, θ) k += 1 end tol ≤ solver.tol || @warn "IWLS did not converge in $(solver.max_iter) iterations." return θ end
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1.862573
684
# ----------------------------------------------------------- # # Constructing the Hierarchical Discontinuous Galerkin Basis # # ----------------------------------------------------------- # Efficiency criticality: LOW # Computations only performed once # ----------------------------------------------------- # Defining the Inner Product # ----------------------------------------------------- # The coordinate convention here is to have vectors of length n even # The first half has component i is the respective coefficient of x^i # THe second half has component n/2 + i is the coefficient of sgn(x)*x^i function product_matrix(i::Int, j::Int, n::Int) # This is the inner product of <x^i, x^j> when i,j < n/2 # or the appropriate reflection when they are >= # Exact expressions only. No NIntegrations k= Int(round(n/2)) if i < k && j < k return (1 + (-1)^(i + j))/(1 + i + j) elseif i >= k && j< k return (1 - (-1)^((i-k) + (j)))/(1 + (i-k) + (j)) elseif i < k && j >= k return product_matrix(j, i, n) else return (1 + (-1)^((i-k) + (j-k)))/(1 + (i-k) + (j-k)) end end function inner_product(v1::AbstractArray{T}, v2::AbstractArray{T}) where T <: Real value=zero(eltype(v1)) #Get 0 of the same type as v1 n=length(v1) for i in 1:n for j in 1:n if v1[i]==0 || v2[j]==0 continue else value += product_matrix(i-1,j-1,n)*v1[i]*v2[j] end end end return value end function inner_product(v1::AbstractArray{T}, j::Int) where T <: Real #we consider x^(j-1) value=zero(eltype(v1)) #Get 0 of the same type as v1 n=length(v1) for i in 1:n value += product_matrix(i-1,j-1,n)*v1[i] #note we need to shift appropriately end return value end # ------------------------------------------------------ # Defining Gram-Schmidt and forming Legendre Polynomials # ------------------------------------------------------ # The gram schmidt process on a set of vectors # I think using an array of arrays is easiest here function gram_schmidt(Q_initial::Array{Array{T, 1}, 1}) where T <: Real n = length(Q_initial[1]) k = Int(round(n/2)) # n = 2k, k polys of degree up to k-1 and then k polys according to f Q_final = deepcopy(Q_initial) # we'll return a modified version of the initial without modifying Q_initial for i = 1:k for j = 1:i-1 proj = inner_product(Q_initial[i],Q_final[j])/inner_product(Q_final[j], Q_final[j]) #This gives us the number corresponding to the projection along Q_final[j] Q_final[i] -= proj * Q_final[j] #This subtracts it out from Q_final[i] to orthogonalize end Q_final[i] /= sqrt(inner_product(Q_final[i], Q_final[i])) #Normalize every time end return Q_final end #We can now form the Legendre polynomials function legendre(k::Int) Q = [[i==j ? 1.0 : 0.0 for i = 1:2*(k+1)] for j = 1:(k+1)] #start with just the x^i basis for i = 0 to k Q = gram_schmidt(Q) #Orthgonalize, and now we have the Legendre polynomials return Q end # I want to be able to do this completely analytically, using fractions # so that I can avoid any numerical error in this process # ----------------------------------------------------------- # Making a basis of functions have the first k moments vanish # ----------------------------------------------------------- function orthogonalize_1(Q_initial::Array{Array{T, 1}, 1}) where T <: Real n = length(Q_initial[1]) k = Int(round(n/2)) # n = 2k, because basis includes the f(j,x) functions in addition to x^j Q_final = deepcopy(Q_initial) # As before legendre_polys=legendre(k-1) # We need an orthogonal basis for 1..x^(k-1) for the projection to work for i = 1:k for j in 1:k proj = inner_product(Q_initial[i],legendre_polys[j])/ inner_product(legendre_polys[j],legendre_polys[j]) Q_final[i] -= proj*legendre_polys[j] #subtract projection #project out v[i] by each element of this orthogonal basis for x^j end end return Q_final end # ----------------------------------------------------- # Make some functions have higher vanishing moments # ----------------------------------------------------- # This function will make k-1 of the basis vectors orth to x^k, # k-2 to x^k+1 all the way to 1 vector orth to x^2k-2 function orthogonalize_2(Q_initial::Array{Array{T, 1}, 1}) where T <: Real n = length(Q_initial[1]) k = Int(round(n/2)) Q_final = deepcopy(Q_initial) for i = 1:k-1 fi=copy(Q_initial[i]) # We assume this isn't perp to x^(k+i-1) and subtract it from the next ones. # We know that it isn't perp by parity considerations on the degree! :) # (Thank goodness, cuz otherwise each time, we'd have to rearrange the basis # until we found a non-perp function and subtract by that one) for j = i+1:k a= inner_product(Q_final[j],k+i)/inner_product(fi, k+i) Q_final[j] -= a * fi end end return Q_final end # Standard gram-schmidt process, starting at the end # (this is important, because the last function is orthogonal to a lot of higher # polynomials, and we don't want to do anything other than normalize it, # with similar reasoning for the penultimate, etc. functions) function gram_schmidt_rev(Q_initial::Array{Array{T, 1}, 1}) where T <: Real n = length(Q_initial[1]) k = Int(round(n/2)) Q_final = [[0.0 for i in 1:n] for j in 1:k] for i = k:-1:1 #note we're going in reverse fi = copy(Q_initial[i]) #we won't modify the original, so we copy Q_final[i] = fi #start with Q_final = f_i, and we'll subtract projections for j = i+1:k #because we're going in reverse proj = inner_product(fi,Q_final[j])/inner_product(Q_final[j], Q_final[j]) #find the projection Q_final[i] -= proj * Q_final[j] #project out direction j end Q_final[i] /= sqrt(inner_product(Q_final[i], Q_final[i])) #now normalize end return Q_final end # ----------------------------------------------------- # TODO: Lastly, perform a rotation so that there # is only one 'dicontinuous' basis element, # namely the last one # ----------------------------------------------------- function rotate_discontinuity(Q_initial::Array{Array{T, 1}, 1}) where T <: Real # To be implemented end # ----------------------------------------------------- # All together, for the final result: # ----------------------------------------------------- function dg_basis(k::Int) Q = [[j==(i-k) ? 1.0 : 0.0 for i in 1:2*k] for j in 1:k] Q = orthogonalize_1(Q) Q = orthogonalize_2(Q) Q = gram_schmidt_rev(Q) return Q end
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2.574824
2,693
@inline function Phi_se(Cell,s,z,Def,ϕ_tf,D,res0) """ Solid-Electrolyte Potential Transfer Function Phi_se(Cell,s,z,Def) """ if Def == "Pos" Electrode = Cell.Pos #Electrode Length else Electrode = Cell.Neg #Electrode Length end κ_eff = Cell.Const.κ*Electrode.ϵ_e^Electrode.κ_brug #Effective Electrolyte Conductivity σ_eff = Electrode.σ*Electrode.ϵ_s^Electrode.σ_brug #Effective Electrode Conductivity #Defining SOC θ = Cell.Const.SOC * (Electrode.θ_100-Electrode.θ_0) + Electrode.θ_0 #Prepare for j0 ce0 = Cell.Const.ce0 cs_max = Electrode.cs_max cs0 = cs_max * θ α = Electrode.α #Current Flux Density if Cell.Const.CellTyp == "Doyle_94" κ = Electrode.k_norm/Electrode.cs_max/ce0^(1-α) j0 = κ*(ce0*(cs_max-cs0))^(1-α)*cs0^α else j0 = Electrode.k_norm*(Cell.Const.ce0*cs0*(Electrode.cs_max-cs0))^(1-Electrode.α) end #Resistance Rtot = R*Cell.Const.T/(j0*F^2) + Electrode.RFilm #Rtot = R*Cell.Const.T/(j0*Cell.Const.CC_A*F) + Electrode.RFilm ∂Uocp_elc = Cell.Const.∂Uocp(Def,θ)/cs_max #Open Circuit Potential Partial res0 .= @. -3*∂Uocp_elc/(Electrode.as*F*Electrode.L*Cell.Const.CC_A*Electrode.Rs) # residual for pole removal ν = @. Electrode.L*sqrt((Electrode.as/σ_eff+Electrode.as/κ_eff)/(Rtot+∂Uocp_elc*(Electrode.Rs/(F*Electrode.Ds))*(tanh(Electrode.β)/(tanh(Electrode.β)-Electrode.β)))) #Condensing Variable - eq. 4.13 ν_∞ = @. Electrode.L*sqrt(Electrode.as*((1/κ_eff)+(1/σ_eff))/(Rtot)) ϕ_tf .= @. Electrode.L/(Cell.Const.CC_A*ν*sinh(ν))*((1/κ_eff)*cosh(ν*z)+(1/σ_eff)*cosh(ν*(z-1)))-res0/s #Transfer Function - eq. 4.14 zero_tf = @. (6*(5*Electrode.Ds*F*Rtot-∂Uocp_elc*Electrode.Rs)*σ_eff)/(30*Cell.Const.CC_A*Electrode.as*Electrode.Ds*F*σ_eff*Electrode.L) + (5*Electrode.as*Electrode.Ds*F*Electrode.L^2*(σ_eff*(-1+3*z^2)+κ_eff*(2-6*z+3*z^2)))/(30*Cell.Const.CC_A*Electrode.as*Electrode.Ds*F*σ_eff*κ_eff*Electrode.L) D .= @. Electrode.L/(Cell.Const.CC_A*ν_∞*sinh(ν_∞))*((1/κ_eff)*cosh(ν_∞*z)+(1/σ_eff)*cosh(ν_∞*(z-1))) # Contribution to D as G->∞ ϕ_tf[:,findall(s.==0)] .= zero_tf[:,findall(s.==0)] res0 .= zeros(length(z)) if Def == "Pos" #Double check this implementation ϕ_tf .= -ϕ_tf D .= -D end end
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# This file is auto-generated by AWSMetadata.jl using AWS using AWS.AWSServices: iotsitewise using AWS.Compat using AWS.UUIDs """ associate_assets(asset_id, child_asset_id, hierarchy_id) associate_assets(asset_id, child_asset_id, hierarchy_id, params::Dict{String,<:Any}) Associates a child asset with the given parent asset through a hierarchy defined in the parent asset's model. For more information, see Associating assets in the IoT SiteWise User Guide. # Arguments - `asset_id`: The ID of the parent asset. - `child_asset_id`: The ID of the child asset to be associated. - `hierarchy_id`: The ID of a hierarchy in the parent asset's model. Hierarchies allow different groupings of assets to be formed that all come from the same asset model. For more information, see Asset hierarchies in the IoT SiteWise User Guide. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ associate_assets(assetId, childAssetId, hierarchyId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/assets/$(assetId)/associate", Dict{String, Any}("childAssetId"=>childAssetId, "hierarchyId"=>hierarchyId, "clientToken"=>string(uuid4())); aws_config=aws_config) associate_assets(assetId, childAssetId, hierarchyId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/assets/$(assetId)/associate", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("childAssetId"=>childAssetId, "hierarchyId"=>hierarchyId, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ batch_associate_project_assets(asset_ids, project_id) batch_associate_project_assets(asset_ids, project_id, params::Dict{String,<:Any}) Associates a group (batch) of assets with an IoT SiteWise Monitor project. # Arguments - `asset_ids`: The IDs of the assets to be associated to the project. - `project_id`: The ID of the project to which to associate the assets. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ batch_associate_project_assets(assetIds, projectId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/projects/$(projectId)/assets/associate", Dict{String, Any}("assetIds"=>assetIds, "clientToken"=>string(uuid4())); aws_config=aws_config) batch_associate_project_assets(assetIds, projectId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/projects/$(projectId)/assets/associate", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("assetIds"=>assetIds, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ batch_disassociate_project_assets(asset_ids, project_id) batch_disassociate_project_assets(asset_ids, project_id, params::Dict{String,<:Any}) Disassociates a group (batch) of assets from an IoT SiteWise Monitor project. # Arguments - `asset_ids`: The IDs of the assets to be disassociated from the project. - `project_id`: The ID of the project from which to disassociate the assets. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ batch_disassociate_project_assets(assetIds, projectId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/projects/$(projectId)/assets/disassociate", Dict{String, Any}("assetIds"=>assetIds, "clientToken"=>string(uuid4())); aws_config=aws_config) batch_disassociate_project_assets(assetIds, projectId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/projects/$(projectId)/assets/disassociate", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("assetIds"=>assetIds, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ batch_put_asset_property_value(entries) batch_put_asset_property_value(entries, params::Dict{String,<:Any}) Sends a list of asset property values to IoT SiteWise. Each value is a timestamp-quality-value (TQV) data point. For more information, see Ingesting data using the API in the IoT SiteWise User Guide. To identify an asset property, you must specify one of the following: The assetId and propertyId of an asset property. A propertyAlias, which is a data stream alias (for example, /company/windfarm/3/turbine/7/temperature). To define an asset property's alias, see UpdateAssetProperty. With respect to Unix epoch time, IoT SiteWise accepts only TQVs that have a timestamp of no more than 7 days in the past and no more than 10 minutes in the future. IoT SiteWise rejects timestamps outside of the inclusive range of [-7 days, +10 minutes] and returns a TimestampOutOfRangeException error. For each asset property, IoT SiteWise overwrites TQVs with duplicate timestamps unless the newer TQV has a different quality. For example, if you store a TQV {T1, GOOD, V1}, then storing {T1, GOOD, V2} replaces the existing TQV. IoT SiteWise authorizes access to each BatchPutAssetPropertyValue entry individually. For more information, see BatchPutAssetPropertyValue authorization in the IoT SiteWise User Guide. # Arguments - `entries`: The list of asset property value entries for the batch put request. You can specify up to 10 entries per request. """ batch_put_asset_property_value(entries; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/properties", Dict{String, Any}("entries"=>entries); aws_config=aws_config) batch_put_asset_property_value(entries, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/properties", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("entries"=>entries), params)); aws_config=aws_config) """ create_access_policy(access_policy_identity, access_policy_permission, access_policy_resource) create_access_policy(access_policy_identity, access_policy_permission, access_policy_resource, params::Dict{String,<:Any}) Creates an access policy that grants the specified identity (Amazon Web Services SSO user, Amazon Web Services SSO group, or IAM user) access to the specified IoT SiteWise Monitor portal or project resource. # Arguments - `access_policy_identity`: The identity for this access policy. Choose an Amazon Web Services SSO user, an Amazon Web Services SSO group, or an IAM user. - `access_policy_permission`: The permission level for this access policy. Note that a project ADMINISTRATOR is also known as a project owner. - `access_policy_resource`: The IoT SiteWise Monitor resource for this access policy. Choose either a portal or a project. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. - `"tags"`: A list of key-value pairs that contain metadata for the access policy. For more information, see Tagging your IoT SiteWise resources in the IoT SiteWise User Guide. """ create_access_policy(accessPolicyIdentity, accessPolicyPermission, accessPolicyResource; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/access-policies", Dict{String, Any}("accessPolicyIdentity"=>accessPolicyIdentity, "accessPolicyPermission"=>accessPolicyPermission, "accessPolicyResource"=>accessPolicyResource, "clientToken"=>string(uuid4())); aws_config=aws_config) create_access_policy(accessPolicyIdentity, accessPolicyPermission, accessPolicyResource, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/access-policies", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("accessPolicyIdentity"=>accessPolicyIdentity, "accessPolicyPermission"=>accessPolicyPermission, "accessPolicyResource"=>accessPolicyResource, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ create_asset(asset_model_id, asset_name) create_asset(asset_model_id, asset_name, params::Dict{String,<:Any}) Creates an asset from an existing asset model. For more information, see Creating assets in the IoT SiteWise User Guide. # Arguments - `asset_model_id`: The ID of the asset model from which to create the asset. - `asset_name`: A unique, friendly name for the asset. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. - `"tags"`: A list of key-value pairs that contain metadata for the asset. For more information, see Tagging your IoT SiteWise resources in the IoT SiteWise User Guide. """ create_asset(assetModelId, assetName; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/assets", Dict{String, Any}("assetModelId"=>assetModelId, "assetName"=>assetName, "clientToken"=>string(uuid4())); aws_config=aws_config) create_asset(assetModelId, assetName, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/assets", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("assetModelId"=>assetModelId, "assetName"=>assetName, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ create_asset_model(asset_model_name) create_asset_model(asset_model_name, params::Dict{String,<:Any}) Creates an asset model from specified property and hierarchy definitions. You create assets from asset models. With asset models, you can easily create assets of the same type that have standardized definitions. Each asset created from a model inherits the asset model's property and hierarchy definitions. For more information, see Defining asset models in the IoT SiteWise User Guide. # Arguments - `asset_model_name`: A unique, friendly name for the asset model. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"assetModelCompositeModels"`: The composite asset models that are part of this asset model. Composite asset models are asset models that contain specific properties. Each composite model has a type that defines the properties that the composite model supports. Use composite asset models to define alarms on this asset model. - `"assetModelDescription"`: A description for the asset model. - `"assetModelHierarchies"`: The hierarchy definitions of the asset model. Each hierarchy specifies an asset model whose assets can be children of any other assets created from this asset model. For more information, see Asset hierarchies in the IoT SiteWise User Guide. You can specify up to 10 hierarchies per asset model. For more information, see Quotas in the IoT SiteWise User Guide. - `"assetModelProperties"`: The property definitions of the asset model. For more information, see Asset properties in the IoT SiteWise User Guide. You can specify up to 200 properties per asset model. For more information, see Quotas in the IoT SiteWise User Guide. - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. - `"tags"`: A list of key-value pairs that contain metadata for the asset model. For more information, see Tagging your IoT SiteWise resources in the IoT SiteWise User Guide. """ create_asset_model(assetModelName; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/asset-models", Dict{String, Any}("assetModelName"=>assetModelName, "clientToken"=>string(uuid4())); aws_config=aws_config) create_asset_model(assetModelName, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/asset-models", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("assetModelName"=>assetModelName, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ create_dashboard(dashboard_definition, dashboard_name, project_id) create_dashboard(dashboard_definition, dashboard_name, project_id, params::Dict{String,<:Any}) Creates a dashboard in an IoT SiteWise Monitor project. # Arguments - `dashboard_definition`: The dashboard definition specified in a JSON literal. For detailed information, see Creating dashboards (CLI) in the IoT SiteWise User Guide. - `dashboard_name`: A friendly name for the dashboard. - `project_id`: The ID of the project in which to create the dashboard. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. - `"dashboardDescription"`: A description for the dashboard. - `"tags"`: A list of key-value pairs that contain metadata for the dashboard. For more information, see Tagging your IoT SiteWise resources in the IoT SiteWise User Guide. """ create_dashboard(dashboardDefinition, dashboardName, projectId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/dashboards", Dict{String, Any}("dashboardDefinition"=>dashboardDefinition, "dashboardName"=>dashboardName, "projectId"=>projectId, "clientToken"=>string(uuid4())); aws_config=aws_config) create_dashboard(dashboardDefinition, dashboardName, projectId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/dashboards", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("dashboardDefinition"=>dashboardDefinition, "dashboardName"=>dashboardName, "projectId"=>projectId, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ create_gateway(gateway_name, gateway_platform) create_gateway(gateway_name, gateway_platform, params::Dict{String,<:Any}) Creates a gateway, which is a virtual or edge device that delivers industrial data streams from local servers to IoT SiteWise. For more information, see Ingesting data using a gateway in the IoT SiteWise User Guide. # Arguments - `gateway_name`: A unique, friendly name for the gateway. - `gateway_platform`: The gateway's platform. You can only specify one platform in a gateway. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"tags"`: A list of key-value pairs that contain metadata for the gateway. For more information, see Tagging your IoT SiteWise resources in the IoT SiteWise User Guide. """ create_gateway(gatewayName, gatewayPlatform; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/20200301/gateways", Dict{String, Any}("gatewayName"=>gatewayName, "gatewayPlatform"=>gatewayPlatform); aws_config=aws_config) create_gateway(gatewayName, gatewayPlatform, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/20200301/gateways", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("gatewayName"=>gatewayName, "gatewayPlatform"=>gatewayPlatform), params)); aws_config=aws_config) """ create_portal(portal_contact_email, portal_name, role_arn) create_portal(portal_contact_email, portal_name, role_arn, params::Dict{String,<:Any}) Creates a portal, which can contain projects and dashboards. IoT SiteWise Monitor uses Amazon Web Services SSO or IAM to authenticate portal users and manage user permissions. Before you can sign in to a new portal, you must add at least one identity to that portal. For more information, see Adding or removing portal administrators in the IoT SiteWise User Guide. # Arguments - `portal_contact_email`: The Amazon Web Services administrator's contact email address. - `portal_name`: A friendly name for the portal. - `role_arn`: The ARN of a service role that allows the portal's users to access your IoT SiteWise resources on your behalf. For more information, see Using service roles for IoT SiteWise Monitor in the IoT SiteWise User Guide. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"alarms"`: Contains the configuration information of an alarm created in an IoT SiteWise Monitor portal. You can use the alarm to monitor an asset property and get notified when the asset property value is outside a specified range. For more information, see Monitoring with alarms in the IoT SiteWise Application Guide. - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. - `"notificationSenderEmail"`: The email address that sends alarm notifications. If you use the IoT Events managed Lambda function to manage your emails, you must verify the sender email address in Amazon SES. - `"portalAuthMode"`: The service to use to authenticate users to the portal. Choose from the following options: SSO – The portal uses Amazon Web Services Single Sign On to authenticate users and manage user permissions. Before you can create a portal that uses Amazon Web Services SSO, you must enable Amazon Web Services SSO. For more information, see Enabling Amazon Web Services SSO in the IoT SiteWise User Guide. This option is only available in Amazon Web Services Regions other than the China Regions. IAM – The portal uses Identity and Access Management to authenticate users and manage user permissions. This option is only available in the China Regions. You can't change this value after you create a portal. Default: SSO - `"portalDescription"`: A description for the portal. - `"portalLogoImageFile"`: A logo image to display in the portal. Upload a square, high-resolution image. The image is displayed on a dark background. - `"tags"`: A list of key-value pairs that contain metadata for the portal. For more information, see Tagging your IoT SiteWise resources in the IoT SiteWise User Guide. """ create_portal(portalContactEmail, portalName, roleArn; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/portals", Dict{String, Any}("portalContactEmail"=>portalContactEmail, "portalName"=>portalName, "roleArn"=>roleArn, "clientToken"=>string(uuid4())); aws_config=aws_config) create_portal(portalContactEmail, portalName, roleArn, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/portals", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("portalContactEmail"=>portalContactEmail, "portalName"=>portalName, "roleArn"=>roleArn, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ create_project(portal_id, project_name) create_project(portal_id, project_name, params::Dict{String,<:Any}) Creates a project in the specified portal. # Arguments - `portal_id`: The ID of the portal in which to create the project. - `project_name`: A friendly name for the project. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. - `"projectDescription"`: A description for the project. - `"tags"`: A list of key-value pairs that contain metadata for the project. For more information, see Tagging your IoT SiteWise resources in the IoT SiteWise User Guide. """ create_project(portalId, projectName; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/projects", Dict{String, Any}("portalId"=>portalId, "projectName"=>projectName, "clientToken"=>string(uuid4())); aws_config=aws_config) create_project(portalId, projectName, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/projects", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("portalId"=>portalId, "projectName"=>projectName, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ delete_access_policy(access_policy_id) delete_access_policy(access_policy_id, params::Dict{String,<:Any}) Deletes an access policy that grants the specified identity access to the specified IoT SiteWise Monitor resource. You can use this operation to revoke access to an IoT SiteWise Monitor resource. # Arguments - `access_policy_id`: The ID of the access policy to be deleted. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ delete_access_policy(accessPolicyId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/access-policies/$(accessPolicyId)", Dict{String, Any}("clientToken"=>string(uuid4())); aws_config=aws_config) delete_access_policy(accessPolicyId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/access-policies/$(accessPolicyId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ delete_asset(asset_id) delete_asset(asset_id, params::Dict{String,<:Any}) Deletes an asset. This action can't be undone. For more information, see Deleting assets and models in the IoT SiteWise User Guide. You can't delete an asset that's associated to another asset. For more information, see DisassociateAssets. # Arguments - `asset_id`: The ID of the asset to delete. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ delete_asset(assetId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/assets/$(assetId)", Dict{String, Any}("clientToken"=>string(uuid4())); aws_config=aws_config) delete_asset(assetId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/assets/$(assetId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ delete_asset_model(asset_model_id) delete_asset_model(asset_model_id, params::Dict{String,<:Any}) Deletes an asset model. This action can't be undone. You must delete all assets created from an asset model before you can delete the model. Also, you can't delete an asset model if a parent asset model exists that contains a property formula expression that depends on the asset model that you want to delete. For more information, see Deleting assets and models in the IoT SiteWise User Guide. # Arguments - `asset_model_id`: The ID of the asset model to delete. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ delete_asset_model(assetModelId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/asset-models/$(assetModelId)", Dict{String, Any}("clientToken"=>string(uuid4())); aws_config=aws_config) delete_asset_model(assetModelId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/asset-models/$(assetModelId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ delete_dashboard(dashboard_id) delete_dashboard(dashboard_id, params::Dict{String,<:Any}) Deletes a dashboard from IoT SiteWise Monitor. # Arguments - `dashboard_id`: The ID of the dashboard to delete. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ delete_dashboard(dashboardId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/dashboards/$(dashboardId)", Dict{String, Any}("clientToken"=>string(uuid4())); aws_config=aws_config) delete_dashboard(dashboardId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/dashboards/$(dashboardId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ delete_gateway(gateway_id) delete_gateway(gateway_id, params::Dict{String,<:Any}) Deletes a gateway from IoT SiteWise. When you delete a gateway, some of the gateway's files remain in your gateway's file system. # Arguments - `gateway_id`: The ID of the gateway to delete. """ delete_gateway(gatewayId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/20200301/gateways/$(gatewayId)"; aws_config=aws_config) delete_gateway(gatewayId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/20200301/gateways/$(gatewayId)", params; aws_config=aws_config) """ delete_portal(portal_id) delete_portal(portal_id, params::Dict{String,<:Any}) Deletes a portal from IoT SiteWise Monitor. # Arguments - `portal_id`: The ID of the portal to delete. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ delete_portal(portalId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/portals/$(portalId)", Dict{String, Any}("clientToken"=>string(uuid4())); aws_config=aws_config) delete_portal(portalId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/portals/$(portalId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ delete_project(project_id) delete_project(project_id, params::Dict{String,<:Any}) Deletes a project from IoT SiteWise Monitor. # Arguments - `project_id`: The ID of the project. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ delete_project(projectId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/projects/$(projectId)", Dict{String, Any}("clientToken"=>string(uuid4())); aws_config=aws_config) delete_project(projectId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/projects/$(projectId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ describe_access_policy(access_policy_id) describe_access_policy(access_policy_id, params::Dict{String,<:Any}) Describes an access policy, which specifies an identity's access to an IoT SiteWise Monitor portal or project. # Arguments - `access_policy_id`: The ID of the access policy. """ describe_access_policy(accessPolicyId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/access-policies/$(accessPolicyId)"; aws_config=aws_config) describe_access_policy(accessPolicyId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/access-policies/$(accessPolicyId)", params; aws_config=aws_config) """ describe_asset(asset_id) describe_asset(asset_id, params::Dict{String,<:Any}) Retrieves information about an asset. # Arguments - `asset_id`: The ID of the asset. """ describe_asset(assetId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/assets/$(assetId)"; aws_config=aws_config) describe_asset(assetId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/assets/$(assetId)", params; aws_config=aws_config) """ describe_asset_model(asset_model_id) describe_asset_model(asset_model_id, params::Dict{String,<:Any}) Retrieves information about an asset model. # Arguments - `asset_model_id`: The ID of the asset model. """ describe_asset_model(assetModelId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/asset-models/$(assetModelId)"; aws_config=aws_config) describe_asset_model(assetModelId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/asset-models/$(assetModelId)", params; aws_config=aws_config) """ describe_asset_property(asset_id, property_id) describe_asset_property(asset_id, property_id, params::Dict{String,<:Any}) Retrieves information about an asset property. When you call this operation for an attribute property, this response includes the default attribute value that you define in the asset model. If you update the default value in the model, this operation's response includes the new default value. This operation doesn't return the value of the asset property. To get the value of an asset property, use GetAssetPropertyValue. # Arguments - `asset_id`: The ID of the asset. - `property_id`: The ID of the asset property. """ describe_asset_property(assetId, propertyId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/assets/$(assetId)/properties/$(propertyId)"; aws_config=aws_config) describe_asset_property(assetId, propertyId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/assets/$(assetId)/properties/$(propertyId)", params; aws_config=aws_config) """ describe_dashboard(dashboard_id) describe_dashboard(dashboard_id, params::Dict{String,<:Any}) Retrieves information about a dashboard. # Arguments - `dashboard_id`: The ID of the dashboard. """ describe_dashboard(dashboardId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/dashboards/$(dashboardId)"; aws_config=aws_config) describe_dashboard(dashboardId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/dashboards/$(dashboardId)", params; aws_config=aws_config) """ describe_default_encryption_configuration() describe_default_encryption_configuration(params::Dict{String,<:Any}) Retrieves information about the default encryption configuration for the Amazon Web Services account in the default or specified Region. For more information, see Key management in the IoT SiteWise User Guide. """ describe_default_encryption_configuration(; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/configuration/account/encryption"; aws_config=aws_config) describe_default_encryption_configuration(params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/configuration/account/encryption", params; aws_config=aws_config) """ describe_gateway(gateway_id) describe_gateway(gateway_id, params::Dict{String,<:Any}) Retrieves information about a gateway. # Arguments - `gateway_id`: The ID of the gateway device. """ describe_gateway(gatewayId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/20200301/gateways/$(gatewayId)"; aws_config=aws_config) describe_gateway(gatewayId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/20200301/gateways/$(gatewayId)", params; aws_config=aws_config) """ describe_gateway_capability_configuration(capability_namespace, gateway_id) describe_gateway_capability_configuration(capability_namespace, gateway_id, params::Dict{String,<:Any}) Retrieves information about a gateway capability configuration. Each gateway capability defines data sources for a gateway. A capability configuration can contain multiple data source configurations. If you define OPC-UA sources for a gateway in the IoT SiteWise console, all of your OPC-UA sources are stored in one capability configuration. To list all capability configurations for a gateway, use DescribeGateway. # Arguments - `capability_namespace`: The namespace of the capability configuration. For example, if you configure OPC-UA sources from the IoT SiteWise console, your OPC-UA capability configuration has the namespace iotsitewise:opcuacollector:version, where version is a number such as 1. - `gateway_id`: The ID of the gateway that defines the capability configuration. """ describe_gateway_capability_configuration(capabilityNamespace, gatewayId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/20200301/gateways/$(gatewayId)/capability/$(capabilityNamespace)"; aws_config=aws_config) describe_gateway_capability_configuration(capabilityNamespace, gatewayId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/20200301/gateways/$(gatewayId)/capability/$(capabilityNamespace)", params; aws_config=aws_config) """ describe_logging_options() describe_logging_options(params::Dict{String,<:Any}) Retrieves the current IoT SiteWise logging options. """ describe_logging_options(; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/logging"; aws_config=aws_config) describe_logging_options(params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/logging", params; aws_config=aws_config) """ describe_portal(portal_id) describe_portal(portal_id, params::Dict{String,<:Any}) Retrieves information about a portal. # Arguments - `portal_id`: The ID of the portal. """ describe_portal(portalId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/portals/$(portalId)"; aws_config=aws_config) describe_portal(portalId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/portals/$(portalId)", params; aws_config=aws_config) """ describe_project(project_id) describe_project(project_id, params::Dict{String,<:Any}) Retrieves information about a project. # Arguments - `project_id`: The ID of the project. """ describe_project(projectId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/projects/$(projectId)"; aws_config=aws_config) describe_project(projectId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/projects/$(projectId)", params; aws_config=aws_config) """ describe_storage_configuration() describe_storage_configuration(params::Dict{String,<:Any}) Retrieves information about the storage configuration for IoT SiteWise. """ describe_storage_configuration(; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/configuration/account/storage"; aws_config=aws_config) describe_storage_configuration(params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/configuration/account/storage", params; aws_config=aws_config) """ disassociate_assets(asset_id, child_asset_id, hierarchy_id) disassociate_assets(asset_id, child_asset_id, hierarchy_id, params::Dict{String,<:Any}) Disassociates a child asset from the given parent asset through a hierarchy defined in the parent asset's model. # Arguments - `asset_id`: The ID of the parent asset from which to disassociate the child asset. - `child_asset_id`: The ID of the child asset to disassociate. - `hierarchy_id`: The ID of a hierarchy in the parent asset's model. Hierarchies allow different groupings of assets to be formed that all come from the same asset model. You can use the hierarchy ID to identify the correct asset to disassociate. For more information, see Asset hierarchies in the IoT SiteWise User Guide. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ disassociate_assets(assetId, childAssetId, hierarchyId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/assets/$(assetId)/disassociate", Dict{String, Any}("childAssetId"=>childAssetId, "hierarchyId"=>hierarchyId, "clientToken"=>string(uuid4())); aws_config=aws_config) disassociate_assets(assetId, childAssetId, hierarchyId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/assets/$(assetId)/disassociate", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("childAssetId"=>childAssetId, "hierarchyId"=>hierarchyId, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ get_asset_property_aggregates(aggregate_types, end_date, resolution, start_date) get_asset_property_aggregates(aggregate_types, end_date, resolution, start_date, params::Dict{String,<:Any}) Gets aggregated values for an asset property. For more information, see Querying aggregates in the IoT SiteWise User Guide. To identify an asset property, you must specify one of the following: The assetId and propertyId of an asset property. A propertyAlias, which is a data stream alias (for example, /company/windfarm/3/turbine/7/temperature). To define an asset property's alias, see UpdateAssetProperty. # Arguments - `aggregate_types`: The data aggregating function. - `end_date`: The inclusive end of the range from which to query historical data, expressed in seconds in Unix epoch time. - `resolution`: The time interval over which to aggregate data. - `start_date`: The exclusive start of the range from which to query historical data, expressed in seconds in Unix epoch time. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"assetId"`: The ID of the asset. - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 100 - `"nextToken"`: The token to be used for the next set of paginated results. - `"propertyAlias"`: The alias that identifies the property, such as an OPC-UA server data stream path (for example, /company/windfarm/3/turbine/7/temperature). For more information, see Mapping industrial data streams to asset properties in the IoT SiteWise User Guide. - `"propertyId"`: The ID of the asset property. - `"qualities"`: The quality by which to filter asset data. - `"timeOrdering"`: The chronological sorting order of the requested information. Default: ASCENDING """ get_asset_property_aggregates(aggregateTypes, endDate, resolution, startDate; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/properties/aggregates", Dict{String, Any}("aggregateTypes"=>aggregateTypes, "endDate"=>endDate, "resolution"=>resolution, "startDate"=>startDate); aws_config=aws_config) get_asset_property_aggregates(aggregateTypes, endDate, resolution, startDate, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/properties/aggregates", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("aggregateTypes"=>aggregateTypes, "endDate"=>endDate, "resolution"=>resolution, "startDate"=>startDate), params)); aws_config=aws_config) """ get_asset_property_value() get_asset_property_value(params::Dict{String,<:Any}) Gets an asset property's current value. For more information, see Querying current values in the IoT SiteWise User Guide. To identify an asset property, you must specify one of the following: The assetId and propertyId of an asset property. A propertyAlias, which is a data stream alias (for example, /company/windfarm/3/turbine/7/temperature). To define an asset property's alias, see UpdateAssetProperty. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"assetId"`: The ID of the asset. - `"propertyAlias"`: The alias that identifies the property, such as an OPC-UA server data stream path (for example, /company/windfarm/3/turbine/7/temperature). For more information, see Mapping industrial data streams to asset properties in the IoT SiteWise User Guide. - `"propertyId"`: The ID of the asset property. """ get_asset_property_value(; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/properties/latest"; aws_config=aws_config) get_asset_property_value(params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/properties/latest", params; aws_config=aws_config) """ get_asset_property_value_history() get_asset_property_value_history(params::Dict{String,<:Any}) Gets the history of an asset property's values. For more information, see Querying historical values in the IoT SiteWise User Guide. To identify an asset property, you must specify one of the following: The assetId and propertyId of an asset property. A propertyAlias, which is a data stream alias (for example, /company/windfarm/3/turbine/7/temperature). To define an asset property's alias, see UpdateAssetProperty. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"assetId"`: The ID of the asset. - `"endDate"`: The inclusive end of the range from which to query historical data, expressed in seconds in Unix epoch time. - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 100 - `"nextToken"`: The token to be used for the next set of paginated results. - `"propertyAlias"`: The alias that identifies the property, such as an OPC-UA server data stream path (for example, /company/windfarm/3/turbine/7/temperature). For more information, see Mapping industrial data streams to asset properties in the IoT SiteWise User Guide. - `"propertyId"`: The ID of the asset property. - `"qualities"`: The quality by which to filter asset data. - `"startDate"`: The exclusive start of the range from which to query historical data, expressed in seconds in Unix epoch time. - `"timeOrdering"`: The chronological sorting order of the requested information. Default: ASCENDING """ get_asset_property_value_history(; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/properties/history"; aws_config=aws_config) get_asset_property_value_history(params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/properties/history", params; aws_config=aws_config) """ get_interpolated_asset_property_values(end_time_in_seconds, interval_in_seconds, quality, start_time_in_seconds, type) get_interpolated_asset_property_values(end_time_in_seconds, interval_in_seconds, quality, start_time_in_seconds, type, params::Dict{String,<:Any}) Get interpolated values for an asset property for a specified time interval, during a period of time. For example, you can use the this operation to return the interpolated temperature values for a wind turbine every 24 hours over a duration of 7 days. To identify an asset property, you must specify one of the following: The assetId and propertyId of an asset property. A propertyAlias, which is a data stream alias (for example, /company/windfarm/3/turbine/7/temperature). To define an asset property's alias, see UpdateAssetProperty. # Arguments - `end_time_in_seconds`: The inclusive end of the range from which to interpolate data, expressed in seconds in Unix epoch time. - `interval_in_seconds`: The time interval in seconds over which to interpolate data. Each interval starts when the previous one ends. - `quality`: The quality of the asset property value. You can use this parameter as a filter to choose only the asset property values that have a specific quality. - `start_time_in_seconds`: The exclusive start of the range from which to interpolate data, expressed in seconds in Unix epoch time. - `type`: The interpolation type. Valid values: LINEAR_INTERPOLATION # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"assetId"`: The ID of the asset. - `"endTimeOffsetInNanos"`: The nanosecond offset converted from endTimeInSeconds. - `"maxResults"`: The maximum number of results to return for each paginated request. If not specified, the default value is 10. - `"nextToken"`: The token to be used for the next set of paginated results. - `"propertyAlias"`: The alias that identifies the property, such as an OPC-UA server data stream path (for example, /company/windfarm/3/turbine/7/temperature). For more information, see Mapping industrial data streams to asset properties in the IoT SiteWise User Guide. - `"propertyId"`: The ID of the asset property. - `"startTimeOffsetInNanos"`: The nanosecond offset converted from startTimeInSeconds. """ get_interpolated_asset_property_values(endTimeInSeconds, intervalInSeconds, quality, startTimeInSeconds, type; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/properties/interpolated", Dict{String, Any}("endTimeInSeconds"=>endTimeInSeconds, "intervalInSeconds"=>intervalInSeconds, "quality"=>quality, "startTimeInSeconds"=>startTimeInSeconds, "type"=>type); aws_config=aws_config) get_interpolated_asset_property_values(endTimeInSeconds, intervalInSeconds, quality, startTimeInSeconds, type, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/properties/interpolated", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("endTimeInSeconds"=>endTimeInSeconds, "intervalInSeconds"=>intervalInSeconds, "quality"=>quality, "startTimeInSeconds"=>startTimeInSeconds, "type"=>type), params)); aws_config=aws_config) """ list_access_policies() list_access_policies(params::Dict{String,<:Any}) Retrieves a paginated list of access policies for an identity (an Amazon Web Services SSO user, an Amazon Web Services SSO group, or an IAM user) or an IoT SiteWise Monitor resource (a portal or project). # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"iamArn"`: The ARN of the IAM user. For more information, see IAM ARNs in the IAM User Guide. This parameter is required if you specify IAM for identityType. - `"identityId"`: The ID of the identity. This parameter is required if you specify USER or GROUP for identityType. - `"identityType"`: The type of identity (Amazon Web Services SSO user, Amazon Web Services SSO group, or IAM user). This parameter is required if you specify identityId. - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 50 - `"nextToken"`: The token to be used for the next set of paginated results. - `"resourceId"`: The ID of the resource. This parameter is required if you specify resourceType. - `"resourceType"`: The type of resource (portal or project). This parameter is required if you specify resourceId. """ list_access_policies(; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/access-policies"; aws_config=aws_config) list_access_policies(params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/access-policies", params; aws_config=aws_config) """ list_asset_models() list_asset_models(params::Dict{String,<:Any}) Retrieves a paginated list of summaries of all asset models. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 50 - `"nextToken"`: The token to be used for the next set of paginated results. """ list_asset_models(; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/asset-models"; aws_config=aws_config) list_asset_models(params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/asset-models", params; aws_config=aws_config) """ list_asset_relationships(asset_id, traversal_type) list_asset_relationships(asset_id, traversal_type, params::Dict{String,<:Any}) Retrieves a paginated list of asset relationships for an asset. You can use this operation to identify an asset's root asset and all associated assets between that asset and its root. # Arguments - `asset_id`: The ID of the asset. - `traversal_type`: The type of traversal to use to identify asset relationships. Choose the following option: PATH_TO_ROOT – Identify the asset's parent assets up to the root asset. The asset that you specify in assetId is the first result in the list of assetRelationshipSummaries, and the root asset is the last result. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"maxResults"`: The maximum number of results to return for each paginated request. - `"nextToken"`: The token to be used for the next set of paginated results. """ list_asset_relationships(assetId, traversalType; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/assets/$(assetId)/assetRelationships", Dict{String, Any}("traversalType"=>traversalType); aws_config=aws_config) list_asset_relationships(assetId, traversalType, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/assets/$(assetId)/assetRelationships", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("traversalType"=>traversalType), params)); aws_config=aws_config) """ list_assets() list_assets(params::Dict{String,<:Any}) Retrieves a paginated list of asset summaries. You can use this operation to do the following: List assets based on a specific asset model. List top-level assets. You can't use this operation to list all assets. To retrieve summaries for all of your assets, use ListAssetModels to get all of your asset model IDs. Then, use ListAssets to get all assets for each asset model. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"assetModelId"`: The ID of the asset model by which to filter the list of assets. This parameter is required if you choose ALL for filter. - `"filter"`: The filter for the requested list of assets. Choose one of the following options: ALL – The list includes all assets for a given asset model ID. The assetModelId parameter is required if you filter by ALL. TOP_LEVEL – The list includes only top-level assets in the asset hierarchy tree. Default: ALL - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 50 - `"nextToken"`: The token to be used for the next set of paginated results. """ list_assets(; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/assets"; aws_config=aws_config) list_assets(params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/assets", params; aws_config=aws_config) """ list_associated_assets(asset_id) list_associated_assets(asset_id, params::Dict{String,<:Any}) Retrieves a paginated list of associated assets. You can use this operation to do the following: List child assets associated to a parent asset by a hierarchy that you specify. List an asset's parent asset. # Arguments - `asset_id`: The ID of the asset to query. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"hierarchyId"`: The ID of the hierarchy by which child assets are associated to the asset. To find a hierarchy ID, use the DescribeAsset or DescribeAssetModel operations. This parameter is required if you choose CHILD for traversalDirection. For more information, see Asset hierarchies in the IoT SiteWise User Guide. - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 50 - `"nextToken"`: The token to be used for the next set of paginated results. - `"traversalDirection"`: The direction to list associated assets. Choose one of the following options: CHILD – The list includes all child assets associated to the asset. The hierarchyId parameter is required if you choose CHILD. PARENT – The list includes the asset's parent asset. Default: CHILD """ list_associated_assets(assetId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/assets/$(assetId)/hierarchies"; aws_config=aws_config) list_associated_assets(assetId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/assets/$(assetId)/hierarchies", params; aws_config=aws_config) """ list_dashboards(project_id) list_dashboards(project_id, params::Dict{String,<:Any}) Retrieves a paginated list of dashboards for an IoT SiteWise Monitor project. # Arguments - `project_id`: The ID of the project. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 50 - `"nextToken"`: The token to be used for the next set of paginated results. """ list_dashboards(projectId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/dashboards", Dict{String, Any}("projectId"=>projectId); aws_config=aws_config) list_dashboards(projectId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/dashboards", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("projectId"=>projectId), params)); aws_config=aws_config) """ list_gateways() list_gateways(params::Dict{String,<:Any}) Retrieves a paginated list of gateways. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 50 - `"nextToken"`: The token to be used for the next set of paginated results. """ list_gateways(; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/20200301/gateways"; aws_config=aws_config) list_gateways(params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/20200301/gateways", params; aws_config=aws_config) """ list_portals() list_portals(params::Dict{String,<:Any}) Retrieves a paginated list of IoT SiteWise Monitor portals. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 50 - `"nextToken"`: The token to be used for the next set of paginated results. """ list_portals(; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/portals"; aws_config=aws_config) list_portals(params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/portals", params; aws_config=aws_config) """ list_project_assets(project_id) list_project_assets(project_id, params::Dict{String,<:Any}) Retrieves a paginated list of assets associated with an IoT SiteWise Monitor project. # Arguments - `project_id`: The ID of the project. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 50 - `"nextToken"`: The token to be used for the next set of paginated results. """ list_project_assets(projectId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/projects/$(projectId)/assets"; aws_config=aws_config) list_project_assets(projectId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/projects/$(projectId)/assets", params; aws_config=aws_config) """ list_projects(portal_id) list_projects(portal_id, params::Dict{String,<:Any}) Retrieves a paginated list of projects for an IoT SiteWise Monitor portal. # Arguments - `portal_id`: The ID of the portal. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"maxResults"`: The maximum number of results to return for each paginated request. Default: 50 - `"nextToken"`: The token to be used for the next set of paginated results. """ list_projects(portalId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/projects", Dict{String, Any}("portalId"=>portalId); aws_config=aws_config) list_projects(portalId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/projects", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("portalId"=>portalId), params)); aws_config=aws_config) """ list_tags_for_resource(resource_arn) list_tags_for_resource(resource_arn, params::Dict{String,<:Any}) Retrieves the list of tags for an IoT SiteWise resource. # Arguments - `resource_arn`: The ARN of the resource. """ list_tags_for_resource(resourceArn; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/tags", Dict{String, Any}("resourceArn"=>resourceArn); aws_config=aws_config) list_tags_for_resource(resourceArn, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("GET", "/tags", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("resourceArn"=>resourceArn), params)); aws_config=aws_config) """ put_default_encryption_configuration(encryption_type) put_default_encryption_configuration(encryption_type, params::Dict{String,<:Any}) Sets the default encryption configuration for the Amazon Web Services account. For more information, see Key management in the IoT SiteWise User Guide. # Arguments - `encryption_type`: The type of encryption used for the encryption configuration. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"kmsKeyId"`: The Key ID of the customer managed customer master key (CMK) used for KMS encryption. This is required if you use KMS_BASED_ENCRYPTION. """ put_default_encryption_configuration(encryptionType; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/configuration/account/encryption", Dict{String, Any}("encryptionType"=>encryptionType); aws_config=aws_config) put_default_encryption_configuration(encryptionType, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/configuration/account/encryption", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("encryptionType"=>encryptionType), params)); aws_config=aws_config) """ put_logging_options(logging_options) put_logging_options(logging_options, params::Dict{String,<:Any}) Sets logging options for IoT SiteWise. # Arguments - `logging_options`: The logging options to set. """ put_logging_options(loggingOptions; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/logging", Dict{String, Any}("loggingOptions"=>loggingOptions); aws_config=aws_config) put_logging_options(loggingOptions, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/logging", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("loggingOptions"=>loggingOptions), params)); aws_config=aws_config) """ put_storage_configuration(storage_type) put_storage_configuration(storage_type, params::Dict{String,<:Any}) Configures storage settings for IoT SiteWise. # Arguments - `storage_type`: The type of storage that you specified for your data. The storage type can be one of the following values: SITEWISE_DEFAULT_STORAGE – IoT SiteWise replicates your data into a service managed database. MULTI_LAYER_STORAGE – IoT SiteWise replicates your data into a service managed database and saves a copy of your raw data and metadata in an Amazon S3 object that you specified. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"multiLayerStorage"`: Identifies a storage destination. If you specified MULTI_LAYER_STORAGE for the storage type, you must specify a MultiLayerStorage object. """ put_storage_configuration(storageType; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/configuration/account/storage", Dict{String, Any}("storageType"=>storageType); aws_config=aws_config) put_storage_configuration(storageType, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/configuration/account/storage", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("storageType"=>storageType), params)); aws_config=aws_config) """ tag_resource(resource_arn, tags) tag_resource(resource_arn, tags, params::Dict{String,<:Any}) Adds tags to an IoT SiteWise resource. If a tag already exists for the resource, this operation updates the tag's value. # Arguments - `resource_arn`: The ARN of the resource to tag. - `tags`: A list of key-value pairs that contain metadata for the resource. For more information, see Tagging your IoT SiteWise resources in the IoT SiteWise User Guide. """ tag_resource(resourceArn, tags; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/tags", Dict{String, Any}("resourceArn"=>resourceArn, "tags"=>tags); aws_config=aws_config) tag_resource(resourceArn, tags, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/tags", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("resourceArn"=>resourceArn, "tags"=>tags), params)); aws_config=aws_config) """ untag_resource(resource_arn, tag_keys) untag_resource(resource_arn, tag_keys, params::Dict{String,<:Any}) Removes a tag from an IoT SiteWise resource. # Arguments - `resource_arn`: The ARN of the resource to untag. - `tag_keys`: A list of keys for tags to remove from the resource. """ untag_resource(resourceArn, tagKeys; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/tags", Dict{String, Any}("resourceArn"=>resourceArn, "tagKeys"=>tagKeys); aws_config=aws_config) untag_resource(resourceArn, tagKeys, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("DELETE", "/tags", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("resourceArn"=>resourceArn, "tagKeys"=>tagKeys), params)); aws_config=aws_config) """ update_access_policy(access_policy_id, access_policy_identity, access_policy_permission, access_policy_resource) update_access_policy(access_policy_id, access_policy_identity, access_policy_permission, access_policy_resource, params::Dict{String,<:Any}) Updates an existing access policy that specifies an identity's access to an IoT SiteWise Monitor portal or project resource. # Arguments - `access_policy_id`: The ID of the access policy. - `access_policy_identity`: The identity for this access policy. Choose an Amazon Web Services SSO user, an Amazon Web Services SSO group, or an IAM user. - `access_policy_permission`: The permission level for this access policy. Note that a project ADMINISTRATOR is also known as a project owner. - `access_policy_resource`: The IoT SiteWise Monitor resource for this access policy. Choose either a portal or a project. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ update_access_policy(accessPolicyId, accessPolicyIdentity, accessPolicyPermission, accessPolicyResource; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/access-policies/$(accessPolicyId)", Dict{String, Any}("accessPolicyIdentity"=>accessPolicyIdentity, "accessPolicyPermission"=>accessPolicyPermission, "accessPolicyResource"=>accessPolicyResource, "clientToken"=>string(uuid4())); aws_config=aws_config) update_access_policy(accessPolicyId, accessPolicyIdentity, accessPolicyPermission, accessPolicyResource, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/access-policies/$(accessPolicyId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("accessPolicyIdentity"=>accessPolicyIdentity, "accessPolicyPermission"=>accessPolicyPermission, "accessPolicyResource"=>accessPolicyResource, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ update_asset(asset_id, asset_name) update_asset(asset_id, asset_name, params::Dict{String,<:Any}) Updates an asset's name. For more information, see Updating assets and models in the IoT SiteWise User Guide. # Arguments - `asset_id`: The ID of the asset to update. - `asset_name`: A unique, friendly name for the asset. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ update_asset(assetId, assetName; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/assets/$(assetId)", Dict{String, Any}("assetName"=>assetName, "clientToken"=>string(uuid4())); aws_config=aws_config) update_asset(assetId, assetName, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/assets/$(assetId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("assetName"=>assetName, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ update_asset_model(asset_model_id, asset_model_name) update_asset_model(asset_model_id, asset_model_name, params::Dict{String,<:Any}) Updates an asset model and all of the assets that were created from the model. Each asset created from the model inherits the updated asset model's property and hierarchy definitions. For more information, see Updating assets and models in the IoT SiteWise User Guide. This operation overwrites the existing model with the provided model. To avoid deleting your asset model's properties or hierarchies, you must include their IDs and definitions in the updated asset model payload. For more information, see DescribeAssetModel. If you remove a property from an asset model, IoT SiteWise deletes all previous data for that property. If you remove a hierarchy definition from an asset model, IoT SiteWise disassociates every asset associated with that hierarchy. You can't change the type or data type of an existing property. # Arguments - `asset_model_id`: The ID of the asset model to update. - `asset_model_name`: A unique, friendly name for the asset model. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"assetModelCompositeModels"`: The composite asset models that are part of this asset model. Composite asset models are asset models that contain specific properties. Each composite model has a type that defines the properties that the composite model supports. Use composite asset models to define alarms on this asset model. - `"assetModelDescription"`: A description for the asset model. - `"assetModelHierarchies"`: The updated hierarchy definitions of the asset model. Each hierarchy specifies an asset model whose assets can be children of any other assets created from this asset model. For more information, see Asset hierarchies in the IoT SiteWise User Guide. You can specify up to 10 hierarchies per asset model. For more information, see Quotas in the IoT SiteWise User Guide. - `"assetModelProperties"`: The updated property definitions of the asset model. For more information, see Asset properties in the IoT SiteWise User Guide. You can specify up to 200 properties per asset model. For more information, see Quotas in the IoT SiteWise User Guide. - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. """ update_asset_model(assetModelId, assetModelName; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/asset-models/$(assetModelId)", Dict{String, Any}("assetModelName"=>assetModelName, "clientToken"=>string(uuid4())); aws_config=aws_config) update_asset_model(assetModelId, assetModelName, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/asset-models/$(assetModelId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("assetModelName"=>assetModelName, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ update_asset_property(asset_id, property_id) update_asset_property(asset_id, property_id, params::Dict{String,<:Any}) Updates an asset property's alias and notification state. This operation overwrites the property's existing alias and notification state. To keep your existing property's alias or notification state, you must include the existing values in the UpdateAssetProperty request. For more information, see DescribeAssetProperty. # Arguments - `asset_id`: The ID of the asset to be updated. - `property_id`: The ID of the asset property to be updated. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. - `"propertyAlias"`: The alias that identifies the property, such as an OPC-UA server data stream path (for example, /company/windfarm/3/turbine/7/temperature). For more information, see Mapping industrial data streams to asset properties in the IoT SiteWise User Guide. If you omit this parameter, the alias is removed from the property. - `"propertyNotificationState"`: The MQTT notification state (enabled or disabled) for this asset property. When the notification state is enabled, IoT SiteWise publishes property value updates to a unique MQTT topic. For more information, see Interacting with other services in the IoT SiteWise User Guide. If you omit this parameter, the notification state is set to DISABLED. """ update_asset_property(assetId, propertyId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/assets/$(assetId)/properties/$(propertyId)", Dict{String, Any}("clientToken"=>string(uuid4())); aws_config=aws_config) update_asset_property(assetId, propertyId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/assets/$(assetId)/properties/$(propertyId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ update_dashboard(dashboard_definition, dashboard_id, dashboard_name) update_dashboard(dashboard_definition, dashboard_id, dashboard_name, params::Dict{String,<:Any}) Updates an IoT SiteWise Monitor dashboard. # Arguments - `dashboard_definition`: The new dashboard definition, as specified in a JSON literal. For detailed information, see Creating dashboards (CLI) in the IoT SiteWise User Guide. - `dashboard_id`: The ID of the dashboard to update. - `dashboard_name`: A new friendly name for the dashboard. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. - `"dashboardDescription"`: A new description for the dashboard. """ update_dashboard(dashboardDefinition, dashboardId, dashboardName; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/dashboards/$(dashboardId)", Dict{String, Any}("dashboardDefinition"=>dashboardDefinition, "dashboardName"=>dashboardName, "clientToken"=>string(uuid4())); aws_config=aws_config) update_dashboard(dashboardDefinition, dashboardId, dashboardName, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/dashboards/$(dashboardId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("dashboardDefinition"=>dashboardDefinition, "dashboardName"=>dashboardName, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ update_gateway(gateway_id, gateway_name) update_gateway(gateway_id, gateway_name, params::Dict{String,<:Any}) Updates a gateway's name. # Arguments - `gateway_id`: The ID of the gateway to update. - `gateway_name`: A unique, friendly name for the gateway. """ update_gateway(gatewayId, gatewayName; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/20200301/gateways/$(gatewayId)", Dict{String, Any}("gatewayName"=>gatewayName); aws_config=aws_config) update_gateway(gatewayId, gatewayName, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/20200301/gateways/$(gatewayId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("gatewayName"=>gatewayName), params)); aws_config=aws_config) """ update_gateway_capability_configuration(capability_configuration, capability_namespace, gateway_id) update_gateway_capability_configuration(capability_configuration, capability_namespace, gateway_id, params::Dict{String,<:Any}) Updates a gateway capability configuration or defines a new capability configuration. Each gateway capability defines data sources for a gateway. A capability configuration can contain multiple data source configurations. If you define OPC-UA sources for a gateway in the IoT SiteWise console, all of your OPC-UA sources are stored in one capability configuration. To list all capability configurations for a gateway, use DescribeGateway. # Arguments - `capability_configuration`: The JSON document that defines the configuration for the gateway capability. For more information, see Configuring data sources (CLI) in the IoT SiteWise User Guide. - `capability_namespace`: The namespace of the gateway capability configuration to be updated. For example, if you configure OPC-UA sources from the IoT SiteWise console, your OPC-UA capability configuration has the namespace iotsitewise:opcuacollector:version, where version is a number such as 1. - `gateway_id`: The ID of the gateway to be updated. """ update_gateway_capability_configuration(capabilityConfiguration, capabilityNamespace, gatewayId; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/20200301/gateways/$(gatewayId)/capability", Dict{String, Any}("capabilityConfiguration"=>capabilityConfiguration, "capabilityNamespace"=>capabilityNamespace); aws_config=aws_config) update_gateway_capability_configuration(capabilityConfiguration, capabilityNamespace, gatewayId, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("POST", "/20200301/gateways/$(gatewayId)/capability", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("capabilityConfiguration"=>capabilityConfiguration, "capabilityNamespace"=>capabilityNamespace), params)); aws_config=aws_config) """ update_portal(portal_contact_email, portal_id, portal_name, role_arn) update_portal(portal_contact_email, portal_id, portal_name, role_arn, params::Dict{String,<:Any}) Updates an IoT SiteWise Monitor portal. # Arguments - `portal_contact_email`: The Amazon Web Services administrator's contact email address. - `portal_id`: The ID of the portal to update. - `portal_name`: A new friendly name for the portal. - `role_arn`: The ARN of a service role that allows the portal's users to access your IoT SiteWise resources on your behalf. For more information, see Using service roles for IoT SiteWise Monitor in the IoT SiteWise User Guide. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"alarms"`: Contains the configuration information of an alarm created in an IoT SiteWise Monitor portal. You can use the alarm to monitor an asset property and get notified when the asset property value is outside a specified range. For more information, see Monitoring with alarms in the IoT SiteWise Application Guide. - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. - `"notificationSenderEmail"`: The email address that sends alarm notifications. - `"portalDescription"`: A new description for the portal. - `"portalLogoImage"`: """ update_portal(portalContactEmail, portalId, portalName, roleArn; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/portals/$(portalId)", Dict{String, Any}("portalContactEmail"=>portalContactEmail, "portalName"=>portalName, "roleArn"=>roleArn, "clientToken"=>string(uuid4())); aws_config=aws_config) update_portal(portalContactEmail, portalId, portalName, roleArn, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/portals/$(portalId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("portalContactEmail"=>portalContactEmail, "portalName"=>portalName, "roleArn"=>roleArn, "clientToken"=>string(uuid4())), params)); aws_config=aws_config) """ update_project(project_id, project_name) update_project(project_id, project_name, params::Dict{String,<:Any}) Updates an IoT SiteWise Monitor project. # Arguments - `project_id`: The ID of the project to update. - `project_name`: A new friendly name for the project. # Optional Parameters Optional parameters can be passed as a `params::Dict{String,<:Any}`. Valid keys are: - `"clientToken"`: A unique case-sensitive identifier that you can provide to ensure the idempotency of the request. Don't reuse this client token if a new idempotent request is required. - `"projectDescription"`: A new description for the project. """ update_project(projectId, projectName; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/projects/$(projectId)", Dict{String, Any}("projectName"=>projectName, "clientToken"=>string(uuid4())); aws_config=aws_config) update_project(projectId, projectName, params::AbstractDict{String}; aws_config::AbstractAWSConfig=global_aws_config()) = iotsitewise("PUT", "/projects/$(projectId)", Dict{String, Any}(mergewith(_merge, Dict{String, Any}("projectName"=>projectName, "clientToken"=>string(uuid4())), params)); aws_config=aws_config)
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25, 383, 6186, 5313, 6168, 18382, 338, 2800, 3053, 2209, 13, 198, 12, 4600, 634, 282, 62, 312, 63, 25, 383, 4522, 286, 262, 17898, 284, 4296, 13, 198, 12, 4600, 634, 282, 62, 3672, 63, 25, 317, 649, 8030, 1438, 329, 262, 17898, 13, 198, 12, 4600, 18090, 62, 1501, 63, 25, 383, 5923, 45, 286, 257, 2139, 2597, 326, 3578, 262, 17898, 338, 2985, 284, 1895, 534, 38488, 198, 220, 14413, 54, 786, 4133, 319, 534, 8378, 13, 1114, 517, 1321, 11, 766, 8554, 2139, 9176, 329, 38488, 198, 220, 14413, 54, 786, 18289, 287, 262, 38488, 14413, 54, 786, 11787, 10005, 13, 198, 198, 2, 32233, 40117, 198, 30719, 10007, 460, 307, 3804, 355, 257, 4600, 37266, 3712, 35, 713, 90, 10100, 11, 27, 25, 7149, 92, 44646, 48951, 8251, 389, 25, 198, 12, 4600, 1, 282, 8357, 1, 63, 25, 49850, 262, 8398, 1321, 286, 281, 10436, 2727, 287, 281, 38488, 14413, 54, 786, 198, 220, 18289, 17898, 13, 921, 460, 779, 262, 10436, 284, 5671, 281, 11171, 3119, 290, 651, 17600, 618, 198, 220, 262, 11171, 3119, 1988, 318, 2354, 257, 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282, 17829, 15333, 1, 14804, 634, 282, 17829, 15333, 11, 366, 634, 282, 5376, 1, 14804, 634, 282, 5376, 11, 366, 18090, 3163, 77, 1, 14804, 18090, 3163, 77, 11, 366, 16366, 30642, 1, 14804, 8841, 7, 12303, 312, 19, 3419, 18125, 3253, 82, 62, 11250, 28, 8356, 62, 11250, 8, 198, 19119, 62, 634, 282, 7, 634, 282, 17829, 15333, 11, 17898, 7390, 11, 17898, 5376, 11, 2597, 3163, 77, 11, 42287, 3712, 23839, 35, 713, 90, 10100, 19629, 3253, 82, 62, 11250, 3712, 23839, 12298, 50, 16934, 28, 20541, 62, 8356, 62, 11250, 28955, 796, 1312, 1747, 270, 413, 786, 7203, 30076, 1600, 12813, 634, 874, 32624, 7, 634, 282, 7390, 42501, 360, 713, 90, 10100, 11, 4377, 92, 7, 647, 39909, 342, 28264, 647, 469, 11, 360, 713, 90, 10100, 11, 4377, 92, 7203, 634, 282, 17829, 15333, 1, 14804, 634, 282, 17829, 15333, 11, 366, 634, 282, 5376, 1, 14804, 634, 282, 5376, 11, 366, 18090, 3163, 77, 1, 14804, 18090, 3163, 77, 11, 366, 16366, 30642, 1, 14804, 8841, 7, 12303, 312, 19, 28955, 828, 42287, 18125, 3253, 82, 62, 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42287, 18125, 3253, 82, 62, 11250, 28, 8356, 62, 11250, 8, 198 ]
3.26843
24,606
OK = '✓' FAIL= '✖' RESET = "\033[0m" PAD = " " ^ 2 FAINT_COLOR = "\033[90m" PASS_COLOR = "\033[32m" PASS_LIGHT_COLOR = "\033[92m" FAILED_COLOR = "\033[31m" FAILED_LIGHT_COLOR = "\033[91m" HOUR = 3600_000 MINUTES = 60_000 SECOND = 1000 DESCRIPTION_ERROR_MESSAGE = "PANIC! Got an error while called describe" toMilis(n) = int(n * 10e2) function testColor() [println("\033[$(i)m Test_$i \033[0m") for i in 1:109] end function report(desc::Description) desc.depth == 1 && println() println(PAD ^ desc.depth, desc.name) end function summaryReport(passes::Array{Test,1},errors::Array{Union(Error,DescriptionError),1},elapsed) println() println(PASS_LIGHT_COLOR, PAD, length(passes), " passing ",FAINT_COLOR, "(", showTime(elapsed), ")") length(errors) == 0 || println(FAILED_LIGHT_COLOR, PAD, length(errors), " failing") println(RESET) length(errors) == 0 || fullFailedReport(errors) end function showTime(n) if n > HOUR string(n/HOUR)[1:3] * "h" elseif n > MINUTES string(n/MINUTES)[1:3] * "m" elseif n > SECOND string(n/SECOND)[1:3] * "s" else string(n) * "ms" end end function colorTime(elapsed::Int) if elapsed != 0 color = elapsed > 500 ? 91 : (elapsed > 100 ? 93 : 90) " \e[$(color)m($(showTime(elapsed)))$RESET" else "" end end function passReport(test::Test, elapsed::Int) println(PAD ^ test.desc.depth,PAD, PASS_LIGHT_COLOR, OK, "\033[90m ", test.name, colorTime(elapsed), RESET) end function failedReport(err::DescriptionError) err.desc.depth == 1 && println() println( PAD ^ err.desc.depth,FAILED_COLOR, FAIL, " ", DESCRIPTION_ERROR_MESSAGE, " - ", err.desc.name, RESET ) end function failedReport(err::Error) print(PAD ^ err.test.desc.depth,PAD,FAILED_COLOR, FAIL," ",err.test.name) print(RESET,'\n') end function fullFailedReport(errors::Array{Union(Error,DescriptionError),1}) for i in 1:length(errors) err = errors[i] print(PAD, i, ") ") if isa(err, DescriptionError) print(DESCRIPTION_ERROR_MESSAGE, " - ", err.desc.name) else print(err.test.desc.name, " - ", err.test.name) end println(":", FAILED_COLOR) dump(err.err) println(RESET) end end
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2.386536
921
""" `generateVTK(filename, points; lines, cells, point_data, path, num, time)` Generates a vtk file with the given data. Written by Eduardo Alvarez. **Arguments** * `points::Array{Array{Float64,1},1}` : Points to output. **Optional Arguments** * `lines::Array{Array{Int64,1},1}` : line definitions. lines[i] contains the indices of points in the i-th line. * `cells::Array{Array{Int64,1},1}` : VTK polygons definiton. cells[i] contains the indices of points in the i-th polygon. * `data::Array{Dict{String,Any},1}` : Collection of data point fields in the following format: data[i] = Dict( "field_name" => field_name::String "field_type" => "scalar" or "vector" "field_data" => point_data ) where point_data[i] is the data at the i-th point. See `examples.jl` for an example on how to use this function. """ function generateVTK(filename::String, points; lines::Array{Array{Int64,1},1}=Array{Int64,1}[], cells::Array{Array{Int64,1},1}=Array{Int64,1}[], point_data=nothing, cell_data=nothing, num=nothing, time=nothing, path="", comments="", _griddims::Int64=-1, keep_points::Bool=false, override_cell_type::Int64=-1) aux = num!=nothing ? ".$num" : "" ext = aux*".vtk" if path !="" _path = string(path, (path[end]!="/" ? "/" : "")) else _path = path end f = open(string(_path, filename, ext), "w") # HEADER header = "# vtk DataFile Version 4.0" # File version and identifier header = string(header, "\n", " ", comments) # Title header = string(header, "\n", "ASCII") # File format header = string(header, "\n", "DATASET UNSTRUCTURED_GRID") write(f, header) # TIME if time!=nothing line0 = "\nFIELD FieldData 1" line1 = "\nSIM_TIME 1 1 double" line2 = "\n$(time)" write(f, line0*line1*line2) end np = size(points)[1] nl = size(lines)[1] nc = size(cells)[1] _keep_points = keep_points || (nl==0 && nc==0) # POINTS write(f, string("\n", "POINTS ", np, " float")) for i in 1:np print(f, "\n", points[i][1], " ", points[i][2], " ", points[i][3]) end # We do this to avoid outputting points as cells if outputting a Grid # or if we simply want to ignore points if _griddims!=-1 || !_keep_points auxnp = np np = 0 end # CELLS auxl = size(lines)[1] for line in lines auxl += size(line)[1] end auxc = size(cells)[1] for cell in cells auxc += size(cell)[1] end write(f, "\n\nCELLS $(np+nl+nc) $(2*np+auxl+auxc)") for i in 1:np+nl+nc if i<=np pts = [i-1] elseif i<=np+nl pts = lines[i-np] else pts = cells[i-(nl+np)] end print(f, "\n", size(pts,1)) for pt in pts print(f, " ", pt) end end write(f, "\n\nCELL_TYPES $(np+nl+nc)") for i in 1:np+nl+nc if i<=np tpe = 1 elseif i<=np+nl tpe = 4 else if override_cell_type==-1 if _griddims!=-1 if _griddims==1 tpe = 3 elseif _griddims==2 tpe = 9 elseif _griddims==3 tpe = 12 else error("Generation of VTK cells of $_griddims dimensions not implemented") end else tpe = 7 end else tpe = override_cell_type end end print(f, "\n", tpe) end if _griddims!=-1 || !_keep_points np = auxnp end # POINT DATA if point_data!=nothing write(f, "\n\nPOINT_DATA $np") end _p_data = point_data!=nothing ? point_data : [] for field in _p_data field_name = field["field_name"] field_type = field["field_type"] data = field["field_data"] if size(data)[1]!=np warn("Corrupted field $(field_name)! Field size != number of points.") end if field_type=="scalar" write(f, "\n\nSCALARS $field_name float\nLOOKUP_TABLE default") for entry in data print(f, "\n", entry) end elseif field_type=="vector" write(f, "\n\nVECTORS $field_name float") for entry in data print(f, "\n", entry[1], " ", entry[2], " ", entry[3]) end else error("Unknown field type $(field_type).") end end # CELL DATA if cell_data!=nothing write(f, "\n\nCELL_DATA $nc") end _c_data = cell_data!=nothing ? cell_data : [] for field in _c_data field_name = field["field_name"] field_type = field["field_type"] data = field["field_data"] if size(data)[1]!=nc warn("Corrupted field $(field_name)! Field size != number of cells.") end if field_type=="scalar" write(f, "\n\nSCALARS $field_name float\nLOOKUP_TABLE default") for entry in data print(f, "\n", entry) end elseif field_type=="vector" write(f, "\n\nVECTORS $field_name float") for entry in data print(f, "\n", entry[1], " ", entry[2], " ", entry[3]) end else error("Unknown field type $(field_type).") end end close(f) return filename*ext*";" end
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@info("Please allow up to 20 minutes for all tests to execute.") import SeisIO import SeisIO: get_svn cd(dirname(pathof(SeisIO))*"/../test") get_svn("https://github.com/jpjones76/SeisIO-TestData/trunk/SampleFiles", "SampleFiles") include("local_restricted.jl") include("test_helpers.jl") # Announce test begin test_start = Dates.now() ltestname = 48 printstyled(stdout, string(test_start, ": tests begin, path = ", path, ", has_restricted = ", has_restricted, ", keep_log = ", keep_log, ", keep_samples = ", keep_samples, "\n"), color=:light_green, bold=true) # Run all tests # huehuehue grep "include(joinpath" runtests.jl | awk -F "(" '{print $3}' | awk -F "," {'print $1'} for d in ["CoreUtils", "Types", "RandSeis", "Utils", "NativeIO", "DataFormats", "Processing", "Quake", "Web"] ld = length(d) ll = div(ltestname - ld - 2, 2) lr = ll + (isodd(ld) ? 1 : 0) printstyled(string("="^ll, " ", d, " ", "="^lr, "\n"), color=:cyan, bold=true) for i in readdir(path*"/"*d) f = joinpath(d,i) if endswith(i, ".jl") printstyled(lpad(" "*f, ltestname)*"\n", color=:cyan) write(out, string("\n\ntest ", f, "\n\n")) flush(out) include(f) end end end # Cleanup include("cleanup.jl") if keep_samples == false include("rm_samples.jl") end if !keep_log try rm("runtests.log") catch err @warn(string("can't remove runtests.log; threw err", err)) end end # Announce tests end test_end = Dates.now() δt = 0.001*(test_end-test_start).value mm = round(Int, div(δt, 60)) ss = rem(δt, 60) printstyled(string(test_end, ": tests end, elapsed time (mm:ss.μμμ) = ", @sprintf("%02i", mm), ":", @sprintf("%06.3f", ss), "\n"), color=:light_green, bold=true) printstyled("To run some data acquisition examples, execute this command: include(\"", path, "/examples.jl\").\n", color=:cyan, bold=true)
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using JLD2 using PyPlot using Statistics using Printf nfile = 8 include("../../../src/loglinspace.jl") include("../../../src/histogram_code.jl") # Load in likelihood profile: #@load "T1_likelihood_profile_student_all_3.0sig.jld2" @load "../../../data/T1_likelihood_profile_student_all_3.0sig_v02.jld2" # Load in the Markov chain dataset: @load "../../../data/T1_hmc_total_02212020.jld2" #@load "/Users/ericagol/Observing/Spitzer/DDT2019/Campaign04/v15/Hyak/T1_hmc_total_02212020.jld2" ## Now, make plots of each parameter versus the others: #planet =["b","c","d","e","f","g","h"] #var = ["m","P","t0","ecos","esin","log(nu)","V1 e^{1/(2nu)}"] # #for i=1:36 # if i < 36 # ip1 = ceil(Int64,i/5); ip2 = mod(i-1,5)+1 # x = vec(elements_grid_all[:,ip1+1,ip2,:]) # xname = string(planet[ip1]," ",var[ip2]) # else # x = log.(vec(ndof_grid_all)) # xname = var[6] # end # for j=i+1:37 ## for j=36:37 # if j < 36 # jp1 = ceil(Int64,j/5); jp2 = mod(j-1,5)+1 # y = vec(elements_grid_all[:,jp1+1,jp2,:]) # yname = string(planet[jp1]," ",var[jp2]) # elseif j < 37 # y = log.(vec(ndof_grid_all)) # yname = var[6] # else # y = exp.(vec(lnV1_grid_all) .+ 1 ./(2vec(ndof_grid_all))) # yname = var[7] # end # if(abs(cor(x,y)) > 0.5) # clf() # cmap = exp.(-0.5 .*(vec(chi_grid_all) .- minimum(chi_grid_all))) # scatter(x[cmap .> 0.6],y[cmap .> 0.6],c=cmap[cmap .> 0.6]) # println(i," ",xname," ",j," ",yname," ",cor(x,y)) # read(stdin,Char) # end # end #end planet =["b","c","d","e","f","g","h"] cp = ["C0","C1","C2","C3","C4","C5","C6","C7","C8","C9"] x2=collect(linearspace(-0.015,0.015,1000)) fig,axes = subplots(4,2,figsize=(10,8),sharex="col",sharey="row") for i=1:7 ax = axes[i] x= elements_grid_all[(i-1)*5+4,i+1,4,:]; ecos0 = elements_grid_all[(i-1)*5+4,i+1,4,16] ecc = sqrt.(x.^2 .+ elements_grid_all[(i-1)*5+5,i+1,5,:].^2) prob = exp.(-0.5*(chi_grid_all[(i-1)*5+4,:] .-chi_grid_all[(i-1)*5+4,16])) ax.plot(x,prob./maximum(prob),color=cp[i],linewidth=1) prob2 = exp.(-0.5 .*(x2 .-ecos0).^2 ./cov_save[(i-1)*5+4,(i-1)*5+4]) ax.plot(x2,prob2,color=cp[i],alpha=0.3,linewidth=1) # Plot histogram: ecos_bin,ecos_hist,ecos_bin_square,ecos_hist_square = histogram(state_total[(i-1)*5+4,:],50) # ax.plot(ecos_bin_square,ecos_hist_square ./maximum(ecos_hist_square),color=cp[i],linewidth=3,label=L"$e\cos{\omega}$) ax.plot(ecos_bin_square,ecos_hist_square ./maximum(ecos_hist_square),color=cp[i],linewidth=3,label=L"$e\cos \omega$") x = elements_grid_all[(i-1)*5+5,i+1,5,:]; esin0 = elements_grid_all[i*5,i+1,5,16] ecc = sqrt.(x.^2 + elements_grid_all[5i-4,i+1,4,:].^2) prob = exp.(-0.5*(chi_grid_all[(i-1)*5+5,:] .-chi_grid_all[(i-1)*5+5,16])) ax.plot(x,prob./maximum(prob),linestyle=":",color=cp[i],linewidth=1) prob2 = exp.(-0.5 .*(x2 .-esin0).^2 ./cov_save[i*5,i*5]) ax.plot(x2,prob2,color=cp[i],linestyle=":",alpha=0.3,linewidth=1) # Plot histogram: esin_bin,esin_hist,esin_bin_square,esin_hist_square = histogram(state_total[(i-1)*5+5,:],50) ax.plot(esin_bin_square,esin_hist_square ./maximum(esin_hist_square),color=cp[i],linestyle=":",linewidth=3,label=L"$e\sin{\omega}$") # ax.plot(esin_bin_square,esin_hist_square ./maximum(esin_hist_square),color=cp[i],linestyle=":",linewidth=3) ax.plot([0,0],[0,1.05],linestyle="--",color=cp[i],linewidth=2) ax.legend(); ax.axis([-0.0175,0.0175,0,1.05]); ax.annotate(string("(",planet[i],")"),xy=[-0.014;0.8]) println(planet[i]," ",@sprintf("%6.4f",ecos0),"+-",@sprintf("%6.4f",sqrt(cov_save[5i-1,5i-1])), " ",@sprintf("%6.4f",esin0),"+-",@sprintf("%6.4f",sqrt(cov_save[5i,5i]))) ax.grid(linestyle=":") end ax = axes[8] #ax.axis("off") # Plot the prior: include("compute_ecc_prior.jl") ax.grid(linestyle=":") tight_layout() subplots_adjust(hspace = 0,wspace=0) savefig("../T1_eccentricity_vectors_likelihood_profile_hmc.pdf",bbox_inches="tight") #read(stdin,Char) # Make a plot of eccentricity histogram: clf() for i=1:7 ecc_bin,ecc_hist,ecc_bin_square,ecc_hist_square = histogram(sqrt.(state_total[(i-1)*5+4,:].^2+state_total[(i-1)*5+5,:].^2),50) plot(ecc_bin_square,ecc_hist_square./maximum(ecc_hist_square),color=cp[i],linewidth=3,label=planet[i]) end xlabel("Eccentricity",fontsize=15) ylabel("Probability",fontsize=15) legend(fontsize=15) axis([0,0.015,0,1.05]) xticks(fontsize=15) yticks(fontsize=15) #read(stdin,Char) savefig("../eccentricity_posterior.pdf",bbox_inches="tight") #read(stdin,Char) fig,axes = subplots(4,2) for i=1:7 ax = axes[i] # Plot period: P0 = elements_grid_all[(i-1)*5+2,i+1,2,16]; x= elements_grid_all[(i-1)*5+2,i+1,2,:] .- P0 prob = exp.(-0.5*(chi_grid_all[(i-1)*5+4,:] .-chi_grid_all[(i-1)*5+4,16])) sigP = sqrt(cov_save[(i-1)*5+2,(i-1)*5+2]) x2=collect(linearspace(-4sigP,4sigP,1000)) ax.plot(x,prob,label="Period",color=cp[i]) prob2 = exp.(-0.5 .*x2.^2 ./cov_save[(i-1)*5+2,(i-1)*5+2]) ax.plot(x2,prob2,color=cp[i],alpha=0.3) t0 = elements_grid_all[(i-1)*5+3,i+1,3,16] prob = exp.(-0.5*(chi_grid_all[(i-1)*5+3,:] .-chi_grid_all[(i-1)*5+3,16])) x = elements_grid_all[(i-1)*5+3,i+1,3,:] .- t0 ax.plot(x,prob,label=L"$t_0$",linestyle="--",color=cp[i]) sigt0 = sqrt(cov_save[(i-1)*5+3,(i-1)*5+3]) x2=collect(linearspace(-4sigt0,4sigt0,1000)) prob2 = exp.(-0.5 .*x2.^2 ./cov_save[(i-1)*5+3,(i-1)*5+3]) ax.plot(x2,prob2,color=cp[i],linestyle="--",alpha=0.3) ax.plot([0,0],[0,1],linestyle=":",color=cp[i]) ax.legend(); ax.axis([-0.015,0.015,0,1]); ax.annotate(string("(",planet[i],")"),xy=[-0.014;0.8]) println(planet[i]," ",@sprintf("%6.4f",P0),"+-",@sprintf("%6.4f",sigP), " ",@sprintf("%6.4f",t0),"+-",@sprintf("%6.4f",sigt0)) end # Finally plot log(ndof) & V1e^{1/(2nu)}: fig,axes = subplots(1,2,sharey="row") ax = axes[1] #ndof0 = ndof_grid_all[nparam-1,16]; x= ndof_grid_all[nparam-1,:] #prob = exp.(-0.5*(chi_grid_all[nparam-1,:] .-chi_grid_all[nparam-1,16])) #signdof = sqrt(cov_save[nparam-1,nparam-1]) #x2=collect(linearspace(-4signdof,4signdof,1000)) #ax.plot(x,prob,label=L"$\nu$",color=cp[n]) #prob2 = exp.(-0.5 .*x2.^2 ./cov_save[nparam-1,nparam-1]) #x2 .+= ndof0 #ax.plot(x2,prob2,color=cp[n],alpha=0.3) #lgndof0 = log(ndof_grid_all[nparam-1,16]); x= log.(ndof_grid_all[nparam-1,:]) lgndof0 = lgndof_grid_all[nparam-1,16]; x= lgndof_grid_all[nparam-1,:] prob = exp.(-0.5*(chi_grid_all[nparam-1,:] .-chi_grid_all[nparam-1,16])) signdof = sqrt(cov_save[nparam-1,nparam-1])/exp(lgndof0) x2=collect(linearspace(-4signdof,4signdof,1000)) ax.plot(x,prob,label=L"$\nu$",color=cp[n],linewidth=3) prob2 = exp.(-0.5 .*x2.^2 ./(cov_save[nparam-1,nparam-1]/exp(2lgndof0))) x2 .+= lgndof0 ax.plot(x2,prob2,color=cp[n],alpha=0.3,linewidth=3) # Plot histogram of log(ndof) parameter: lndof_bin,lndof_hist,lndof_bin_square,lndof_hist_square = histogram(state_total[36,:],50) ax.plot(lndof_bin_square,lndof_hist_square./maximum(lndof_hist_square)) ax.set_xlabel(L"$\log{\nu}$",fontsize=15) ax.set_ylabel("Probability",fontsize=15) ax = axes[2] V1exp2nuinv0 = V1exp2nuinv_grid_all[nparam,16]; x= V1exp2nuinv_grid_all[nparam,:] prob = exp.(-0.5*(chi_grid_all[nparam,:] .-chi_grid_all[nparam,16])) #sigV1exp2nuinv = sqrt(cov_save[nparam,nparam]) sigV1exp2nuinv = 0.09 x2=collect(linearspace(-4sigV1exp2nuinv,4sigV1exp2nuinv,1000)) ax.plot(x,prob,label=L"$\ln(V_1)$",color=cp[n+1],linewidth=3) #prob2 = exp.(-0.5 .*x2.^2 ./cov_save[nparam,nparam]) prob2 = exp.(-0.5 .*x2.^2 ./sigV1exp2nuinv^2) x2 .+= V1exp2nuinv0 ax.plot(x2,prob2,color=cp[n+1],alpha=0.3,linewidth=3) # Plot histogram of this parameter: V1expinv2nu_bin,V1expinv2nu_hist,V1expinv2nu_bin_square,V1expinv2nu_hist_square = histogram(state_total[37,:],50) ax.plot(V1expinv2nu_bin_square,V1expinv2nu_hist_square./maximum(V1expinv2nu_hist_square)) ax.set_xlabel(L"$V_1 e^{1/(2\nu)}$",fontsize=15) subplots_adjust(wspace=0) savefig("../T1_students_params_transformed.pdf",bbox_inches="tight")
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# Copyright (c) 2017: Miles Lubin and contributors # Copyright (c) 2017: Google Inc. # # Use of this source code is governed by an MIT-style license that can be found # in the LICENSE.md file or at https://opensource.org/licenses/MIT. """ abstract type AbstractBridge <: MOI.Bridges.AbstractBridge end Subtype of [`MathOptInterface.Bridges.AbstractBridge`](@ref) for objective bridges. """ abstract type AbstractBridge <: MOI.Bridges.AbstractBridge end """ supports_objective_function( BT::Type{<:MOI.Bridges.Objective.AbstractBridge}, F::Type{<:MOI.AbstractScalarFunction}, )::Bool Return a `Bool` indicating whether the bridges of type `BT` support bridging objective functions of type `F`. ## Implementation notes * This method depends only on the type of the inputs, not the runtime values. * There is a default fallback, so you need only implement this method For objective functions that the bridge implements. """ function supports_objective_function( ::Type{<:AbstractBridge}, ::Type{<:MOI.AbstractScalarFunction}, ) return false end """ concrete_bridge_type( BT::Type{<:MOI.Bridges.Objective.AbstractBridge}, F::Type{<:MOI.AbstractScalarFunction}, )::Type Return the concrete type of the bridge supporting objective functions of type `F`. This function can only be called if `MOI.supports_objective_function(BT, F)` is `true`. """ function concrete_bridge_type( ::Type{BT}, ::Type{<:MOI.AbstractScalarFunction}, ) where {BT} return BT end function concrete_bridge_type( b::MOI.Bridges.AbstractBridgeOptimizer, F::Type{<:MOI.AbstractScalarFunction}, ) return concrete_bridge_type(MOI.Bridges.bridge_type(b, F), F) end """ bridge_objective( BT::Type{<:MOI.Bridges.Objective.AbstractBridge}, model::MOI.ModelLike, func::MOI.AbstractScalarFunction, )::BT Bridge the objective function `func` using bridge `BT` to `model` and returns a bridge object of type `BT`. ## Implementation notes * The bridge type `BT` must be a concrete type, that is, all the type parameters of the bridge must be set. """ function bridge_objective( ::Type{<:AbstractBridge}, ::MOI.ModelLike, func::MOI.AbstractScalarFunction, ) return throw( MOI.UnsupportedAttribute(MOI.ObjectiveFunction{typeof(func)}()), ) end function MOI.set( ::MOI.ModelLike, ::MOI.ObjectiveSense, bridge::AbstractBridge, ::MOI.OptimizationSense, ) return throw( ArgumentError( "Objective bridge of type `$(typeof(bridge))` does not support " * "modifying the objective sense. As a workaround, set the sense " * "to `MOI.FEASIBILITY_SENSE` to clear the objective function and " * "bridges.", ), ) end function MOI.get( ::MOI.ModelLike, ::MOI.ObjectiveFunction, bridge::AbstractBridge, ) return throw( ArgumentError( "ObjectiveFunction bridge of type `$(typeof(bridge))` does not" * " support getting the objective function.", ), ) end function MOI.delete(::MOI.ModelLike, bridge::AbstractBridge) return throw( ArgumentError( "`MOI.delete` not implemented for `ObjectiveFunction` bridges of " * "type `$(typeof(bridge))`", ), ) end
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2.673307
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# Example from Nocedal & Wright, p. 281 # Used to test all the different algorithms @testset "2by2" begin function f_2by2!(F, x) F[1] = (x[1]+3)*(x[2]^3-7)+18 F[2] = sin(x[2]*exp(x[1])-1) end function g_2by2!(J, x) J[1, 1] = x[2]^3-7 J[1, 2] = 3*x[2]^2*(x[1]+3) u = exp(x[1])*cos(x[2]*exp(x[1])-1) J[2, 1] = x[2]*u J[2, 2] = u end df = OnceDifferentiable(f_2by2!, g_2by2!, [ -0.5; 1.4], [ -0.5; 1.4]) # Test trust region r = nlsolve(df, [ -0.5; 1.4], method = :trust_region, autoscale = true) @test converged(r) @test norm(r.zero - [ 0; 1]) < 1e-7 r = nlsolve(df, [ -0.5; 1.4], method = :trust_region, autoscale = false) @test converged(r) @test norm(r.zero - [ 0; 1]) < 1e-7 df32 = OnceDifferentiable(f_2by2!, g_2by2!, [ -0.5f0; 1.4f0], [ -0.5f0; 1.4f0]) r = nlsolve(df32, [ -0.5f0; 1.4f0], method = :trust_region, autoscale = true) @test eltype(r.zero) == Float32 @test converged(r) @test norm(r.zero - [ 0; 1]) < 1e-7 r = nlsolve(df32, [ -0.5f0; 1.4f0], method = :trust_region, autoscale = false) @test eltype(r.zero) == Float32 @test converged(r) @test norm(r.zero - [ 0; 1]) < 1e-7 # Test Newton r = nlsolve(df, [ -0.5; 1.4], method = :newton, linesearch = LineSearches.BackTracking(), ftol = 1e-6) @test converged(r) @test norm(r.zero - [ 0; 1]) < 1e-6 r = nlsolve(df32, [ -0.5f0; 1.4f0], method = :newton, linesearch = LineSearches.BackTracking(), ftol = 1e-3) @test eltype(r.zero) == Float32 @test converged(r) @test norm(r.zero - [ 0; 1]) < 1e-6 r = nlsolve(df, [ -0.5; 1.4], method = :newton, linesearch = LineSearches.HagerZhang(), ftol = 1e-6) @test converged(r) @test norm(r.zero - [ 0; 1]) < 1e-6 r = nlsolve(df, [ -0.5; 1.4], method = :newton, linesearch = LineSearches.StrongWolfe(), ftol = 1e-6) @test converged(r) @test norm(r.zero - [ 0; 1]) < 1e-6 # test local convergence of Anderson: close to a fixed-point and with # a small beta, f should be almost affine, in which case Anderson is # equivalent to GMRES and should converge r = nlsolve(df, [ 0.01; .99], method = :anderson, m = 10, beta=.01) @test converged(r) @test norm(r.zero - [ 0; 1]) < 1e-8 end
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2.101493
1,005
using Test let cd(@__DIR__) midi = readMIDIFile("serenade_full.mid") piano = midi.tracks[4] notes = getnotes(piano, midi.tpq) tpq = 960 triplets = [0, 1//3, 2//3, 1] sixteenths = [0, 1//4, 2//4, 3//4, 1] @testset "Classify triplets" begin @test isgrid(triplets) class = classify(notes, triplets) inbetw = [246 450 618 619 620 627 628 629 637 638 639 640] @test length(class) == length(notes) @test findall(class .== 2) == inbetw @test sum( sum( class .== n ) for n in 1:4) == length(notes) end @testset "Classify 16ths" begin @test isgrid(sixteenths) class = classify(notes, sixteenths) @test length(class) == length(notes) @test sum( sum( class .== n ) for n in 1:5) == length(notes) end @testset "Quantize" begin tripletstpq = triplets.*960 qnotes = quantize(notes, triplets) @test qnotes.tpq == notes.tpq @test length(notes) == length(qnotes) for f in (velocities, pitches) @test f(notes) == f(qnotes) end @test durations(notes) != durations(qnotes) qqnotes = quantize(notes, triplets, false) @test durations(notes) == durations(qqnotes) pos = positions(notes) qpos = positions(qnotes) @test positions(notes) !== positions(qnotes) @test mod.(qpos, 320) == zeros(length(notes)) end @testset "quantize duration" begin for (i, grid) in enumerate([triplets, sixteenths]) qnotes = quantize(notes, grid) dnotes = quantize_duration!(deepcopy(qnotes), grid) for note in dnotes @test note.duration != 0 @test mod(note.duration, tpq÷(2+i)) == 0 end end end end @testset "Noninteger grid*tpq product" begin cd(@__DIR__) grid = [0,0.383,0.73,1] midi = readMIDIFile("serenade_full.mid") notes = getnotes(midi, 4) tpq = 960 qnotes = quantize(notes, grid) for note in qnotes @test note.duration != 0 end end
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########################################################################## # Copyright 2017 Samuel Ridler. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. ########################################################################## using StatsBase @testset "histogram addition" begin # null histogram h1 = fit(Histogram, [0], 0:1) h2 = NullHist() h3 = h1+h2 @test h3 == h1 @test h3 == h2+h1 # commutative # histograms with UnitRange edges h1 = fit(Histogram, [0], 0:2) h2 = fit(Histogram, [0,2], 0:3) h3 = h1+h2 @test h3 == h2+h1 # commutative @test h3.edges == h2.edges @test h3.weights == [2,0,1] # [1,0] + [1,0,1] # histograms with StepRange edges h1 = fit(Histogram, [0], 0:2:4) h2 = fit(Histogram, [0,5], 0:2:6) h3 = h1+h2 @test h3 == h2+h1 # commutative @test h3.edges == h2.edges @test h3.weights == [2,0,1] # [1,0] + [1,0,1] # histograms with StepRangeLen edges h1 = fit(Histogram, [0], 0.0:2.0) h2 = fit(Histogram, [0,2], 0.0:3.0) h3 = h1+h2 @test h3 == h2+h1 # commutative @test h3.edges == h2.edges @test h3.weights == [2,0,1] # [1,0] + [1,0,1] end
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function __init__cifar100() DEPNAME = "CIFAR100" register(DataDep( DEPNAME, """ Dataset: The CIFAR-100 dataset Authors: Alex Krizhevsky, Vinod Nair, Geoffrey Hinton Website: https://www.cs.toronto.edu/~kriz/cifar.html Reference: https://www.cs.toronto.edu/~kriz/learning-features-2009-TR.pdf [Krizhevsky, 2009] Alex Krizhevsky. "Learning Multiple Layers of Features from Tiny Images", Tech Report, 2009. The CIFAR-100 dataset is a labeled subsets of the 80 million tiny images dataset. It consists of 60000 32x32 colour images in 100 classes. Specifically, it has 100 classes containing 600 images each. There are 500 training images and 100 testing images per class. The 100 classes in the CIFAR-100 are grouped into 20 superclasses. Each image comes with a "fine" label (the class to which it belongs) and a "coarse" label (the superclass to which it belongs). The compressed archive file that contains the complete dataset is available for download at the offical website linked above; specifically the binary version for C programs. Note that using the data responsibly and respecting copyright remains your responsibility. The authors of CIFAR-10 aren't really explicit about any terms of use, so please read the website to make sure you want to download the dataset. """, "https://www.cs.toronto.edu/~kriz/cifar-100-binary.tar.gz", "58a81ae192c23a4be8b1804d68e518ed807d710a4eb253b1f2a199162a40d8ec", post_fetch_method = file -> (run(BinDeps.unpack_cmd(file, dirname(file), ".gz", ".tar")); rm(file)) )) end """ CIFAR100(; Tx=Float32, split=:train, dir=nothing) CIFAR100([Tx, split]) The CIFAR100 dataset is a labeled subsets of the 80 million tiny images dataset. It consists of 60000 32x32 colour images in 10 classes, with 6000 images per class. Return the CIFAR-100 **trainset** labels (coarse and fine) corresponding to the given `indices` as a tuple of two `Int` or two `Vector{Int}`. The variables returned are the coarse label(s) (`Yc`) and the fine label(s) (`Yf`) respectively. # Arguments $ARGUMENTS_SUPERVISED_ARRAY - `split`: selects the data partition. Can take the values `:train:` or `:test`. # Fields $FIELDS_SUPERVISED_ARRAY - `split`. # Methods $METHODS_SUPERVISED_ARRAY - [`convert2image`](@ref) converts features to `RGB` images. # Examples ```julia-repl julia> dataset = CIFAR100() CIFAR100: metadata => Dict{String, Any} with 3 entries split => :train features => 32×32×3×50000 Array{Float32, 4} targets => (coarse = "50000-element Vector{Int64}", fine = "50000-element Vector{Int64}") julia> dataset[1:5].targets (coarse = [11, 15, 4, 14, 1], fine = [19, 29, 0, 11, 1]) julia> X, y = dataset[]; julia> dataset.metadata Dict{String, Any} with 3 entries: "n_observations" => 50000 "class_names_coarse" => ["aquatic_mammals", "fish", "flowers", "food_containers", "fruit_and_vegetables", "household_electrical_devices", "household_furniture", "insects", "large_carnivores", "large_man-made_… "class_names_fine" => ["apple", "aquarium_fish", "baby", "bear", "beaver", "bed", "bee", "beetle", "bicycle", "bottle" … "train", "trout", "tulip", "turtle", "wardrobe", "whale", "willow_tree", "wolf", "w… ``` """ struct CIFAR100 <: SupervisedDataset metadata::Dict{String, Any} split::Symbol features::Array{<:Any, 4} targets::NamedTuple{(:coarse, :fine), Tuple{Vector{Int}, Vector{Int}}} end CIFAR100(; split=:train, Tx=Float32, dir=nothing) = CIFAR100(Tx, split; dir) function CIFAR100(Tx::Type, split::Symbol=:train; dir=nothing) DEPNAME = "CIFAR100" TRAINSET_FILENAME = joinpath("cifar-100-binary", "train.bin") TESTSET_FILENAME = joinpath("cifar-100-binary", "test.bin") COARSE_FILENAME = joinpath("cifar-100-binary", "coarse_label_names.txt") FINE_FILENAME = joinpath("cifar-100-binary", "fine_label_names.txt") TRAINSET_SIZE = 50_000 TESTSET_SIZE = 10_000 @assert split ∈ (:train, :test) if split == :train file_path = datafile(DEPNAME, TRAINSET_FILENAME, dir) images, labels_c, labels_f = CIFAR100Reader.readdata(file_path, TRAINSET_SIZE) else file_path = datafile(DEPNAME, TESTSET_FILENAME, dir) images, labels_c, labels_f = CIFAR100Reader.readdata(file_path, TESTSET_SIZE) end features = bytes_to_type(Tx, images) targets = (coarse = labels_c, fine = labels_f) metadata = Dict{String, Any}() metadata["class_names_coarse"] = readlines(datafile(DEPNAME, COARSE_FILENAME, dir)) metadata["class_names_fine"] = readlines(datafile(DEPNAME, FINE_FILENAME, dir)) metadata["n_observations"] = size(features)[end] return CIFAR100(metadata, split, features, targets) end convert2image(::Type{<:CIFAR100}, x) = convert2image(CIFAR10, x) # DEPRECATED INTERFACE, REMOVE IN v0.7 (or 0.6.x) function Base.getproperty(::Type{CIFAR100}, s::Symbol) if s == :traintensor @warn "CIFAR100.traintensor() is deprecated, use `CIFAR100(split=:train).features` instead." maxlog=2 traintensor(T::Type=N0f8; kws...) = traintensor(T, :; kws...) traintensor(i; kws...) = traintensor(N0f8, i; kws...) function traintensor(T::Type, i; dir=nothing) CIFAR100(; split=:train, Tx=T, dir)[i][1] end return traintensor elseif s == :testtensor @warn "CIFAR100.testtensor() is deprecated, use `CIFAR100(split=:test).features` instead." maxlog=2 testtensor(T::Type=N0f8; kws...) = testtensor(T, :; kws...) testtensor(i; kws...) = testtensor(N0f8, i; kws...) function testtensor(T::Type, i; dir=nothing) CIFAR100(; split=:test, Tx=T, dir)[i][1] end return testtensor elseif s == :trainlabels @warn "CIFAR100.trainlabels() is deprecated, use `CIFAR100(split=:train).targets` instead." maxlog=2 trainlabels(; kws...) = trainlabels(:; kws...) function trainlabels(i; dir=nothing) yc, yf = CIFAR100(; split=:train, dir)[i][2] yc, yf end return trainlabels elseif s == :testlabels @warn "CIFAR100.testlabels() is deprecated, use `CIFAR100(split=:test).targets` instead." maxlog=2 testlabels(; kws...) = testlabels(:; kws...) function testlabels(i; dir=nothing) yc, yf = CIFAR100(; split=:test, dir)[i][2] yc, yf end return testlabels elseif s == :traindata @warn "CIFAR100.traindata() is deprecated, use `CIFAR100(split=:train)[]` instead." maxlog=2 traindata(T::Type=N0f8; kws...) = traindata(T, :; kws...) traindata(i; kws...) = traindata(N0f8, i; kws...) function traindata(T::Type, i; dir=nothing) x, (yc, yf) = CIFAR100(; split=:train, Tx=T, dir)[i] x, yc, yf end return traindata elseif s == :testdata @warn "CIFAR100.testdata() is deprecated, use `CIFAR100(split=:test)[]` instead." maxlog=2 testdata(T::Type=N0f8; kws...) = testdata(T, :; kws...) testdata(i; kws...) = testdata(N0f8, i; kws...) function testdata(T::Type, i; dir=nothing) x, (yc, yf) = CIFAR100(; split=:test, Tx=T, dir)[i] x, yc, yf end return testdata elseif s == :convert2image @warn "CIFAR100.convert2image(x) is deprecated, use `convert2image(CIFAR100, x)` instead" return x -> convert2image(CIFAR100, x) elseif s == :classnames_fine @warn "CIFAR100.classnames_fine() is deprecated, use `CIFAR100().metadata[\"class_names_fine\"]` instead" return () -> CIFAR100().metadata["class_names_fine"] elseif s == :classnames_coarse @warn "CIFAR100.classnames_coarse() is deprecated, use `CIFAR100().metadata[\"class_names_coarse\"]` instead" return () -> CIFAR100().metadata["class_names_coarse"] else return getfield(CIFAR100, s) end end
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2.295684
3,568
module TestTearing println("TestTearing: Tests tearing algorithm of the symbolic handling.") using Modia # Desired: # using ModiaMath: plot # # In order that these packages need not to be defined in the user environment, they are included via Modia: using Modia.ModiaMath: plot # Tearing1 # No tearing is performed since coefficients of the block equations are not 1 or -1. @model Tearing1 begin x1 = Float(size=()) x2 = Float(size=()) x3 = Float(start=1.0) @equations begin 2.0*x1 + 3.0*x2 = x3 -1.4*x1 + 5.0*x2 = 2.0*x3 der(x3) = -x3 end end result = simulate(Tearing1, 1.0; logTranslation=true, logSimulation=true, tearing=true, removeSingularities=true) plot(result, ("x1", "x2", "x3")) # Tearing1B # @model Tearing1B begin x1 = Float(size=()) x2 = Float(size=()) x3 = Float(start=1.0) @equations begin 2.0*x1 + x2 = x3 -1.4*x1 + 5.0*x2 = 2.0*x3 der(x3) = -x3 end end result = simulate(Tearing1B, 1.0; logTranslation=true, logSimulation=true, tearing=true, removeSingularities=true) plot(result, ("x1", "x2", "x3")) # Tearing2 # A correct solution is: # x2 := (x3 - 1.0) - 2.0 * (sin)(x1) # -1.4*sin(x1) + 5.0*cos(x2) = 2.0*x3 # der(x3) = -x3 # @model Tearing2 begin x1 = Float(size=()) x2 = Float(size=()) x3 = Float(start=1.0) @equations begin 2.0*sin(x1) + x2 = x3-1.0 -1.4*sin(x1) + 5.0*cos(x2) = 2.0*x3 der(x3) = -x3 end end result = simulate(Tearing2, 0.3; logTranslation=true, logSimulation=true, tearing=true, removeSingularities=true) plot(result, ("x1", "x2", "x3")) # Tearing3 # Variables that are explicitely solved due to tearing: x1, x2 # @model Tearing3 begin x1 = Float(size=()) x2 = Float(size=()) x3 = Float(size=()) x4 = Float(start=1.0) @equations begin 2.0*sin(x1) + x2 = x3-1.0 - 0.01*sin(x4) -1.4*sin(x1) + 5.0*cos(x2) + (0.02*x3)^3 = 2.0*x4 sin(0.1*x4) = abs(x3) - x1 der(x4) = -x4 end end result = simulate(Tearing3, 0.3; logTranslation=true, logSimulation=true, tearing=true, removeSingularities=true) plot(result, ("x1", "x2", "x3", "x4")) # Tearing4 # Variables that are explicitely solved due to tearing: x1, x2 # @model Tearing4 begin x1 = Float(size=()) x2 = Float(size=()) x3 = Float(size=()) x4 = Float(size=()) x5 = Float(start=1.0) @equations begin 2.0*sin(x1) + x2 = x3-1.0 - 0.01*sin(x4) -1.4*sin(x1) + 5.0*cos(x2) + (0.02*x3)^3 = 2.0*x4 sin(0.1*x4) = abs(x3) - x1 -2*x4 + 3.0*x1 -3*x2 = 0.0 der(x5) = -x5 end end result = simulate(Tearing4, 0.3; logTranslation=true, logSimulation=true, tearing=true, removeSingularities=true) plot(result, ("x1", "x2", "x3", "x4", "x5")) @model TearingCombined begin x1 = Float(size=()) x2 = Float(size=()) x3 = Float(start=1.0) x11 = Float(size=()) x12 = Float(size=()) x13 = Float(start=1.0) x21 = Float(size=()) x22 = Float(size=()) x23 = Float(start=1.0) x31 = Float(size=()) x32 = Float(size=()) x33 = Float(start=1.0) x34 = Float(start=1.0) x35 = Float(size=()) @equations begin 2.0*x1 + 3.0*x2 = x3 -1.4*x1 + 5.0*x2 = 2.0*x3 der(x3) = -x3 2.0*x11 + x12 = x13 -1.4*x11 + 5.0*x12 = 2.0*x13 der(x13) = -x13 2.0*sin(x21) + x22 = x23-1.0 -1.4*sin(x21) + 5.0*cos(x22) = 2.0*x23 der(x23) = -x23 2.0*sin(x31) + x32 = x33-1.0 -1.4*sin(x35) + 5.0*cos(x34) = 2.0*x33 x34 = 1.0*x32 2*x35 = 2*x31 der(x33) = -x33 end end result = simulate(TearingCombined, 1.0; logTranslation=true, logSimulation=true, tearing=true, removeSingularities=true) plot(result, ("x1", "x2", "x3")) # Tearing5 # RemoveAuxiliary should remove equation "2*x1 = 4*x2" # Tearing should then eliminate x1 = 2*x2 # # The log shows, that all this works. However, the generated code # has a state vector of [x1, x2, x3, x4]. Since tearing can compute x1 from x2, # it would be possible that the state vector has only elements [x2,x3,x4]. # Otherwise, tearing has basically no effect, because the system of equations # was not reduced in the generated code. @model Tearing5 begin x1 = Float(size=()) x2 = Float(size=()) x3 = Float(size=()) x4 = Float(start=1.0) @equations begin x1 = 2*x2 2*x1 = 4*x2 x1 + x2 = x3 + x4 3.1*x2 + 1.2*x3 + 1.3*x4 = 0 der(x4) = -x4 end end result = simulate(Tearing5, 0.3; logTranslation=true, logSimulation=true, tearing=true, removeSingularities=true) plot(result, ("x1", "x2", "x3", "x4"), figure=5) # Tearing6 @model Tearing6 begin C1 = 1e-3 C2 = 2e-3 u1 = Float(size=(), start=1.0) u2 = Float(size=(), state=false) i1 = Float(size=()) v1 = Float(size=()) v0 = Float(size=()) @equations begin C1*der(u1) = i1 C2*der(u2) = -i1 u1 = v1 - v0 u2 = v1 - v0 v0 = 0 end end result = simulate(Tearing6, 1.0; logTranslation=true, logSimulation=true, tearing=true, removeSingularities=true) plot(result, ("u1", "u2", "i1", "v1", "v0"), figure=6) end
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366, 85, 16, 1600, 366, 85, 15, 12340, 3785, 28, 21, 8, 198, 198, 437, 628 ]
2.050521
2,494
"""Algorithm for computing H, as given by arxiv:1403.7698 H is related to Wigner's (small) d via dₗⁿᵐ = ϵₙ ϵ₋ₘ Hₗⁿᵐ, where ⎧ 1 for k≤0 ϵₖ = ⎨ ⎩ (-1)ᵏ for k>0 H has various advantages over d, including the fact that it can be efficiently and robustly valculated via recurrence relations, and the following symmetry relations: H^{m', m}_n(β) = H^{m, m'}_n(β) H^{m', m}_n(β) = H^{-m', -m}_n(β) H^{m', m}_n(β) = (-1)^{n+m+m'} H^{-m', m}_n(π - β) H^{m', m}_n(β) = (-1)^{m+m'} H^{m', m}_n(-β) Because of these symmetries, we only need to evaluate at most 1/4 of all the elements. """ """Return flat index into arrray of [n, m] pairs. Assumes array is ordered as [ [n, m] for n in range(n_max+1) for m in range(-n, n+1) ] """ nm_index(n, m) = m + n * (n + 1) + 1 """Return flat index into arrray of [n, abs(m)] pairs Assumes array is ordered as [ [n, m] for n in range(n_max+1) for m in range(n+1) ] """ nabsm_index(n, absm) = absm + (n * (n + 1)) ÷ 2 + 1 """Return flat index into arrray of [n, mp, m] Assumes array is ordered as [ [n, mp, m] for n in range(n_max+1) for mp in range(-n, n+1) for m in range(-n, n+1) ] """ nmpm_index(n, mp, m) = (((4n + 6) * n + 6mp + 5) * n + 3(m + mp)) ÷ 3 + 1 @inbounds function _step_1!(w::WignerMatrixCalculator) """If n=0 set H_{0}^{0,0}=1.""" w.Hwedge[1] = 1 end @inbounds function _step_2!(w::WignerMatrixCalculator, expiβ::Complex) """Compute values H^{0,m}_{n}(β)for m=0,...,n and H^{0,m}_{n+1}(β) for m=0,...,n+1 Uses Eq. (32) of Gumerov-Duraiswami (2014) [arxiv:1403.7698]: H^{0,m}_{n}(β) = (-1)^m √((n-|m|)! / (n+|m|)!) P^{|m|}_{n}(cos β) = (-1)^m P̄^{|m|}_{n}(cos β) / √(k (2n+1)) Here, k=1 for m=0, and k=2 for m>0, and P̄ = √{k(2n+1)(n-m)!/(n+m)!} P We use the "fully normalized" associated Legendre functions (fnALF) P̄ because, as explained by Xing et al. (2020) [https://doi.org/10.1007/s00190-019-01331-0], it is possible to compute these values very efficiently and accurately, while also delaying the onset of overflow and underflow. NOTE: Though not specified in arxiv:1403.7698, there is not enough information for step 4 unless we also use symmetry to set H^{1,0}_{n} here. Similarly, step 5 needs additional information, which depends on setting H^{0, -1}_{n} from its symmetric equivalent H^{0, 1}_{n} in this step. """ n_max, mp_max, TW = ℓₘₐₓ(w), m′ₘₐₓ(w), T(w) Hwedge, Hextra, Hv = w.Hwedge, w.Hextra, w.Hv cosβ = expiβ.re sinβ = expiβ.im sqrt3 = √TW(3) # The general expressions for the constants are Eq. (13) of Xing et al.: # # aₙ = √((2n+1)/TW(2n-1)) # bₙ = √(2*(n-1)*(2n+1)/TW(n*(2n-1))) # cₙₘ = √(((n+m)*(n-m)*(2n+1)) / TW(2n-1)) / n # dₙₘ = √(((n-m)*(n-m-1)*(2n+1)) / TW(2n-1)) / (2n) # eₙₘ = √(((n+m)*(n+m-1)*(2n+1)) / TW(2n-1)) / (2n) # # Below, I factor aₙ out of each of these expressions, along with 1/2n where # relevant, to avoid divisions. # # We initialize with Eq. (14), then step through with Eq. (12), to compute all # values of P̄. Finally, we normalize everything again to compute the H # values. if n_max > 0 # n = 1 n0n_index = WignerHindex(1, 0, 1, mp_max) Hwedge[n0n_index] = sqrt3 * sinβ Hwedge[n0n_index-1] = sqrt3 * cosβ # n = 2, ..., n_max+1 for n in 2:n_max+1 if n <= n_max n0n_index = WignerHindex(n, 0, n, mp_max) H = Hwedge else n0n_index = n + 1 H = Hextra end nm10nm1_index = WignerHindex(n-1, 0, n-1, mp_max) inv2n = inv(TW(2n)) aₙ = √((2n+1)/TW(2n-1)) bₙ = aₙ * √((2*(n-1))/TW(n)) # m = n eₙₘ = inv2n * √TW((2n)*(2n+1)) H[n0n_index] = sinβ * eₙₘ * Hwedge[nm10nm1_index] # m = n-1 eₙₘ = inv2n * √TW((2n-2)*(2n+1)) cₙₘ = 2inv2n * √TW(2n+1) H[n0n_index-1] = cosβ * cₙₘ * Hwedge[nm10nm1_index] + sinβ * eₙₘ * Hwedge[nm10nm1_index-1] # m = n-2, ..., 2 for i in 2:n-2 # m = n-i cₙₘ = 2inv2n * aₙ * √TW((2n-i)*i) dₙₘ = inv2n * aₙ * √TW(i*(i-1)) eₙₘ = inv2n * aₙ * √TW((2n-i)*(2n-i-1)) H[n0n_index-i] = ( cosβ * cₙₘ * Hwedge[nm10nm1_index-i+1] - sinβ * ( dₙₘ * Hwedge[nm10nm1_index-i+2] - eₙₘ * Hwedge[nm10nm1_index-i] ) ) end # m = 1 cₙₘ = 2inv2n * aₙ * √TW((n+1)*(n-1)) dₙₘ = inv2n * aₙ * √TW((n-1)*(n-2)) eₙₘ = inv2n * aₙ * √TW(2n*(n+1)) H[n0n_index-n+1] = ( cosβ * cₙₘ * Hwedge[nm10nm1_index-n+2] - sinβ * ( dₙₘ * Hwedge[nm10nm1_index-n+3] - eₙₘ * Hwedge[nm10nm1_index-n+1] ) ) # m = 0 cₙₘ = aₙ dₙₘ = inv2n * aₙ * √TW(n*(n-1)) eₙₘ = dₙₘ H[n0n_index-n] = ( aₙ * cosβ * Hwedge[nm10nm1_index-n+1] - bₙ * sinβ * Hwedge[nm10nm1_index-n+2] / 2 ) # Supply extra edge cases as noted in docstring if n <= n_max Hv[nm_index(n, 1)] = Hwedge[WignerHindex(n, 0, 1, mp_max)] Hv[nm_index(n, 0)] = Hwedge[WignerHindex(n, 0, 1, mp_max)] end end # Supply extra edge cases as noted in docstring Hv[nm_index(1, 1)] = Hwedge[WignerHindex(1, 0, 1, mp_max)] Hv[nm_index(1, 0)] = Hwedge[WignerHindex(1, 0, 1, mp_max)] # Normalize, changing P̄ to H values for n in 1:n_max+1 if n <= n_max n00_index = WignerHindex(n, 0, 0, mp_max) H = Hwedge else n00_index = 1 H = Hextra end const0 = inv(√TW(2n+1)) const1 = inv(√TW(4n+2)) H[n00_index] *= const0 for m in 1:n H[n00_index+m] *= const1 end if n <= n_max Hv[nm_index(n, 1)] *= -const1 Hv[nm_index(n, 0)] *= -const1 end end end end @inbounds function _step_3!(w::WignerMatrixCalculator, expiβ::Complex) """Use relation (41) to compute H^{1,m}_{n}(β) for m=1,...,n. Using symmetry and shift of the indices this relation can be written as b^{0}_{n+1} H^{1, m}_{n} = (b^{−m−1}_{n+1} (1−cosβ))/2 H^{0, m+1}_{n+1} − (b^{ m−1}_{n+1} (1+cosβ))/2 H^{0, m−1}_{n+1} − a^{m}_{n} sinβ H^{0, m}_{n+1} """ avalues = a(w) bvalues = b(w) n_max = ℓₘₐₓ(w) mp_max = m′ₘₐₓ(w) Hwedge = w.Hwedge Hextra = w.Hextra cosβ = expiβ.re sinβ = expiβ.im cosβ₊ = (1+cosβ)/2 cosβ₋ = (1-cosβ)/2 if n_max > 0 && mp_max > 0 for n in 1:n_max # m = 1, ..., n i1 = WignerHindex(n, 1, 1, mp_max) if n+1 <= n_max i2 = WignerHindex(n+1, 0, 0, mp_max) H2 = Hwedge else i2 = 1 H2 = Hextra end i3 = nm_index(n+1, 0) i4 = nabsm_index(n, 1) inverse_b5 = inv(bvalues[i3]) for i in 0:n-1 b6 = bvalues[-i+i3-2] b7 = bvalues[i+i3] a8 = avalues[i+i4] Hwedge[i+i1] = inverse_b5 * ( ( b6 * cosβ₋ * H2[i+i2+2] - b7 * cosβ₊ * H2[i+i2] ) - a8 * sinβ * H2[i+i2+1] ) end end end end @inbounds function _step_4!(w::WignerMatrixCalculator) """Recursively compute H^{m'+1, m}_{n}(β) for m'=1,...,n−1, m=m',...,n using relation (50) resolved with respect to H^{m'+1, m}_{n}: d^{m'}_{n} H^{m'+1, m}_{n} = d^{m'−1}_{n} H^{m'−1, m}_{n} − d^{m−1}_{n} H^{m', m−1}_{n} + d^{m}_{n} H^{m', m+1}_{n} (where the last term drops out for m=n). """ dvalues, n_max, mp_max = d(w), ℓₘₐₓ(w), m′ₘₐₓ(w) Hwedge, Hv = w.Hwedge, w.Hv if n_max > 0 && mp_max > 0 for n in 2:n_max for mp in 1:min(n, mp_max)-1 # m = m', ..., n-1 # i1 = WignerHindex(n, mp+1, mp, mp_max) i1 = WignerHindex(n, mp+1, mp+1, mp_max) - 1 i2 = WignerHindex(n, mp-1, mp, mp_max) # i3 = WignerHindex(n, mp, mp-1, mp_max) i3 = WignerHindex(n, mp, mp, mp_max) - 1 i4 = WignerHindex(n, mp, mp+1, mp_max) i5 = nm_index(n, mp) i6 = nm_index(n, mp-1) inverse_d5 = inv(dvalues[i5]) d6 = dvalues[i6] let i=0 d7 = dvalues[i+i6] d8 = dvalues[i+i5] Hv[i+nm_index(n, mp+1)] = inverse_d5 * ( d6 * Hwedge[i+i2] - d7 * Hv[i+nm_index(n, mp)] + d8 * Hwedge[i+i4] ) end for i in 1:n-mp-1 d7 = dvalues[i+i6] d8 = dvalues[i+i5] Hwedge[i+i1] = inverse_d5 * ( d6 * Hwedge[i+i2] - d7 * Hwedge[i+i3] + d8 * Hwedge[i+i4] ) end # m = n let i=n-mp Hwedge[i+i1] = inverse_d5 * ( d6 * Hwedge[i+i2] - dvalues[i+i6] * Hwedge[i+i3] ) end end end end end @inbounds function _step_5!(w::WignerMatrixCalculator) """Recursively compute H^{m'−1, m}_{n}(β) for m'=−1,...,−n+1, m=−m',...,n using relation (50) resolved with respect to H^{m'−1, m}_{n}: d^{m'−1}_{n} H^{m'−1, m}_{n} = d^{m'}_{n} H^{m'+1, m}_{n} + d^{m−1}_{n} H^{m', m−1}_{n} − d^{m}_{n} H^{m', m+1}_{n} (where the last term drops out for m=n). NOTE: Although arxiv:1403.7698 specifies the loop over mp to start at -1, I find it necessary to start at 0, or there will be missing information. This also requires setting the (m',m)=(0,-1) components before beginning this loop. """ dvalues, n_max, mp_max = d(w), ℓₘₐₓ(w), m′ₘₐₓ(w) Hwedge, Hv = w.Hwedge, w.Hv if n_max > 0 && mp_max > 0 for n in 0:n_max for mp in 0:-1:1-min(n, mp_max) # m = -m', ..., n-1 # i1 = WignerHindex(n, mp-1, -mp, mp_max) i1 = WignerHindex(n, mp-1, -mp+1, mp_max) - 1 # i2 = WignerHindex(n, mp+1, -mp, mp_max) i2 = WignerHindex(n, mp+1, -mp+1, mp_max) - 1 # i3 = WignerHindex(n, mp, -mp-1, mp_max) i3 = WignerHindex(n, mp, -mp, mp_max) - 1 i4 = WignerHindex(n, mp, -mp+1, mp_max) i5 = nm_index(n, mp-1) i6 = nm_index(n, mp) i7 = nm_index(n, -mp-1) i8 = nm_index(n, -mp) inverse_d5 = inv(dvalues[i5]) d6 = dvalues[i6] let i=0 d7 = dvalues[i+i7] d8 = dvalues[i+i8] if mp == 0 Hv[i+nm_index(n, mp-1)] = inverse_d5 * ( d6 * Hv[i+nm_index(n, mp+1)] + d7 * Hv[i+nm_index(n, mp)] - d8 * Hwedge[i+i4] ) else Hv[i+nm_index(n, mp-1)] = inverse_d5 * ( d6 * Hwedge[i+i2] + d7 * Hv[i+nm_index(n, mp)] - d8 * Hwedge[i+i4] ) end end for i in 1:n+mp-1 d7 = dvalues[i+i7] d8 = dvalues[i+i8] Hwedge[i+i1] = inverse_d5 * ( d6 * Hwedge[i+i2] + d7 * Hwedge[i+i3] - d8 * Hwedge[i+i4] ) end # m = n let i=n+mp Hwedge[i+i1] = inverse_d5 * ( d6 * Hwedge[i+i2] + dvalues[i+i7] * Hwedge[i+i3] ) end end end end end """ H!(w, expiβ) Compute (a quarter of) the H matrix WARNING: The returned array will be a view into the `workspace` variable (see below for an explanation of that). If you need to call this function again using the same workspace before extracting all information from the first call, you should use `numpy.copy` to make a separate copy of the result. Parameters ---------- expiβ : array_like Value of exp(i*β) on which to evaluate the H matrix. Returns ------- Hwedge : array This is a 1-dimensional array of floats; see below. workspace : array_like, optional A working array like the one returned by Wigner.new_workspace(). If not present, this object's default workspace will be used. Note that it is not safe to use the same workspace on multiple threads. Also see the WARNING above. See Also -------- d : Compute the full Wigner d matrix D : Compute the full Wigner 𝔇 matrix rotate : Avoid computing the full 𝔇 matrix and rotate modes directly evaluate : Avoid computing the full 𝔇 matrix and evaluate modes directly Notes ----- H is related to Wigner's (small) d via dₗⁿᵐ = ϵₙ ϵ₋ₘ Hₗⁿᵐ, where ⎧ 1 for k≤0 ϵₖ = ⎨ ⎩ (-1)ᵏ for k>0 H has various advantages over d, including the fact that it can be efficiently and robustly valculated via recurrence relations, and the following symmetry relations: H^{m', m}_n(β) = H^{m, m'}_n(β) H^{m', m}_n(β) = H^{-m', -m}_n(β) H^{m', m}_n(β) = (-1)^{n+m+m'} H^{-m', m}_n(π - β) H^{m', m}_n(β) = (-1)^{m+m'} H^{m', m}_n(-β) Because of these symmetries, we only need to evaluate at most 1/4 of all the elements. """ function H!(w::WignerMatrixCalculator, expiβ::Complex) _step_1!(w) _step_2!(w, expiβ) _step_3!(w, expiβ) _step_4!(w) _step_5!(w) w.Hwedge end
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""" Simulation A simulation composes the observed trace and the backend solve of Algorithm 7.1. A simulation instance is returned from an `optimize` call. """ struct Simulation model::Model driver::Driver trace::BlockOptTrace backend::BlockOptBackend function Simulation(model::Model, driver::Driver) # TODO: Handle ill-formed input new(model, driver, BlockOptTrace(model, driver), BlockOptBackend(model, driver)) end end trace(s::Simulation) = getfield(s, :trace) model(s::Simulation) = model(trace(s)) driver(s::Simulation) = driver(trace(s)) """ trs_timer(s::Simulation) The elapsed time simulation `s` has been in `trs_solve(s)`. """ trs_timer(s::Simulation) = trs_timer(trace(s)) """ trs_counter(s::Simulation) The count of trust-region subproblem solves for simulation `s`. """ trs_counter(s::Simulation) = trs_counter(trace(s)) """ ghs_timer(s::Simulation) The elapsed time simulation `s` has been in `gHS(s)`. """ ghs_timer(s::Simulation) = ghs_timer(trace(s)) """ ghs_counter(s::Simulation) The count of `gHS` evaluations for simulation `s`. """ ghs_counter(s::Simulation) = ghs_counter(trace(s)) weave!(s::Simulation, field, val) = weave!(trace(s), field, val) weave_level(s::Simulation) = weave_level(trace(s)) """ f_vals(s::Simulation) A vector holding objective values ``f(xₖ)`` for each successful iterate ``xₖ`` of simulation `s`. """ f_vals(s::Simulation) = f_vals(trace(s)) """ ∇f_norms(s::Simulation) A vector holding normed gradient values ``||∇f(xₖ)||₂`` for each successful iterate ``xₖ`` of simulation `s`. """ ∇f_norms(s::Simulation) = ∇f_norms(trace(s)) """ p_norms(s::Simulation) A vector holding distance ``||pₖ||₂` of each successful step ``pₖ`` of simulation `s`. """ p_norms(s::Simulation) = p_norms(trace(s)) """ Δ_vals(s::Simulation) A vector holding the trust-region radius passed to `trs_small` in TRS.jl during each successful step of simulation `s`. """ Δ_vals(s::Simulation) = Δ_vals(trace(s)) """ ρ_vals(s::Simulation) A vector storing the ratio of actual reduction to model reduction of each successful step of simulation `s`. """ ρ_vals(s::Simulation) = ρ_vals(trace(s)) """ weave(args::Simulation...) Generates a Weave.jl report of the simulation args. """ function weave(args::Simulation...) println(pwd()) Weave.weave( joinpath(dirname(pathof(BlockOpt)), "lib/trace.jmd"); args = args, out_path = mkpath( joinpath(directory(model(first(args))), "trace_$(trunc(now(), Minute))"), ), ) end io(s::Simulation) = io(trace(s)) log_level(s::Simulation) = log_level(trace(s)) info!(s::Simulation, args...) = info!(trace(s), args...) debug!(s::Simulation, args...) = debug!(trace(s), args...) warn!(s::Simulation, args...) = warn!(trace(s), args...) error!(s::Simulation, args...) = error!(trace(s), args...) backend(s::Simulation) = getfield(s, :backend) fₖ(s::Simulation) = fₖ(backend(s)) ∇fₖ_norm(s::Simulation) = ∇fₖ_norm(backend(s)) pₖ_norm(s::Simulation) = pₖ_norm(backend(s)) Δₖ(s::Simulation) = Δₖ(backend(s)) ρ(s::Simulation) = ρ(backend(s)) Base.getproperty(s::Simulation, sym::Symbol) = @restrict Simulation Base.propertynames(s::Simulation) = () """ initialize(s::Simulation) Performs each step up to the preliminary update to obtain ``H₀``. Lines 1-6 of `Algorithm 7.1`. """ function initialize(s::Simulation) initialize(backend(s)) increment!(ghs_counter(s)) weave!(s, f_vals, fₖ(s)) weave!(s, ∇f_norms, ∇fₖ_norm(s)) weave!(s, Δ_vals, Δₖ(s)) info!(s, "Simulating:", s) nothing end """ terminal(s::Simulation) True if the state of `s` is terminal. """ function terminal(s::Simulation) if terminal(backend(s), evaluations(trs_counter(s))) return true end return false end """ build_trs(s::Simulation) Build arguments for the trs_small call to TRS.jl. """ function build_trs(s::Simulation) build_trs(backend(s)) nothing end """ solve_trs(s::Simulation) Solve ``aₖ`` in Equation (5.5). """ function solve_trs(s::Simulation) on!(trs_timer(s)) solve_trs(backend(s)) off!(trs_timer(s)) increment!(trs_counter(s)) nothing end """ build_trial(s::Simulation) Build trial iterate, evaluate the objective at the trial location, and compute ``ρ``. """ function build_trial(s::Simulation) build_trial(backend(s)) nothing end """ update_Δₖ(s::Simulation) Updates the radius Δₖ after each trust-region subproblem solve. """ function update_Δₖ(s::Simulation) update_Δₖ(backend(s)) nothing end """ accept_trial(s::Simulation) Observe the value of ``ρ``, accept positive values, and then update ``xₖ, fₖ``. """ function accept_trial(s::Simulation) if accept_trial(backend(s)) weave!(s, f_vals, fₖ(s)) weave!(s, Δ_vals, Δₖ(s)) weave!(s, p_norms, pₖ_norm(s)) weave!(s, ρ_vals, ρ(s)) return true end return false end """ pflag(s::Simulation) The preliminary secant update flag of the Driver of `s` the default value is false. """ function pflag(s::Simulation) return pflag(backend(s)) end """ secantQN(s::Simulation) Performs the standard secant update for `s`'s inverse Hessian approximation ``Hₖ``. The QN formula used is given by the Driver of `s`. """ function secantQN(s::Simulation) secantQN(backend(s)) nothing end """ update_Sₖ(s::Simulation) Updates the ``2w-1`` sample directions of simulation `s`. See: `S_update_a`, `S_update_b`, `S_update_c`, `S_update_d`, `S_update_e`, `S_update_f`. """ function update_Sₖ(s::Simulation) update_Sₖ(backend(s)) nothing end """ gHS(s::Simulation) See Algorithm ``3.1`` """ function gHS(s::Simulation) on!(ghs_timer(s)) gHS(backend(s)) off!(ghs_timer(s)) increment!(ghs_counter(s)) weave!(s, ∇f_norms, ∇fₖ_norm(s)) nothing end """ blockQN(s::Simulation) Performs a block update for `s`'s inverse Hessian approximation ``Hₖ``. The QN formula used is given by the Driver of `s`. """ function blockQN(s::Simulation) blockQN(backend(s)) nothing end function optimize!(simulation::Simulation) initialize(simulation) build_trs(simulation) while !terminal(simulation) solve_trs(simulation) build_trial(simulation) if accept_trial(simulation) if pflag(simulation) secantQN(simulation) end update_Sₖ(simulation) gHS(simulation) blockQN(simulation) build_trs(simulation) end update_Δₖ(simulation) end info!(simulation, "Terminating:", trace(simulation)) return simulation end
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2.374826
2,876
function make_model(f, ϵsub, ϵ, cellL, thickness, order, lb, ub, filename) # TODO: call out to Python pts = chebpoints(order, lb, ub) end function get_model(order, lb, ub, filename) f = open(filename) function val(line) dat = split(line) parse(Float64, dat[1]) + parse(Float64, dat[2]) * im end vals = [val(line) for line in eachline(f)] chebinterp(vals, lb, ub) end # rrule for Chebyshev polynomial functor. TODO: support chebjacobian (or explicitly don't support it) # TODO: support x real function rrule(c::ChebPoly, x::AbstractVector) project_x = ProjectTo(x) y, Δy = chebgradient(c, x) pullback(∂y) = NoTangent(), project_x(∂y * Δy') y, pullback end
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2.380795
302
module SurfaceTopology using GeometryTypes include("primitives.jl") include("plainds.jl") include("faceds.jl") include("cachedds.jl") include("edgeds.jl") export FaceDS, CachedDS, EdgeDS export FaceRing, VertexRing, EdgeRing export Edges,Faces end # module
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2.966292
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function form(f::Function, args...; attrs...) :: HTMLString normal_element(f, "form", [args...], attr(attrs...)) end """ $TYPEDSIGNATURES """ function form(children::Union{String,Vector{String}} = "", args...; attrs...) :: HTMLString normal_element(children, "form", [args...], attr(attrs...)) end """ $TYPEDSIGNATURES """ function attr(attrs...) attrs = Pair{Symbol,Any}[attrs...] for p in attrs p[1] == :enctype && return attrs end push!(attrs, :enctype => "multipart/form-data") end
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2.671958
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using YaoExtensions, Yao using Test, Random using Optim: LBFGS, optimize using Optim """ learn_u4(u::AbstractMatrix; niter=100) Learn a general U4 gate. The optimizer is LBFGS. """ function learn_u4(u::AbstractBlock; niter=100) ansatz = general_U4() params = parameters(ansatz) println("initial loss = $(operator_fidelity(u,ansatz))") optimize(x->-operator_fidelity(u, dispatch!(ansatz, x)), (G, x) -> (G .= -operator_fidelity'(u, dispatch!(ansatz, x))[2]), parameters(ansatz), LBFGS(), Optim.Options(iterations=niter)) println("final fidelity = $(operator_fidelity(u,ansatz))") return ansatz end using Random Random.seed!(2) u = matblock(rand_unitary(4)) c = learn_u4(u; niter=150)
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2.403785
317
num_unlabel_samples = 800 Mat_Label, labels, Mat_Unlabel = loadCircleData(num_unlabel_samples) iter = round(linspace(1,70,4)) res = [] for i in iter unlabel_data_labels = label_propagation(Mat_Label, Mat_Unlabel, labels, kernel_type = "knn", knn_num_neighbors = 10, max_iter = i) push!(res, unlabel_data_labels) end res = reduce(hcat, res) show_example(Mat_Label, labels, Mat_Unlabel, res)
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2.454545
165
### GenePop parsing ### """ genepop(infile::String; digits::Int64 = 3, popsep::Any = "POP", numpops::Int64) Load a Genepop format file into memory as a PopObj object. ### Arguments - `infile` : path to Genepop file - `digits` : number of digits denoting each allele - `popsep` : word that separates populations in `infile` (default: "POP") - `numpops` : number of populations in `infile` (used for checking parser) - `marker` : "snp" (default) or "msat" ### File must follow standard Genepop formatting: - First line is a comment (and skipped) - Loci are listed after first line as one-per-line without commas or in single comma-separated row - A line with a particular keyword (default "POP") must delimit populations - File is tab or space delimted ## Example `waspsNY = genepop("wasp_hive.gen", digits = 3, popsep = "POP", numpops = 2);` ### Genepop file example: Wasp populations in New York \n Locus1 \n Locus2 \n Locus3 \n POP \n Oneida_01, 250230 564568 110100 \n Oneida_02, 252238 568558 100120 \n Oneida_03, 254230 564558 090100 \n POP \n Newcomb_01, 254230 564558 080100 \n Newcomb_02, 000230 564558 090080 \n Newcomb_03, 254230 000000 090100 \n Newcomb_04, 254230 564000 090120 \n """ function genepop( infile::String; digits::Int64 = 3, popsep::Any = "POP", numpops::Int64, marker = "snp", ) println("\n", "Input File : ", abspath(infile)) if lowercase(marker) == "snp" geno_type = Int8 else geno_type = Int16 end gpop = split(open(readlines, infile)[2:end], popsep) if length(gpop) - 1 != numpops error("incorrect number of populations detected, see docstring for formatting expected : $numpops detected : $(length(gpop)-1) ") end if length(gpop[1]) == 1 # loci horizontally stacked locinames = strip.(split(gpop[1] |> join, ",") |> Array{String,1}) replace!(locinames, "." => "_") else # loci vertically stacked locinames = replace(gpop[1], "." => "_") end d = Dict(string(i) => [] for i in locinames) popid = [] indnames = [] for i = 2:length(gpop) append!(popid, fill(i - 1, length(gpop[i]))) for j = 1:length(gpop[i]) #println(Base.Threads.threadid()) ######## phasedloci = [] push!(indnames, split(strip(gpop[i][j]), r"\,|\t")[1]) unphasedloci = split(strip(gpop[i][j]), r"\s|\t")[2:end] |> Array{String,1} replace!(unphasedloci, "-9" => "0"^digits) #just in case -9 = missing for locus in unphasedloci phasedlocus = parse.( geno_type, [join(i) for i in Iterators.partition(locus, digits)], ) |> sort |> Tuple push!(phasedloci, phasedlocus) end for (loc, geno) in zip(locinames, phasedloci) push!(d[loc], geno) end end end ploidy = length.(d[locinames[1]]) # lazy finding of ploidy from single locus for (loc, ploid) in zip(locinames, ploidy) miss_geno = fill(0, ploid) |> Tuple msat_miss_geno = ("0") replace!(d[loc], miss_geno => missing) replace!(d[loc], msat_miss_geno => missing) end # typesafe genotype DataFrame loci_df = DataFrame([Symbol(i) => Array{Union{Tuple,Missing},1}(d[i]) for i in locinames]) samples_df = DataFrame( name = string.(indnames), population = string.(popid), ploidy = Int8.(ploidy), longitude = fill(missing, length(indnames)), latitude = fill(missing, length(indnames)), ) PopObj(samples_df, loci_df) end # Alternative line-by-line reader ## NOT EXPORTED #= function gpop2(infile::String; digits::Int64 = 3, popsep::Any = "POP", numpops::Int64) println("\n", "Input File : ", abspath(infile)) popid = [] indnames = [] locinames = [] d = Dict() linenum = 1 popcount = 0 open(infile) do file for ln in eachline(file) if popcount == 0 if linenum == 1 linenum += 1 continue elseif linenum == 2 if occursin(",", ln) == true #loci are horizontally stacked append!(locinames, strip.(split(ln |> join, ",") |> Array{String,1})) replace!(locinames, "." => "_") linenum += 1 continue else # loci are vertically stacked push!(locinames, ln) linenum += 1 continue end else if ln == popsep popcount += 1 continue else push!(locinames, ln) continue end end end if ln == popsep popcount += 1 continue else phasedloci = [] push!(indnames, split(strip(ln), r"\,|\t")[1]) push!(popid, popcount) unphasedloci = split(strip(ln), r"\s|\t")[2:end] |> Array{String,1} for locus in unphasedloci phasedlocus = parse.(Int16,[join(i) for i in Iterators.partition(locus,digits)]) |> sort |> Tuple push!(phasedloci, phasedlocus) end if locinames[1] ∉ keys(d) [d[i] = [] for i in locinames] end for (loc,geno) in zip(locinames, phasedloci) push!(d[loc], geno) end end end end ploidy = length.(d[locinames[1]]) # lazy finding of ploidy from single locus for (loc, ploid) in zip(locinames, ploidy) miss_geno = fill(0,ploid) |> Tuple replace!(d[loc], miss_geno => missing) end loci_df = DataFrame([i = Array{Union{Tuple, Missing},1}(d[i]) for i in locinames]) names!(loci_df, Symbol.(locinames)) samples_df = DataFrame(name = string.(indnames), population = popid, ploidy = Int8.(ploidy), longitude = fill(missing,length(indnames)), latitude = fill(missing,length(indnames))) PopObj(samples_df, loci_df) end =# ### CSV parsing ### """ csv(infile::String; delim::Union{Char,String,Regex}, digits::Int64 = 3, location::Bool = false) Load a CSV-type file into memory as a PopObj object ### Arguments - `infile` : path to CSV file - `delim` : delimiter characters. default is comma (","), can be space (" "), tab ("\\t"), etc. - `digits` : number of digits denoting each allele - `marker` : "snp" (default) or "msat" - `location` : decimal degrees longitude/latitude provided as values 3/4 ### File formatting: - Loci names must be first row - Individuals names must be first value in row - Population ID's must be second value in row - [Optional] longitude (x) values third value in row, latitude (y) fourth ## Example `lizardsCA = Read.csv("CA_lizards.csv", delim = ",", digits = 3);` ### Formatting example: Locus1,Locus2,Locus3 \n sierra_01,mountain,001001,002002,001001 \n sierra_02,mountain,001001,001001,001002 \n snbarb_03,coast,001001,001001,001002 \n snbarb_02,coast,001001,001001,001001 \n snbarb_03,coast,001002,001001,001001 \n """ function csv( infile::String; delim::Union{Char,String,Regex} = ",", digits::Int = 3, marker = "snp", location::Bool = false, ) println("\n", "Input File : ", abspath(infile)) popid = [] indnames = [] locx = [] locy = [] locinames = [] d = Dict() linenum = 1 if lowercase(marker) == "snp" geno_type = Int8 else geno_type = Int16 end file = open(infile, "r") #do file for ln in eachline(file) if linenum == 1 loci_raw = split(ln, delim) loci_safe = replace(loci_raw, "." => "_") append!(locinames, loci_safe) [d[string(i)] = [] for i in locinames] linenum += 1 continue end if location == false tmp = split(ln, delim) |> Array{String,1} # phase genotypes by ploidy phasedloci = [] for locus in tmp[3:end] phasedlocus = parse.( geno_type, [join(i) for i in Iterators.partition(locus, digits)], ) |> sort |> Tuple push!(phasedloci, phasedlocus) end for (loc, geno) in zip(locinames, phasedloci) push!(d[loc], geno) end push!(indnames, tmp[1]) push!(popid, tmp[2]) push!(locx, missing) push!(locy, missing) else tmp = split(ln, delim) |> Array{String,1} replace!(tmp, "-9" => "0"^digits) #just in case -9 = missing phasedloci = [] for locus in tmp[5:end] phasedlocus = parse.( Int16, [join(i) for i in Iterators.partition(locus, digits)], ) |> sort |> Tuple push!(phasedloci, phasedlocus) end for (loc, geno) in zip(locinames, phasedloci) push!(d[loc], geno) end push!(indnames, tmp[1]) push!(popid, tmp[2]) push!(locx, parse.(Float64, tmp[3])) push!(locy, parse.(Float64, tmp[4])) end end close(file) ploidy = length.(d[locinames[1]]) # lazy finding of ploidy from single locus for (loc, ploid) in zip(locinames, ploidy) miss_geno = fill(0, ploid) |> Tuple msat_miss_geno = ("0") replace!(d[loc], miss_geno => missing) replace!(d[loc], msat_miss_geno => missing) end # typesafe genotype DataFrame loci_df = DataFrame([Symbol(i) => Array{Union{Tuple,Missing},1}(d[i]) for i in locinames]) #names!(loci_df, Symbol.(locinames)) samples_df = DataFrame( name = string.(indnames), population = string.(popid), ploidy = Int8.(ploidy), longitude = locx, latitude = locy, ) PopObj(samples_df, loci_df) end ### VCF parsing ### """ vcf(infile::String) Load a VCF file into memory as a PopObj object. Population and [optional] location information need to be provided separately. - `infile` : path to VCF file """ function vcf(infile::String) vcf_file = VCF.Reader(open(infile, "r")) # get sample names from header sample_names = header(vcf_file).sampleID # fill in pop/lat/long with missing population = fill(missing, length(sample_names)) lat = fill(missing, length(sample_names)) long = fill(missing, length(sample_names)) ## array of genotypes # get loci names locinames = [] d = Dict() # get genotypes for record in vcf_file chr_safe = replace(VCF.chrom(record), "." => "_") chr_safer = replace(chr_safe, "|" => "_") pos = VCF.pos(record) |> string push!(locinames, chr_safer*"_"*pos) geno_raw = [split(i, ('/', '|')) for i in VCF.genotype(record, :, "GT")] |> sort # change missing data "." to "-1" geno_corr_miss = [replace(i, "." => "-1") for i in geno_raw] # convert everything to an integer geno_int = [parse.(Int8, i) for i in geno_corr_miss] # add 1 to shift genos so 0 is 1 and -1 is 0 geno_shift = [i .+ Int8(1) for i in geno_int] geno_final = [replace(i, 0 => missing) for i in geno_shift] geno_tuple = [Tuple(i) for i in geno_final] d[locinames[end]] = geno_tuple end ploidy = length.(d[locinames[1]]) loci_df = DataFrame([i = Array{Union{Tuple, Missing},1}(d[i]) for i in locinames]) names!(loci_df, Symbol.(locinames)) samples_df = DataFrame(name = sample_names, population = population, ploidy = Int8.(ploidy), latitude = lat, longitude = long) PopObj(samples_df, loci_df) end
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1.963352
6,385
import ..ShallowWater: forcing_term! @inline function forcing_term!(::SWModel, ::Coupled, S, Q, A, t) S.U += A.Gᵁ return nothing end
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2.423729
59
using RandomMatrix, LinearAlgebra using Test @test randDiagonal(2) !== nothing @test randTriangular(1:3,3,upper=false,Diag=false) !== nothing @test !isreal(randMatrix(10)|>eigvals) @test isreal(randHermitian(3)|>eigvals) @test randHermitian(ComplexNormal(im,2),3,diag=Elliptic(0.1,c=im,R=9)) !==nothing @test pdf(MarchenkoPastur(rand()),0) == 0
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2.450704
142
## header to provide surface and context using Cairo c = CairoRGBSurface(256,256); cr = CairoContext(c); save(cr); set_source_rgb(cr,0.8,0.8,0.8); # light gray rectangle(cr,0.0,0.0,256.0,256.0); # background fill(cr); restore(cr); save(cr); ## original example, following here arc(cr, 128.0, 128.0, 76.8, 0, 2 * pi); clip(cr); new_path(cr); # current path is not consumed by cairo_clip() rectangle(cr, 0, 0, 256, 256); fill(cr); set_source_rgb(cr, 0, 1, 0); move_to(cr, 0, 0); line_to(cr, 256, 256); move_to(cr, 256, 0); line_to(cr, 0, 256); set_line_width(cr, 10.0); stroke(cr); ## mark picture with current date restore(cr); move_to(cr,0.0,12.0); set_source_rgb(cr, 0,0,0); show_text(cr,Libc.strftime(time())); write_to_png(c,"sample_clip.png");
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2.25
336
# Read the image format written by RADMC3D. # Read the ascii text in `image.out` and parse things into a 3 dimensional matrix (x, y, lambda) # The first four lines are format information # iformat # = 1 (2 is local observer) # im_nx im_ny #number of pixels in x and y directions # nlam # number of images at different wavelengths # pixsize_x pixsize_y # size of the pixels in cm # lambda[1] ... lambda[nlam + 1] # wavelengths (um) correspending to images # pixels, ordered from left to right (increasing x) in the inner loop, and from bottom to top (increasing y) in the outer loop. And wavelength is the outermost loop. "The image module contains various data types for reading and holding images produced by the radiative transfer programs (via `RADMC-3D`), as well as routines for processing these images." module image export imread, imToSky, imToSpec, SkyImage, - export taureadImg, taureadPos using ..constants # import Images # The Images.jl package, not affiliated w/ DiskJockey # using Dierckx import Base.- # extend this for Image # Define an image type, which can store the data as well as pixel spacing abstract type Image end " RawImage(data, pixsize_x, pixsize_y, lams) Hold the raw output from `RADMC-3D` in a 3D array (npix_y, npix_x, nlam). RawImage reflects the RADMC convention that both x and y are increasing with array index. This means that to display the image as RADMC intends it, you must set the first array element to the lower left corner." mutable struct RawImage <: Image data::Array{Float64,3} # [ergs/s/cm^2/Hz/ster] pixsize_x::Float64 # [cm] pixsize_y::Float64 # [cm] lams::Vector{Float64} # [μm] end "SkyImage is a holder that has both RA and DEC increasing with array index This convention is necessary for the FFT step However, to display this image in the traditional sky convention (North up, East to the left), you must set the first array element to the lower left corner *and* flip the array along the RA axis: `fliplr(data)` or flipdim(data, 2)" mutable struct SkyImage <: Image data::Array{Float64,3} # [Jy/pixel] ra::Vector{Float64} # [arcsec] dec::Vector{Float64} # [arcsec] lams::Vector{Float64} # [μm] end "TausurfImage is designed to hold the results of the RADMC-3D `tausurf` operation. This is The distance in cm above or below the plane tangent to the observer, which intersects the origin of the model. From the RADMC3D manual: The image output file image.out will now contain, for each pixel, the position along the ray in centimeters where τ = τs. The zero point is the surface perpendicular to the direction of observation, going through the pointing position (which is, by default the origin (0, 0, 0)). Positive values mean that the surface is closer to the observer than the plane, while negative values mean that the surface is behind the plane. So for this datastructure, it's the same thing as RawImage, just instead of intensity, we have distance above/below plane." mutable struct TausurfImg <: Image data::Array{Float64,3} # cm above/behind central projected plane of disk pixsize_x::Float64 # [cm] pixsize_y::Float64 # [cm] lams::Vector{Float64} # [μm] end "Encapsulates the 3D position of the pixels representing the tau=1 surface, in the same datashape as the image. For each pixel, this is the x, y, or z position." mutable struct TausurfPos data_x::Array{Float64,3} # [cm] data_y::Array{Float64,3} # [cm] data_z::Array{Float64,3} # [cm] lams::Vector{Float64} # [μm] end "Subtraction for `SkyImage`s" function -(img1::SkyImage, img2::SkyImage) # @assert img1.lams == img2.lams "Images must have the same wavelengths." @assert isapprox(img1.ra, img2.ra) "Images must have same RA coordinates." @assert isapprox(img1.dec, img2.dec) "Images must have same DEC coordinates." data = img1.data - img2.data return SkyImage(data, img1.ra, img1.dec, img1.lams) end "SkyImage constructor for just a single frame" SkyImage(data::Matrix{Float64}, ra::Vector{Float64}, dec::Vector{Float64}, lam::Float64) = SkyImage(reshape(data, tuple(size(data)..., 1)), ra, dec, [lam]) " imread(file=\"image.out\") Read the image file (default=image.out) and return it as an Image object, which contains the fluxes in Jy/pixel, the sizes and locations of the pixels in arcseconds, and the wavelengths (in microns) corresponding to the images" function imread(file = "image.out") fim = open(file, "r") iformat = parse(Int, readline(fim)) im_nx, im_ny = split(readline(fim)) im_nx = parse(Int, im_nx) im_ny = parse(Int, im_ny) nlam = parse(Int, readline(fim)) pixsize_x, pixsize_y = split(readline(fim)) pixsize_x = parse(Float64, pixsize_x) pixsize_y = parse(Float64, pixsize_y) # Read the wavelength array lams = Array{Float64}(undef, nlam) for i = 1:nlam lams[i] = parse(Float64, readline(fim)) end # Create an array with the proper size, and then read the file into it data = Array{Float64}(undef, im_ny, im_nx, nlam) # According to the RADMC manual, section A.15, the pixels are ordered # left to right (increasing x) in the inner loop, and from bottom to top # (increasing y) in the outer loop. # Basically, pack the array in order but display with origin=lower. # Because of the way an image is stored as a matrix, we actually pack the # array indices as data[y, x, lam] # radmc3dPy achieves something similar by keeping indices the x,y but # swaping loop order (radmcPy/image.py:line 675) for k = 1:nlam readline(fim) # Junk space for j = 1:im_ny for i = 1:im_nx data[j,i,k] = parse(Float64, readline(fim)) end end end close(fim) # According to the RADMC3D manual, the units are *intensity* [erg cm−2 s−1 Hz−1 ster−1] return RawImage(data, pixsize_x, pixsize_y, lams) end " taureadImg(file=\"image_tausurf.out\") Like imread, but for tausurf. Pixels that have no ``\\tau`` surface are set to `NaN`." function taureadImg(file = "image_tausurf.out") fim = open(file, "r") iformat = parse(Int, readline(fim)) im_nx, im_ny = split(readline(fim)) im_nx = parse(Int, im_nx) im_ny = parse(Int, im_ny) nlam = parse(Int, readline(fim)) pixsize_x, pixsize_y = split(readline(fim)) pixsize_x = parse(Float64, pixsize_x) pixsize_y = parse(Float64, pixsize_y) # Read the wavelength array lams = Array{Float64}(nlam) for i = 1:nlam lams[i] = parse(Float64, readline(fim)) end # Create an array with the proper size, and then read the file into it data = Array{Float64}(im_ny, im_nx, nlam) for k = 1:nlam readline(fim) # Junk space for j = 1:im_ny for i = 1:im_nx val = parse(Float64, readline(fim)) data[j,i,k] = val # If RADMC3D signaled that there is no tau=1 surface here, set height to NaN if isapprox(val, -1e91) data[j,i,k] = NaN # else data[j,i,k] = val end end end end close(fim) # According to the RADMC3D manual, the units are *intensity* [erg cm−2 s−1 Hz−1 ster−1] return TausurfImg(data, pixsize_x, pixsize_y, lams) end "Read the (x,y,z) positions of the ``\\tau=1`` pixels." function taureadPos(file = "tausurface_3d.out") fim = open(file, "r") iformat = parse(Int, readline(fim)) im_nx, im_ny = split(readline(fim)) im_nx = parse(Int, im_nx) im_ny = parse(Int, im_ny) nlam = parse(Int, readline(fim)) # pixsize_x, pixsize_y = split(readline(fim)) # pixsize_x = parse(Float64, pixsize_x) # pixsize_y = parse(Float64, pixsize_y) # Read the wavelength array lams = Array{Float64}(nlam) for i = 1:nlam lams[i] = parse(Float64, readline(fim)) end # Create an array with the proper size, and then read the file into it data_x = Array{Float64}(im_ny, im_nx, nlam) data_y = Array{Float64}(im_ny, im_nx, nlam) data_z = Array{Float64}(im_ny, im_nx, nlam) # In contrast to the other image formats, apparently there is only a space before the lams, not inbetween lams. readline(fim) # Junk space for k = 1:nlam for j = 1:im_ny for i = 1:im_nx val_x, val_y, val_z = split(readline(fim)) val_x = parse(Float64, val_x) val_y = parse(Float64, val_y) val_z = parse(Float64, val_z) # If RADMC3D signaled that there is no tau=1 surface here (any of the xyz values are -1e91) # then set the height to NaN if isapprox(val_x, -1e91) data_x[j,i,k] = NaN data_y[j,i,k] = NaN data_z[j,i,k] = NaN else data_x[j,i,k] = val_x data_y[j,i,k] = val_y data_z[j,i,k] = val_z end end end end close(fim) return TausurfPos(data_x, data_y, data_z, lams) end " imToSky(img::RawImage, dpc::Float64) Convert a `RawImage` to a `SkyImage`. Assumes dpc is parsecs." function imToSky(img::RawImage, dpc::Float64) # The RawImage is oriented with North up and East increasing to the left. # this means that for the RawImage, the delta RA array goes from + to - # However, the SkyImage actually requires RA (ll) in increasing form. # Therefore we flip along the RA axis, fliplr(data) or flipdim(data, 2) # println("Min and max intensity ", minimum(img.data), " ", maximum(img.data)) # println("Pixel size ", img.pixsize_x) # println("Steradians subtended by each pixel ", img.pixsize_x * img.pixsize_y / (dpc * pc)^2) # convert from ergs/s/cm^2/Hz/ster to to Jy/ster conv = 1e23 # [Jy/ster] # Conversion from erg/s/cm^2/Hz/ster to Jy/pixel at 1 pc distance. # conv = 1e23 * img.pixsize_x * img.pixsize_y / (dpc * pc)^2 # Flip across RA dimension # dataJy = flipdim(img.data, 2) .* conv dataJy = reverse(img.data, dims = 2) .* conv (im_ny, im_nx) = size(dataJy)[1:2] # y and x dimensions of the image # The locations of pixel centers in cm # if n_x = 16, goes [-7.5, -6.5, ..., -0.5, 0.5, ..., 6.5, 7.5] * pixsize xx = ((Float64[i for i = 0:im_nx - 1] .+ 0.5) .- im_nx / 2.) * img.pixsize_x yy = ((Float64[i for i = 0:im_ny - 1] .+ 0.5) .- im_ny / 2.) * img.pixsize_y # The locations of the pixel centers in relative arcseconds # Note both RA and DEC increase with array index. ra = xx ./ (AU * dpc) dec = yy ./ (AU * dpc) return SkyImage(dataJy, ra, dec, img.lams) end "Take an image and integrate all the frames to create a spatially-integrated spectrum" function imToSpec(img::SkyImage) # pixels in SkyImage are Jy/ster # convert from Jy/str to Jy/pixel using str/pixel dRA = abs(img.ra[2] - img.ra[1]) * arcsec dDEC = abs(img.dec[2] - img.dec[1]) * arcsec # Add up all the flux in the pixels to create the spectrum flux = dropdims(sum(img.data .* dRA .* dDEC, dims = (1, 2)), dims = (1, 2)) spec = hcat(img.lams, flux) # First column is wl, second is flux return spec end "Calculate the integrated line flux" function integrateSpec(spec::Matrix{Float64}, lam0::Float64) # First column is wl, second is flux wl = spec[:,1] fl = spec[:,2] # Convert wl to kms vs = c_kms * (spec[:,1] .- lam0) / lam0 if vs[2] - vs[1] < 0 reverse!(vs) reverse!(fl) end # println(vs) # println(fl) spl = Spline1D(vs, fl) tot = integrate(spl, vs[1], vs[end]) return tot end "Storage for zeroth moment map" mutable struct ZerothMoment <: Image data::Array{Float64,2} # [Jy · Hz / pixel] ra::Vector{Float64} # [arcsec] dec::Vector{Float64} # [arcsec] end " convert(::Type{ZerothMoment}, img::SkyImage) Convert a `SkyImage` to a `ZerothMoment` map." function convert(::Type{ZerothMoment}, img::SkyImage) # Sum along the frequency axis data = squeeze(sum(img.data, (3)), 3) return ZerothMoment(data, img.ra, img.dec) end end # model
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2.425889
5,060
using GeneratorsX @generator function f(xs) for y in xs for x in y @yield x end end end collect(f([[1], [2, 3], [4, 5]]))
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module CommonSubexpressions export @cse, cse struct Cache args_to_symbol::Dict{Symbol, Symbol} disqualified_symbols::Set{Symbol} setup::Vector{Expr} end Cache() = Cache(Dict{Symbol,Symbol}(), Set{Symbol}(), Vector{Expr}()) function add_element!(cache::Cache, name, expr::Expr) sym = gensym(expr.args[1]) cache.args_to_symbol[name] = sym push!(cache.setup, :($sym = $(expr))) sym end disqualify!(cache::Cache, x) = nothing disqualify!(cache::Cache, s::Symbol) = push!(cache.disqualified_symbols, s) disqualify!(cache::Cache, expr::Expr) = foreach(arg -> disqualify!(cache, arg), expr.args) # fallback for non-Expr arguments combine_subexprs!(setup, expr, warn_enabled::Bool) = expr const standard_expression_forms = Set{Symbol}( (:call, :block, :comprehension, :(=>), :(:), :(&), :(&&), :(|), :(||), :tuple, :for, :ref, :macrocall, Symbol("'"))) const assignment_expression_forms = Set{Symbol}( (:(=), :(+=), :(-=), :(*=), :(/=))) function combine_subexprs!(cache::Cache, expr::Expr, warn_enabled::Bool) if expr.head == :function # We can't continue CSE through a function definition, but we can # start over inside the body of the function: for i in 2:length(expr.args) expr.args[i] = combine_subexprs!(expr.args[i], warn_enabled) end elseif expr.head == :line # nothing elseif expr.head in assignment_expression_forms disqualify!(cache, expr.args[1]) for i in 2:length(expr.args) expr.args[i] = combine_subexprs!(cache, expr.args[i], warn_enabled) end elseif expr.head == :generator for i in vcat(2:length(expr.args), 1) expr.args[i] = combine_subexprs!(cache, expr.args[i], warn_enabled) end elseif expr.head in standard_expression_forms for (i, child) in enumerate(expr.args) expr.args[i] = combine_subexprs!(cache, child, warn_enabled) end if expr.head == :call for (i, child) in enumerate(expr.args) expr.args[i] = combine_subexprs!(cache, child, warn_enabled) end if all(!isa(arg, Expr) && !(arg in cache.disqualified_symbols) for arg in expr.args) combined_args = Symbol(expr.args...) if !haskey(cache.args_to_symbol, combined_args) sym = add_element!(cache, combined_args, expr) else sym = cache.args_to_symbol[combined_args] end return sym else end end else warn_enabled && warn("CommonSubexpressions can't yet handle expressions of this form: $(expr.head)") end return expr end combine_subexprs!(x, warn_enabled::Bool = true) = x function combine_subexprs!(expr::Expr, warn_enabled::Bool) cache = Cache() expr = combine_subexprs!(cache, expr, warn_enabled) Expr(:block, cache.setup..., expr) end macro cse(expr, warn_enabled::Bool = true) result = combine_subexprs!(expr, warn_enabled) # println(result) esc(result) end cse(expr, warn_enabled::Bool = true) = combine_subexprs!(copy(expr), warn_enabled) end
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""" ListBasedNonProjective() Transition system for list-based non-projective dependency parsing. Described in Nivre 2008, "Algorithms for Deterministic Incremental Dependency Parsing." """ struct ListBasedNonProjective <: AbstractTransitionSystem end initconfig(s::ListBasedNonProjective, graph::DependencyTree) = ListBasedNonProjectiveConfig(graph) initconfig(s::ListBasedNonProjective, deptype, words) = ListBasedNonProjectiveConfig{deptype}(words) projective_only(::ListBasedNonProjective) = false transition_space(::ListBasedNonProjective, labels=[]) = isempty(labels) ? [LeftArc(), RightArc(), NoArc(), Shift()] : [LeftArc.(labels)..., RightArc.(labels)..., NoArc(), Shift()] struct ListBasedNonProjectiveConfig{T} <: AbstractParserConfiguration{T} λ1::Vector{Int} # right-headed λ2::Vector{Int} # left-headed β::Vector{Int} A::Vector{T} end function ListBasedNonProjectiveConfig{T}(words::Vector{String}) where {T} λ1 = [0] λ2 = Int[] β = 1:length(words) A = [unk(T, id, w) for (id,w) in enumerate(words)] ListBasedNonProjectiveConfig{T}(λ1, λ2, β, A) end function ListBasedNonProjectiveConfig{T}(gold::DependencyTree) where {T} λ1 = [0] λ2 = Int[] β = 1:length(gold) A = [dep(token, head=-1) for token in gold] ListBasedNonProjectiveConfig{T}(λ1, λ2, β, A) end ListBasedNonProjectiveConfig(gold::DependencyTree) = ListBasedNonProjectiveConfig{eltype(gold)}(gold) buffer(cfg::ListBasedNonProjectiveConfig) = cfg.β token(cfg::ListBasedNonProjectiveConfig, i) = iszero(i) ? root(deptype(cfg)) : i == -1 ? noval(deptype(cfg)) : cfg.A[i] tokens(cfg::ListBasedNonProjectiveConfig) = cfg.A tokens(cfg::ListBasedNonProjectiveConfig, is) = [token(cfg, i) for i in is] function leftarc(cfg::ListBasedNonProjectiveConfig, args...; kwargs...) λ1, i = cfg.λ1[1:end-1], cfg.λ1[end] j, β = cfg.β[1], cfg.β[2:end] A = copy(cfg.A) i != 0 && (A[i] = dep(A[i], args...; head=j, kwargs...)) ListBasedNonProjectiveConfig(λ1, [i ; cfg.λ2], [j ; β], A) end function rightarc(cfg::ListBasedNonProjectiveConfig, args...; kwargs...) λ1, i = cfg.λ1[1:end-1], cfg.λ1[end] j, β = cfg.β[1], cfg.β[2:end] A = copy(cfg.A) A[j] = dep(A[j], args...; head=i, kwargs...) ListBasedNonProjectiveConfig(λ1, [i ; cfg.λ2], [j ; β], A) end function noarc(cfg::ListBasedNonProjectiveConfig) λ1, i = cfg.λ1[1:end-1], cfg.λ1[end] λ2, β, A = cfg.λ2, cfg.β, cfg.A ListBasedNonProjectiveConfig(λ1, [i ; λ2], β, A) end function shift(cfg::ListBasedNonProjectiveConfig) λ1, λ2 = cfg.λ1, cfg.λ2 i, β = cfg.β[1], cfg.β[2:end] ListBasedNonProjectiveConfig([λ1 ; λ2 ; i], Int[], β, cfg.A) end function isfinal(cfg::ListBasedNonProjectiveConfig) return all(a -> head(a) != -1, tokens(cfg)) && length(cfg.λ1) == length(cfg.A) + 1 && length(cfg.λ2) == 0 && length(cfg.β) == 0 end """ static_oracle(::ListBasedNonProjectiveConfig, tree) Return a training oracle function which returns gold transition operations from a parser configuration with reference to `graph`. """ function static_oracle(cfg::ListBasedNonProjectiveConfig, tree, arc=untyped) l = i -> arc(tree[i]) if length(cfg.λ1) >= 1 && length(cfg.β) >= 1 i, λ1 = cfg.λ1[end], cfg.λ1[1:end-1] j, β = cfg.β[1], cfg.β[2:end] if !iszero(i) && head(tree, i) == j return LeftArc(l(i)...) elseif head(tree, j) == i return RightArc(l(j)...) end j_deps = dependents(tree, j) if (!(any(x -> x < j, j_deps) && j_deps[1] < i)) && !(head(tree, j) < i) return Shift() end end if length(cfg.λ1) == 0 return Shift() end return NoArc() end # todo? possible_transitions(cfg::ListBasedNonProjectiveConfig, graph::DependencyTree, arc=untyped) = TransitionOperator[static_oracle(cfg, graph, arc)] ==(cfg1::ListBasedNonProjectiveConfig, cfg2::ListBasedNonProjectiveConfig) = cfg1.λ1 == cfg2.λ1 && cfg1.λ2 == cfg2.λ2 && cfg1.β == cfg2.β && cfg1.A == cfg2.A function Base.show(io::IO, c::ListBasedNonProjectiveConfig) λ1 = join(c.λ1, ",") λ2 = join(c.λ2, ",") β = join(c.β, ",") print(io, "ListBasedNonProjectiveConfig([$λ1],[$λ2],[$β])\n$(join([join([id(t),form(t),head(t)],'\t') for t in tokens(c)],'\n'))") end
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type class_nlo <: internal_AbstractNLPEvaluator # linear program with non-linear objective # min f(x) # A*x = b # x >= 0 _n::Int64 # number of variables _m::Int64 # number of constraints _A::SparseMatrixCSC{Float64,Int64} _b::Array{Float64,1} obj::class_nl_function function class_nlo(A::SparseMatrixCSC{Float64,Int64},b::Array{Float64,1}, obj::class_nl_function) (m, n) = size(A) return new(n,m,A,b,obj); end end ################ # METHODS ################ # evaluate objective function internal_eval_c(nlo::class_nlo, x::Array{Float64,1}) return nlo.obj.value(x); end # evalutate constraints function internal_eval_a(nlo::class_nlo, x::Array{Float64,1}) return nlo._A * x - nlo._b; end # evaluate gradient of constraints function internal_eval_jac_a(nlo::class_nlo, x::Array{Float64,1}) # J return nlo._A; end # hessian of lagrangian function internal_eval_hesslag_prod(nlo::class_nlo, x::Array{Float64,1}, y::Array{Float64,1}) return nlo.obj.hessian(x) end # gradient of lagrangian function internal_eval_gradlag(nlo::class_nlo, x::Array{Float64,1}, y::Array{Float64,1}) return internal_eval_gradc(nlo, x) - nlo._A' * y; end # gradient of f function internal_eval_gradc(nlo::class_nlo, x::Array{Float64,1}) return nlo.obj.gradient(x); end # (\nabla g * x - g) function internal_eval_b(nlo::class_nlo, x::Array{Float64,1}) return nlo._b; end function n(nlo::class_nlo) return nlo._n; end function m(nlo::class_nlo) return nlo._m; end
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using MJPlayGround using Base.Test # write your own tests here @test 1 == 1 a=2; a
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""" perpendicular_vector(vec) Compute a vector perpendicular to `vec` by switching the two elements with largest absolute value, flipping the sign of the second largest, and setting the remaining element to zero. """ function perpendicular_vector(vec::SVector{3}) T = eltype(vec) # find indices of the two elements of vec with the largest absolute values: absvec = abs.(vec) ind1 = argmax(absvec) # index of largest element tmin = typemin(T) @inbounds absvec2 = @SVector [ifelse(i == ind1, tmin, absvec[i]) for i = 1 : 3] # set largest element to typemin(T) ind2 = argmax(absvec2) # index of second-largest element # perp[ind1] = -vec[ind2], perp[ind2] = vec[ind1], set remaining element to zero: @inbounds perpind1 = -vec[ind2] @inbounds perpind2 = vec[ind1] tzero = zero(T) perp = @SVector [ifelse(i == ind1, perpind1, ifelse(i == ind2, perpind2, tzero)) for i = 1 : 3] end @noinline length_error(v, len) = throw(DimensionMismatch("Expected length $len, got length $(length(v))")) @inline function check_length(v, len) if length(v) != len length_error(v, len) end end function skew(v::AbstractVector) check_length(v, 3) @SMatrix [0 -v[3] v[2]; v[3] 0 -v[1]; -v[2] v[1] 0] end function vee(S::AbstractMatrix) return @SVector [S[3,2], S[1,3], S[2,1]] end """ The element type for a rotation matrix with a given angle type is composed of trigonometric functions of that type. """ Base.@pure rot_eltype(angle_type) = typeof(sin(zero(angle_type)))
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mutable struct NothingXMLElement <: MyXMLElement el::Nothing NothingXMLElement() = new(nothing) end function make_xml(::NothingXMLElement) # do nothing end
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module MaxHelpingHandMultiRoomStrawberry using ..Ahorn, Maple @mapdef Entity "MaxHelpingHand/MultiRoomStrawberry" MultiRoomStrawberry(x::Integer, y::Integer, name::String="multi_room_strawberry", winged::Bool=false, moon::Bool=false, checkpointID::Integer=-1, order::Integer=-1) const placements = Ahorn.PlacementDict( "Multi-Room Strawberry (max480's Helping Hand)" => Ahorn.EntityPlacement( MultiRoomStrawberry ) ) # winged, moon sprites = Dict{Tuple{Bool, Bool}, String}( (false, false) => "collectables/strawberry/normal00", (true, false) => "collectables/strawberry/wings01", (false, true) => "collectables/moonBerry/normal00", (true, true) => "collectables/moonBerry/normal00" ) function Ahorn.selection(entity::MultiRoomStrawberry) x, y = Ahorn.position(entity) moon = get(entity.data, "moon", false) winged = get(entity.data, "winged", false) sprite = sprites[(winged, moon)] return Ahorn.getSpriteRectangle(sprite, x, y) end function Ahorn.renderAbs(ctx::Ahorn.Cairo.CairoContext, entity::MultiRoomStrawberry, room::Maple.Room) x, y = Ahorn.position(entity) moon = get(entity.data, "moon", false) winged = get(entity.data, "winged", false) sprite = sprites[(winged, moon)] Ahorn.drawSprite(ctx, sprite, x, y) end end
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using ImagineInterface, ImagineFormat ais = parse_ai("t.ai") # Grab one particular signal piezo = getname(ais, "axial piezo monitor") # piezo is just a reference, the data are loaded on-demand. This lets you # work with long recordings. # Extract values in physical units, which here represent the position data = get_samples(piezo) # We can also get them in their original voltage units... datav = get_samples(piezo; sampmap=:volts) # ...or even in the raw Int16 format dataraw = get_samples(piezo; sampmap=:raw) # Let's display this signal using ImaginePlots # you have to install this and its dependencies manually using Plots plot(piezo) stimuli = getname(ais, "stimuli") # This channel is just noise, but if it had had a sequence of TTL pulses # this would give us a list of scan #s at which the pulses start stimstarts = find_pulse_starts(stimuli; sampmap=:volts)
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265
# =============================== # Written by AAE # TU Delft, Winter 2014 # simulkade.com # =============================== # =============================== SOLVERS =================================== function solveLinearPDE(m::MeshStructure, M::SparseMatrixCSC{Float64, Int64}, RHS::Array{Float64,1}) N=m.dims x=M\RHS # until the problem is solved with Julia "\" solver phi = CellValue(m, reshape(full(x), tuple(N+2...))) phi end function solvePDE(m::MeshStructure, M::SparseMatrixCSC{Float64, Int64}, RHS::Array{Float64,1}) N=m.dims x=M\RHS # until the problem is solved with Julia "\" solver phi = CellValue(m, reshape(full(x), tuple(N+2...))) phi end function solveMUMPSLinearPDE(m::MeshStructure, M::SparseMatrixCSC{Float64, Int64}, RHS::Array{Float64,1}) N=m.dims x=solveMUMPS(M,RHS) # until the problem is solved with Julia "\" solver phi = CellValue(m, reshape(full(x), tuple(N+2...))) phi end function solveExplicitPDE(phi_old::CellValue, dt::Real, RHS::Array{Float64,1}, BC::BoundaryCondition) d = phi_old.domain.dimension N = phi_old.domain.dims phi_val=reshape(phi_old.value[:]+dt*RHS, tuple(N+2...)) if (d==1) || (d==1.5) phi_val= phi_val[2:N[1]+1] elseif (d==2) || (d==2.5) || (d==2.8) phi_val= phi_val[2:N[1]+1, 2:N[2]+1] elseif (d==3) || (d==3.2) phi_val= phi_val[2:N[1]+1, 2:N[2]+1, 2:N[3]+1] end return createCellVariable(phi_old.domain, phi_val, BC) end function solveExplicitPDE(phi_old::CellValue, dt::Real, RHS::Array{Float64,1}, BC::BoundaryCondition, alfa::CellValue) d = phi_old.domain.dimension N = phi_old.domain.dims phi_val=reshape(phi_old.value[:]+dt*RHS./alfa.value[:], tuple(N+2...)) if (d==1) || (d==1.5) phi_val= phi_val[2:N[1]+1] elseif (d==2) || (d==2.5) || (d==2.8) phi_val= phi_val[2:N[1]+1, 2:N[2]+1] elseif (d==3) || (d==3.2) phi_val= phi_val[2:N[1]+1, 2:N[2]+1, 2:N[3]+1] end return createCellVariable(phi_old.domain, phi_val, BC) end # =========================== Visualization ================================= function visualizeCells(phi::CellValue) d=phi.domain.dimension if d==1 || d==1.5 x = [phi.domain.facecenters.x[1]; phi.domain.cellcenters.x; phi.domain.facecenters.x[end]] phi = [0.5*(phi.value[1]+phi.value[2]); phi.value[2:end-1]; 0.5*(phi.value[end-1]+phi.value[end])] plot(x, phi) elseif d==2 || d==2.5 x = [phi.domain.facecenters.x[1]; phi.domain.cellcenters.x; phi.domain.facecenters.x[end]] y = [phi.domain.facecenters.y[1]; phi.domain.cellcenters.y; phi.domain.facecenters.y[end]] phi0 = Base.copy(phi.value) phi0[:,1] = 0.5*(phi0[:,1]+phi0[:,2]) phi0[1,:] = 0.5*(phi0[1,:]+phi0[2,:]) phi0[:,end] = 0.5*(phi0[:,end]+phi0[:,end-1]) phi0[end,:] = 0.5*(phi0[end,:]+phi0[end-1,:]) phi0[1,1] = phi0[1,2] phi0[1,end] = phi0[1,end-1] phi0[end,1] = phi0[end,2] phi0[end,end] = phi0[end,end-1] pcolor(x, y, phi0') elseif d==2.8 x = [phi.domain.facecenters.x[1]; phi.domain.cellcenters.x; phi.domain.facecenters.x[end]] y = [phi.domain.facecenters.y[1]; phi.domain.cellcenters.y; phi.domain.facecenters.y[end]] phi0 = Base.copy(phi.value) phi0[:,1] = 0.5*(phi0[:,1]+phi0[:,2]) phi0[1,:] = 0.5*(phi0[1,:]+phi0[2,:]) phi0[:,end] = 0.5*(phi0[:,end]+phi0[:,end-1]) phi0[end,:] = 0.5*(phi0[end,:]+phi0[end-1,:]) phi0[1,1] = phi0[1,2] phi0[1,end] = phi0[1,end-1] phi0[end,1] = phi0[end,2] phi0[end,end] = phi0[end,end-1] subplot(111, polar="true") pcolor(y, x, phi0) elseif d==3 Nx = phi.domain.dims[1] Ny = phi.domain.dims[2] Nz = phi.domain.dims[3] x=[phi.domain.facecenters.x[1]; phi.domain.cellcenters.x; phi.domain.facecenters.x[end]] y=Array(Float64,1,Ny+2) y[:]=[phi.domain.facecenters.y[1]; phi.domain.cellcenters.y; phi.domain.facecenters.y[end]] z=Array(Float64,1,1,Nz+2) z[:]=[phi.domain.facecenters.z[1]; phi.domain.cellcenters.z; phi.domain.facecenters.z[end]] phi0 = Base.copy(phi.value) phi0[:,1,:]=0.5*(phi0[:,1,:]+phi0[:,2,:]) phi0[:,end,:]=0.5*(phi0[:,end-1,:]+phi0[:,end,:]) phi0[:,:,1]=0.5*(phi0[:,:,1]+phi0[:,:,1]) phi0[:,:,end]=0.5*(phi0[:,:,end-1]+phi0[:,:,end]) phi0[1,:,:]=0.5*(phi0[1,:,:]+phi0[2,:,:]) phi0[end,:,:]=0.5*(phi0[end-1,:,:]+phi0[end,:,:]) vmin = minimum(phi0) vmax = maximum(phi0) a=ones(Nx+2,Ny+2,Nz+2) X = x.*a Y = y.*a Z = z.*a s=mayavis.pipeline[:scalar_field](X,Y,Z,phi0) mayavis.pipeline[:image_plane_widget](s, plane_orientation="x_axes", slice_index=0, vmin=vmin, vmax=vmax) mayavis.pipeline[:image_plane_widget](s, plane_orientation="y_axes", slice_index=0, vmin=vmin, vmax=vmax) mayavis.pipeline[:image_plane_widget](s, plane_orientation="z_axes", slice_index=0, vmin=vmin, vmax=vmax) mayavis.pipeline[:image_plane_widget](s, plane_orientation="z_axes", slice_index=floor(Integer,Nz/2.0), vmin=vmin, vmax=vmax) mayavis.outline() # # 6 surfaces # # surfaces 1,2 (x=x[1], x=x[end]) # Y=repmat(y,1,Nz) # Z=repmat(z,1,Ny) # mayavis.mesh(x[1]*ones(Ny,Nz),Y,Z',scalars=squeeze(phi.value[2,2:end-1,2:end-1],1), vmin=vmin, vmax=vmax, opacity=0.8) # mayavis.mesh(x[end]*ones(Ny,Nz),Y,Z',scalars=squeeze(phi.value[end-1,2:end-1,2:end-1],1), vmin=vmin, vmax=vmax, opacity=0.8) # # # surfaces 3,4 (y=y[1], y=y[end] # X = repmat(x,1,Nz) # Z = repmat(z,1,Nx) # mayavis.mesh(X,y[1]*ones(Nx,Nz),Z',scalars=squeeze(phi.value[2:end-1,2,2:end-1],2), vmin=vmin, vmax=vmax, opacity=0.8) # mayavis.mesh(X,y[end]*ones(Nx,Nz),Z',scalars=squeeze(phi.value[2:end-1,end-1,2:end-1],2), vmin=vmin, vmax=vmax, opacity=0.8) # mayavis.axes() # # # surfaces 5,6 (z=z[1], z=z[end] # X = repmat(x,1,Ny) # Y = repmat(y,1,Nx) # mayavis.mesh(X,Y',z[1]*ones(Nx,Ny),scalars=phi.value[2:end-1,2:end-1,2], vmin=vmin, vmax=vmax, opacity=0.8) # mayavis.mesh(X,Y',z[end]*ones(Nx,Ny),scalars=phi.value[2:end-1,2:end-1,end-1], vmin=vmin, vmax=vmax, opacity=0.8) mayavis.colorbar() mayavis.axes() mshot= mayavis.screenshot() mayavis.show() return mshot elseif d==3.2 Nx = phi.domain.dims[1] Ny = phi.domain.dims[2] Nz = phi.domain.dims[3] r=[phi.domain.facecenters.x[1]; phi.domain.cellcenters.x; phi.domain.facecenters.x[end]] theta = Array(Float64,1,Ny+2) theta[:]=[phi.domain.facecenters.y[1]; phi.domain.cellcenters.y; phi.domain.facecenters.y[end]] z=Array(Float64,1,1,Nz+2) z[:]=[phi.domain.facecenters.z[1]; phi.domain.cellcenters.z; phi.domain.facecenters.z[end]] a=ones(Nx+2,Ny+2,Nz+2) R=r.*a TH = theta.*a Z = z.*a X=R.*cos(TH) Y=R.*sin(TH) phi0 = Base.copy(phi.value) phi0[:,1,:]=0.5*(phi0[:,1,:]+phi0[:,2,:]) phi0[:,end,:]=0.5*(phi0[:,end-1,:]+phi0[:,end,:]) phi0[:,:,1]=0.5*(phi0[:,:,1]+phi0[:,:,1]) phi0[:,:,end]=0.5*(phi0[:,:,end-1]+phi0[:,:,end]) phi0[1,:,:]=0.5*(phi0[1,:,:]+phi0[2,:,:]) phi0[end,:,:]=0.5*(phi0[end-1,:,:]+phi0[end,:,:]) vmin = minimum(phi0) vmax = maximum(phi0) # 6 surfaces # surfaces 1,2 (x=x[1], x=x[end]) mayavis.mesh(squeeze(X[floor(Integer,Nx/2.0),:,:],1),squeeze(Y[floor(Integer,Nx/2.0),:,:],1),squeeze(Z[floor(Integer,Nx/2.0),:,:],1), scalars=squeeze(phi0[floor(Integer,Nx/2.0)+1,:,:],1), vmin=vmin, vmax=vmax, opacity=0.8) mayavis.mesh(squeeze(X[Nx,:,:],1),squeeze(Y[Nx,:,:],1),squeeze(Z[Nx,:,:],1), scalars=squeeze(phi0[Nx+2,:,:],1), vmin=vmin, vmax=vmax, opacity=0.8) # surfaces 3,4 (y=y[1], y=y[end] mayavis.mesh(squeeze(X[:,floor(Integer,Ny/2.0),:],2),squeeze(Y[:,floor(Integer,Ny/2.0),:],2),squeeze(Z[:,floor(Integer,Ny/2.0),:],2), scalars=squeeze(phi0[:,floor(Integer,Ny/2.0)+1,:],2), vmin=vmin, vmax=vmax, opacity=0.8) mayavis.mesh(squeeze(X[:,Ny,:],2),squeeze(Y[:,Ny,:],2),squeeze(Z[:,Ny,:],2), scalars=squeeze(phi0[:,Ny+2,:],2), vmin=vmin, vmax=vmax, opacity=0.8) # surfaces 5,6 (z=z[1], z=z[end] mayavis.mesh(X[:,:,floor(Integer,Nz/2.0)],Y[:,:,floor(Integer,Nz/2.0)],Z[:,:,floor(Integer,Nz/2.0)], scalars=phi0[:,:,floor(Integer,Nz/2.0)+1], vmin=vmin, vmax=vmax, opacity=0.8) mayavis.mesh(X[:,:,Nz],Y[:,:,Nz],Z[:,:,Nz], scalars=phi0[:,:,Nz+1], vmin=vmin, vmax=vmax, opacity=0.8) mayavis.colorbar() mayavis.axes() mshot=mayavis.screenshot() mayavis.show() return mshot end end ########################## Visualize Vectors ##################### function visualizeCellVectors(phi::CellVector) d=phi.domain.dimension if d==1 || d==1.5 println("Vector visualization works only in 2D and 3D") elseif d==2 || d==2.5 x = phi.domain.cellcenters.x y = phi.domain.cellcenters.y quiver(repmat(x, 1, length(y)), repmat(y', length(x), 1), phi.xvalue, phi.yvalue) elseif d==2.8 x = phi.domain.cellcenters.x y = phi.domain.cellcenters.y' subplot(111, polar="true") quiver(repmat(y, length(x), 1), repmat(x, 1, length(y)), phi.xvalue.*cos(y)-phi.yvalue.*sin(y), phi.xvalue.*sin(y)+phi.yvalue.*cos(y)) elseif d==3 Nx = phi.domain.dims[1] Ny = phi.domain.dims[2] Nz = phi.domain.dims[3] x=phi.domain.cellcenters.x y=Array(Float64,1,Ny) y[:]=phi.domain.cellcenters.y z=Array(Float64,1,1,Nz) z[:]=phi.domain.cellcenters.z #vmin = minimum(phi.xvalue) #vmax = maximum(phi0) a=ones(Nx,Ny,Nz) X = x.*a Y = y.*a Z = z.*a mayavis.quiver3d(X,Y,Z, phi.xvalue, phi.yvalue, phi.zvalue) mayavis.outline() # # 6 surfaces # # surfaces 1,2 (x=x[1], x=x[end]) # Y=repmat(y,1,Nz) # Z=repmat(z,1,Ny) # mayavis.mesh(x[1]*ones(Ny,Nz),Y,Z',scalars=squeeze(phi.value[2,2:end-1,2:end-1],1), vmin=vmin, vmax=vmax, opacity=0.8) # mayavis.mesh(x[end]*ones(Ny,Nz),Y,Z',scalars=squeeze(phi.value[end-1,2:end-1,2:end-1],1), vmin=vmin, vmax=vmax, opacity=0.8) # # # surfaces 3,4 (y=y[1], y=y[end] # X = repmat(x,1,Nz) # Z = repmat(z,1,Nx) # mayavis.mesh(X,y[1]*ones(Nx,Nz),Z',scalars=squeeze(phi.value[2:end-1,2,2:end-1],2), vmin=vmin, vmax=vmax, opacity=0.8) # mayavis.mesh(X,y[end]*ones(Nx,Nz),Z',scalars=squeeze(phi.value[2:end-1,end-1,2:end-1],2), vmin=vmin, vmax=vmax, opacity=0.8) # mayavis.axes() # # # surfaces 5,6 (z=z[1], z=z[end] # X = repmat(x,1,Ny) # Y = repmat(y,1,Nx) # mayavis.mesh(X,Y',z[1]*ones(Nx,Ny),scalars=phi.value[2:end-1,2:end-1,2], vmin=vmin, vmax=vmax, opacity=0.8) # mayavis.mesh(X,Y',z[end]*ones(Nx,Ny),scalars=phi.value[2:end-1,2:end-1,end-1], vmin=vmin, vmax=vmax, opacity=0.8) mayavis.colorbar() mayavis.axes() mshot= mayavis.screenshot() mayavis.show() return mshot elseif d==3.2 Nx = phi.domain.dims[1] Ny = phi.domain.dims[2] Nz = phi.domain.dims[3] r=phi.domain.cellcenters.x theta = Array(Float64,1,Ny) theta[:]=phi.domain.cellcenters.y z=Array(Float64,1,1,Nz) z[:]=phi.domain.cellcenters.z a=ones(Nx,Ny,Nz) R=r.*a TH = theta.*a Z = z.*a X=R.*cos(TH) Y=R.*sin(TH) #vmin = minimum(phi0) #vmax = maximum(phi0) # 6 surfaces # surfaces 1,2 (x=x[1], x=x[end]) mayavis.quiver3d(X,Y,Z, phi.xvalue.*cos(TH)-phi.yvalue.*sin(TH), phi.xvalue.*sin(TH)+phi.yvalue.*cos(TH), phi.zvalue) mayavis.colorbar() mayavis.axes() mshot=mayavis.screenshot() mayavis.show() return mshot end end
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module TestExamples3DCurved using Test using Trixi include("test_trixi.jl") # pathof(Trixi) returns /path/to/Trixi/src/Trixi.jl, dirname gives the parent directory EXAMPLES_DIR = joinpath(pathof(Trixi) |> dirname |> dirname, "examples", "3d") @testset "Curved mesh" begin @testset "elixir_advection_basic_curved.jl" begin @test_trixi_include(joinpath(EXAMPLES_DIR, "elixir_advection_basic_curved.jl"), l2 = [0.00013446460962856976], linf = [0.0012577781391462928]) end @testset "elixir_advection_free_stream_curved.jl" begin @test_trixi_include(joinpath(EXAMPLES_DIR, "elixir_advection_free_stream_curved.jl"), l2 = [1.830875777528287e-14], linf = [7.491784970170556e-13], atol = 8e-13, # required to make tests pass on Windows ) end @testset "elixir_euler_source_terms_curved.jl" begin @test_trixi_include(joinpath(EXAMPLES_DIR, "elixir_euler_source_terms_curved.jl"), l2 = [0.01032310150257373, 0.009728768969448439, 0.009728768969448494, 0.009728768969448388, 0.015080412597559597], linf = [0.034894790428615874, 0.033835365548322116, 0.033835365548322116, 0.03383536554832034, 0.06785765131417065]) end @testset "elixir_euler_free_stream_curved.jl" begin @test_trixi_include(joinpath(EXAMPLES_DIR, "elixir_euler_free_stream_curved.jl"), l2 = [2.8815700334367128e-15, 9.361915278236651e-15, 9.95614203619935e-15, 1.6809941842374106e-14, 1.4815037041566735e-14], linf = [4.1300296516055823e-14, 2.0444756998472258e-13, 1.0133560657266116e-13, 3.1896707497480747e-13, 6.092903959142859e-13]) end end end # module
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function k_tr{T}(x::T) if(isnan(x) || abs(x)<= one(T)) return one(Float64) else return zero(Float64) end end function k_bt{T}(x::T) if isnan(x) one(Float64) end float(max(one(T)-abs(x), zero(T))) end function k_pr{T}(x::T) if isnan(x) one(Float64) end ax = abs(x) if(ax > one(T)) zero(Float64) elseif ax <= .5 float(1 - 6 * x^2 + 6 * ax^3) else float(2 * (1-ax)^3) end end function k_qs{T <: Number}(x::T) if isnan(x) one(Float64) end if(isequal(x, zero(eltype(x)))) one(Float64) else return (25/(12*π²*x^2))*(sin(sixπ*x/5)/(sixπ*x/5)-cos(sixπ*x/5)) end end function k_th{T <: Number}(x::T) if isnan(x) one(Float64) end ax = abs(x) if(ax < one(T)) (1 + cos(π*x))/2 else zero(Float64) end end ############################################################################## ## ## Optimal band-width ## ############################################################################## type TruncatedKernel <: HAC kernel::Function bw::Function end type BartlettKernel <: HAC kernel::Function bw::Function end type ParzenKernel <: HAC kernel::Function bw::Function end type TukeyHanningKernel <: HAC kernel::Function bw::Function end type QuadraticSpectralKernel <: HAC kernel::Function bw::Function end type VARHAC <: HAC imax::Int64 ilag::Int64 imodel::Int64 end typealias TRK TruncatedKernel typealias BTK BartlettKernel typealias PRK ParzenKernel typealias THK TukeyHanningKernel typealias QSK QuadraticSpectralKernel TruncatedKernel() = TRK(k_tr, optimalbw_ar_one) BartlettKernel() = BTK(k_bt, optimalbw_ar_one) ParzenKernel() = PRK(k_pr, optimalbw_ar_one) TukeyHanningKernel() = THK(k_th, optimalbw_ar_one) QuadraticSpectralKernel() = QSK(k_qs, optimalbw_ar_one) TruncatedKernel(bw::Number) = TRK(k_tr, (x, k) -> float(bw)) BartlettKernel(bw::Number) = BTK(k_bt, (x, k) -> float(bw)) ParzenKernel(bw::Number) = PRK(k_pr, (x, k) -> float(bw)) TukeyHanningKernel(bw::Number) = THK(k_th, (x, k) -> float(bw)) QuadraticSpectralKernel(bw::Number) = QSK(k_qs, (x, k) -> float(bw)) VARHAC() = VARHAC(2, 2, 1) VARHAC(imax::Int64) = VARHAC(imax, 2, 1) function bandwidth(k::HAC, X::AbstractMatrix) return floor(k.bw(X, k)) end function bandwidth(k::QuadraticSpectralKernel, X::AbstractMatrix) return k.bw(X, k) end kernel(k::HAC, x::Real) = k.kernel(x) function Γ(X::AbstractMatrix, j::Int64) T, p = size(X) Q = zeros(eltype(X), p, p) if j>=0 for h=1:p, s = 1:h for t = j+1:T @inbounds Q[s, h] = Q[s, h] + X[t, s]*X[t-j, h] end end else for h=1:p, s = 1:h for t = -j+1:T @inbounds Q[s,h] = Q[s ,h] + X[t+j, s]*X[t,h] end end end return Q end vcov(X::AbstractMatrix, k::VARHAC) = varhac(X, k.imax, k.ilag, k.imodel) function vcov(X::AbstractMatrix, k::HAC; prewhite=true) n, p = size(X) !prewhite || ((X, D) = pre_white(X)) bw = bandwidth(k, X) Q = zeros(eltype(X), p, p) for j=-bw:bw Base.BLAS.axpy!(kernel(k, j/bw), Γ(X, @compat Int(j)), Q) end Base.LinAlg.copytri!(Q, 'U') if prewhite Q[:] = D*Q*D' end return scale!(Q, 1/n) end function vcov(X::AbstractMatrix, k::QuadraticSpectralKernel; prewhite=true) n, p = size(X) !prewhite || ((X, D) = pre_white(X)) bw = bandwidth(k, X) Q = zeros(eltype(X), p, p) for j=-n:n Base.BLAS.axpy!(kernel(k, j/bw), Γ(X, @compat Int(j)), Q) end Base.LinAlg.copytri!(Q, 'U') if prewhite Q[:] = D*Q*D' end return scale!(Q, 1/n) end vcov(x::DataFrameRegressionModel, k::HAC; args...) = vcov(x.model, k; args...) function vcov(ll::LinPredModel, k::HAC; args...) B = meat(ll, k; args...) A = bread(ll) scale!(A*B*A, 1/nobs(ll)) end function meat(l::LinPredModel, k::HAC; args...) u = wrkresidwts(l.rr) X = ModelMatrix(l) z = X.*u vcov(z, k; args...) end
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using RiskAdjustedLinearizations, FastGaussQuadrature, Test @testset "Gauss-Hermite Quadrature for Expectations of Functions of Independent Normally Distributed Random Variables/Vectors" begin f(x) = x # calculate the expected value g(x) = 1. # calculate the probability ϵᵢ, wᵢ = RiskAdjustedLinearizations.standard_normal_gausshermite(3) true_eps, true_wts = gausshermite(3) @test ϵᵢ == true_eps .* sqrt(2.) @test wᵢ == true_wts ./ sqrt(π) mean51 = gausshermite_expectation(f, 5., 1., 5) mean01 = gausshermite_expectation(f, 0., 1., 5) mean53 = gausshermite_expectation(f, 5., 3., 5) mean03 = gausshermite_expectation(f, 0., 3., 5) prob = gausshermite_expectation(g, -5., .1) @test mean51 ≈ 5. @test mean53 ≈ 5. @test isapprox(mean01, 0., atol = 1e-14) @test isapprox(mean03, 0., atol = 1e-14) @test prob ≈ 1. h1(x) = x[1] h2(x) = x[2] prob1 = gausshermite_expectation(g, [.5, 5.], [1., 1.], 5) mean11 = gausshermite_expectation(h1, [.5, 5.], [1., 1.], 5) mean21 = gausshermite_expectation(h2, [.5, 5.], [1., 1.], 5) prob2 = gausshermite_expectation(g, [5., -1.], [1., 1.], (5, 5)) mean12 = gausshermite_expectation(h1, [.5, 5.], [1., 1.], (5, 5)) mean22 = gausshermite_expectation(h2, [.5, 5.], [1., 1.], (5, 5)) prob3 = gausshermite_expectation(g, [5., -1., 2.], [1., 1., 2.], [5, 5, 3]) mean13 = gausshermite_expectation(h1, [.5, 5., 2.], [1., 1., 1.], [5, 5, 3]) mean23 = gausshermite_expectation(h2, [.5, 5., 2.], [1., 1., 1.], [5, 5, 3]) @test prob1 ≈ prob2 ≈ prob3 ≈ 1. @test mean11 ≈ mean12 ≈ mean13 ≈ .5 @test mean21 ≈ mean22 ≈ mean23 ≈ 5. end nothing
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2.097893
807
using LabReports using Test @testset "LabReports.jl" begin folder = "fake_data" reference_folder = "reference_data" to_rename = joinpath("fake_data", "200", "200_C&D_3.4e-3") renamed = joinpath("fake_data", "200", "200_C&D_3.4e-3_D") data = @test_logs (:info, "Renamed $to_rename to $renamed") find_files(folder) reference_data = find_files(reference_folder) @test length(data) == length(reference_data) == 3 @testset "Find $k" for k in keys(data) for (datafile, ref) in zip(data[k], reference_data[k]) @test basename(datafile.filename) == basename(ref.filename) @test basename(datafile.savename) == basename(ref.savename) @test datafile.units == ref.units @test datafile.legend_units == ref.legend_units @test datafile.idx == ref.idx end end include("originlab.jl") ENV["UNITFUL_FANCY_EXPONENTS"] = false process_data("CV", data, select=(:Scan, ==, 2)) process_data("EIS", data, select=(Symbol("-Phase (°)"), >, 0)) process_data("C&D", data, insert_D=(0, 1.4, 0, 0, 0), continue_col=Symbol("Time (s)")) for ((root,dirs,files),(ref_root,ref_dirs,ref_files)) in zip(walkdir(folder), walkdir(reference_folder)) @test dirs == ref_dirs @test length(files) == length(ref_files) @test files == ref_files @testset "File comparison for $file" for (file, ref_file) in zip(files, ref_files) f = read(joinpath(root, file), String) r = read(joinpath(ref_root, ref_file), String) @test f == r end end @test filevalue(data["CV"][1]) == "14000" @test files_with_val(data["CV"], "14000") == [data["CV"][1]] vals = Dict("15"=>Set(["2e-3","8.9e-5"]), "200"=>Set(["3.4e-3","8.9e-5","7.4e-2"])) @test filevalues(data["C&D"]) == vals include("analysis.jl") # Cleanup clear(folder, r".*\.dat") mv(renamed, to_rename) end
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2.204724
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capa = 10 c = Channel(capa) function f(c) for i in 1:10 put!(c, i) end end function g(c) for i in c sleep(0.5) println("From g: ", i) end println("Finish") end @async f(c) @async g(c)
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1.790698
129
using HDF5 function test_hdf5_output_layer(backend::Backend, T, eps) println("-- Testing HDF5 Output Layer on $(typeof(backend)){$T}...") ############################################################ # Prepare Data for Testing ############################################################ tensor_dim = abs(rand(Int)) % 4 + 2 dims = tuple((abs(rand(Int, tensor_dim)) % 8 + 1)...) println(" > $dims") input = rand(T, dims) input_blob = make_blob(backend, input) output_fn = string(Mocha.temp_filename(), ".hdf5") open(output_fn, "w") do file # create an empty file end layer = HDF5OutputLayer(bottoms=[:input], datasets=[:foobar], filename=output_fn) @test_throws ErrorException setup(backend, layer, Blob[input_blob], Blob[NullBlob()]) layer = HDF5OutputLayer(bottoms=[:input], datasets=[:foobar], filename=output_fn, force_overwrite=true) state = setup(backend, layer, Blob[input_blob], Blob[NullBlob()]) # repeat 3 times forward(backend, state, Blob[input_blob]) forward(backend, state, Blob[input_blob]) forward(backend, state, Blob[input_blob]) shutdown(backend, state) expected_output = cat(tensor_dim, input, input, input) got_output = h5open(output_fn, "r") do h5 read(h5, "foobar") end @test size(expected_output) == size(got_output) @test eltype(expected_output) == eltype(got_output) @test all(abs(expected_output-got_output) .< eps) rm(output_fn) end function test_hdf5_output_layer(backend::Backend) test_hdf5_output_layer(backend, Float32, 1e-5) test_hdf5_output_layer(backend, Float64, 1e-10) end if test_cpu test_hdf5_output_layer(backend_cpu) end if test_gpu test_hdf5_output_layer(backend_gpu) end
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2.690852
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struct IterativeSolvers_LOBPCG{Tv} <: AbstractEigenMethod{Tv} precond::Matrix{Tv} IterativeSolvers_LOBPCG{Tv}(h::AbstractMatrix{Tv}, nev = 1) where {Tv} = new(rand(Tv, size(h,1), nev)) end IterativeSolvers_LOBPCG(h::AbstractMatrix{Tv}, nev = 1) where {Tv} = IterativeSolvers_LOBPCG{Tv}(h, nev) function (d::Diagonalizer{<:IterativeSolvers_LOBPCG, Tv})(nev::Integer; side = upper, precond = true, kw...) where {Tv} if size(d.method.precond) != (size(d.matrix, 1), nev) d.method = IterativeSolvers_LOBPCG(d.matrix, nev) # reset preconditioner end largest = ifelse(isfinite(d.point), side === upper , d.point > 0) result = IterativeSolvers.lobpcg(d.lmap, largest, d.method.precond; kw...) λs, ϕs = result.λ, result.X isfinite(d.point) && (λs .= 1 ./ λs .+ d.point) precond && foreach(i -> (d.method.precond[i] = ϕs[i]), eachindex(d.method.precond)) return Eigen(real(λs), ϕs) end
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2.127803
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__precompile__() module DictFiles using Blosc, FunctionalData, Reexport, Compat using HDF5 @reexport using JLD export DictFile, dictopen, dictread, dictwrite, close, compact export getindex, get, getkey, at, setindex!, delete!, blosc, deblosc, serialized, deserialize export mmap export haskey, isdict, keys, values, exists import Base: getindex, get, getkey, setindex!, delete!, haskey, keys, values macro onpid(pid, a) quote r = @fetchfrom $pid try $a catch e e end isa(r, Exception) ? rethrow(r) : r end end function blosc(a; kargs...) io = IOBuffer() serialize(io, a) Any[:blosc_compressed, compress(takebuf_array(io); kargs...)] end function deblosc(a) if isa(a, Array) && length(a) > 0 && a[1] == :blosc_compressed Base.deserialize(IOBuffer(decompress(UInt8,a[2]))) else a end end function serialized(a; kargs...) io = IOBuffer() serialize(io, a) Any[:dictfiles_serializeditem, takebuf_array(io)] end function deserialize(a) if (isa(a, Array) || isa(a, Tuple)) && length(a) > 0 && a[1] == :dictfiles_serializeditem Base.deserialize(IOBuffer(snd(a))) else a end end ##################################################### ## DictFile, dictfile defaultmode(filename) = !existsfile(filename) || (uperm(filename) & 0x2 > 0) ? "r+" : "r" type DictFile jld::JLD.JldFile ref::@compat(Future) basekey::Tuple pid function DictFile(filename::AbstractString, mode::AbstractString = defaultmode(filename); compress = false) exists(f) = (s = stat(filename); s.inode != 0 && s.size > 0) if mode == "r" && !exists(filename) error("DictFile: file $filename does not exist") end if mode == "r+" && !exists(filename) mode = "w" end try ref = @spawnat myid() jldopen(filename, mode, compress = false, mmaparrays = false) a = new(fetch(ref),ref,(), myid()) return a catch e println("DictFile: error while trying to open file $filename") Base.display_error(e, catch_backtrace()) rethrow(e) end end function DictFile(fid::JLD.JldFile, basekey::Tuple) ref = @spawnat myid() fid r = new(fid, ref, basekey, myid()); finalizer(r, x -> close(x)) r end end DictFile(filename::AbstractString, mode::AbstractString = defaultmode(filename), k...) = DictFile(DictFile(filename, mode), k...) function DictFile(a::DictFile, k...) d = a.jld[makekey(a,k)] if !(typeof(d) <: JLD.JldGroup) error("DictFile: Try to get proxy DictFile for key $k but that is not a JldGroup") end DictFile(a.jld, tuple(a.basekey..., k...)) end function dictread(filename, key...) dictopen(filename) do a a[key...] end end function dictwrite(v::Dict, args...) dictopen(args...) do a a[] = v end end function dictopen(f::Function, args...) fid = DictFile(args...) try f(fid) finally close(fid) end end ##################################################### ## close import Base.close function close(a::DictFile) if isempty(a.basekey) @onpid a.pid close(a.jld) end end ##################################################### ## getindex, setindex! function makekey(a::DictFile, k::Tuple) if any(map(x->isa(x,Function), k)) error("DictFiles.makekey: keys cannot contains functions. Key tuple was: $k") end reprs = [Base.map(repr, a.basekey)..., Base.map(repr, k)...] reprs = @p map reprs replace "/" "{{__Dictfiles_slash}}" key = "/"*join(reprs, "/") #@show key key end function getindex(a::DictFile, k...) @onpid a.pid begin key = makekey(a, k) if !isempty(k) && !exists(a.jld, key) error("DictFile: key $k does not exist") end if isempty(k) k2 = keys(a) return Dict(zip(k2, [getindex(a,x) for x in k2])) elseif typeof(a.jld[key]) <: JLD.JldGroup k2 = keys(a, k...) d2 = DictFile(a, k...) return Dict(zip(k2, map(x->getindex(d2,x), k2))) else return deblosc(DictFiles.deserialize(deblosc(read(a.jld, key)))) end end end function setindex!(a::DictFile, v::Dict, k...; kargs...) @onpid a.pid begin if isempty(k) map(x->delete!(a,x), keys(a)) flush(a.jld.plain) end map(x->setindex!(a, v[x], tuple(k...,x)...), keys(v); kargs...) end end function setindex!(a::DictFile, v::Void, k...; kargs...) end function setindex!(a::DictFile, v, k...; kargs...) @onpid a.pid begin if isempty(k) error("DictFile: cannot use empty key $k here") end key = makekey(a, k) #@show "in setindex" k key for i in 1:length(k) subkey = makekey(a, k[1:i]) if exists(a.jld, subkey) && !(typeof(a.jld[subkey]) <: JLD.JldGroup) delete!(a, k[1:i]...) flush(a.jld.plain) break end end if exists(a.jld, key) #@show "in setindex, deleting" key delete!(a, k...) flush(a.jld.plain) if exists(a.jld, key) error("i thought we deleted this?") end end # map(showinfo, v) write(a.jld, key, v; kargs...) flush(a.jld.plain) end end ##################################################### ## get, getkey get(a::DictFile, default, k...) = haskey(a, k...) ? a[k...] : default getkey(a::DictFile, default, k...) = haskey(a, k...) ? k : default import FunctionalData.at at(a::DictFile, args...) = getkey(a, args...) ##################################################### ## delete! import Base.delete! function delete!(a::DictFile, k...) @onpid a.pid begin key = makekey(a,k) #@show "deleting" key if exists(a.jld, key) HDF5.o_delete(a.jld, key) #HDF5.o_delete(a.jld,"/_refs"*key) flush(a.jld.plain) end end end ##################################################### ## mmap function mmap(a::DictFile, k...) @onpid a.pid begin dataset = a.jld[makekey(a, k)] if ismmappable(dataset.plain) return readmmap(dataset.plain) else error("DictFile: The dataset for $k does not support mmapping") end end end ##################################################### ## haskey, keys, values import Base.haskey function haskey(a::DictFile, k...) @onpid a.pid exists(a.jld, makekey(a, k)) end function isdict(a::DictFile, k...) @onpid a.pid begin key = makekey(a,k); e = exists(a.jld, key) e && typeof(a.jld[key]) <: JLD.JldGroup end end import Base.keys function parsekey(a) a = @p replace a "{{__Dictfiles_slash}}" "/" r = parse(a) r = isa(r,QuoteNode) ? Base.unquoted(r) : r try if !isa(r, Symbol) r2 = eval(r) if isa(r2, Tuple) r = r2 end end catch e Base.display_error(e, catch_backtrace()) end r end function sortkeys(a) if all(x -> isa(x, Real), a) ind = sortperm(a) else ind = sortperm(map(string, a)); end a[ind] end function keys(a::DictFile) @onpid a.pid begin b = isempty(a.basekey) ? a.jld : a.jld[makekey(a,())] sortkeys([parsekey(x) for x in names(b)]) end end function keys(a::DictFile, k...) @onpid a.pid begin key = makekey(a,k) if !exists(a.jld, key) return Any[] end g = a.jld[key] if !(isa(g,JLD.JldGroup)) return Any[] end sortkeys([parsekey(x) for x in setdiff(names(a.jld[key]), [:id, :file, :plain])]) end end import Base.values values(a::DictFile, k...) = [a[k..., x] for x in keys(a, k...)] ##################################################### ## dump import Base.dump dump(a::DictFile) = dump(STDOUT, a) function dump(io::IO, a::DictFile, maxdepth::Int = typemax(Int)) function printkey(k, maxdepth, indent = 0) #@show k makekey(k) indent keys(a, k...) subkeys = sort(keys(a, k...)) println(repeat(" ",indent), k[end], length(subkeys)>0 ? ":" : "") if indent<maxdepth Base.map(x-> printkey(tuple(k...,x), maxdepth, indent+1), subkeys) end end Base.map(x->printkey(tuple(x), maxdepth), sort(keys(a))) end ##################################################### ## compact function compact(filename::AbstractString) tmpfilename = tempname() dictopen(filename) do from dictopen(tmpfilename,"w") do to function copykey(k) if isdict(from, k...) map(x->copykey(tuple(k..., x)), keys(from, k...)) assert(isempty(setdiff(keys(from, k...), keys(to, k...)))) else to[k...] = from[k...] end end [copykey(tuple(x)) for x in keys(from)] end end mv(tmpfilename, filename, remove_destination=true) end include("snapshot.jl") end
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8251, 7, 64, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 1441, 360, 713, 7, 13344, 7, 74, 17, 11, 685, 1136, 9630, 7, 64, 11, 87, 8, 329, 2124, 287, 479, 17, 60, 4008, 198, 220, 220, 220, 220, 220, 220, 220, 2073, 361, 2099, 1659, 7, 64, 13, 73, 335, 58, 2539, 12962, 1279, 25, 449, 11163, 13, 41, 335, 13247, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 479, 17, 796, 8251, 7, 64, 11, 479, 23029, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 288, 17, 796, 360, 713, 8979, 7, 64, 11, 479, 23029, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 1441, 360, 713, 7, 13344, 7, 74, 17, 11, 3975, 7, 87, 3784, 1136, 9630, 7, 67, 17, 11, 87, 828, 479, 17, 22305, 198, 220, 220, 220, 220, 220, 220, 220, 2073, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 1441, 1915, 75, 17500, 7, 35, 713, 25876, 13, 8906, 48499, 1096, 7, 11275, 75, 17500, 7, 961, 7, 64, 13, 73, 335, 11, 1994, 35514, 198, 220, 220, 220, 220, 220, 220, 220, 886, 198, 220, 220, 220, 886, 198, 437, 198, 198, 8818, 900, 9630, 0, 7, 64, 3712, 35, 713, 8979, 11, 410, 3712, 35, 713, 11, 479, 986, 26, 479, 22046, 23029, 220, 198, 220, 220, 220, 2488, 261, 35317, 257, 13, 35317, 2221, 198, 220, 220, 220, 220, 220, 220, 220, 611, 318, 28920, 7, 74, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 3975, 7, 87, 3784, 33678, 0, 7, 64, 11, 87, 828, 8251, 7, 64, 4008, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 24773, 7, 64, 13, 73, 335, 13, 25638, 8, 198, 220, 220, 220, 220, 220, 220, 220, 886, 198, 220, 220, 220, 220, 220, 220, 220, 3975, 7, 87, 3784, 2617, 9630, 0, 7, 64, 11, 410, 58, 87, 4357, 46545, 7, 74, 986, 11, 87, 26513, 828, 8251, 7, 85, 1776, 479, 22046, 23029, 198, 220, 220, 220, 886, 198, 437, 198, 198, 8818, 900, 9630, 0, 7, 64, 3712, 35, 713, 8979, 11, 410, 3712, 53, 1868, 11, 479, 986, 26, 479, 22046, 23029, 220, 198, 437, 198, 198, 8818, 900, 9630, 0, 7, 64, 3712, 35, 713, 8979, 11, 410, 11, 479, 986, 26, 479, 22046, 23029, 220, 198, 220, 220, 220, 2488, 261, 35317, 257, 13, 35317, 2221, 628, 220, 220, 220, 220, 220, 220, 220, 611, 318, 28920, 7, 74, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 4049, 7203, 35, 713, 8979, 25, 2314, 779, 6565, 1994, 720, 74, 994, 4943, 198, 220, 220, 220, 220, 220, 220, 220, 886, 628, 220, 220, 220, 220, 220, 220, 220, 1994, 796, 787, 2539, 7, 64, 11, 479, 8, 198, 220, 220, 220, 220, 220, 220, 220, 1303, 31, 12860, 366, 259, 900, 9630, 1, 479, 1994, 198, 220, 220, 220, 220, 220, 220, 220, 329, 1312, 287, 352, 25, 13664, 7, 74, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 850, 2539, 796, 787, 2539, 7, 64, 11, 479, 58, 16, 25, 72, 12962, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 611, 7160, 7, 64, 13, 73, 335, 11, 850, 2539, 8, 11405, 5145, 7, 4906, 1659, 7, 64, 13, 73, 335, 58, 7266, 2539, 12962, 1279, 25, 449, 11163, 13, 41, 335, 13247, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 12233, 0, 7, 64, 11, 479, 58, 16, 25, 72, 60, 23029, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 24773, 7, 64, 13, 73, 335, 13, 25638, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 2270, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 886, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 886, 628, 220, 220, 220, 220, 220, 220, 220, 611, 7160, 7, 64, 13, 73, 335, 11, 1994, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 1303, 31, 12860, 366, 259, 900, 9630, 11, 34817, 1, 1994, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 12233, 0, 7, 64, 11, 479, 23029, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 24773, 7, 64, 13, 73, 335, 13, 25638, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 611, 7160, 7, 64, 13, 73, 335, 11, 1994, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 4049, 7203, 72, 1807, 356, 13140, 428, 1701, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 886, 198, 220, 220, 220, 220, 220, 220, 220, 886, 628, 220, 220, 220, 220, 220, 220, 220, 1303, 3975, 7, 12860, 10951, 11, 410, 8, 628, 220, 220, 220, 220, 220, 220, 220, 3551, 7, 64, 13, 73, 335, 11, 1994, 11, 410, 26, 479, 22046, 23029, 198, 220, 220, 220, 220, 220, 220, 220, 24773, 7, 64, 13, 73, 335, 13, 25638, 8, 198, 220, 220, 220, 886, 198, 437, 628, 198, 29113, 14468, 4242, 2, 198, 2235, 220, 220, 651, 11, 651, 2539, 198, 198, 1136, 7, 64, 3712, 35, 713, 8979, 11, 4277, 11, 479, 23029, 220, 220, 220, 796, 468, 2539, 7, 64, 11, 479, 23029, 5633, 257, 58, 74, 22345, 1058, 4277, 198, 1136, 2539, 7, 64, 3712, 35, 713, 8979, 11, 4277, 11, 479, 23029, 796, 468, 2539, 7, 64, 11, 479, 23029, 5633, 479, 1058, 4277, 198, 11748, 44224, 6601, 13, 265, 198, 265, 7, 64, 3712, 35, 713, 8979, 11, 26498, 23029, 796, 651, 2539, 7, 64, 11, 26498, 23029, 198, 198, 29113, 14468, 4242, 2, 198, 2235, 220, 220, 12233, 0, 198, 198, 11748, 7308, 13, 33678, 0, 198, 8818, 12233, 0, 7, 64, 3712, 35, 713, 8979, 11, 479, 23029, 220, 198, 220, 220, 220, 2488, 261, 35317, 257, 13, 35317, 2221, 198, 220, 220, 220, 220, 220, 220, 220, 1994, 796, 787, 2539, 7, 64, 11, 74, 8, 198, 220, 220, 220, 220, 220, 220, 220, 1303, 31, 12860, 366, 2934, 293, 889, 1, 1994, 198, 220, 220, 220, 220, 220, 220, 220, 611, 7160, 7, 64, 13, 73, 335, 11, 1994, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 5572, 37, 20, 13, 78, 62, 33678, 7, 64, 13, 73, 335, 11, 1994, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 1303, 39, 8068, 20, 13, 78, 62, 33678, 7, 64, 13, 73, 335, 553, 47835, 5420, 82, 1, 9, 2539, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 24773, 7, 64, 13, 73, 335, 13, 25638, 8, 198, 220, 220, 220, 220, 220, 220, 220, 886, 198, 220, 220, 220, 886, 198, 437, 628, 198, 29113, 14468, 4242, 2, 198, 2235, 220, 220, 8085, 499, 198, 198, 8818, 8085, 499, 7, 64, 3712, 35, 713, 8979, 11, 479, 23029, 220, 198, 220, 220, 220, 2488, 261, 35317, 257, 13, 35317, 2221, 198, 220, 220, 220, 220, 220, 220, 220, 27039, 796, 257, 13, 73, 335, 58, 15883, 2539, 7, 64, 11, 479, 15437, 198, 220, 220, 220, 220, 220, 220, 220, 611, 318, 3020, 1324, 540, 7, 19608, 292, 316, 13, 25638, 8, 220, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 1441, 1100, 3020, 499, 7, 19608, 292, 316, 13, 25638, 8, 220, 198, 220, 220, 220, 220, 220, 220, 220, 2073, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 4049, 7203, 35, 713, 8979, 25, 383, 27039, 329, 720, 74, 857, 407, 1104, 8085, 5912, 4943, 198, 220, 220, 220, 220, 220, 220, 220, 886, 198, 220, 220, 220, 886, 198, 437, 198, 198, 29113, 14468, 4242, 2, 198, 2235, 220, 220, 468, 2539, 11, 8251, 11, 3815, 198, 198, 11748, 7308, 13, 10134, 2539, 198, 8818, 468, 2539, 7, 64, 3712, 35, 713, 8979, 11, 479, 23029, 220, 198, 220, 220, 220, 2488, 261, 35317, 257, 13, 35317, 7160, 7, 64, 13, 73, 335, 11, 787, 2539, 7, 64, 11, 479, 4008, 198, 437, 198, 198, 8818, 318, 11600, 7, 64, 3712, 35, 713, 8979, 11, 479, 23029, 198, 220, 220, 220, 2488, 261, 35317, 257, 13, 35317, 2221, 198, 220, 220, 220, 220, 220, 220, 220, 1994, 796, 787, 2539, 7, 64, 11, 74, 1776, 198, 220, 220, 220, 220, 220, 220, 220, 304, 796, 7160, 7, 64, 13, 73, 335, 11, 1994, 8, 198, 220, 220, 220, 220, 220, 220, 220, 304, 11405, 2099, 1659, 7, 64, 13, 73, 335, 58, 2539, 12962, 1279, 25, 449, 11163, 13, 41, 335, 13247, 198, 220, 220, 220, 886, 198, 437, 628, 198, 11748, 7308, 13, 13083, 198, 8818, 21136, 2539, 7, 64, 8, 198, 220, 220, 220, 257, 796, 2488, 79, 6330, 257, 366, 27007, 834, 35, 713, 16624, 62, 6649, 1077, 11709, 1, 12813, 1, 198, 220, 220, 220, 374, 796, 21136, 7, 64, 8, 198, 220, 220, 220, 374, 796, 318, 64, 7, 81, 11, 25178, 19667, 8, 5633, 7308, 13, 403, 421, 5191, 7, 81, 8, 1058, 374, 198, 220, 220, 220, 1949, 220, 198, 220, 220, 220, 220, 220, 220, 220, 611, 5145, 9160, 7, 81, 11, 38357, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 374, 17, 796, 5418, 7, 81, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 611, 318, 64, 7, 81, 17, 11, 309, 29291, 8, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 374, 796, 374, 17, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 886, 198, 220, 220, 220, 220, 220, 220, 220, 886, 198, 220, 220, 220, 4929, 304, 198, 220, 220, 220, 220, 220, 220, 220, 7308, 13, 13812, 62, 18224, 7, 68, 11, 4929, 62, 1891, 40546, 28955, 198, 220, 220, 220, 886, 198, 220, 220, 220, 374, 198, 437, 198, 198, 8818, 3297, 13083, 7, 64, 8, 198, 220, 220, 220, 611, 477, 7, 87, 4613, 318, 64, 7, 87, 11, 6416, 828, 257, 8, 198, 220, 220, 220, 220, 220, 220, 220, 773, 796, 3297, 16321, 7, 64, 8, 198, 220, 220, 220, 2073, 198, 220, 220, 220, 220, 220, 220, 220, 773, 796, 3297, 16321, 7, 8899, 7, 8841, 11, 257, 18125, 198, 220, 220, 220, 886, 198, 220, 220, 220, 257, 58, 521, 60, 198, 437, 198, 198, 8818, 8251, 7, 64, 3712, 35, 713, 8979, 8, 198, 220, 220, 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2.092132
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DiffEqBase.has_reinit(i::AbstractNoiseProcess) = true function DiffEqBase.reinit!(W::Union{NoiseProcess,NoiseApproximation},dt; t0 = W.t[1], erase_sol = true, setup_next = false) if erase_sol resize!(W.t,1) resize!(W.W,1) if W.Z != nothing resize!(W.Z,1) end end W.curt = t0 W.dt = dt if typeof(W) <: NoiseApproximation reinit!(W.source1) if W.source2 != nothing reinit!(W.source2) end end if isinplace(W) W.curW .= first(W.W) if W.Z != nothing W.curZ .= first(W.Z) end else W.curW = first(W.W) if W.Z != nothing W.curZ = first(W.Z) end end if typeof(W) <: NoiseProcess while !isempty(W.S₁) pop!(W.S₁) # Get a reset for this stack? end ResettableStacks.reset!(W.S₂) end setup_next && setup_next_step!(W) return nothing end function DiffEqBase.reinit!(W::AbstractNoiseProcess,dt; t0 = W.t[1], erase_sol = true, setup_next = false) W.curt = t0 W.dt = dt if typeof(W) <: NoiseGrid if isinplace(W) W.curW .= W.W[1] if W.Z != nothing W.curZ .= W.Z[1] end else W.curW = W.W[1] if W.Z != nothing W.curZ = W.Z[1] end end W.step_setup = true end setup_next && setup_next_step!(W) return nothing end function Base.reverse(W::AbstractNoiseProcess) if typeof(W) <: NoiseGrid backwardnoise = NoiseGrid(reverse(W.t),reverse(W.W)) else W.save_everystep = false backwardnoise = NoiseWrapper(W, reverse=true) end return backwardnoise end
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1.859155
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module types export Body, Moon, Command_Module, EarthMoonSystem type Body{T} mass::T velocity::Vector{T} radius::T position::Vector{T} end typealias Moon Body type Command_Module{T} mass::T velocity::Vector{T} radius::T position::Vector{T} positionE::Vector{T} positionH::Vector{T} velocityE::Vector{T} velocityH::Vector{T} end type EarthMoonSystem time::Float64 earth::Body moon::Moon command_module::Command_Module end end
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### A Pluto.jl notebook ### # v0.19.6 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 # ╔═╡ 685479e8-1ad5-48d8-b9fe-f2cf8a672700 using AstroImages, PlutoUI # ╔═╡ 59e1675f-9426-4bc4-88cc-e686ed90b6b5 md""" Download a FITS image and open it. Apply `restrict` to downscale 2x for faster rendering. """ # ╔═╡ d1e5947b-2c1a-46fc-ab8f-feeba03453e7 img = AstroImages.restrict( AstroImage(download("http://www.astro.uvic.ca/~wthompson/astroimages/fits/656nmos.fits")) ); # ╔═╡ c9ebe984-4630-47c1-a941-795293f5b3c1 md""" Display options """ # ╔═╡ a3e81f3f-203b-47b7-ac60-b4267eddfad4 md""" | parameter | value | |-----------|-------| |`cmap` | $( @bind cmap Select([:magma, :turbo, :ice, :viridis, :seaborn_icefire_gradient, "red"]) ) | |`clims`| $( @bind clims Select([Percent(99.5), Percent(95), Percent(80), Zscale(), (0, 400)]) ) | | `stretch` | $( @bind stretch Select([identity, asinhstretch, logstretch, sqrtstretch, powstretch, powerdiststretch, squarestretch])) | | `contrast` | $(@bind contrast Slider(0:0.1:2.0, default=1.0)) | | `bias` | $(@bind bias Slider(0:0.1:1.0, default=0.5)) | """ # ╔═╡ 2315ffec-dc49-413a-b0d6-1bcce2addd76 imview(img; cmap, clims, stretch, contrast, bias) # ╔═╡ d2bd2f13-ed23-42c5-9317-5b48ec3a8bb7 md""" ## `implot` Uncomment the following cells to use `Plots` instead. """ # ╔═╡ fe6b5b76-8b77-4bfc-a2e8-bcc0b78ad764 # using Plots # ╔═╡ f557784e-828c-415e-abb0-964b3a9fe8ef # implot(img; cmap, clims, stretch, contrast, bias) # ╔═╡ Cell order: # ╠═685479e8-1ad5-48d8-b9fe-f2cf8a672700 # ╟─59e1675f-9426-4bc4-88cc-e686ed90b6b5 # ╠═d1e5947b-2c1a-46fc-ab8f-feeba03453e7 # ╟─c9ebe984-4630-47c1-a941-795293f5b3c1 # ╟─a3e81f3f-203b-47b7-ac60-b4267eddfad4 # ╠═2315ffec-dc49-413a-b0d6-1bcce2addd76 # ╟─d2bd2f13-ed23-42c5-9317-5b48ec3a8bb7 # ╠═fe6b5b76-8b77-4bfc-a2e8-bcc0b78ad764 # ╠═f557784e-828c-415e-abb0-964b3a9fe8ef
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1.990871
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module Raft using ProtoBuf include("./common_types.jl") include("./leader.jl") include("./candidate.jl") include("./follower.jl") end
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type SwapForwardBasisSystem <: MarketModelBasisSystem rateTimes::Vector{Float64} exerciseTimes::Vector{Float64} currentIndex::Int rateIndex::Vector{Int} evolution::EvolutionDescription end function SwapForwardBasisSystem(rateTimes::Vector{Float64}, exerciseTimes::Vector{Float64}) evolution = EvolutionDescription(rateTimes, exerciseTimes) rateIndex = Vector{Int}(length(exerciseTimes)) j = 1 for i in eachindex(exerciseTimes) while j <= length(rateTimes) && rateTimes[j] < exerciseTimes[i] j += 1 end rateIndex[i] = j end return SwapForwardBasisSystem(rateTimes, exerciseTimes, -1, rateIndex, evolution) end reset!(bs::SwapForwardBasisSystem) = bs.currentIndex = 1 next_step!(bs::SwapForwardBasisSystem, ::CurveState) = bs.currentIndex += 1 function number_of_functions(bs::SwapForwardBasisSystem) n = length(bs.exerciseTimes) sizes = fill(10, n) if bs.rateIndex[n] == length(bs.rateIndex) - 3 sizes[end] = 6 end if bs.rateIndex[n] == length(bs.rateIndex) - 2 sizes[end] = 3 end return sizes end function set_values!(bs::SwapForwardBasisSystem, currentState::CurveState, results::Vector{Float64}) rateIndex = bs.rateIndex[bs.currentIndex - 1] if rateIndex < length(bs.rateTimes) - 2 resize!(results, 10) x = forward_rate(currentState, rateIndex) y = coterminal_swap_rate(currentState, rateIndex + 1) z = discount_ratio(currentState, rateIndex, length(bs.rateTimes)) results[1] = 1.0 results[2] = x results[3] = y results[4] = z results[5] = x*y results[6] = y*z results[7] = z*x results[8] = x*x results[9] = y*y results[10] = z*z else if rateIndex == length(bs.rateTimes) - 2 x = forward_rate(currentState, rateIndex) y = forward_rate(currentState, rateIndex + 1) resize!(results, 6) results[1] = 1.0 results[2] = x results[3] = y results[4] = x*x results[5] = x*y results[6] = y*y else x = forward_rate(currentState, rateIndex) resize!(results, 3) results[1] = 1.0 results[2] = x results[3] = x*x end end return results end clone(bs::SwapForwardBasisSystem) = SwapForwardBasisSystem(copy(bs.rateTimes), copy(bs.exerciseTimes), bs.currentIndex, copy(bs.rateIndex), clone(bs.evolution))
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function fibsq04() # # test polynomial suggested by Goedecker # n = 4; p = fib(n) p = conv(p,p) z = [-.7748041132154339; -.07637893113374573-.8147036471703865*im; -.07637893113374573+.8147036471703865*im; 1.927561975482925] z = [z 2*ones(n)] p, PolyZeros(z) end
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################################################################################################# # Functions needed for the manipulation of datacell labels # # Desired functionality: # - adding labels to existing DataCell # - removing labels from existing DataCell # - changing some/all labels from existing DataCell # - remap labels to something else : e.g. from "apple" to "bear" etc using regexpz # - extract column(s) from data and transform them into labels # # Observation: All functions return new objects (they do not modify the existing ones) ################################################################################################# # Remove labels from DataCells # - Can be done by creating a new datacell(old_datacell.x) or datacell(old_datacell.x, old_datacell.y[:,...]) # Change labels from existing datacell # - Extract current labels, modify accordingly and create new datacell re-using the data and new labels. """ addlabels(x, labels) Creates a new datacell by adding `labels<:AbstractArray` to the existing labels of data cell `x`. """ addlabels(x::T where T<:CellData, labels::S where S<:AbstractArray) = datacell(getx!(x), dcat(gety!(x), labels), name=x.tinfo) """ unlabel(data) Removes labels (if any) from the data cell and returns a new datacell with the data contents only. """ unlabel(x::T where T<:CellData) = datacell(getx(x); name = x.tinfo) """ labelize(x, f [,idx ,remove]) labelize(x, idx [,remove]) labelize(x, v [,remove]) Adds labels (also known as 'targets') to `x::DataCell`. If `x` is not provided, returns a fixed `Function cell` that when piped a DataCell into, it will add labels/targets and return it. # Arguments * `f` is a `targets`-related function (e.g. `targets(f,...)` ) that it is applied to the existing labels of `x` if `idx` is not specified or to the variables of `x` indicated by `idx` * `idx` specifies variables in `x`; can be anything that can be used as a variable index in a `DataCell` * `v` a vector that will become the new targets of `x` * `remove` defaults to `true` and specifies whether any existing labels/targets are to be kept or, if `idx` is present, whether to remove the variables from `x` from which the new labels/targets were obtained. """ labelize(f::T where T<:Function, remove::Bool=true) = FunctionCell(labelize, (f,remove), "Data labeler: f=$f, remove=$remove") labelize(v::T where T<:AbstractArray, remove::Bool=true) = FunctionCell(labelize, (v,remove), "Data labeler: preloaded targets, remove=$remove") labelize(idx::T where T, remove::Bool=true) = FunctionCell(labelize, (idx,remove), "Data labeler: idx=$idx remove=$remove") labelize(f::T where T<:Function, idx::S where S, remove::Bool=true) = FunctionCell(labelize, (f,idx,remove), "Data labeler: f=$f idx=$idx remove=$remove") labelize(x::T where T<:CellDataU, f::Function, remove::Bool=true) = error("[labelize] Targets or the indices of variables from which to create targets required.") labelize(x::T where T<:CellData, f::Function, remove::Bool=true) = begin if remove datacell(getx(x), targets(f, gety(x)), name=x.tinfo) # replace labels else datacell(getx(x), dcat(gety(x), targets(f, gety(x))), name=x.tinfo) # add to existing labels end end labelize(x::T where T<:CellData, v::S where S<:AbstractArray, remove::Bool=true) = begin if remove return datacell( getx(x), getobs(v), name=x.tinfo) # replace labels else return datacell( getx(x), dcat(gety(x), getobs(v)), name=x.tinfo ) # add to existing labels end end labelize(x::T where T<:CellData, idx::S where S, remove::Bool=true) = labelize(x, identity, idx, remove) labelize(x::T where T<:CellData, f::Function, idx::S where S, remove::Bool=true) = begin labels = targets(f, getx!(varsubset(x,idx))) if remove return datacell( getobs(_variable_(x, setdiff(1:nvars(x),idx))), labels, name=x.tinfo) else return datacell( getx(x), labels, name=x.tinfo ) end end
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module ReactiveMPMathTest using Test using ReactiveMP using Random @testset "Math" begin @testset "tiny/huge" begin @test typeof(tiny) === TinyNumber @test typeof(huge) === HugeNumber @test convert(Float32, tiny) == 1f-6 @test convert(Float64, tiny) == 1e-12 @test convert(BigFloat, tiny) == big"1e-24" @test convert(Float32, huge) == 1f+6 @test convert(Float64, huge) == 1e+12 @test convert(BigFloat, huge) == big"1e+24" @test @inferred clamp(1f0, tiny, huge) == 1f0 @test @inferred clamp(0f0, tiny, huge) == 1f-6 @test @inferred clamp(1f13, tiny, huge) == 1f+6 @test @inferred clamp(1.0, tiny, huge) == 1.0 @test @inferred clamp(0.0, tiny, huge) == 1e-12 @test @inferred clamp(1e13, tiny, huge) == 1e12 @test @inferred clamp(big"1.0", tiny, huge) == big"1.0" @test @inferred clamp(big"0.0", tiny, huge) == big"1e-24" @test @inferred clamp(big"1e25", tiny, huge) == big"1e+24" for a in (1, 1.0, 0, 0.0, 1f0, 0f0, Int32(0), Int32(1), big"1", big"1.0", big"0", big"0.0") T = typeof(a) for v in [ tiny, huge ] V = typeof(v) for op in [ +, -, *, /, >, >=, <, <= ] @test @inferred op(a, v) == op(a, convert(promote_type(T, V), v)) @test @inferred op(v, a) == op(convert(promote_type(T, V), v), a) @test @inferred op(a, v) == op(a, v) @test @inferred op(v, a) == op(v, a) end @test v <= (@inferred clamp(a, v, Inf)) <= Inf @test zero(a) <= (@inferred clamp(a, zero(a), v)) <= v for size in [ 3, 5 ] for array in [ fill(a, (size, )), fill(a, (size, size)) ] for op in [ +, -, *, /, >, >=, <, <= ] @test @inferred op.(array, v) == op.(array, convert(promote_type(T, V), v)) @test @inferred op.(v, array) == op.(convert(promote_type(T, V), v), array) @test @inferred op.(array, v) == op.(array, v) @test @inferred op.(v, array) == op.(v, array) end @test @inferred clamp.(array, v, Inf) == clamp.(array, v, Inf) @test @inferred clamp.(array, zero(array), v) == clamp.(array, zero(array), v) end end end end end end end
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using Random, Plots, Distributions, Statistics # Example solution for exercise 8.8 using Julia 1.4.1 # # My solution has similar shape with the book, but different start state value # under the greedy policy. I am not sure where goes wrong, probably in the # reward calculation? But my results are similar to all the other people's # results which I found online (see below reference implementation). So just # take my solution as one of the references, don't treat it absolutely correct. # # By @burmecia at GitHub, 15 May 2020 # # Other reference implementation: # # 1. https://github.com/ShangtongZhang/reinforcement-learning-an-introduction/blob/master/chapter08/trajectory_sampling.py # 2. https://github.com/JuliaReinforcementLearning/ReinforcementLearningAnIntroduction.jl/blob/b5c718a891a4b3db4fae177b8b33ca506df1ecea/notebooks/Chapter08_Trajectory_Sampling.ipynb # 3. https://github.com/enakai00/rl_book_solutions/blob/master/Chapter08/Exercise_8_8_Solution.ipynb stat_len = 10000 T = 200000 ε = 0.1 act_len = 2 term_prob = 0.1 tick_num = 100 # make transition matrix, (state, action) -> (next_state, reward) # element is b tuples: [(next_state, reward),...] function make_transition_matrix(b) trans = [ map(s -> (s, randn()), rand(1:stat_len, b)) for s = 1:stat_len, a = 1:act_len ] # terminal state, transit to itself with zero reward trans[stat_len, 1] = [(stat_len, 0) for _ = 1:b] trans[stat_len, 2] = [(stat_len, 0) for _ = 1:b] trans end # take action, observe the next state and reward function next_state(s, a, trans) if rand() < term_prob return stat_len, 0 end sample(trans[s, a]) end # evaluate start state value under greedy policy function start_state_value(Q, trans) n = 200 returns = zeros(Float64, n) for i = 1:n s = 1 while s != stat_len a = argmax(Q[s, :]) s, r = next_state(s, a, trans) returns[i] += r end end mean(returns) end function run_uniform(b, trans) Q = zeros(Float64, stat_len, act_len) interval = T ÷ tick_num vπ_s0 = zeros(Float64, tick_num + 1) for t = 0:T s = t % stat_len + 1 a = (t % (stat_len * act_len)) ÷ stat_len + 1 next_states = trans[s, a] Q[s, a] = (1 - term_prob) * mean(map(ns -> (ns[2] + maximum(Q[ns[1], :])), next_states)) if t % interval == 0 vπ_s0[t ÷ interval + 1] = start_state_value(Q, trans) end end vπ_s0 end function run_on_policy(b, trans) Q = zeros(Float64, stat_len, act_len) interval = T ÷ tick_num vπ_s0 = zeros(Float64, tick_num + 1) s = 1 for t = 0:T if rand() < ε a = rand(1:act_len) else a = argmax(Q[s, :]) end next_states = trans[s, a] Q[s, a] = (1 - term_prob) * mean(map(ns -> (ns[2] + maximum(Q[ns[1], :])), next_states)) s, r = next_state(s, a, trans) if s == stat_len s = 1 end if t % interval == 0 vπ_s0[t ÷ interval + 1] = start_state_value(Q, trans) end end vπ_s0 end function experiment(b_list, p, subplot) task_cnt = 100 interval = T ÷ tick_num x = 0:interval:T for b in b_list uniform = zeros(Float64, task_cnt, length(x)) on_policy = zeros(Float64, task_cnt, length(x)) println("start subplot $(subplot), b=$(b)") for i = 1:task_cnt if i % 10 == 0 println(" task $(i)") end trans = make_transition_matrix(b) uniform[i, :] = run_uniform(b, trans) on_policy[i, :] = run_on_policy(b, trans) end uniform = mean(uniform, dims = 1) on_policy = mean(on_policy, dims = 1) plot!( p, x, uniform[1, :], subplot = subplot, title = "$(stat_len) states", label = "b=$(b), uniform", ) plot!( p, x, on_policy[1, :], subplot = subplot, label = "b=$(b), on-policy", ) end end function main() global stat_len, T p = plot( xlabel = "Computation time, in expected updates", ylabel = "Start state value", legend = :best, size = (600, 800), layout = (2, 1), ) stat_len, T = 1000, 20000 experiment([1, 3, 10], p, 1) stat_len, T = 10000, 200000 experiment([1, 3], p, 2) display(p) end # uncomment the main function below to start learning #main()
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2.097253
2,221
# # Script for calculation of far-field pattern in the liquid case (sphere) # # ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ # User configurable parameters # ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ # Physical parameters rho10 = 5.00 ; # Density ratio k_0 = 4 ; # Wave number in media 0 k_1 = 6 ; # Wave number in media 1 a = 1 ; # Sphere radius theta_inc = pi/4 ; # Incidence angle in radians # Software parameters grid_size = 200 ; # Angular grid size N = 150 ; # Number of terms in the series solution # ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ # Calculation # ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ # Far-Field pattern calculation Pattern = Pattern_LiquidSphere( rho10, k_0, k_1, a, grid_size, N, theta_inc ) ; # Saving to disk writedlm( "Out.Pattern.dat", Pattern , '\t' ) ;
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3.377863
262
using Plots, Test @testset "Subplot sclicing" begin pl = @test_nowarn plot( rand(4, 8), layout = 4, yscale = [:identity :identity :log10 :log10], ) @test pl[1][:yaxis][:scale] == :identity @test pl[2][:yaxis][:scale] == :identity @test pl[3][:yaxis][:scale] == :log10 @test pl[4][:yaxis][:scale] == :log10 end
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2.063218
174
""" linear regression function Compute coeff. estimates, s.e's, equation σ, Rsquared usage: b, seb, s, R2 = linreg(y,x) y = dependent variable vector x = matrix of independent variables (no intercept in x) """ function blinreg(y,x) # add intercept n = length(y) X = [ones(n) x] b = (X'*X) \ X'*y resids = y - X*b RSS = sum(resids.^2) s2 = RSS/n covb = s2.*inv(X'X) seb = sqrt.(diag(covb)) k = length(b) ### Correct formulas for AIC and BIC BIC = n*log(s2) + k*log(n) AIC = 2*k + n*log(s2) odds = zeros(k) pvals = zeros(k) that = abs.(b)./seb for i in 1:k odds[i] = (1.0 + (that[i]^2)/(n-k))^((n-k+1)/2.0) pvals[i] = 1.0 - cdf(TDist(n-k), that[i]) end println(" coeffs = ", round.(b, digits=3)) println(" s.e's = ", round.(seb, digits=3)) println(" odds = ", round.(odds, digits=3)) println("p-values = ", round.(pvals, digits=4)) println("s^2 (eqn. variance) = ",round(s2, digits=6)) # compute R^2 tss = sum((y .- mean(y)).^2) R2 = 1 - s2*n/tss println("Rsquared = ",round(R2, digits=3)) println("AIC = ", round(AIC, digits = 2), " BIC = ", round(BIC, digits = 2),) s = sqrt(s2) return b, seb, odds, pvals, s, R2, RSS, AIC, BIC end ## example of use: #x = randn(20) #y = 1 + 1.*x .+ randn(20) #b, seb, odds, pvals, s, R2, RSS, AIC, BIC = blinreg(y,x)
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2.101404
641
using BCTRNN using DiffEqSensitivity using OrdinaryDiffEq import DiffEqFlux: FastChain, FastDense import Flux: ClipValue, ADAM # Not in Project.toml using Plots gr() include("half_cheetah_data_loader.jl") function train_cheetah(epochs, solver=nothing; sensealg=nothing, T=Float32, model_size=5, batchsize=1, seq_len=32, normalise=true, kwargs...) train_dl, test_dl, _, _ = get_2d_dl(T; batchsize, seq_len, normalise=true) @show size(first(train_dl)[1]) @show size(first(train_dl)[1][1]) f_in = 17 f_out = 17 n_neurons = model_size n_sens = n_neurons n_out = n_neurons model = FastChain(BCTRNN.Mapper(f_in), BCTRNN.LTC(f_in, n_neurons, solver, sensealg; n_sens, n_out), FastDense(n_out, f_out)) cb = BCTRNN.MyCallback(T; ecb=mycb, nepochs=epochs, nsamples=length(train_dl)) #opt = GalacticOptim.Flux.Optimiser(ClipValue(0.5), ADAM(0.02)) opt = BCTRNN.ClampBoundOptim(BCTRNN.get_bounds(model,T)..., ClipValue(T(0.8)), ADAM(T(0.005))) BCTRNN.optimize(model, BCTRNN.loss_seq, cb, opt, train_dl, epochs, T), model end #1173.351351 seconds (1.02 G allocations: 65.414 GiB, 1.82% gc time, 0.51% compilation time) train_cheetah(30, Tsit5(); sensealg=InterpolatingAdjoint(autojacvec=ReverseDiffVJP(true)), model_size=8, batchsize=10, abstol=1e-4, reltol=1e-3 ) train_cheetah(30, AutoTsit5(Rosenbrock23(autodiff=false)); sensealg=InterpolatingAdjoint(autojacvec=ReverseDiffVJP(true)), model_size=6, batchsize=10, abstol=1e-4, reltol=1e-3 )
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# build the lookup code = [0, 1, 2, 3, 4] using Base.Iterators code4 = product(code, code, code, code) using DataFrames function makeu(code4) c = [code4...] d = Dict{Int, Int}() upto = 1 for i in 1:4 if c[i] == 0 ## do nothing elseif haskey(d, c[i]) c[i] = d[c[i]] else d[c[i]] = upto c[i] = upto upto += 1 end end c end ucode4 = collect([makeu(c) for c in code4]) |> unique res = [move!([ucode4...]) for ucode4 in ucode4] a = mapreduce(x->transpose([x...]), vcat, ucode4) b = mapreduce(x->transpose([x...]), vcat, res) using CSV, DataFrames df = DataFrame() for (i, c) in enumerate(eachcol(hcat(a,b))) df[!, Symbol("ok"*string(i))] = c end df CSV.write("d:/data/ok.csv", df)
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# Reduction functions related to statistics ################### # # Varm & Stdm # ################### # varm function varm(x::ContiguousRealArray, mu::Real) !isempty(x) || error("varm: empty array is not allowed.") n = length(x) @inbounds s2 = abs2(x[1] - mu) for i = 2:n @inbounds s2 += abs2(x[i] - mu) end s2 / (n - 1) end function _varm_eachcol!{R<:Real}(m::Int, n::Int, dst::ContiguousArray{R}, x, mu) c = inv(m - 1) o = 0 for j = 1:n s2 = zero(R) @inbounds mu_j = mu[j] for i = 1:m @inbounds s2 += abs2(x[o + i] - mu_j) end @inbounds dst[j] = s2 * c o += m end end function _varm_eachrow!(m::Int, n::Int, dst::ContiguousRealArray, x, mu) o::Int = 0 for i = 1:m @inbounds dst[i] = abs2(x[o + i] - mu[i]) end o += m for j = 2:n-1 for i = 1:m @inbounds dst[i] += abs2(x[o + i] - mu[i]) end o += m end c = inv(n - 1) for i = 1:m @inbounds v = dst[i] + abs2(x[o + i] - mu[i]) dst[i] = v * c end end function varm!(dst::ContiguousRealArray, x::ContiguousRealArray, mu::ContiguousRealArray, dim::Int) !isempty(x) || error("varm!: empty array is not allowed.") nd = ndims(x) 1 <= dim <= nd || error("varm: invalid value of dim.") shp = size(x) rlen = prod(Base.reduced_dims(shp, dim)) length(dst) == length(mu) == rlen || error("Inconsistent argument dimensions.") if dim == 1 m = shp[1] n = succ_length(shp, dim) _varm_eachcol!(m, n, dst, x, mu) else m = prec_length(shp, dim) n = shp[dim] k = succ_length(shp, dim) _varm_eachrow!(m, n, dst, x, mu) if k > 1 mn = m * n ro = m ao = mn for l = 2 : k _varm_eachrow!(m, n, offset_view(dst, ro, m), offset_view(x, ao, m, n), offset_view(mu, ro, m)) ro += m ao += mn end end end dst end function varm(x::ContiguousRealArray, mu::ContiguousRealArray, dim::Int) rsiz = Base.reduced_dims(size(x), dim) length(mu) == prod(rsiz) || error("Inconsistent argument dimensions.") R = fptype(promote_type(eltype(x), eltype(mu))) varm!(Array(R, rsiz), x, mu, dim) end # stdm stdm(x::ContiguousRealArray, mu::Real) = sqrt(varm(x, mu)) stdm(x::ContiguousRealArray, mu::ContiguousArray, dim::Int) = sqrt!(varm(x, mu, dim)) function stdm!(dst::ContiguousRealArray, x::ContiguousRealArray, mu::ContiguousRealArray, dim::Int) sqrt!(varm!(dst, x, mu, dim)) end ################### # # Var & Std # ################### var(x::ContiguousRealArray) = varm(x, mean(x)) function var!(dst::ContiguousRealArray, x::ContiguousRealArray, dim::Int) !isempty(dst) || error("var: empty array is not allowed.") nd = ndims(x) 1 <= dim <= nd || error("var: invalid value of dim.") shp = size(x) if dim == 1 m = shp[1] n = succ_length(shp, 1) ao = 0 for j in 1 : n dst[j] = var(offset_view(x, ao, m)) ao += m end else varm!(dst, x, mean(x, dim), dim) end dst end function var(x::ContiguousRealArray, dim::Int) var!(Array(fptype(eltype(x)), Base.reduced_dims(size(x), dim)), x, dim) end # std std(x::ContiguousRealArray) = sqrt(var(x)) std(x::ContiguousRealArray, dim::Int) = sqrt!(var(x, dim)) std!(dst::ContiguousRealArray, x::ContiguousRealArray, dim::Int) = sqrt!(var!(dst, x, dim)) ################### # # LogFunsumexp # ################### function logsumexp(x::ContiguousRealArray) !isempty(x) || error("logsumexp: empty array not allowed.") u = maximum(x) log(sumfdiff(ExpFun(), x, u)) + u end function _logsumexp_eachcol!(m::Int, n::Int, dst::ContiguousRealArray, x::ContiguousRealArray) o = 0 for j in 1 : n # compute max u = x[o + 1] for i in 2 : m @inbounds xi = x[o + i] if xi > u u = xi end end # sum exp @inbounds s = exp(x[o + 1] - u) for i in 2 : m @inbounds s += exp(x[o + i] - u) end # compute log dst[j] = log(s) + u o += m end end function _logsumexp_eachrow!(m::Int, n::Int, dst::ContiguousRealArray, u::ContiguousRealArray, x::ContiguousRealArray) # compute max for i in 1 : m @inbounds u[i] = x[i] end o = m for j in 2 : n for i in 1 : m @inbounds ui = u[i] @inbounds xi = x[o+i] if xi > ui @inbounds u[i] = xi end end o += m end # sum exp for i in 1 : m @inbounds dst[i] = exp(x[i] - u[i]) end o = m for j in 2 : n for i in 1 : m @inbounds dst[i] += exp(x[o + i] - u[i]) end o += m end # compute log for i in 1 : m @inbounds dst[i] = log(dst[i]) + u[i] end end function logsumexp!{R<:Real,T<:Real}(dst::ContiguousArray{R}, x::ContiguousRealArray{T}, dim::Int) !isempty(x) || error("logsumexp!: empty array not allowed.") nd = ndims(x) 1 <= dim <= nd || error("logsumexp!: invalid value of dim.") shp = size(x) if dim == 1 m = shp[1] n = succ_length(shp, dim) _logsumexp_eachcol!(m, n, dst, x) else m = prec_length(shp, dim) n = shp[dim] k = succ_length(shp, dim) u = Array(T, m) _logsumexp_eachrow!(m, n, dst, u, x) if k > 1 mn = m * n ro = m ao = mn for l = 2 : k _logsumexp_eachrow!(m, n, offset_view(dst, ro, m), u, offset_view(x, ao, m, n)) ro += m ao += mn end end end dst end function logsumexp{T<:Real}(x::ContiguousArray{T}, dim::Int) logsumexp!(Array(fptype(T), Base.reduced_dims(size(x), dim)), x, dim) end ################### # # Softmax # ################### function softmax!(dst::ContiguousRealArray, x::ContiguousRealArray) !isempty(x) || error("softmax!: empty array is not allowed.") n = length(x) length(dst) == n || error("Inconsistent argument dimensions.") u = maximum(x) @inbounds s = dst[1] = exp(x[1] - u) for i in 2 : n @inbounds s += (dst[i] = exp(x[i] - u)) end c = inv(s) for i in 1 : n @inbounds dst[i] *= c end dst end softmax(x::ContiguousArray) = softmax!(Array(fptype(eltype(x)), size(x)), x) function _softmax_eachcol!(m::Int, n::Int, dst::ContiguousRealArray, x::ContiguousRealArray) o = 0 for j in 1 : n softmax!(offset_view(dst, o, m), offset_view(x, o, m)) o += m end end function _softmax_eachrow!(m::Int, n::Int, dst::ContiguousRealArray, u::ContiguousRealArray, x::ContiguousRealArray) # compute max for i in 1 : m @inbounds u[i] = x[i] end o = m for j in 2 : n for i in 1 : m @inbounds ui = u[i] @inbounds xi = x[o + i] if xi > ui @inbounds u[i] = xi end end o += m end # compute sum s = view(u, m+1:2*m) for i in 1 : m @inbounds s[i] = dst[i] = exp(x[i] - u[i]) end o = m for j in 2 : n for i in 1 : m @inbounds s[i] += (dst[o + i] = exp(x[o + i] - u[i])) end o += m end rcp!(s) o = 0 for j in 1 : n for i in 1 : m @inbounds dst[o + i] .*= s[i] end o += m end end function softmax!{T<:Real}(dst::ContiguousRealArray, x::ContiguousArray{T}, dim::Int) !isempty(x) || error("softmax!: empty array is not allowed.") nd = ndims(x) 1 <= dim <= nd || error("softmax!: invalid value for the dim argument.") shp = size(x) if dim == 1 m = shp[1] n = succ_length(shp, dim) _softmax_eachcol!(m, n, dst, x) else m = prec_length(shp, dim) n = shp[dim] k = succ_length(shp, dim) u = Array(fptype(T), 2*m) _softmax_eachrow!(m, n, dst, u, x) if k > 1 mn = m * n o = mn for l = 2 : k _softmax_eachrow!(m, n, offset_view(dst, o, m, n), u, offset_view(x, o, m, n)) o += mn end end end dst end softmax(x::ContiguousRealArray, dim::Int) = softmax!(Array(fptype(eltype(x)), size(x)), x, dim)
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1.882212
4,593
compute(n::Int, k::Int)::Float64 = round(7(1 - prod(1 .- k ./ (6n ÷ 7 + 1:n))), digits=9)
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2.022727
44
using TrussMorph tm = TrussMorph import JSON using Dates using Printf function parse_truss_json(file_path::String; parse_morph=false) data = Dict() open(file_path, "r") do f data_txt = read(f, String) data = JSON.parse(data_txt) end dim = data["dimension"] n_nodes = data["node_num"] n_elements = data["element_num"] # get material properties # pressure: kN/cm^2 -> kN/m^2 # density: kN/m^3 mp = tm.MaterialProperties(data["material_properties"]["material_name"], data["material_properties"]["youngs_modulus"] * 1e4, data["material_properties"]["shear_modulus"] * 1e4, data["material_properties"]["poisson_ratio"], data["material_properties"]["density"]) X = Matrix{Float64}(undef, n_nodes,2) T = Matrix{Int}(undef, n_elements,2) fix_node_ids = [] # get node coord for i=1:n_nodes X[i,:] = hcat(data["node_list"][i]["point"]["X"], data["node_list"][i]["point"]["Y"]) # data["node_list"][i]["point"]["Z"]) if 1 == data["node_list"][i]["is_grounded"] push!(fix_node_ids, i) end end # get fixities fix_dof = [1,2,6] if 2 != dim fix_dof = 1:1:6 end S = Matrix{Int}(undef, length(fix_node_ids),length(fix_dof)+1) for i=1:length(fix_node_ids) S[i,1] = fix_node_ids[i] S[i,2:end] = data["node_list"][fix_node_ids[i]]["fixities"][fix_dof]' end # get element node ids for i=1:n_elements T[i,:] = (data["element_list"][i]["end_node_ids"] .+ 1)' end morph_data = Dict() if parse_morph morph_data = data["morph_data"] # @show morph_data end return Truss(X, T, S, mp), morph_data end function parse_load_json(file_path::String, node_dof::Int) data = Dict() open(file_path, "r") do f data_txt = read(f, String) data = JSON.parse(data_txt) end dim = data["dimension"] n_load_nodes = length(data["point_load_list"]) @assert(dim == 2) Load = zeros(n_load_nodes, 1+node_dof) for i=1:n_load_nodes Load[i,1] = data["point_load_list"][i]["applied_node_id"] + 1 if 2 == dim Load[i,2] = data["point_load_list"][i]["Fx"] Load[i,3] = data["point_load_list"][i]["Fy"] if 3 == node_dof Load[i,4] = data["point_load_list"][i]["Mz"] end end end @assert(n_load_nodes > 0) return Load # TODO: include_self_weight end function save_morph_path_json(morph_path::Array{Matrix{Float64}}, file_dir::String, st_file_name::String, end_file_name::String, t0::TrussMorph.Truss, sE::Vector{Float64}, wE::Vector{Float64}, totE::Vector{Float64}, sumE::Float64, parm_smooth::Float64, parm_weight::Float64) pure_st_file_name = SubString(st_file_name, 1:length(st_file_name)-length(".json")) pure_end_file_name = SubString(end_file_name, 1:length(end_file_name)-length(".json")) result_file_name = pure_st_file_name * "-" * pure_end_file_name f_file_dir = joinpath(file_dir, result_file_name) if !ispath(f_file_dir) mkpath(f_file_dir) end # same material mp_data = Dict() mp_data["material_name"] = t0.mp.name mp_data["youngs_modulus"] = t0.mp.E * 1e-4 mp_data["youngs_modulus_unit"] = "kN/cm2" mp_data["shear_modulus"] = t0.mp.G * 1e-4 mp_data["shear_modulus_unit"] = "kN/cm2" mp_data["tensile_yeild_stress"] = "N/A" mp_data["tensile_yeild_stress_unit"] = "kN/cm2" mp_data["density"] = t0.mp.ρ mp_data["density_unit"] = "kN/m3" mp_data["poisson_ratio"] = t0.mp.μ mp_data["radius"] = "N/A" mp_data["radius_unit"] = "centimeter" # same topology topo_data = Dict[] for e=1:size(t0.T,1) e_data = Dict() e_data["end_node_ids"] = t0.T[e,:] e_data["element_id"] = e-1 e_data["layer_id"] = 0 push!(topo_data, e_data) end # morph data morph_data = Dict() morph_data["smooth_parameter"] = parm_smooth morph_data["weight_parameter"] = parm_weight morph_data["time_in_path"] = string(0,"/",0) morph_data["weight_energy"] = 0.0 morph_data["smoothness_energy"] = 0.0 morph_data["tot_energy"] = 0.0 plen = length(morph_path) for i=1:plen data = Dict() data["model_name"] = result_file_name * "_mp" * string(i,"-",plen) data["model_type"]= "2D_frame" data["unit"] = "meter" data["generate_time"] = string(Dates.now()) data["dimension"] = size(morph_path[i],2) i_morph_data = morph_data #deepcopy i_morph_data["time_in_path"] = string(i,"/",plen) i_morph_data["smoothness_energy"] = sE[i] i_morph_data["weight_energy"] = wE[i] i_morph_data["tot_energy"] = totE[i] i_morph_data["sum_energy"] = sumE data["morph_data"] = i_morph_data data["node_num"] = size(morph_path[i],1) data["element_num"] = size(t0.T,1) data["material_properties"] = mp_data data["node_list"] = Dict[] for j=1:size(morph_path[i],1) pt_data = Dict() pt_data["point"] = Dict() pt_data["point"]["X"] = morph_path[i][j,1] pt_data["point"]["Y"] = morph_path[i][j,2] pt_data["node_id"] = j-1 pt_fix = findall(x->x==j, t0.S[:,1]) pt_data["is_grounded"] = !isempty(pt_fix) if !isempty(pt_fix) @assert(length(pt_fix) == 1) pt_data["fixities"] = ones(Int, 6) if 2 == size(morph_path[i],1) pt_data["fixities"][1] = t0.S[pt_fix,1] pt_data["fixities"][2] = t0.S[pt_fix,2] pt_data["fixities"][6] = t0.S[pt_fix,3] end else pt_data["fixities"] = [] end push!(data["node_list"], pt_data) end data["element_list"] = topo_data # write stringdata = JSON.json(data) result_json_name = result_file_name * "_" * string(@sprintf("%03d",i),"-",plen) * ".json" open(joinpath(f_file_dir,result_json_name), "w") do f write(f, stringdata) end end end
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using ImageIO using Test using ColorTypes using FixedPointNumbers using ImageCore using Logging using Random #logger = ConsoleLogger(stdout, Logging.Debug) logger = ConsoleLogger(stdout, Logging.Info) global_logger(logger) tmpdir = joinpath(@__DIR__,"temp") @testset "ImageIO.jl" begin # Write your own tests here. @testset "libtiff" begin @test ImageIO.ModTIFF.version() == "LIBTIFF, Version 4.0.10\nCopyright (c) 1988-1996 Sam Leffler\nCopyright (c) 1991-1996 Silicon Graphics, Inc." end @testset "libpng" begin isdir(tmpdir) && rm(tmpdir, recursive = true) mkdir(tmpdir) img = rand(Bool, 5, 5, 5, 5) filepath = joinpath(tmpdir, "5x5x5x5.png") @test_throws ErrorException ModPNG.writeimage(filepath, img) @testset "Binary Image" begin a = rand(Bool, 11, 10) filepath = joinpath(tmpdir, "binary1.png") ModPNG.writeimage(filepath, a) b1 = ModPNG.readimage(filepath) @test b1 == convert(Array{Gray{N0f8}}, a) a = bitrand(5,5) filepath = joinpath(tmpdir, "binary2.png") ModPNG.writeimage(filepath, a) b2 = ModPNG.readimage(filepath) @test b2 == convert(Array{Gray{N0f8}}, a) a = colorview(Gray, a) filepath = joinpath(tmpdir, "binary3.png") ModPNG.writeimage(filepath, a) b3 = ModPNG.readimage(filepath) @test b3 == convert(Array{Gray{N0f8}}, a) end @testset "Gray image" begin gray = vcat(fill(Gray(1.0), 10, 10), fill(Gray(0.5), 10, 10), fill(Gray(0.0), 10, 10)) filepath = joinpath(tmpdir, "gray1.png") ModPNG.writeimage(filepath, gray) g1 = ModPNG.readimage(filepath) @test g1 == convert(Array{Gray{N0f8}}, gray) gray = rand(Gray{N0f8}, 5, 5) filepath = joinpath(tmpdir, "gray2.png") ModPNG.writeimage(filepath, gray) g2 = ModPNG.readimage(filepath) @test g2 == gray end @testset "Color - RGB" begin #rgb8 = rand(RGB{N0f8}, 10, 5) rgb8 = reshape(range(RGB{N0f8}(1,0,0),RGB{N0f8}(0,1,1), length=10*5), 10, 5) filepath = joinpath(tmpdir, "rgb_n0f8.png") ModPNG.writeimage(filepath, rgb8) r1 = ModPNG.readimage(filepath) @test r1 == rgb8 #rgb16 = rand(RGB{N0f16}, 10, 5) rgb16 = reshape(range(RGB{N0f16}(1,0,0),RGB{N0f16}(0,1,1), length=10*5), 10, 5) filepath = joinpath(tmpdir, "rgb_n0f16.png") ModPNG.writeimage(filepath, rgb16) r2 = ModPNG.readimage(filepath) ModPNG.writeimage(joinpath(tmpdir, "rgb_n0f16_resave.png"), r2) @test r2 == rgb16 end @testset "Alpha" begin # RGBA r = RGBA(1.0,0.0,0.0, 0.2) g = RGBA(0.0,1.0,0.0, 0.8) b = RGBA(0.0,0.0,1.0, 1.0) rgba1 = vcat(fill(r, 50,100), fill(g, 50,100), fill(b, 50,100)) filepath = joinpath(tmpdir, "rgba1.png") ModPNG.writeimage(filepath, rgba1) r1 = ModPNG.readimage(filepath) @test r1 == rgba1 # GrayA r = GrayA(1.0, 0.25) g = GrayA(0.5, 0.5) b = GrayA(0.0, 0.75) graya = vcat(fill(r, 50,100), fill(g, 50,100), fill(b, 50,100)) filepath = joinpath(tmpdir, "graya1.png") ModPNG.writeimage(filepath, graya) g1 = ModPNG.readimage(filepath) @test g1 == convert(Array{GrayA{N0f8}}, graya) end # TODO implement palette end @testset "libjpeg" begin @test unsafe_string(ImageIO.ModJPEG.tjGetErrorStr()) == "No error" end end # try # rm(tmpdir, recursive = true) # catch # @error "Unable to remove temp directory at: $(tmpdir)" # end
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using OdinSon using Distributions # Graphics[Table[Circle[RandomReal[10, 2]], {100}]] f1 = Canvas([Circle(rand(Uniform(0, 10), 2), 1, style=Style(fill=nothing)) for i = 1:100]) render(f1) # the render in the Mathematica notebook is implicit f2 =Canvas(mapslices(p->Circle(p, 1, style=Style(fill=nothing)), rand(Uniform(0, 10), 100, 2), 2)) render(f2) # So very verbose in comparison. Thow if instead we have like Mathematica implicit defaults # which is very close, but I don't like the defaults as they don't feel natural to me, # save for maybe having the style not fill by default #= ``` Graphics[Table[Circle[RandomReal[10, 2]], {100}]] Canvas([Circle(rand(Uniform(0, 10), 2)) for i = 1:100]) ``` =#
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using PyPlot """ `histplot(x)` plot a histogram of the values in `x` and `histplot(x,n)` gives a plot with `n` bins. """ histplot = plt[:hist]
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## ---------------- Bounded learning """ $(SIGNATURES) For a single college (not a ModelObject). Each college is endowed with `maxLearn`. Once a student has learned this much, learning productivity falls to 0 (or a constant). `dh = exp(aScale * a) * studyTime ^ timeExp * A` The functional form for `A` is governed by the `tfpSpec`. It depends on how much has been learned. The way learning is defined is governed by `learnRelativeToH0`. - false: `h learned = h - h0` - true: `h learned = (h / h0 - 1)`. Then a college limits the percentage increase in the h endowment. Options should be type parameters +++ A potential alternative with better scaling would be `A = hExp .* ( log(maxLearn) .- log.(max.(1.0, h learned)) )` `hExp` governs the slope. `maxLearn` governs the intercept. But the shape is fixed. """ mutable struct HcProdFctBounded <: AbstractHcProdFct minTfp :: Double # Additive minimum tfp tfp :: Double maxLearn :: Double timeExp :: Double # Curvature: how strongly does learning decline as (h-h0) → maxLearn hExp :: Double # Depreciation rate deltaH :: Double # Ability scale aScale :: Double # Fixed time cost per course timePerCourse :: Double # Study time per course minimum (this is assigned when study time very low) minTimePerCourse :: Double # Learning as percentage of endowment? Or as (h - h0). learnRelativeToH0 :: Bool # TFP can be computed in several ways. See `base_tfp`. tfpSpec :: AbstractTfpSpec end ## ------------- All colleges Base.@kwdef mutable struct HcProdBoundedSwitches <: AbstractHcProdSwitches # Same exponents on time and h. If yes, ignore `hExp`. minTfp :: Double = 1.0 calMinTfp :: Bool = true tfp :: Double = 1.0 calTfpBase :: Bool = true sameExponents :: Bool = true timeExp :: Double = 0.6 calTimeExp :: Bool = true hExp :: Double = 0.9 # hExpLb :: Double = 0.5 calHExp :: Bool = true deltaH :: Double = 0.0 calDeltaH :: Bool = false aScale :: Double = 0.2 calAScale :: Bool = true # Learning as percentage of endowment? learnRelativeToH0 :: Bool = false # TFP from (max learning - learning) tfpSpec :: AbstractTfpSpec = TfpMaxLearnMinusLearn() end """ $(SIGNATURES) Since all colleges share some parameters, we need a model object that keeps track of parameters that are common or differ by college. """ mutable struct HcProdBoundedSet <: AbstractHcProdSet objId :: ObjectId switches :: HcProdBoundedSwitches nc :: CollInt # Calibrated parameters minTfp :: Double tfp :: Double maxLearnV :: BoundedVector timeExp :: Double hExp :: Double deltaH :: Double # Ability scale aScale :: Double # Fixed time cost per course timePerCourse :: Double # Study time per course minimum (this is assigned when study time very low) minTimePerCourse :: Double pvec :: ParamVector end ## H production: Bounded learning max_learn(hs :: HcProdBoundedSet, ic) = ModelParams.values(hs.maxLearnV, ic); max_learn(h :: HcProdFctBounded) = h.maxLearn; learning_relative_to_h0(h :: HcProdFctBounded) = h.learnRelativeToH0; learning_relative_to_h0(h :: HcProdBoundedSwitches) = h.learnRelativeToH0; learning_relative_to_h0(h :: HcProdBoundedSet) = learning_relative_to_h0(h.switches); tfp_spec(h :: HcProdFctBounded) = h.tfpSpec; tfp_spec(h :: HcProdBoundedSwitches) = h.tfpSpec; tfp_spec(h :: HcProdBoundedSet) = tfp_spec(h.switches); ## ---------- Construction # Initialize with defaults function make_hc_prod_set(objId :: ObjectId, nc :: Integer, switches :: HcProdBoundedSwitches) st = symbol_table(); # eventually use preconstructed +++ @assert validate_hprod(switches); pTimePerCourse = init_time_per_course(); pMaxLearn = init_max_learn(objId, switches, nc); minTfp = switches.minTfp; pMinTfp = Param(:minTfp, "Min tfp", "A_{min}", minTfp, minTfp, 0.0, 2.0, switches.calMinTfp); tfpBase = switches.tfp; pTfpBase = Param(:tfp, ldescription(:hTfpNeutral), lsymbol(:hTfpNeutral), tfpBase, tfpBase, 0.1, 2.0, switches.calTfpBase); timeExp = switches.timeExp; pTimeExp = Param(:timeExp, ldescription(:hTimeExp), lsymbol(:hTimeExp), timeExp, timeExp, 0.2, 0.9, switches.calTimeExp); deltaH = delta_h(switches); pDeltaH = Param(:deltaH, ldescription(:ddh), lsymbol(:ddh), deltaH, deltaH, 0.0, 0.5, cal_delta_h(switches)); # Governs slope inside of TFP (should be inside of TFP spec +++) hExp = switches.hExp; pHExp = Param(:hExp, "TFP slope coefficient", lsymbol(:hHExp), hExp, hExp, gma_range(tfp_spec(switches))..., switches.calHExp); aScale = switches.aScale; tfpSpec = tfp_spec(switches); pAScale = Param(:aScale, ldescription(:hAScale), lsymbol(:hAScale), aScale, aScale, gma_range(tfpSpec)..., switches.calAScale); pvec = ParamVector(objId, [pMinTfp, pTfpBase, pTimeExp, pHExp, pDeltaH, pAScale, pTimePerCourse]); # Min study time required per course. Should never bind. minTimePerCourse = hours_per_week_to_mtu(0.1 / data_to_model_courses(1)); h = HcProdBoundedSet(objId, switches, nc, minTfp, tfpBase, pMaxLearn, timeExp, hExp, deltaH, aScale, pTimePerCourse.value, minTimePerCourse, pvec); @assert validate_hprod_set(h) return h end # Upper bound should depend on whether learning is relative to h0. function init_max_learn(objId :: ObjectId, switches, nc :: Integer) ownId = make_child_id(objId, :tfpV); dMaxLearnV = fill(0.2, nc); if learning_relative_to_h0(switches) ub = 3.0; else ub = 5.0; end b = BoundedVector(ownId, ParamVector(ownId), :increasing, 0.2, ub, dMaxLearnV); set_pvector!(b; description = ldescription(:maxLearn), symbol = lsymbol(:maxLearn)); return b end make_test_hc_bounded_set(; learnRelativeToH0 = true, tfpSpec = TfpMaxLearnMinusLearn()) = make_hc_prod_set(ObjectId(:HProd), 4, HcProdBoundedSwitches( deltaH = 0.05, learnRelativeToH0 = learnRelativeToH0, tfpSpec = tfpSpec )); # Make h production function for one college function make_h_prod(hs :: HcProdBoundedSet, iCollege :: Integer) return HcProdFctBounded(hs.minTfp, hs.tfp, max_learn(hs, iCollege), time_exp(hs), h_exp(hs), delta_h(hs), hs.aScale, hs.timePerCourse, hs.minTimePerCourse, learning_relative_to_h0(hs), tfp_spec(hs)); end function make_test_hprod_bounded(; learnRelativeToH0 = true, tfpSpec = TfpMaxLearnMinusLearn()) minTfp = 0.7; gma = sum(gma_range(tfpSpec)) / 2; hS = HcProdFctBounded(minTfp, 0.6, 3.1, 0.7, gma, 0.1, 0.3, 0.01, 0.005, learnRelativeToH0, tfpSpec); @assert validate_hprod(hS); return hS end ## ---------- One college function validate_hprod(hS :: HcProdFctBounded) isValid = (max_learn(hS) > 0.05) && (0.0 < time_exp(hS) ≤ 1.0); gmaMin, gmaMax = gma_range(tfp_spec(hS)); gma = h_exp(hS); isValid = isValid && (gmaMin <= gma <= gmaMax); return isValid end """ $(SIGNATURES) H produced (before shock is realized). Nonnegative. # Arguments - nTriedV number of courses attempted this period. - h0V h endowments, so that `hV - h0V` is learning. """ function dh(hS :: HcProdFctBounded, abilV, hV, h0V, timeV, nTriedV) sTimeV = study_time_per_course(hS, timeV, nTriedV); # deltaHV = (max_learn(hS) ^ h_exp(hS) .- learned_h(hS, hV, h0V) .^ h_exp(hS)); # tfpV = hS.tfp .* max.(0.0, deltaHV) .^ (1.0 / h_exp(hS)); return nTriedV .* base_tfp(hS, hV, h0V) .* (sTimeV .^ hS.timeExp) .* exp.(hS.aScale .* abilV); end ## ---------- TFP specs # Base TFP: the term in front of (sTime ^ beta * exp(ability)) function base_tfp(hS :: HcProdFctBounded, hV, h0V) tfpSpec = tfp_spec(hS); learnV = learned_h(hS, hV, h0V); tfpV = hS.minTfp .+ hS.tfp .* tfp(tfpSpec, learnV, max_learn(hS), h_exp(hS)); return tfpV end # Expected range of TFP function tfp_range(hS :: HcProdFctBounded) return hS.minTfp .+ tfp(hS) .* tfp_range(tfp_spec(hS), h_exp(hS), max_learn(hS)); end # Learned h, scaled for the production function function learned_h(hS :: HcProdFctBounded, hV, h0V) if learning_relative_to_h0(hS) dh = max.(0.0, hV .- h0V) ./ h0V; else dh = max.(0.0, hV .- h0V); end return dh end # function show_string(hS :: HcProdFctBounded) # fs = Formatting.FormatExpr("dh = {1:.2f} h ^ {2:.2f} t ^ {3:.2f} exp({3:.2f} a)"); # return format(fs, hS.tfp, h_exp(hS), hS.timeExp, hS.aScale); # end function Base.show(io :: IO, hS :: HcProdFctBounded) maxLearn = round(max_learn(hS), digits = 2); print(io, "H prod fct: Bounded learning < $maxLearn"); end ## --------------------- For all colleges function Base.show(io :: IO, switches :: HcProdBoundedSwitches) print(io, "H production: bounded learning."); end function settings_table(h :: HcProdBoundedSwitches) ddh = delta_h(h); cal_delta_h(h) ? deprecStr = "calibrated" : deprecStr = "fixed at $ddh"; h.learnRelativeToH0 ? learnStr = "h/h0 - 1" : learnStr = "h - h0"; ownSettings = [ "H production function" "Bounded learning"; "Depreciation" deprecStr "Learning of the form" learnStr ]; return vcat(ownSettings, settings_table(h.tfpSpec)) end function settings_list(h :: HcProdBoundedSwitches, st) eqnHChange = ["H production function", "eqnHChange", eqn_hchange(h)]; return [eqnHChange] end function validate_hprod(s :: HcProdBoundedSwitches) isValid = true; return isValid end function validate_hprod_set(h :: HcProdBoundedSet) isValid = (h.nc > 1) && (h.timeExp > 0.0) && (h.aScale > 0.0) && (h.timePerCourse > 0.0); isValid = isValid && (1.0 > delta_h(h) >= 0.0); return isValid end function eqn_hchange(h :: HcProdBoundedSwitches) "\\hTfp \\sTimePerCourse^{\\hTimeExp} e^{\\hAScale \\abil}" end # --------------
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################################################################################ # Copyright 2021, Marta Vanin # ################################################################################ function plot_result_caseA(path_to_caseA_csv::String, which_plot::String, ymin::Float64, ymax::Float64) casea = CSV.read(path_to_caseA_csv) casea_wls = casea |> Query.@filter(_.criterion .== "wls") |> DataFrames.DataFrame casea_rwls = casea |> Query.@filter(_.criterion .== "rwls") |> DataFrames.DataFrame casea_rwlav = casea |> Query.@filter(_.criterion .== "rwlav") |> DataFrames.DataFrame ACP_df_wls = casea_wls |> Query.@filter(_.eq_model .== "rACP") |> DataFrames.DataFrame ACR_df_wls = casea_wls |> Query.@filter(_.eq_model .== "rACR") |> DataFrames.DataFrame IVR_df_wls = casea_wls |> Query.@filter(_.eq_model .== "rIVR") |> DataFrames.DataFrame ACP_df_rwls = casea_rwls |> Query.@filter(_.eq_model .== "rACP") |> DataFrames.DataFrame ACR_df_rwls = casea_rwls |> Query.@filter(_.eq_model .== "rACR") |> DataFrames.DataFrame IVR_df_rwls = casea_rwls |> Query.@filter(_.eq_model .== "rIVR") |> DataFrames.DataFrame ACP_df_rwlav = casea_rwlav |> Query.@filter(_.eq_model .== "rACP") |> DataFrames.DataFrame ACR_df_rwlav = casea_rwlav |> Query.@filter(_.eq_model .== "rACR") |> DataFrames.DataFrame IVR_df_rwlav = casea_rwlav |> Query.@filter(_.eq_model .== "rIVR") |> DataFrames.DataFrame if which_plot == "time" p1 = Plots.scatter([ACP_df_wls.n_bus, ACR_df_wls.n_bus, IVR_df_wls.n_bus], [ACP_df_wls.solve_time, ACR_df_wls.solve_time, IVR_df_wls.solve_time], markershape=[:circle :rect :utriangle], label=["ACP" "ACR" "IVR"], ylabel="Solve time [s]", yscale=:log, legend=false, ylims=(ymin, ymax), title="WLS") p2 = Plots.scatter([ACP_df_rwls.n_bus, ACR_df_rwls.n_bus, IVR_df_rwls.n_bus], [ACP_df_rwls.solve_time, ACR_df_rwls.solve_time, IVR_df_rwls.solve_time], markershape=[:circle :rect :utriangle], label=["ACP" "ACR" "IVR"], legend=:bottomright, yscale=:log, xlabel="number of buses [-]", ylims=(ymin, ymax), yaxis=nothing, title="rWLS") p3 = Plots.scatter([ACP_df_rwlav.n_bus, ACR_df_rwlav.n_bus, IVR_df_rwlav.n_bus], [ACP_df_rwlav.solve_time, ACR_df_rwlav.solve_time, IVR_df_rwlav.solve_time], markershape=[:circle :rect :utriangle], legend=false, yscale=:log, ylims=(ymin, ymax), yaxis=nothing, title="rWLAV") Plots.plot(p1, p2, p3, layout = (1,3)) elseif which_plot == "error_ph1" Plots.scatter([ACR_df_rwlav.n_bus, ACR_df_rwlav.n_bus], [ACR_df_rwlav.err_max_1, ACR_df_rwlav.err_avg_1], markershape=[:circle :utriangle], label=["max. abs. error" "avg. abs. error"], ylabel="Absolute error ϵ [p.u.]", xlabel="Number of buses [-]", legend=:topright, title="Error plot for case study A - Phase 1", ylims = (ymin, ymax)) elseif which_plot == "error_ph2" Plots.scatter([ACR_df_rwlav.n_bus, ACR_df_rwlav.n_bus], [ACR_df_rwlav.err_max_2, ACR_df_rwlav.err_avg_2], markershape=[:circle :utriangle], label=["max. abs. error" "avg. abs. error"], ylabel="Absolute error ϵ [p.u.]", xlabel="Number of buses [-]", legend=:topright, title="Error plot for case study A - Phase 2", ylims = (ymin, ymax)) elseif which_plot == "error_ph3" Plots.scatter([ACR_df_rwlav.n_bus, ACR_df_rwlav.n_bus], [ACR_df_rwlav.err_max_3, ACR_df_rwlav.err_avg_3], markershape=[:circle :utriangle], label=["max. abs. error" "avg. abs. error"], ylabel="Absolute error ϵ [p.u.]", xlabel="Number of buses [-]", legend=:topright, title="Error plot for case study A - Phase 3", ylims = (ymin, ymax)) else display("ERROR: plot type $which_plot in argument `which_plot` not recognized. Possibilities are: \"time\", \"error_ph1\", \"error_ph2\", \"error_ph3\"") end end function plot_result_caseB(path_to_caseB_csv::String, which_plot::String) caseb = CSV.read(path_to_caseB_csv) LDF_df = caseb |> Query.@filter(_.eq_model .== "LD3F") |> DataFrames.DataFrame IVR_df = caseb |> Query.@filter(_.eq_model .== "rIVR") |> DataFrames.DataFrame if which_plot == "time" Plots.scatter([IVR_df.n_bus, LDF_df.n_bus], [IVR_df.solve_time, LDF_df.solve_time], markershape=[:utriangle :diamond], label=["IVR" "LD3F"], ylabel="Solve time [s]", xlabel="Number of buses [-]", legend=:bottomright, title="$which_plot plot for case study B", yscale=:log) elseif which_plot == "error_ph1" Plots.scatter([LDF_df.n_bus, LDF_df.n_bus], [LDF_df.err_max_1, LDF_df.err_avg_1], markershape=[:circle :utriangle], label=["max. abs. error" "avg. abs. error"], ylabel="Absolute error ϵ [p.u.]", xlabel="Number of buses [-]", legend=:topright, title="Error plot for case study B - Phase 1") elseif which_plot == "error_ph2" Plots.scatter([LDF_df.n_bus, LDF_df.n_bus], [LDF_df.err_max_2, LDF_df.err_avg_2], markershape=[:circle :utriangle], label=["max. abs. error" "avg. abs. error"], ylabel="Absolute error ϵ [p.u.]", xlabel="Number of buses [-]", legend=:topright, title="Error plot for case study B - Phase 2") elseif which_plot == "error_ph3" Plots.scatter([LDF_df.n_bus, LDF_df.n_bus], [LDF_df.err_max_3, LDF_df.err_avg_3], markershape=[:circle :utriangle], label=["max. abs. error" "avg. abs. error"], ylabel="Absolute error ϵ [p.u.]", xlabel="Number of buses [-]", legend=:topright, title="Error plot for case study B - Phase 3") else display("ERROR: plot type $which_plot in argument `which_plot` not recognized. Possibilities are: \"time\", \"error_ph1\", \"error_ph2\", \"error_ph3\"") end end function plot_result_caseC(path_to_caseC_csv::String) casec = CSV.read(path_to_caseC_csv) linIVR_df = casec |> Query.@filter(_.eq_model .== "linIVR") |> DataFrames.DataFrame rIVR_df = casec |> Query.@filter(_.eq_model .== "rIVR") |> DataFrames.DataFrame Plots.scatter([linIVR_df.n_bus, rIVR_df.n_bus], [linIVR_df.solve_time, rIVR_df.solve_time], markershape=[:circle :utriangle], label=["IVR - linear" "IVR - nonlinear"], ylabel="Solve time [s]", xlabel="Number of buses [-]", legend=:bottomright, title="Plot for case study C", yscale=:log) end function plot_result_caseD(path_to_caseD_csv::String, which_plot::String) caseD = CSV.read(path_to_caseD_csv) x = (caseD.n_meas.-3)/(3*55)*100 if which_plot == "error_ph1" Plots.scatter([x, x], [caseD.err_max_1, caseD.err_avg_1], markershape=[:circle :utriangle], label=["max. abs. error" "avg. abs. error"], ylabel="Absolute error ϵ [p.u.]", xlabel="Measured users [%]", legend=:bottomleft, title="Error plot for case study D - Phase 1", yscale=:log) elseif which_plot == "error_ph2" Plots.scatter([x, x], [caseD.err_max_2, caseD.err_avg_2], markershape=[:circle :utriangle], label=["max. abs. error" "avg. abs. error"], ylabel="Absolute error ϵ [p.u.]", xlabel="Measured users [%]", legend=:bottomleft, title="Error plot for case study D - Phase 2", yscale=:log) elseif which_plot == "error_ph3" Plots.scatter([x, x], [caseD.err_max_3, caseD.err_avg_3], markershape=[:circle :utriangle], label=["max. abs. error" "avg. abs. error"], ylabel="Absolute error ϵ [p.u.]", xlabel="Measured users [%]", legend=:bottomleft, title="Error plot for case study D - Phase 3", yscale=:log) else display("ERROR: plot type $which_plot in argument `which_plot` not recognized. Possibilities are: \"error_ph1\", \"error_ph2\", \"error_ph3\"") end end
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961, 7, 6978, 62, 1462, 62, 7442, 35, 62, 40664, 8, 628, 220, 220, 220, 2124, 796, 357, 7442, 35, 13, 77, 62, 1326, 292, 7874, 18, 20679, 7, 18, 9, 2816, 27493, 3064, 628, 220, 220, 220, 611, 543, 62, 29487, 6624, 366, 18224, 62, 746, 16, 1, 198, 220, 220, 220, 220, 220, 220, 220, 1345, 1747, 13, 1416, 1436, 26933, 87, 11, 2124, 4357, 685, 7442, 35, 13, 8056, 62, 9806, 62, 16, 11, 1339, 35, 13, 8056, 62, 615, 70, 62, 16, 4357, 19736, 71, 1758, 41888, 25, 45597, 1058, 315, 380, 9248, 4357, 6167, 28, 14692, 9806, 13, 2352, 13, 4049, 1, 366, 615, 70, 13, 2352, 13, 4049, 33116, 331, 18242, 2625, 24849, 3552, 4049, 18074, 113, 685, 79, 13, 84, 8183, 1600, 2124, 18242, 2625, 5308, 34006, 2985, 685, 39850, 1600, 220, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 8177, 28, 25, 22487, 9464, 11, 3670, 2625, 12331, 7110, 329, 1339, 2050, 360, 532, 18983, 352, 1600, 331, 9888, 28, 25, 6404, 8, 198, 220, 220, 220, 2073, 361, 543, 62, 29487, 6624, 366, 18224, 62, 746, 17, 1, 198, 220, 220, 220, 220, 220, 220, 220, 1345, 1747, 13, 1416, 1436, 26933, 87, 11, 2124, 4357, 685, 7442, 35, 13, 8056, 62, 9806, 62, 17, 11, 1339, 35, 13, 8056, 62, 615, 70, 62, 17, 4357, 19736, 71, 1758, 41888, 25, 45597, 1058, 315, 380, 9248, 4357, 6167, 28, 14692, 9806, 13, 2352, 13, 4049, 1, 366, 615, 70, 13, 2352, 13, 4049, 33116, 331, 18242, 2625, 24849, 3552, 4049, 18074, 113, 685, 79, 13, 84, 8183, 1600, 2124, 18242, 2625, 5308, 34006, 2985, 685, 39850, 1600, 220, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 8177, 28, 25, 22487, 9464, 11, 3670, 2625, 12331, 7110, 329, 1339, 2050, 360, 532, 18983, 362, 1600, 331, 9888, 28, 25, 6404, 8, 198, 220, 220, 220, 2073, 361, 543, 62, 29487, 6624, 366, 18224, 62, 746, 18, 1, 198, 220, 220, 220, 220, 220, 220, 220, 1345, 1747, 13, 1416, 1436, 26933, 87, 11, 2124, 4357, 685, 7442, 35, 13, 8056, 62, 9806, 62, 18, 11, 1339, 35, 13, 8056, 62, 615, 70, 62, 18, 4357, 19736, 71, 1758, 41888, 25, 45597, 1058, 315, 380, 9248, 4357, 6167, 28, 14692, 9806, 13, 2352, 13, 4049, 1, 366, 615, 70, 13, 2352, 13, 4049, 33116, 331, 18242, 2625, 24849, 3552, 4049, 18074, 113, 685, 79, 13, 84, 8183, 1600, 2124, 18242, 2625, 5308, 34006, 2985, 685, 39850, 1600, 220, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 8177, 28, 25, 22487, 9464, 11, 3670, 2625, 12331, 7110, 329, 1339, 2050, 360, 532, 18983, 513, 1600, 331, 9888, 28, 25, 6404, 8, 198, 220, 220, 220, 2073, 198, 220, 220, 220, 220, 220, 220, 220, 3359, 7203, 24908, 25, 7110, 2099, 720, 4758, 62, 29487, 287, 4578, 4600, 4758, 62, 29487, 63, 407, 8018, 13, 29265, 7992, 389, 25, 19990, 18224, 62, 746, 16, 34607, 19990, 18224, 62, 746, 17, 34607, 19990, 18224, 62, 746, 18, 7879, 4943, 198, 220, 220, 220, 886, 198, 437, 628 ]
2.275598
3,389
# Get the summary of some numbers in fibonacci sequence. v = [1,1] s = 0 while (v[end] < 4000000) if v[end]%2==0 s+=v[end] end push!(v, v[end]+v[end-1]) end println(s) # 4613732
[ 2, 3497, 262, 10638, 286, 617, 3146, 287, 12900, 261, 44456, 8379, 13, 198, 85, 796, 685, 16, 11, 16, 60, 198, 82, 796, 657, 198, 4514, 357, 85, 58, 437, 60, 1279, 604, 10535, 8, 198, 220, 220, 220, 611, 410, 58, 437, 60, 4, 17, 855, 15, 264, 47932, 85, 58, 437, 60, 886, 198, 220, 220, 220, 4574, 0, 7, 85, 11, 410, 58, 437, 48688, 85, 58, 437, 12, 16, 12962, 198, 437, 198, 35235, 7, 82, 8, 198, 2, 6337, 19708, 2624, 198 ]
2.113636
88
function objective_min_cost_TNEP(pm::_PM.AbstractPowerModel) if pm.setting["FSprotection"] == true || pm.setting["NSprotection"] == true objective_min_cost_TNEP_FSNS(pm) elseif pm.setting["Permanentloss"] == true objective_min_cost_TNEP_PL(pm) end end function objective_min_cost_TNEP_nocl(pm::_PM.AbstractPowerModel) if pm.setting["FSprotection"] == true || pm.setting["NSprotection"] == true objective_min_cost_TNEP_FSNS_nocl(pm) elseif pm.setting["Permanentloss"] == true objective_min_cost_TNEP_PL_nocl(pm) end end function objective_min_cost_TNEP_FSNS_nocl(pm::_PM.AbstractPowerModel) base_nws = pm.setting["base_list"] cont_nws = pm.setting["Cont_list"] Total_sample = pm.setting["Total_sample"] curt_gen = pm.setting["curtailed_gen"] max_curt = pm.setting["max_curt"] year_base = pm.setting["year_base"] total_year = pm.setting["total_yr"] gen_cost = Dict() FFR_cost = Dict() FCR_cost = Dict() fail_prob = Dict() Inv_cost = _PM.var(pm)[:Inv_cost] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Gen_cost = _PM.var(pm)[:Gen_cost] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) FFRReserves = _PM.var(pm)[:FFR_Reserves] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) FCRReserves = _PM.var(pm)[:FCR_Reserves] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Cont = _PM.var(pm)[:Cont] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Curt = _PM.var(pm)[:curt] = JuMP.@variable(pm.model, [i in 1:total_year], start = 0, lower_bound = 0) sol_component_value_mod_wonw(pm, :Inv_cost, Inv_cost) sol_component_value_mod_wonw(pm, :Gen_cost, Gen_cost) sol_component_value_mod_wonw(pm, :Curt, Curt) sol_component_value_mod_wonw(pm, :FFR_Reserves, FFRReserves) sol_component_value_mod_wonw(pm, :FCR_Reserves, FCRReserves) sol_component_value_mod_wonw(pm, :Cont, Cont) for (n, nw_ref) in _PM.nws(pm) for (r, reserves) in nw_ref[:reserves] FFR_cost[(n,r)] = reserves["Cf"] FCR_cost[(n,r)] = reserves["Cg"] end for (i,gen) in nw_ref[:gen] pg = _PM.var(pm, n, :pg, i) if length(gen["cost"]) == 1 gen_cost[(n,i)] = gen["cost"][1] elseif length(gen["cost"]) == 2 gen_cost[(n,i)] = gen["cost"][1]*pg + gen["cost"][2] elseif length(gen["cost"]) == 3 gen_cost[(n,i)] = gen["cost"][2]*pg + gen["cost"][3] else gen_cost[(n,i)] = 0.0 end end end FFR_list = Dict() FCR_list = Dict() for (b,c,br) in cont_nws FFR_list[(b,c)] = FFR_cost[(c,2)]*100/10^6*_PM.var(pm, c, :Pff, 2)+ FCR_cost[(c,2)]*100/10^6*_PM.var(pm, c, :Pgg, 2) # a_ub, a_lb = _IM.variable_domain(_PM.var(pm, c, :Pff, 2)) # display("a_ub:$a_ub a_lb:$a_lb") end Zff = _PM.var(pm)[:Zff] = Dict((b, c) => JuMP.@variable(pm.model, base_name = "zff[$(string(b)),$(string(c))]", binary = true, start = 0) for (b, c, br) in cont_nws) sol_component_value_mod_wonw(pm, :Zff, Zff) #maximum out of onshore converters FFRReserves_max = _PM.var(pm)[:FFRReserves_max] = JuMP.@variable(pm.model, [b in base_nws], base_name ="FFRReserves_max", start = 0) FCRReserves_max = _PM.var(pm)[:FCRReserves_max] = JuMP.@variable(pm.model, [b in base_nws], base_name ="FCRReserves_max", start = 0) for b in base_nws sol_component_value_mod(pm, b, :FFRReserves_max, FFRReserves_max[b]) sol_component_value_mod(pm, b, :FCRReserves_max, FCRReserves_max[b]) end base_cont= Dict() for b in base_nws # [item for item in a if item[2] == 4] base_cont = [tt for tt in cont_nws if tt[1] == b] ####_PM.var(pm)[:Zff] = JuMP.@variable(pm.model, [(z,w) in base_cont], base_name="zff", binary = true, start = 0 ) #just one variable, how to create multiple with an index for (z,w) in base_cont display(JuMP.@constraint(pm.model, FFRReserves_max[b] >= FFR_list[(z,w)] )) display(JuMP.@constraint(pm.model, FFRReserves_max[b] <= FFR_list[(z,w)] + 100*(1-Zff[(z,w)]))) end display(JuMP.@constraint(pm.model, sum(Zff[(z,w)] for (z, w) in base_cont) == 1 ) ) end Scale = 8760*5/Total_sample # 5 for no. of gap years between two time steps # multiperiod JuMP.@constraint(pm.model, Inv_cost == sum(sum(conv["cost"]*_PM.var(pm, 1, :conv_ne, i) for (i,conv) in _PM.nws(pm)[1][:convdc_ne]) for (n, nw_ref) in _PM.nws(pm)) + sum(sum(branch["cost"]*_PM.var(pm, 1, :branchdc_ne, i) for (i,branch) in _PM.nws(pm)[1][:branchdc_ne]) for (n, nw_ref) in _PM.nws(pm)) ) JuMP.@constraint(pm.model, Gen_cost == sum(sum(Scale/10^6*gen_cost[(b,i)] for (i,gen) in _PM.nws(pm)[b][:gen]) for b in base_nws) ) JuMP.@constraint(pm.model, FFRReserves == Scale*sum(FFRReserves_max[b] for b in base_nws) ) JuMP.@constraint(pm.model, FCRReserves == Scale*sum(FCRReserves_max[b] for b in base_nws) ) # display(JuMP.@constraint(pm.model, FCRReserves == sum(FCR_cost[(c,2)]*100*Scale/10^6*_PM.var(pm, c, :Pgg, 2) for (b,c,br) in cont_nws) ) ) display(JuMP.@constraint(pm.model, Cont == sum(_PM.ref(pm, b, :branchdc_ne, br)["fail_prob"]*_PM.var(pm, b, :branchdc_ne, br)* (Scale/10^6*gen_cost[(c,3)] - Scale/10^6*gen_cost[(b,3)]) for (b,c,br) in cont_nws) ) ) curtailment = Dict() capacity = Dict() for b in base_nws for c in curt_gen curtailment[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) - _PM.var(pm, b, :pg, c) capacity[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) end end for y = 1:total_year JuMP.@constraint(pm.model, Curt[y] == sum(sum(curtailment[(b,c)] for c in curt_gen) for b in year_base[y]) / sum(sum(capacity[(b,c)] for c in curt_gen) for b in year_base[y]) ) JuMP.@constraint(pm.model, Curt[y] <= max_curt) end return JuMP.@objective(pm.model, Min, Inv_cost + Gen_cost + FFRReserves + FCRReserves + Cont - Gen_cost) end function objective_min_cost_TNEP_FSNS(pm::_PM.AbstractPowerModel) display("objective_min_cost_TNEP_FSNS") base_nws = pm.setting["base_list"] cont_nws = pm.setting["Cont_list"] Total_sample = pm.setting["Total_sample"] curt_gen = pm.setting["curtailed_gen"] max_curt = pm.setting["max_curt"] year_base = pm.setting["year_base"] total_year = pm.setting["total_yr"] gen_cost = Dict() FFR_cost = Dict() FCR_cost = Dict() fail_prob = Dict() Inv_cost = _PM.var(pm)[:Inv_cost] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Gen_cost = _PM.var(pm)[:Gen_cost] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) FFRReserves = _PM.var(pm)[:FFR_Reserves] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) FCRReserves = _PM.var(pm)[:FCR_Reserves] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Curt = _PM.var(pm)[:curt] = JuMP.@variable(pm.model, start = 0) Cont = _PM.var(pm)[:Cont] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) weights = pm.setting["weights"] sol_component_value_mod_wonw(pm, :Inv_cost, Inv_cost) sol_component_value_mod_wonw(pm, :Gen_cost, Gen_cost) sol_component_value_mod_wonw(pm, :FFR_Reserves, FFRReserves) sol_component_value_mod_wonw(pm, :FCR_Reserves, FCRReserves) sol_component_value_mod_wonw(pm, :Cont, Cont) sol_component_value_mod_wonw(pm, :Curt, Curt) for (n, nw_ref) in _PM.nws(pm) for (r, reserves) in nw_ref[:reserves] FFR_cost[(n,r)] = reserves["Cf"] FCR_cost[(n,r)] = reserves["Cg"] end for (i,gen) in nw_ref[:gen] pg = _PM.var(pm, n, :pg, i) if length(gen["cost"]) == 1 gen_cost[(n,i)] = gen["cost"][1] elseif length(gen["cost"]) == 2 gen_cost[(n,i)] = gen["cost"][1]*pg + gen["cost"][2] elseif length(gen["cost"]) == 3 gen_cost[(n,i)] = gen["cost"][2]*pg + gen["cost"][3] else gen_cost[(n,i)] = 0.0 end end end FFR_list = Dict() FCR_list = Dict() for (b,c,br) in cont_nws FFR_list[(b,c)] = FFR_cost[(c,2)]*100/10^6*_PM.var(pm, c, :Pff, 2)+ FCR_cost[(c,2)]*100/10^6*_PM.var(pm, c, :Pgg, 2) # a_ub, a_lb = _IM.variable_domain(_PM.var(pm, c, :Pff, 2)) # display("a_ub:$a_ub a_lb:$a_lb") end Zff = _PM.var(pm)[:Zff] = Dict((b, c) => JuMP.@variable(pm.model, base_name = "zff[$(string(b)),$(string(c))]", binary = true, start = 0) for (b, c, br) in cont_nws) sol_component_value_mod_wonw(pm, :Zff, Zff) # _IM.sol_component_value(pm, nw, :reserves, :Zff, base_nws, Zff) FFRReserves_max = _PM.var(pm)[:FFRReserves_max] = JuMP.@variable(pm.model, [b in base_nws], base_name ="FFRReserves_max", start = 0) FCRReserves_max = _PM.var(pm)[:FCRReserves_max] = JuMP.@variable(pm.model, [b in base_nws], base_name ="FCRReserves_max", start = 0) for b in base_nws sol_component_value_mod(pm, b, :FFRReserves_max, FFRReserves_max[b]) sol_component_value_mod(pm, b, :FCRReserves_max, FCRReserves_max[b]) end base_cont= Dict() for b in base_nws # [item for item in a if item[2] == 4] base_cont = [tt for tt in cont_nws if tt[1] == b] ####_PM.var(pm)[:Zff] = JuMP.@variable(pm.model, [(z,w) in base_cont], base_name="zff", binary = true, start = 0 ) #just one variable, how to create multiple with an index for (z,w) in base_cont JuMP.@constraint(pm.model, FFRReserves_max[b] >= FFR_list[(z,w)] ) JuMP.@constraint(pm.model, FFRReserves_max[b] <= FFR_list[(z,w)] + 100*(1-Zff[(z,w)])) end JuMP.@constraint(pm.model, sum(Zff[(z,w)] for (z, w) in base_cont) == 1 ) end Scale = 8760*10 # 5 for no. of gap years between two time steps # for (i,branch) in _PM.nws(pm)[1][:branchdc_ne] # display(branch["cost"]) # end # # for (i,conv) in _PM.nws(pm)[1][:convdc_ne] # display(conv["cost"]) # end # display(gen_cost) JuMP.@constraint(pm.model, Inv_cost == sum(sum(conv["cost"]*_PM.var(pm, 1, :conv_ne, i) for (i,conv) in _PM.nws(pm)[1][:convdc_ne]) for (n, nw_ref) in _PM.nws(pm)) + sum(sum(branch["cost"]*_PM.var(pm, 1, :branchdc_ne, i) for (i,branch) in _PM.nws(pm)[1][:branchdc_ne]) for (n, nw_ref) in _PM.nws(pm)) ) JuMP.@constraint(pm.model, Gen_cost == sum(weights[b]*sum(Scale/10^6*gen_cost[(b,i)] for (i,gen) in _PM.nws(pm)[b][:gen]) for b in base_nws) ) # display(JuMP.@constraint(pm.model, FFRReserves == sum(FFR_cost[(c,2)]*100*Scale/10^6* _PM.var(pm, c, :Pff, 2) for (b,c,br) in cont_nws) )) JuMP.@constraint(pm.model, FFRReserves == Scale*sum(weights[b]*FFRReserves_max[b] for b in base_nws) ) JuMP.@constraint(pm.model, FCRReserves == Scale*sum(weights[b]*FCRReserves_max[b] for b in base_nws) ) # display(JuMP.@constraint(pm.model, FCRReserves == sum(FCR_cost[(c,2)]*100*Scale/10^6*_PM.var(pm, c, :Pgg, 2) for (b,c,br) in cont_nws) ) ) # print(JuMP.@constraint(pm.model, Cont == sum( sum( (Scale/10^6) *gen_cost[(c,i)]*_PM.ref(pm, b, :branchdc_ne, br)["fail_prob"]*_PM.var(pm, 1, :branchdc_ne, br) # for i in curt_gen) # for (b,c,br) in cont_nws) ) ) # display(JuMP.@constraint(pm.model, Cont == sum(weights[b]*_PM.ref(pm, b, :branchdc_ne, br)["fail_prob"]*_PM.var(pm, b, :branchdc_ne, br)* # (Scale/10^6*gen_cost[(c,3)] - Scale/10^6*gen_cost[(b,3)]) for (b,c,br) in cont_nws) ) ) curtailment = Dict() capacity = Dict() # # for b in base_nws # for c in curt_gen # curtailment[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) - _PM.var(pm, b, :pg, c) # # curtailment[(b,c)] = _PM.var(pm, b, :pg, c) # capacity[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) # end # end curtailment = Dict() capacity = Dict() for b in base_nws for c in curt_gen curtailment[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) - _PM.var(pm, b, :pg, c) capacity[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) end end for y = 1:total_year JuMP.@constraint(pm.model, Curt[y] == sum(sum(curtailment[(b,c)] for c in curt_gen) for b in year_base[y]) / sum(sum(capacity[(b,c)] for c in curt_gen) for b in year_base[y]) ) # JuMP.@constraint(pm.model, Curt[y] <= max_curt) end return JuMP.@objective(pm.model, Min, Inv_cost + FFRReserves + FCRReserves + Gen_cost) end function objective_min_cost_TNEP_PL_nocl(pm::_PM.AbstractPowerModel) base_nws = pm.setting["base_list"] cont_nws = pm.setting["Cont_list"] Total_sample = pm.setting["Total_sample"] curt_gen = pm.setting["curtailed_gen"] max_curt = pm.setting["max_curt"] year_base = pm.setting["year_base"] total_year = pm.setting["total_yr"] weights = pm.setting["weights"] gen_cost = Dict() FFR_cost = Dict() FCR_cost = Dict() fail_prob = Dict() Inv_cost = _PM.var(pm)[:Inv_cost] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Gen_cost = _PM.var(pm)[:Gen_cost] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) FFRReserves = _PM.var(pm)[:FFR_Reserves] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) FCRReserves = _PM.var(pm)[:FCR_Reserves] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Cont = _PM.var(pm)[:Cont] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Curt = _PM.var(pm)[:curt] = JuMP.@variable(pm.model, [i in 1:total_year], start = 0, lower_bound = 0) sol_component_value_mod_wonw(pm, :Inv_cost, Inv_cost) sol_component_value_mod_wonw(pm, :Gen_cost, Gen_cost) sol_component_value_mod_wonw(pm, :Curt, Curt) sol_component_value_mod_wonw(pm, :FFR_Reserves, FFRReserves) sol_component_value_mod_wonw(pm, :FCR_Reserves, FCRReserves) sol_component_value_mod_wonw(pm, :Cont, Cont) for (n, nw_ref) in _PM.nws(pm) for (r, reserves) in nw_ref[:reserves] FFR_cost[(n,r)] = reserves["Cf"] FCR_cost[(n,r)] = reserves["Cg"] end for (i,gen) in nw_ref[:gen] pg = _PM.var(pm, n, :pg, i) if length(gen["cost"]) == 1 gen_cost[(n,i)] = gen["cost"][1] elseif length(gen["cost"]) == 2 gen_cost[(n,i)] = gen["cost"][1]*pg + gen["cost"][2] elseif length(gen["cost"]) == 3 gen_cost[(n,i)] = gen["cost"][2]*pg + gen["cost"][3] else gen_cost[(n,i)] = 0.0 end end end Scale = 8760/Total_sample*5 # 5 for no. of gap years between two time steps JuMP.@constraint(pm.model, Inv_cost == sum(sum(conv["cost"]*_PM.var(pm, 1, :conv_ne, i) for (i,conv) in _PM.nws(pm)[1][:convdc_ne]) for (n, nw_ref) in _PM.nws(pm)) + sum(sum(branch["cost"]*_PM.var(pm, 1, :branchdc_ne, i) for (i,branch) in _PM.nws(pm)[1][:branchdc_ne]) for (n, nw_ref) in _PM.nws(pm)) ) JuMP.@constraint(pm.model, Gen_cost == sum(sum(Scale/10^6*gen_cost[(b,i)] for (i,gen) in _PM.nws(pm)[b][:gen]) for b in base_nws) ) JuMP.@constraint(pm.model, FFRReserves == sum(FFR_cost[(c,2)]*100*Scale/10^6* _PM.var(pm, c, :Pff, 2) for (b,c,br) in cont_nws) ) JuMP.@constraint(pm.model, FCRReserves == sum(FCR_cost[(c,2)]*100*Scale/10^6*_PM.var(pm, c, :Pgg, 2) for (b,c,br) in cont_nws) ) JuMP.@constraint(pm.model, Cont == sum(_PM.ref(pm, b, :branchdc_ne, br)["fail_prob"]*_PM.var(pm, b, :branchdc_ne, br)* (Scale/10^6*gen_cost[(c,3)] - Scale/10^6*gen_cost[(b,3)]) for (b,c,br) in cont_nws) ) curtailment = Dict() capacity = Dict() for b in base_nws for c in curt_gen curtailment[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) - _PM.var(pm, b, :pg, c) capacity[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) end end for y = 1:total_year JuMP.@constraint(pm.model, Curt[y] == sum(sum(curtailment[(b,c)] for c in curt_gen) for b in year_base[y]) / sum(sum(capacity[(b,c)] for c in curt_gen) for b in year_base[y]) ) # JuMP.@constraint(pm.model, Curt[y] <= max_curt) end return display( JuMP.@objective(pm.model, Min, Inv_cost + Gen_cost + FFRReserves + FCRReserves + Cont ) ) end function objective_min_cost_TNEP_PL(pm::_PM.AbstractPowerModel) base_nws = pm.setting["base_list"] cont_nws = pm.setting["Cont_list"] Total_sample = pm.setting["Total_sample"] curt_gen = pm.setting["curtailed_gen"] max_curt = pm.setting["max_curt"] year_base = pm.setting["year_base"] total_year = pm.setting["total_yr"] gen_cost = Dict() FFR_cost = Dict() FCR_cost = Dict() fail_prob = Dict() Inv_cost = _PM.var(pm)[:Inv_cost] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Gen_cost = _PM.var(pm)[:Gen_cost] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) FFRReserves = _PM.var(pm)[:FFR_Reserves] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) FCRReserves = _PM.var(pm)[:FCR_Reserves] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Curt = _PM.var(pm)[:curt] = JuMP.@variable(pm.model, start = 0) Cont = _PM.var(pm)[:Cont] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) weights = pm.setting["weights"] sol_component_value_mod_wonw(pm, :Inv_cost, Inv_cost) sol_component_value_mod_wonw(pm, :Gen_cost, Gen_cost) sol_component_value_mod_wonw(pm, :FFR_Reserves, FFRReserves) sol_component_value_mod_wonw(pm, :FCR_Reserves, FCRReserves) sol_component_value_mod_wonw(pm, :Cont, Cont) sol_component_value_mod_wonw(pm, :Curt, Curt) for (n, nw_ref) in _PM.nws(pm) for (r, reserves) in nw_ref[:reserves] FFR_cost[(n,r)] = reserves["Cf"] FCR_cost[(n,r)] = reserves["Cg"] end for (i,gen) in nw_ref[:gen] pg = _PM.var(pm, n, :pg, i) if length(gen["cost"]) == 1 gen_cost[(n,i)] = gen["cost"][1] elseif length(gen["cost"]) == 2 gen_cost[(n,i)] = gen["cost"][1]*pg + gen["cost"][2] elseif length(gen["cost"]) == 3 gen_cost[(n,i)] = gen["cost"][2]*pg + gen["cost"][3] else gen_cost[(n,i)] = 0.0 end end end FFR_list = Dict() FCR_list = Dict() for (b,c,br) in cont_nws FFR_list[(b,c)] = FFR_cost[(c,2)]*100/10^6*_PM.var(pm, c, :Pff, 2)+ FCR_cost[(c,2)]*100/10^6*_PM.var(pm, c, :Pgg, 2) # a_ub, a_lb = _IM.variable_domain(_PM.var(pm, c, :Pff, 2)) # display("a_ub:$a_ub a_lb:$a_lb") end Zff = _PM.var(pm)[:Zff] = Dict((b, c) => JuMP.@variable(pm.model, base_name = "zff[$(string(b)),$(string(c))]", binary = true, start = 0) for (b, c, br) in cont_nws) sol_component_value_mod_wonw(pm, :Zff, Zff) # _IM.sol_component_value(pm, nw, :reserves, :Zff, base_nws, Zff) FFRReserves_max = _PM.var(pm)[:FFRReserves_max] = JuMP.@variable(pm.model, [b in base_nws], base_name ="FFRReserves_max", start = 0) FCRReserves_max = _PM.var(pm)[:FCRReserves_max] = JuMP.@variable(pm.model, [b in base_nws], base_name ="FCRReserves_max", start = 0) for b in base_nws sol_component_value_mod(pm, b, :FFRReserves_max, FFRReserves_max[b]) sol_component_value_mod(pm, b, :FCRReserves_max, FCRReserves_max[b]) end base_cont= Dict() for b in base_nws # [item for item in a if item[2] == 4] base_cont = [tt for tt in cont_nws if tt[1] == b] ####_PM.var(pm)[:Zff] = JuMP.@variable(pm.model, [(z,w) in base_cont], base_name="zff", binary = true, start = 0 ) #just one variable, how to create multiple with an index for (z,w) in base_cont JuMP.@constraint(pm.model, FFRReserves_max[b] >= FFR_list[(z,w)] ) JuMP.@constraint(pm.model, FFRReserves_max[b] <= FFR_list[(z,w)] + 100*(1-Zff[(z,w)])) end JuMP.@constraint(pm.model, sum(Zff[(z,w)] for (z, w) in base_cont) == 1 ) end Scale = 8760*10 # 5 for no. of gap years between two time steps # for (i,branch) in _PM.nws(pm)[1][:branchdc_ne] # display(branch["cost"]) # end # # for (i,conv) in _PM.nws(pm)[1][:convdc_ne] # display(conv["cost"]) # end # display(gen_cost) JuMP.@constraint(pm.model, Inv_cost == sum(sum(conv["cost"]*_PM.var(pm, 1, :conv_ne, i) for (i,conv) in _PM.nws(pm)[1][:convdc_ne]) for (n, nw_ref) in _PM.nws(pm)) + sum(sum(branch["cost"]*_PM.var(pm, 1, :branchdc_ne, i) for (i,branch) in _PM.nws(pm)[1][:branchdc_ne]) for (n, nw_ref) in _PM.nws(pm)) ) JuMP.@constraint(pm.model, Gen_cost == sum(weights[b]*sum(Scale/10^6*gen_cost[(b,i)] for (i,gen) in _PM.nws(pm)[b][:gen]) for b in base_nws) ) # display(JuMP.@constraint(pm.model, FFRReserves == sum(FFR_cost[(c,2)]*100*Scale/10^6* _PM.var(pm, c, :Pff, 2) for (b,c,br) in cont_nws) )) JuMP.@constraint(pm.model, FFRReserves == Scale*sum(weights[b]*FFRReserves_max[b] for b in base_nws) ) JuMP.@constraint(pm.model, FCRReserves == Scale*sum(weights[b]*FCRReserves_max[b] for b in base_nws) ) # display(JuMP.@constraint(pm.model, FCRReserves == sum(FCR_cost[(c,2)]*100*Scale/10^6*_PM.var(pm, c, :Pgg, 2) for (b,c,br) in cont_nws) ) ) # print(JuMP.@constraint(pm.model, Cont == sum( sum( (Scale/10^6) *gen_cost[(c,i)]*_PM.ref(pm, b, :branchdc_ne, br)["fail_prob"]*_PM.var(pm, 1, :branchdc_ne, br) # for i in curt_gen) # for (b,c,br) in cont_nws) ) ) # display(JuMP.@constraint(pm.model, Cont == sum(weights[b]*_PM.ref(pm, b, :branchdc_ne, br)["fail_prob"]*_PM.var(pm, b, :branchdc_ne, br)* # (Scale/10^6*gen_cost[(c,3)] - Scale/10^6*gen_cost[(b,3)]) for (b,c,br) in cont_nws) ) )`` curtailment = Dict() capacity = Dict() # # for b in base_nws # for c in curt_gen # curtailment[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) - _PM.var(pm, b, :pg, c) # # curtailment[(b,c)] = _PM.var(pm, b, :pg, c) # capacity[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) # end # end curtailment = Dict() capacity = Dict() for b in base_nws for c in curt_gen curtailment[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) - _PM.var(pm, b, :pg, c) capacity[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) end end for y = 1:total_year JuMP.@constraint(pm.model, Curt[y] == sum(sum(curtailment[(b,c)] for c in curt_gen) for b in year_base[y]) / sum(sum(capacity[(b,c)] for c in curt_gen) for b in year_base[y]) ) # JuMP.@constraint(pm.model, Curt[y] <= max_curt) end return display( JuMP.@objective(pm.model, Min, Inv_cost + Gen_cost + FFRReserves + FCRReserves) ) end function objective_min_cost_TNEP_FSNS_rev1(pm::_PM.AbstractPowerModel) base_nws = pm.setting["base_list"] cont_nws = pm.setting["Cont_list"] Total_sample = pm.setting["Total_sample"] curt_gen = pm.setting["curtailed_gen"] max_curt = pm.setting["max_curt"] year_base = pm.setting["year_base"] total_year = pm.setting["total_yr"] gen_cost = Dict() FFR_cost = Dict() FCR_cost = Dict() fail_prob = Dict() Inv_cost = _PM.var(pm)[:Inv_cost] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Gen_cost = _PM.var(pm)[:Gen_cost] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) FFRReserves = _PM.var(pm)[:FFR_Reserves] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) FCRReserves = _PM.var(pm)[:FCR_Reserves] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) Curt = _PM.var(pm)[:curt] = JuMP.@variable(pm.model, start = 0) Cont = _PM.var(pm)[:Cont] = JuMP.@variable(pm.model, start = 0, lower_bound = 0) weights = pm.setting["weights"] sol_component_value_mod_wonw(pm, :Inv_cost, Inv_cost) sol_component_value_mod_wonw(pm, :Gen_cost, Gen_cost) sol_component_value_mod_wonw(pm, :FFR_Reserves, FFRReserves) sol_component_value_mod_wonw(pm, :FCR_Reserves, FCRReserves) sol_component_value_mod_wonw(pm, :Cont, Cont) for (n, nw_ref) in _PM.nws(pm) for (r, reserves) in nw_ref[:reserves] FFR_cost[(n,r)] = reserves["Cf"] FCR_cost[(n,r)] = reserves["Cg"] end for (i,gen) in nw_ref[:gen] pg = _PM.var(pm, n, :pg, i) if length(gen["cost"]) == 1 gen_cost[(n,i)] = gen["cost"][1] elseif length(gen["cost"]) == 2 gen_cost[(n,i)] = gen["cost"][1]*pg + gen["cost"][2] elseif length(gen["cost"]) == 3 gen_cost[(n,i)] = gen["cost"][2]*pg + gen["cost"][3] else gen_cost[(n,i)] = 0.0 end end end FFR_list = Dict() FCR_list = Dict() for (b,c,br) in cont_nws FFR_list[(b,c)] = FFR_cost[(c,2)]*100/10^6*_PM.var(pm, c, :Pff, 2)+ FCR_cost[(c,2)]*100/10^6*_PM.var(pm, c, :Pgg, 2) # a_ub, a_lb = _IM.variable_domain(_PM.var(pm, c, :Pff, 2)) # display("a_ub:$a_ub a_lb:$a_lb") end Zff = _PM.var(pm)[:Zff] = Dict((b, c) => JuMP.@variable(pm.model, base_name = "zff[$(string(b)),$(string(c))]", binary = true, start = 0) for (b, c, br) in cont_nws) sol_component_value_mod_wonw(pm, :Zff, Zff) # _IM.sol_component_value(pm, nw, :reserves, :Zff, base_nws, Zff) FFRReserves_max = _PM.var(pm)[:FFRReserves_max] = JuMP.@variable(pm.model, [b in base_nws], base_name ="FFRReserves_max", start = 0) FCRReserves_max = _PM.var(pm)[:FCRReserves_max] = JuMP.@variable(pm.model, [b in base_nws], base_name ="FCRReserves_max", start = 0) for b in base_nws sol_component_value_mod(pm, b, :FFRReserves_max, FFRReserves_max[b]) sol_component_value_mod(pm, b, :FCRReserves_max, FCRReserves_max[b]) end base_cont= Dict() for b in base_nws # [item for item in a if item[2] == 4] base_cont = [tt for tt in cont_nws if tt[1] == b] ####_PM.var(pm)[:Zff] = JuMP.@variable(pm.model, [(z,w) in base_cont], base_name="zff", binary = true, start = 0 ) #just one variable, how to create multiple with an index for (z,w) in base_cont JuMP.@constraint(pm.model, FFRReserves_max[b] >= FFR_list[(z,w)] ) JuMP.@constraint(pm.model, FFRReserves_max[b] <= FFR_list[(z,w)] + 100*(1-Zff[(z,w)])) end JuMP.@constraint(pm.model, sum(Zff[(z,w)] for (z, w) in base_cont) == 1 ) end Scale = 8760*10 # 5 for no. of gap years between two time steps JuMP.@constraint(pm.model, Inv_cost == sum(sum(conv["cost"]*_PM.var(pm, 1, :conv_ne, i) for (i,conv) in _PM.nws(pm)[1][:convdc_ne]) for (n, nw_ref) in _PM.nws(pm)) + sum(sum(branch["cost"]*_PM.var(pm, 1, :branchdc_ne, i) for (i,branch) in _PM.nws(pm)[1][:branchdc_ne]) for (n, nw_ref) in _PM.nws(pm)) ) display(JuMP.@constraint(pm.model, Gen_cost == sum(weights[b]*sum(Scale/10^6*gen_cost[(b,i)] for i in curt_gen) for b in base_nws) ) ) # display(JuMP.@constraint(pm.model, FFRReserves == sum(FFR_cost[(c,2)]*100*Scale/10^6* _PM.var(pm, c, :Pff, 2) for (b,c,br) in cont_nws) )) JuMP.@constraint(pm.model, FFRReserves == Scale*sum(weights[b]*FFRReserves_max[b] for b in base_nws) ) JuMP.@constraint(pm.model, FCRReserves == Scale*sum(weights[b]*FCRReserves_max[b] for b in base_nws) ) # JuMP.@constraint(pm.model, Cont == sum(weights[b]*_PM.ref(pm, b, :branchdc_ne, br)["fail_prob"]*_PM.var(pm, b, :branchdc_ne, br)* # (Scale/10^6*(gen_cost[(c,1)] + gen_cost[(c,2)]) - Scale/10^6*(gen_cost[(b,1)]+gen_cost[(b,2)]) ]) for (b,c,br) in cont_nws) ) curtailment = Dict() capacity = Dict() # for b in base_nws # for c in curt_gen # curtailment[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) - _PM.var(pm, b, :pg, c) # # curtailment[(b,c)] = _PM.var(pm, b, :pg, c) # capacity[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) # end # end # curtailment = Dict() # capacity = Dict() # for b in base_nws # for c in curt_gen # curtailment[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) - _PM.var(pm, b, :pg, c) # capacity[(b,c)] = JuMP.upper_bound(_PM.var(pm, b, :pg, c)) # end # end # for y = 1:total_year # JuMP.@constraint(pm.model, Curt[y] == sum(sum(curtailment[(b,c)] for c in curt_gen) for b in year_base[y]) / sum(sum(capacity[(b,c)] for c in curt_gen) for b in year_base[y]) ) # JuMP.@constraint(pm.model, Curt[y] <= max_curt) # end display("objective_min_cost_TNEP_FSNS_rev1") return JuMP.@objective(pm.model, Min, FFRReserves + FCRReserves + Inv_cost - Gen_cost) end
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""" tfill(v, ::Val{D}) where D Returns a tuple of length `D` that contains `D` times the object `v`. In contrast to `tuple(fill(v,D)...)` which returns the same result, this function is type-stable. """ function tfill(v, ::Val{D}) where D t = tfill(v, Val{D-1}()) (v,t...) end tfill(v,::Val{0}) = () tfill(v,::Val{1}) = (v,) tfill(v,::Val{2}) = (v,v) tfill(v,::Val{3}) = (v,v,v) """ get_val_parameter(::Val{T}) where T get_val_parameter(::Type{Val{T}}) where T Returns `T`. """ function get_val_parameter(::Val{T}) where T T end function get_val_parameter(::Type{Val{T}}) where T T end
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abstract type AbstractPardisoLU{Tv,Ti} <: AbstractLUFactorization{Tv,Ti} end mutable struct PardisoLU{Tv, Ti} <: AbstractPardisoLU{Tv,Ti} A::Union{ExtendableSparseMatrix{Tv,Ti},Nothing} ps::Pardiso.PardisoSolver phash::UInt64 end function PardisoLU{Tv,Ti}(;iparm=nothing,dparm=nothing,mtype=nothing) where {Tv,Ti} fact=PardisoLU{Tv,Ti}(nothing,Pardiso.PardisoSolver(),0) default_initialize!(fact,iparm,dparm,mtype) end """ ``` PardisoLU(;valuetype=Float64, indextype=Int64, iparm::Vector, dparm::Vector, mtype::Int) PardisoLU(matrix; iparm,dparm,mtype) ``` LU factorization based on pardiso. For using this, you need to issue `using Pardiso` and have the pardiso library from [pardiso-project.org](https://pardiso-project.org) [installed](https://github.com/JuliaSparse/Pardiso.jl#pardiso-60). The optional keyword arguments `mtype`, `iparm` and `dparm` are (Pardiso internal parameters)[https://github.com/JuliaSparse/Pardiso.jl#readme]. Forsetting them, one can also access the `PardisoSolver` e.g. like ``` using Pardiso plu=PardisoLU() Pardiso.set_iparm!(plu.ps,5,13.0) ``` """ PardisoLU(;valuetype::Type=Float64, indextype::Type=Int64, kwargs...)=PardisoLU{valuetype,indextype}(;kwargs...) ############################################################################################# mutable struct MKLPardisoLU{Tv, Ti} <: AbstractPardisoLU{Tv,Ti} A::Union{ExtendableSparseMatrix{Tv,Ti},Nothing} ps::Pardiso.MKLPardisoSolver phash::UInt64 end function MKLPardisoLU{Tv,Ti}(;iparm=nothing,mtype=nothing) where {Tv,Ti} fact=MKLPardisoLU{Tv,Ti}(nothing,Pardiso.MKLPardisoSolver(),0) default_initialize!(fact, iparm,nothing,mtype) end """ ``` MKLPardisoLU(;valuetype=Float64, indextype=Int64, iparm::Vector, mtype::Int) MKLPardisoLU(matrix; iparm, mtype) ``` LU factorization based on pardiso. For using this, you need to issue `using Pardiso`. This version uses the early 2000's fork in Intel's MKL library. The optional keyword arguments `mtype` and `iparm` are (Pardiso internal parameters)[https://github.com/JuliaSparse/Pardiso.jl#readme]. For setting them you can also access the `PardisoSolver` e.g. like ``` using Pardiso plu=MKLPardisoLU() Pardiso.set_iparm!(plu.ps,5,13.0) ``` """ MKLPardisoLU(;valuetype::Type=Float64, indextype::Type=Int64,kwargs...)=MKLPardisoLU{valuetype,indextype}(;kwargs...) ########################################################################################## function default_initialize!(fact::AbstractPardisoLU{Tv,Ti}, iparm,dparm,mtype) where {Tv, Ti} if !isnothing(mtype) my_mtype=mtype elseif Tv<:Complex my_mtype=Pardiso.COMPLEX_NONSYM else my_mtype=Pardiso.REAL_NONSYM end Pardiso.set_matrixtype!(fact.ps,Pardiso.REAL_NONSYM) if !isnothing(iparm) for i=1:min(length(iparm),length(fact.ps.iparm)) Pardiso.set_iparm!(fact.ps,i,iparm[i]) end end if !isnothing(dparm) for i=1:min(length(dparm),length(fact.ps.dparm)) Pardiso.set_dparm!(fact.ps,i,dparm[i]) end end fact end function update!(lufact::AbstractPardisoLU{Tv,Ti}) where {Tv, Ti} ps=lufact.ps flush!(lufact.A) Acsc=lufact.A.cscmatrix if lufact.phash!=lufact.A.phash Pardiso.set_phase!(ps, Pardiso.RELEASE_ALL) Pardiso.pardiso(ps, Tv[], Acsc, Tv[]) Pardiso.set_phase!(ps, Pardiso.ANALYSIS_NUM_FACT) lufact.phash=lufact.A.phash else Pardiso.set_phase!(ps, Pardiso.NUM_FACT) end Pardiso.fix_iparm!(ps, :N) Pardiso.pardiso(ps, Tv[], Acsc, Tv[]) lufact end function LinearAlgebra.ldiv!(u::AbstractArray{T,1} where T, lufact::AbstractPardisoLU, v::AbstractArray{T,1} where T) ps=lufact.ps Acsc=lufact.A.cscmatrix Pardiso.set_phase!(ps, Pardiso.SOLVE_ITERATIVE_REFINE) Pardiso.pardiso(ps, u, Acsc, v) u end LinearAlgebra.ldiv!(fact::AbstractPardisoLU, v::AbstractArray{T,1} where T)=ldiv!(v,fact,copy(v)) @eval begin @makefrommatrix PardisoLU @makefrommatrix MKLPardisoLU end
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""" ExponentiatedKernel() Exponentiated kernel. # Definition For inputs ``x, x' \\in \\mathbb{R}^d``, the exponentiated kernel is defined as ```math k(x, x') = \\exp(x^\\top x'). ``` """ struct ExponentiatedKernel <: SimpleKernel end kappa(::ExponentiatedKernel, xᵀy::Real) = exp(xᵀy) metric(::ExponentiatedKernel) = DotProduct() iskroncompatible(::ExponentiatedKernel) = true Base.show(io::IO, ::ExponentiatedKernel) = print(io, "Exponentiated Kernel")
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2.642045
176
module FastArrayOps import Base.LinAlg: BlasReal, BlasComplex, BlasFloat, BlasInt, BlasChar const libblas = Base.libblas_name export fast_scale!, unsafe_fast_scale!, fast_add!, unsafe_fast_add!, fast_addscal!, unsafe_fast_addscal!, fast_copy!, unsafe_fast_copy!, fast_fill!, unsafe_fast_fill! export fast_check1, fast_check2, fast_check3, nmax2nel, nel2nmax, fast_args2range, fast_range2args # WARNING: FastArrayOps.jl gets overwritten by FastArrayOps_src.jl when running make.jl ## CONSTANTS const NLIM_SCALE = 13 const NLIM_SCALE_OOP1 = 80 const NLIM_SCALE_OOP2 = 100000 const NLIM_SCALEARR = typemax(Int) const NLIM_SCALEARR_OOP = typemax(Int) const NLIM_ADD = typemax(Int) const NLIM_ADD_OOP = typemax(Int) const NLIM_ADDARR = 13 const NLIM_ADDARR_OOP1 = 30 const NLIM_ADDARR_OOP2 = 100000 const NLIM_ADDARRSCAL = 13 const NLIM_ADDARRSCAL_OOP1 = 30 const NLIM_ADDARRSCAL_OOP2 = 100000 const NLIM_COPY1 = 80 const NLIM_COPY2 = 100000 const NLIM_FILL = 13 ## UTILS function nmax2nel(i::Int, inc::Int, nmax::Int) @assert 0 < i nmax < i && return 0 return div(nmax - i, abs(inc)) + 1 end function nel2nmax(i::Int, inc::Int, nel::Int) @assert 0 < i nel < 0 && return i - 1 return i + (nel- 1)*abs(inc) end function fast_args2range(i::Int, inc::Int, n::Int) @assert 0 < i r = i:abs(inc):nel2nmax(i, abs(inc), n) if inc < 0 r = reverse(r) end return r end function fast_range2args(r::Range) inc = step(r) if inc > 0 return (first(r), inc, length(r)) else return (last(r), inc, length(r)) end end function fast_check1(x, ix, incx, n) # src: fast_check1.jl 0 < incx || throw(ArgumentError("non-positive increment")) 0 < ix || throw(BoundsError()) ix+(n-1)*incx <= length(x) || throw(BoundsError()) return 0 end function fast_check2(x, ix, incx, y, iy, incy, n) # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) return 0 end function fast_check3(x, ix, incx, y, iy, incy, z, iz, incz, n) # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) return 0 end # utils for 0 fill inttype(::Type{Float32}) = Int32 inttype(::Type{Float64}) = Int64 inttype(::Type{Complex64}) = Int64 inttype(::Type{Complex128}) = Int128 function fast_reinterpret1{T<:Number}(::Type{T}, a::Array) @assert length(a) == 1 ccall(:jl_reshape_array, Array{T,1}, (Any, Any, Any), Array{T,1}, a, (1,)) end # are float 0s zero bits? function zerobits() v = reinterpret(inttype(Float32), convert(Float32, 0)) v += reinterpret(inttype(Float64), convert(Float64, 0)) v += fast_reinterpret1(inttype(Complex64), [convert(Complex64, 0)])[1] v += fast_reinterpret1(inttype(Complex128), [convert(Complex128, 0)])[1] if v == 0 return true else return false end end const ZEROFLOAT = zerobits() for (fscal, fcopy, faxpy, ftbmv, fsbmv, elty) in ( (:dscal_, :dcopy_, :daxpy_, :dtbmv_, :dsbmv_, :Float64), (:sscal_, :scopy_, :saxpy_, :stbmv_, :ssbmv_, :Float32), (:zscal_, :zcopy_, :zaxpy_, :ztbmv_, :zsbmv_, :Complex128), (:cscal_, :ccopy_, :caxpy_, :ctbmv_, :csbmv_, :Complex64)) ## SCALE METHODS for (f, isunsafe) in ( (:fast_scale!, false), (:unsafe_fast_scale!, true) ) @eval begin # x = a*x # ======= # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, a::$elty, n::Int) $isunsafe || begin # src: fast_check1.jl 0 < incx || throw(ArgumentError("non-positive increment")) 0 < ix || throw(BoundsError()) ix+(n-1)*incx <= length(x) || throw(BoundsError()) end if n < $NLIM_SCALE*incx # src: scalarr1_for.jl incx = abs(incx) @inbounds for i = ix:incx:ix-1+n*incx x[i] = *( a, x[i] ) end else # src: blas_scale.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) ccall(($(string(fscal)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), px, &(incx)) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, a::$elty, n::Int) $isunsafe || begin # src: set1_inc1.jl incx = 1 # src: fast_check1.jl 0 < incx || throw(ArgumentError("non-positive increment")) 0 < ix || throw(BoundsError()) ix+(n-1)*incx <= length(x) || throw(BoundsError()) end if n < $NLIM_SCALE #*incx # src: scalarr1_for_inc1.jl @inbounds for i = ix:ix-1+n x[i] = *( a, x[i] ) end else # src: set1_inc1.jl incx = 1 # src: blas_scale.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) ccall(($(string(fscal)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), px, &(incx)) end return x end # x = a*y # ======= # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, incy::Int, a::$elty, n::Int) $isunsafe || begin # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end mul = max(abs(incx), abs(incy)) if n < $NLIM_SCALE_OOP1*mul || n*mul > $NLIM_SCALE_OOP2 # src: scalarr1_foroop.jl incx < 0 && (ix = ix+(n-1)*abs(incx)) incy < 0 && (iy = iy+(n-1)*abs(incy)) @inbounds for i = 0:n-1 x[ix+i*incx] = *( a, y[iy+i*incy] ) end else # src: blas_copy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(fcopy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), py, &(incy), px, &(incx)) # src: blas_scale.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) ccall(($(string(fscal)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), px, &(incx)) end return x end # inceq function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, a::$elty, n::Int) $isunsafe || begin # src: set2_inceq.jl incy = incx # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end mul = abs(incx) if n < $NLIM_SCALE_OOP1*mul || n*mul > $NLIM_SCALE_OOP2 # src: scalarr1_foroop_inceq.jl incx = abs(incx) d = iy - ix @inbounds for i = ix:incx:ix+(n-1)*incx x[i] = *( a, y[d+i] ) end else # src: set2_inceq.jl incy = incx # src: blas_copy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(fcopy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), py, &(incy), px, &(incx)) # src: blas_scale.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) ccall(($(string(fscal)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), px, &(incx)) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, iy::Int, a::$elty, n::Int) $isunsafe || begin # src: set2_inc1.jl incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end if n < $NLIM_SCALE_OOP1 || n > $NLIM_SCALE_OOP2 # src: scalarr1_foroop_inc1.jl d = iy - ix @inbounds for i = ix:ix-1+n x[i] = *( a, y[d+i] ) end else # src: set2_inc1.jl incx = 1 incy = 1 # src: c_memcpy.jl selty = sizeof($(elty)) px = convert(Ptr{$(elty)},x) + (ix-1)*selty py = convert(Ptr{$(elty)},y) + (iy-1)*selty ccall(:memcpy, Ptr{Void}, (Ptr{Void}, Ptr{Void}, Uint), px, py, n*selty) # src: blas_scale.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) ccall(($(string(fscal)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), px, &(incx)) end return x end # inc1ieq function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, a::$elty, n::Int) $isunsafe || begin # src: set2_inc1ieq.jl iy = ix incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end if n < $NLIM_SCALE_OOP1 || n > $NLIM_SCALE_OOP2 # src: scalarr1_foroop_inc1ieq.jl @inbounds for i = ix:ix-1+n x[i] = *( a, y[i] ) end else # src: set2_inc1ieq.jl iy = ix incx = 1 incy = 1 # src: c_memcpy.jl selty = sizeof($(elty)) px = convert(Ptr{$(elty)},x) + (ix-1)*selty py = convert(Ptr{$(elty)},y) + (iy-1)*selty ccall(:memcpy, Ptr{Void}, (Ptr{Void}, Ptr{Void}, Uint), px, py, n*selty) # src: blas_scale.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) ccall(($(string(fscal)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), px, &(incx)) end return x end # x = x.*y # ======== # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, incy::Int, n::Int) $isunsafe || begin # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end # src: arr2xy_for.jl incx < 0 && (ix = ix+(n-1)*abs(incx)) incy < 0 && (iy = iy+(n-1)*abs(incy)) @inbounds for i = 0:n-1 x[ix+i*incx] = *( x[ix+i*incx], y[iy+i*incy] ) end return x end # inceq function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, n::Int) $isunsafe || begin # src: set2_inceq.jl incy = incx # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end # src: arr2xy_for_inceq.jl incx = abs(incx) d = iy - ix @inbounds for i = ix:incx:ix+(n-1)*incx x[i] = *( x[i], y[d+i] ) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, iy::Int, n::Int) $isunsafe || begin # src: set2_inc1.jl incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end # src: arr2xy_for_inc1.jl d = iy - ix @inbounds for i = ix:ix-1+n x[i] = *( x[i], y[d+i] ) end return x end # inc1ieq function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, n::Int) $isunsafe || begin # src: set2_inc1ieq.jl iy = ix incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end # src: arr2xy_for_inc1ieq.jl @inbounds for i = ix:ix-1+n x[i] = *( x[i], y[i] ) end return x end # x = y.*z # ======== # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, incy::Int, z::Array{$elty}, iz::Int, incz::Int, n::Int) $isunsafe || begin # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end # src: arr2yz_foroop.jl incx < 0 && (ix = ix+(n-1)*abs(incx)) incy < 0 && (iy = iy+(n-1)*abs(incy)) incz < 0 && (iz = iz+(n-1)*abs(incz)) @inbounds for i = 0:n-1 x[ix+i*incx] = *( y[iy+i*incy], z[iz+i*incz] ) end return x end # inceq function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, z::Array{$elty}, iz::Int, n::Int) $isunsafe || begin # src: set3_inceq.jl incy = incx incz = incx # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end # src: arr2yz_foroop_inceq.jl incx = abs(incx) dy = iy - ix dz = iz - ix @inbounds for i = ix:incx:ix+(n-1)*incx x[i] = *( y[dy+i], z[dz+i] ) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, iy::Int, z::Array{$elty}, iz::Int, n::Int) $isunsafe || begin # src: set3_inc1.jl incx = 1 incy = 1 incz = 1 # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end # src: arr2yz_foroop_inc1.jl dy = iy - ix dz = iz - ix @inbounds for i = ix:ix-1+n x[i] = *( y[dy+i], z[dz+i] ) end return x end # inc1ieq function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, z::Array{$elty}, n::Int) $isunsafe || begin # src: set3_inc1ieq.jl iy = ix iz = ix incx = 1 incy = 1 incz = 1 # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end # src: arr2yz_foroop_inc1ieq.jl @inbounds for i = ix:ix-1+n x[i] = *( y[i], z[i] ) end return x end end # eval begin end # for ## ADD METHODS for (f, isunsafe) in ( (:fast_add!, false), (:unsafe_fast_add!, true) ) @eval begin # x = x + a # ======= # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, a::$elty, n::Int) $isunsafe || begin # src: fast_check1.jl 0 < incx || throw(ArgumentError("non-positive increment")) 0 < ix || throw(BoundsError()) ix+(n-1)*incx <= length(x) || throw(BoundsError()) end # src: scalarr1_for.jl incx = abs(incx) @inbounds for i = ix:incx:ix-1+n*incx x[i] = +( a, x[i] ) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, a::$elty, n::Int) $isunsafe || begin # src: set1_inc1.jl incx = 1 # src: fast_check1.jl 0 < incx || throw(ArgumentError("non-positive increment")) 0 < ix || throw(BoundsError()) ix+(n-1)*incx <= length(x) || throw(BoundsError()) end # src: scalarr1_for_inc1.jl @inbounds for i = ix:ix-1+n x[i] = +( a, x[i] ) end return x end # x = y + a # ======= # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, incy::Int, a::$elty, n::Int) $isunsafe || begin # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end # src: scalarr1_foroop.jl incx < 0 && (ix = ix+(n-1)*abs(incx)) incy < 0 && (iy = iy+(n-1)*abs(incy)) @inbounds for i = 0:n-1 x[ix+i*incx] = +( a, y[iy+i*incy] ) end return x end # inceq function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, a::$elty, n::Int) $isunsafe || begin # src: set2_inceq.jl incy = incx # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end # src: scalarr1_foroop_inceq.jl incx = abs(incx) d = iy - ix @inbounds for i = ix:incx:ix+(n-1)*incx x[i] = +( a, y[d+i] ) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, iy::Int, a::$elty, n::Int) $isunsafe || begin # src: set2_inc1.jl incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end # src: scalarr1_foroop_inc1.jl d = iy - ix @inbounds for i = ix:ix-1+n x[i] = +( a, y[d+i] ) end return x end # inc1ieq function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, a::$elty, n::Int) $isunsafe || begin # src: set2_inc1ieq.jl iy = ix incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end # src: scalarr1_foroop_inc1ieq.jl @inbounds for i = ix:ix-1+n x[i] = +( a, y[i] ) end return x end # x = x + y # ========= # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, incy::Int, n::Int) $isunsafe || begin # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end if n < $NLIM_ADDARR #*mul # || n*mul > $NLIM_SCALEARR # src: arr2xy_for.jl incx < 0 && (ix = ix+(n-1)*abs(incx)) incy < 0 && (iy = iy+(n-1)*abs(incy)) @inbounds for i = 0:n-1 x[ix+i*incx] = +( x[ix+i*incx], y[iy+i*incy] ) end else a = 1 # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inceq function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, n::Int) $isunsafe || begin # src: set2_inceq.jl incy = incx # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end if n < $NLIM_ADDARR # src: arr2xy_for_inceq.jl incx = abs(incx) d = iy - ix @inbounds for i = ix:incx:ix+(n-1)*incx x[i] = +( x[i], y[d+i] ) end else a = 1 # src: set2_inceq.jl incy = incx # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, iy::Int, n::Int) $isunsafe || begin # src: set2_inc1.jl incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end if n < $NLIM_ADDARR # src: arr2xy_for_inc1.jl d = iy - ix @inbounds for i = ix:ix-1+n x[i] = +( x[i], y[d+i] ) end else a = 1 # src: set2_inc1.jl incx = 1 incy = 1 # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inc1ieq function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, n::Int) $isunsafe || begin # src: set2_inc1ieq.jl iy = ix incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end if n < $NLIM_ADDARR # src: arr2xy_for_inc1ieq.jl @inbounds for i = ix:ix-1+n x[i] = +( x[i], y[i] ) end else a = 1 # src: set2_inc1ieq.jl iy = ix incx = 1 incy = 1 # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # x = y + z # ========= # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, incy::Int, z::Array{$elty}, iz::Int, incz::Int, n::Int) $isunsafe || begin # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end if n < $NLIM_ADDARR_OOP1 || n > $NLIM_ADDARR_OOP2 #*mul # || n*mul > $NLIM_SCALEARR # src: arr2yz_foroop.jl incx < 0 && (ix = ix+(n-1)*abs(incx)) incy < 0 && (iy = iy+(n-1)*abs(incy)) incz < 0 && (iz = iz+(n-1)*abs(incz)) @inbounds for i = 0:n-1 x[ix+i*incx] = +( y[iy+i*incy], z[iz+i*incz] ) end else a = 1 # src: blas_copy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(fcopy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), py, &(incy), px, &(incx)) y, iy, incy = z, iz, incz # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inceq function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, z::Array{$elty}, iz::Int, n::Int) $isunsafe || begin # src: set3_inceq.jl incy = incx incz = incx # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end if n < $NLIM_ADDARR_OOP1 || n > $NLIM_ADDARR_OOP2 # src: arr2yz_foroop_inceq.jl incx = abs(incx) dy = iy - ix dz = iz - ix @inbounds for i = ix:incx:ix+(n-1)*incx x[i] = +( y[dy+i], z[dz+i] ) end else a = 1 # src: set3_inceq.jl incy = incx incz = incx # src: blas_copy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(fcopy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), py, &(incy), px, &(incx)) y, iy, incy = z, iz, incz # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, iy::Int, z::Array{$elty}, iz::Int, n::Int) $isunsafe || begin # src: set3_inc1.jl incx = 1 incy = 1 incz = 1 # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end if n < $NLIM_ADDARR_OOP1 || n > $NLIM_ADDARR_OOP2 # src: arr2yz_foroop_inc1.jl dy = iy - ix dz = iz - ix @inbounds for i = ix:ix-1+n x[i] = +( y[dy+i], z[dz+i] ) end else a = 1 # src: set3_inc1.jl incx = 1 incy = 1 incz = 1 # src: c_memcpy.jl selty = sizeof($(elty)) px = convert(Ptr{$(elty)},x) + (ix-1)*selty py = convert(Ptr{$(elty)},y) + (iy-1)*selty ccall(:memcpy, Ptr{Void}, (Ptr{Void}, Ptr{Void}, Uint), px, py, n*selty) y, iy, incy = z, iz, incz # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inc1ieq function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, z::Array{$elty}, n::Int) $isunsafe || begin # src: set3_inc1ieq.jl iy = ix iz = ix incx = 1 incy = 1 incz = 1 # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end if n < $NLIM_ADDARR_OOP1 || n > $NLIM_ADDARR_OOP2 # src: arr2yz_foroop_inc1ieq.jl @inbounds for i = ix:ix-1+n x[i] = +( y[i], z[i] ) end else a = 1 # src: set3_inc1ieq.jl iy = ix iz = ix incx = 1 incy = 1 incz = 1 # src: c_memcpy.jl selty = sizeof($(elty)) px = convert(Ptr{$(elty)},x) + (ix-1)*selty py = convert(Ptr{$(elty)},y) + (iy-1)*selty ccall(:memcpy, Ptr{Void}, (Ptr{Void}, Ptr{Void}, Uint), px, py, n*selty) y, iy, incy = z, iz, incz # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end end # eval begin end # for ## ADDSCAL METHODS for (f, isunsafe) in ( (:fast_addscal!, false), (:unsafe_fast_addscal!, true) ) @eval begin # x = x + a*y # ========= # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, incy::Int, a::$elty, n::Int) $isunsafe || begin # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end if n < $NLIM_ADDARRSCAL #*mul # || n*mul > $NLIM_SCALEARR # src: addarrscal_for.jl incx < 0 && (ix = ix+(n-1)*abs(incx)) incy < 0 && (iy = iy+(n-1)*abs(incy)) @inbounds for i = 0:n-1 x[ix+i*incx] = x[ix+i*incx] + y[iy+i*incy]*a end else # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inceq function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, a::$elty, n::Int) $isunsafe || begin # src: set2_inceq.jl incy = incx # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end if n < $NLIM_ADDARRSCAL # src: addarrscal_for_inceq.jl incx = abs(incx) d = iy - ix @inbounds for i = ix:incx:ix+(n-1)*incx x[i] = x[i] + y[d+i]*a end else # src: set2_inceq.jl incy = incx # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, iy::Int, a::$elty, n::Int) $isunsafe || begin # src: set2_inc1.jl incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end if n < $NLIM_ADDARRSCAL # src: addarrscal_for_inc1.jl d = iy - ix @inbounds for i = ix:ix-1+n x[i] = x[i] + y[d+i]*a end else # src: set2_inc1.jl incx = 1 incy = 1 # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inc1ieq function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, a::$elty, n::Int) $isunsafe || begin # src: set2_inc1ieq.jl iy = ix incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end if n < $NLIM_ADDARRSCAL # src: addarrscal_for_inc1ieq.jl @inbounds for i = ix:ix-1+n x[i] = x[i] + y[i]*a end else # src: set2_inc1ieq.jl iy = ix incx = 1 incy = 1 # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # x = y + a*z # ========= # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, incy::Int, z::Array{$elty}, iz::Int, incz::Int, a::$elty, n::Int) $isunsafe || begin # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end if n < $NLIM_ADDARRSCAL_OOP1 || n > $NLIM_ADDARRSCAL_OOP2 #*mul # || n*mul > $NLIM_SCALEARR # src: addarrscal_foroop.jl incx < 0 && (ix = ix+(n-1)*abs(incx)) incy < 0 && (iy = iy+(n-1)*abs(incy)) incz < 0 && (iz = iz+(n-1)*abs(incz)) @inbounds for i = 0:n-1 x[ix+i*incx] = y[iy+i*incy] + z[iz+i*incz]*a end else # src: blas_copy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(fcopy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), py, &(incy), px, &(incx)) y, iy, incy = z, iz, incz # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inceq function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, z::Array{$elty}, iz::Int, a::$elty, n::Int) $isunsafe || begin # src: set3_inceq.jl incy = incx incz = incx # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end if n < $NLIM_ADDARRSCAL_OOP1 || n > $NLIM_ADDARRSCAL_OOP2 # src: addarrscal_foroop_inceq.jl incx = abs(incx) dy = iy - ix dz = iz - ix @inbounds for i = ix:incx:ix+(n-1)*incx x[i] = y[dy+i] + z[dz+i]*a end else # src: set3_inceq.jl incy = incx incz = incx # src: blas_copy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(fcopy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), py, &(incy), px, &(incx)) y, iy, incy = z, iz, incz # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, iy::Int, z::Array{$elty}, iz::Int, a::$elty, n::Int) $isunsafe || begin # src: set3_inc1.jl incx = 1 incy = 1 incz = 1 # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end if n < $NLIM_ADDARRSCAL_OOP1 || n > $NLIM_ADDARRSCAL_OOP2 # src: addarrscal_foroop_inc1.jl dy = iy - ix dz = iz - ix @inbounds for i = ix:ix-1+n x[i] = y[dy+i] + z[dz+i]*a end else # src: set3_inc1.jl incx = 1 incy = 1 incz = 1 # src: c_memcpy.jl selty = sizeof($(elty)) px = convert(Ptr{$(elty)},x) + (ix-1)*selty py = convert(Ptr{$(elty)},y) + (iy-1)*selty ccall(:memcpy, Ptr{Void}, (Ptr{Void}, Ptr{Void}, Uint), px, py, n*selty) y, iy, incy = z, iz, incz # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end # inc1ieq function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, z::Array{$elty}, a::$elty, n::Int) $isunsafe || begin # src: set3_inc1ieq.jl iy = ix iz = ix incx = 1 incy = 1 incz = 1 # src: fast_check3.jl (0 != incx && 0 != incy && 0 != incz) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy && 0 < iz) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) iz+(n-1)*abs(incz) <= length(z) || throw(BoundsError()) end if n < $NLIM_ADDARRSCAL_OOP1 || n > $NLIM_ADDARRSCAL_OOP2 # src: addarrscal_foroop_inc1ieq.jl @inbounds for i = ix:ix-1+n x[i] = y[i] + z[i]*a end else # src: set3_inc1ieq.jl iy = ix iz = ix incx = 1 incy = 1 incz = 1 # src: c_memcpy.jl selty = sizeof($(elty)) px = convert(Ptr{$(elty)},x) + (ix-1)*selty py = convert(Ptr{$(elty)},y) + (iy-1)*selty ccall(:memcpy, Ptr{Void}, (Ptr{Void}, Ptr{Void}, Uint), px, py, n*selty) y, iy, incy = z, iz, incz # src: blas_axpy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(faxpy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), &(a), py, &(incy), px, &(incx)) end return x end end # eval begin end # for ## COPY METHODS for (f, isunsafe) in ( (:fast_copy!, false), (:unsafe_fast_copy!, true) ) @eval begin # x = y # ===== # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, incy::Int, n::Int) $isunsafe || begin # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end mul = max(abs(incx), abs(incy)) if n < $NLIM_COPY1*mul || n*mul > $NLIM_COPY2 # src: copy_foroop.jl incx < 0 && (ix = ix+(n-1)*abs(incx)) incy < 0 && (iy = iy+(n-1)*abs(incy)) @inbounds for i = 0:n-1 x[ix+i*incx] = y[iy+i*incy] end else # src: blas_copy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(fcopy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), py, &(incy), px, &(incx)) end return x end # inceq function ($f)(x::Array{$elty}, ix::Int, incx::Int, y::Array{$elty}, iy::Int, n::Int) $isunsafe || begin # src: set2_inceq.jl incy = incx # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end mul = abs(incx) if n < $NLIM_COPY1*mul || n*mul > $NLIM_COPY2 # src: copy_foroop_inceq.jl incx = abs(incx) d = iy - ix @inbounds for i = ix:incx:ix+(n-1)*incx x[i] = y[d+i] end else # src: set2_inceq.jl incy = incx # src: blas_copy.jl px = convert(Ptr{$(elty)},x) + (ix-1)*sizeof($(elty)) py = convert(Ptr{$(elty)},y) + (iy-1)*sizeof($(elty)) ccall(($(string(fcopy)),libblas), Void, (Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}, Ptr{$(elty)}, Ptr{BlasInt}), &(n), py, &(incy), px, &(incx)) end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, iy::Int, n::Int) $isunsafe || begin # src: set2_inc1.jl incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end # src: set2_inc1.jl incx = 1 incy = 1 # src: c_memcpy.jl selty = sizeof($(elty)) px = convert(Ptr{$(elty)},x) + (ix-1)*selty py = convert(Ptr{$(elty)},y) + (iy-1)*selty ccall(:memcpy, Ptr{Void}, (Ptr{Void}, Ptr{Void}, Uint), px, py, n*selty) return x end # inc1ieq function ($f)(x::Array{$elty}, ix::Int, y::Array{$elty}, n::Int) $isunsafe || begin # src: set2_inc1ieq.jl iy = ix incx = 1 incy = 1 # src: fast_check2.jl (0 != incx && 0 != incy) || throw(ArgumentError("zero increment")) (0 < ix && 0 < iy) || throw(BoundsError()) ix+(n-1)*abs(incx) <= length(x) || throw(BoundsError()) iy+(n-1)*abs(incy) <= length(y) || throw(BoundsError()) end # src: set2_inc1ieq.jl iy = ix incx = 1 incy = 1 # src: c_memcpy.jl selty = sizeof($(elty)) px = convert(Ptr{$(elty)},x) + (ix-1)*selty py = convert(Ptr{$(elty)},y) + (iy-1)*selty ccall(:memcpy, Ptr{Void}, (Ptr{Void}, Ptr{Void}, Uint), px, py, n*selty) return x end end # eval begin end # for ## FILL METHODS for (f, isunsafe) in ( (:fast_fill!, false), (:unsafe_fast_fill!, true) ) @eval begin # x = a # ======= # general function ($f)(x::Array{$elty}, ix::Int, incx::Int, a::$elty, n::Int) $isunsafe || begin # src: fast_check1.jl 0 < incx || throw(ArgumentError("non-positive increment")) 0 < ix || throw(BoundsError()) ix+(n-1)*incx <= length(x) || throw(BoundsError()) end # src: fill_foroop.jl incx = abs(incx) @inbounds for i = ix:incx:ix-1+n*incx x[i] = a end return x end # inc1 function ($f)(x::Array{$elty}, ix::Int, a::$elty, n::Int) $isunsafe || begin # src: set1_inc1.jl incx = 1 # src: fast_check1.jl 0 < incx || throw(ArgumentError("non-positive increment")) 0 < ix || throw(BoundsError()) ix+(n-1)*incx <= length(x) || throw(BoundsError()) end if a == 0 && n > $NLIM_FILL && ZEROFLOAT # src: set1_inc1.jl incx = 1 # src: c_memset.jl a::Int32 = a selty = sizeof($(elty)) px = convert(Ptr{$(elty)},x) + (ix-1)*selty ccall(:memset, Ptr{Void}, (Ptr{Void}, Int32, Csize_t), px, a, n*selty) else # src: fill_foroop_inc1.jl @inbounds for i = ix:ix-1+n x[i] = a end end return x end end # eval begin end # for end # for end # module
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# This file is a part of JuliaFEM. # License is MIT: see https://github.com/JuliaFEM/FEMCoupling.jl/blob/master/LICENSE using FEMCoupling: get_C using Base.Test @testset "Plain strain kinematic Coupling" begin # plane strain problem # Square shaped plane strain element(8x8) + one single node(2x2) K=zeros(10,10) K[1:8,1:8]= [500 225 -350 75 -250 -225 100 -75; 225 500 -75 100 -225 -250 75 -350; -350 -75 500 -225 100 75 -250 225; 75 100 -225 500 -75 -350 225 -250; -250 -225 100 -75 500 225 -350 75; -225 -250 75 -350 225 500 -75 100; 100 75 -250 225 -350 -75 500 -225; -75 -350 225 -250 75 100 -225 500] # Removing fixed DOFs (1 and 2) from nodes 1 and 4 K=K[1:end .!=1, 1:end .!=1] K=K[1:end .!=1, 1:end .!=1] K=K[1:end .!=5, 1:end .!=5] K=K[1:end .!=5, 1:end .!=5] # Force vector f=zeros(10,1) f[9,1]=1200 # Removing fixed DOFs f=f[1:end .!= 1] f=f[1:end .!= 1] f=f[1:end .!= 5] f=f[1:end .!= 5] ############### Calculations by hand # Making the C matrix by hand A=zeros(4,10) A[1,3]-=1; A[1,9]=1; A[2,4]=-1; A[2,10]=1; A[3,5]-=1; A[3,9]=1; A[4,6]=-1; A[4,10]=1 # Eliminating fixed dofs (1,2) from nodes 1 and 4 A=A[1:end , 1:end .!=1 ] A=A[1:end , 1:end .!=1 ] A=A[1:end , 1:end .!=5 ] A=A[1:end , 1:end .!=5 ] # Renaming variables to match with get_C.jl C_expected=A g_expected=zeros(4,1) D_expected=zeros(4,4) # Assembly for solving K_expected= [K C_expected'; C_expected D_expected] f_expected= [f; g_expected] u_expected = K_expected\f_expected ############### Calculating C,D and g with get_C.jl # get_C(refnode,slaves,dofs,ndofs,K_size) K_size=size(K,1) C,D,g= FEMCoupling.get_C(5,[2,3],[1,2],2,10) # Removing fixed DOFs C=C[1:end , 1:end .!=1 ] C=C[1:end , 1:end .!=1 ] C=C[1:end , 1:end .!=5 ] C=C[1:end , 1:end .!=5 ] KK=[K C'; C D] ff=[f; g] u = lufact(KK) \ full(ff) @test isapprox(C,C_expected,rtol=0.0001) @test isapprox(D,D_expected,rtol=0.0001) @test isapprox(g,g_expected,rtol=0.0001) @test isapprox(ff,f_expected,rtol=0.0001) @test isapprox(KK,K_expected,rtol=0.0001) @test isapprox(u,u_expected,rtol=0.0001) # If the last test passes, all other tests will pass too. # Other tests are made to help tracing why the last test doesn't pass. end
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export Diff """ Diff{GT, N} <: TagBlock{GT, N} Diff(block) -> Diff Mark a block as quantum differentiable. """ struct Diff{GT, N} <: TagBlock{GT, N} content::GT function Diff(content::AbstractBlock{N}) where {N} @warn "Diff block has been deprecated, please use `Yao.AD.NoParams` to block non-differential parameters." new{typeof(content), N}(content) end end content(cb::Diff) = cb.content chcontent(cb::Diff, blk::AbstractBlock) = Diff(blk) YaoBlocks.PropertyTrait(::Diff) = YaoBlocks.PreserveAll() apply!(reg::AbstractRegister, db::Diff) = apply!(reg, content(db)) mat(::Type{T}, df::Diff) where T = mat(T, df.content) Base.adjoint(df::Diff) = chcontent(df, content(df)') function YaoBlocks.print_annotation(io::IO, df::Diff) printstyled(io, "[∂] "; bold=true, color=:yellow) end #### interface ##### export markdiff """ markdiff(mode::Symbol, block::AbstractBlock) -> AbstractBlock markdiff(mode::Symbol) -> Function automatically mark differentiable items in a block tree as differentiable. """ function markdiff end # for QC markdiff(block::Union{RotationGate, CPhaseGate}) = Diff(block) # escape control blocks. markdiff(block::ControlBlock) = block function markdiff(blk::AbstractBlock) blks = subblocks(blk) isempty(blks) ? blk : chsubblocks(blk, markdiff.(blks)) end YaoBlocks.AD.mat_back!(::Type{T}, db::Diff, adjm::AbstractMatrix, collector) where T = AD.mat_back!(T, content(db), adjm, collector)
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