From 16e2dcb9ece81d8ff967edee713ac8887b349519 Mon Sep 17 00:00:00 2001
From: deyandyankov <deyan@dyankov.name>
Date: Fri, 19 Nov 2021 12:27:53 +0000
Subject: [PATCH 1/9] #7 - getorcreateexperiment method.

---
 docs/src/reference.md |  1 +
 src/MLFlowClient.jl   |  1 +
 src/experiments.jl    | 59 +++++++++++++++++++++++++++++++++++++++----
 test/runtests.jl      | 20 ++++++++++++---
 4 files changed, 73 insertions(+), 8 deletions(-)

diff --git a/docs/src/reference.md b/docs/src/reference.md
index 5392cdb..4af2ed3 100644
--- a/docs/src/reference.md
+++ b/docs/src/reference.md
@@ -21,6 +21,7 @@ MLFlowRunStatus
 ```@docs
 createexperiment
 getexperiment
+getorcreateexperiment
 listexperiments
 deleteexperiment
 ```
diff --git a/src/MLFlowClient.jl b/src/MLFlowClient.jl
index 510df23..a1a5043 100644
--- a/src/MLFlowClient.jl
+++ b/src/MLFlowClient.jl
@@ -34,6 +34,7 @@ include("experiments.jl")
 export
     createexperiment,
     getexperiment,
+    getorcreateexperiment,
     deleteexperiment,
     listexperiments
     
diff --git a/src/experiments.jl b/src/experiments.jl
index f99b45a..7a2325f 100644
--- a/src/experiments.jl
+++ b/src/experiments.jl
@@ -10,7 +10,7 @@ Creates an MLFlow experiment.
 - `tags`: a Dictionary of key-values which tag the experiment.
 
 # Returns
-Experiment identifier (integer).
+An object of type [`MLFlowExperiment`](@ref).
 
 """
 function createexperiment(mlf::MLFlow; name=missing, artifact_location=missing, tags=missing)
@@ -19,7 +19,8 @@ function createexperiment(mlf::MLFlow; name=missing, artifact_location=missing,
         name = string(UUIDs.uuid4())
     end
     result = mlfpost(mlf, endpoint; name=name, artifact_location=artifact_location, tags=tags)
-    parse(Int, result["experiment_id"])
+    experiment_id = parse(Int, result["experiment_id"])
+    getexperiment(mlf, experiment_id)
 end
 
 """
@@ -82,18 +83,66 @@ function _getexperimentbyname(mlf::MLFlow, experiment_name::String)
 end
 
 """
-    deleteexperiment(mlf::MLFlow, experiment_id)
+    getorcreateexperiment(mlf::MLFlow, experiment_name::String)
+
+Gets an experiment if one alrady exists, or creates a new one.
+
+# Arguments
+- `mlf`: [`MLFlow`](@ref) configuration.
+- `experiment_name`: Experiment name.
+
+# Returns
+An instance of type [`MLFlowExperiment`](@ref)
+
+"""
+function getorcreateexperiment(mlf::MLFlow, experiment_name::String)
+    exp = getexperiment(mlf, experiment_name)
+    if ismissing(exp)
+        exp = createexperiment(mlf, name=experiment_name)
+    end
+    exp
+end
+
+"""
+    deleteexperiment(mlf::MLFlow, experiment_id::Integer)
 
 Deletes an MLFlow experiment.
 
 # Arguments
 - `mlf`: [`MLFlow`](@ref) configuration.
 - `experiment_id`: experiment identifier.
+
+# Returns
+
+`true` if successful. Otherwise, raises exception.
 """
-function deleteexperiment(mlf::MLFlow, experiment_id)
+function deleteexperiment(mlf::MLFlow, experiment_id::Integer)
     endpoint = "experiments/delete"
-    mlfpost(mlf, endpoint; experiment_id=experiment_id)
+    try
+        result = mlfpost(mlf, endpoint; experiment_id=experiment_id)
+    catch e
+        if isa(e, HTTP.ExceptionRequest.StatusError) && e.status == 404
+            # experiment already deleted
+            return true
+        end
+        throw(e)
+    end
+    true
 end
+"""
+    deleteexperiment(mlf::MLFlow, experiment::MLFlowExperiment)
+
+Deletes an MLFlow experiment.
+
+# Arguments
+- `mlf`: [`MLFlow`](@ref) configuration.
+- `experiment`: an object of type [`MLFlowExperiment`](@ref)
+
+Dispatches to `deleteexperiment(mlf::MLFlow, experiment_id::Integer)`.
+
+"""
+deleteexperiment(mlf::MLFlow, experiment::MLFlowExperiment) =
+    deleteexperiment(mlf, experiment.experiment_id)
 
 """
     listexperiments(mlf::MLFlow)
diff --git a/test/runtests.jl b/test/runtests.jl
index b624966..4f10c5c 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -27,9 +27,8 @@ end
 
     @test ismissing(getexperiment(mlf, "$(UUIDs.uuid4()) - $(UUIDs.uuid4())"))
 
-    experiment_id = createexperiment(mlf; name=expname, tags=exptags)
-    experiment = getexperiment(mlf, experiment_id)
-    @test experiment.experiment_id == experiment_id
+    experiment = createexperiment(mlf; name=expname, tags=exptags)
+    experiment_id = experiment.experiment_id
     experimentbyname = getexperiment(mlf, expname)
     @test experimentbyname.name == experiment.name
 
@@ -92,3 +91,18 @@ end
     @test experiment.experiment_id == experiment_id
     @test experiment.lifecycle_stage == "deleted"
 end
+
+@testset "getorcreateexperiment" begin
+    mlflowbaseuri = "http://localhost:5000"
+    mlf = MLFlow(mlflowbaseuri)
+    !mlflow_server_is_running(mlf) && return nothing
+
+    expname = "getorcreate-$(UUIDs.uuid4())"
+    expname = "getorcreate"
+    e = getorcreateexperiment(mlf, expname)
+    @test isa(e, MLFlowExperiment)
+    ee = getorcreateexperiment(mlf, expname)
+    @test isa(ee, MLFlowExperiment)
+    @test e === ee
+    deleteexperiment(mlf, ee)
+end

From b900fd2d441b945ab0bbcb1f0753b6027aac12e7 Mon Sep 17 00:00:00 2001
From: deyandyankov <deyan@dyankov.name>
Date: Fri, 19 Nov 2021 12:43:09 +0000
Subject: [PATCH 2/9] Improve coverage

---
 test/runtests.jl | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/test/runtests.jl b/test/runtests.jl
index 4f10c5c..0ca4eaa 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -104,5 +104,6 @@ end
     ee = getorcreateexperiment(mlf, expname)
     @test isa(ee, MLFlowExperiment)
     @test e === ee
-    deleteexperiment(mlf, ee)
+    @test deleteexperiment(mlf, ee)
+    @test deleteexperiment(mlf, ee)
 end

From 0884ad51d7f5da7b79d8f1ea20b7f04b88cb1b2c Mon Sep 17 00:00:00 2001
From: deyandyankov <deyan@dyankov.name>
Date: Fri, 19 Nov 2021 13:19:25 +0000
Subject: [PATCH 3/9] createrun() dispatch and MLFlow() defaults.

---
 src/runs.jl      |  7 +++++++
 src/types.jl     |  5 ++++-
 test/runtests.jl | 29 +++++++++++++++++++----------
 3 files changed, 30 insertions(+), 11 deletions(-)

diff --git a/src/runs.jl b/src/runs.jl
index 8d2a89f..21cf4a6 100644
--- a/src/runs.jl
+++ b/src/runs.jl
@@ -22,6 +22,13 @@ function createrun(mlf::MLFlow, experiment_id; start_time=missing, tags=missing)
     result = mlfpost(mlf, endpoint; experiment_id=experiment_id, start_time=string(start_time), tags=tags)
     MLFlowRun(result["run"]["info"], result["run"]["data"])
 end
+"""
+    createrun(mlf::MLFlow, experiment::MLFlowExperiment; start_time=missing, tags=missing)
+
+Dispatches to `createrun(mlf::MLFlow, experiment_id; start_time=start_time, tags=tags)`
+"""
+createrun(mlf::MLFlow, experiment::MLFlowExperiment; start_time=missing, tags=missing) =
+    createrun(mlf, experiment.experiment_id; start_time=start_time, tags=tags)
 
 """
     getrun(mlf::MLFlow, run_id)
diff --git a/src/types.jl b/src/types.jl
index 878d42e..78c2acd 100644
--- a/src/types.jl
+++ b/src/types.jl
@@ -10,9 +10,11 @@ Base type which defines location and version for MLFlow API service.
 # Constructors
 
 - `MLFlow(baseuri; apiversion=2.0)`
+- `MLFlow()` - defaults to `MLFlow("http://localhost:5000")`
+
 # Examples
 ``` julia-repl
-julia> mlf = MLFlow("http://localhost:5000")
+julia> mlf = MLFlow()
 MLFlow("http://localhost:5000", 2.0)
 ```
 
@@ -22,6 +24,7 @@ struct MLFlow
     apiversion
     MLFlow(baseuri; apiversion=2.0) = new(baseuri, apiversion)
 end
+MLFlow() = MLFlow("http://localhost:5000")
 
 """
     MLFlowExperiment
diff --git a/test/runtests.jl b/test/runtests.jl
index 0ca4eaa..c67a2e7 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -12,15 +12,15 @@ function mlflow_server_is_running(mlf::MLFlow)
     end
 end
 
-@testset "MLFlowClient.jl" begin
-    mlflowbaseuri = "http://localhost:5000"
-    mlf = MLFlow(mlflowbaseuri)
-    @test mlf.baseuri == mlflowbaseuri
+@testset "MLFlow" begin
+    mlf = MLFlow()
+    @test mlf.baseuri == "http://localhost:5000"
     @test mlf.apiversion == 2.0
+end
 
-    if !mlflow_server_is_running(mlf)
-        return nothing
-    end
+@testset "MLFlowClient.jl" begin
+    mlf = MLFlow()
+    !mlflow_server_is_running(mlf) && return nothing
 
     exptags = [:key => "val"]
     expname = "expname-$(UUIDs.uuid4())"
@@ -92,12 +92,21 @@ end
     @test experiment.lifecycle_stage == "deleted"
 end
 
-@testset "getorcreateexperiment" begin
-    mlflowbaseuri = "http://localhost:5000"
-    mlf = MLFlow(mlflowbaseuri)
+@testset "createrun" begin
+    mlf = MLFlow()
     !mlflow_server_is_running(mlf) && return nothing
 
     expname = "getorcreate-$(UUIDs.uuid4())"
+    e = getorcreateexperiment(mlf, expname)
+    r = createrun(mlf, e.experiment_id)
+    @test isa(r, MLFlowRun)
+    rr = createrun(mlf, e)
+    @test isa(rr, MLFlowRun)
+end
+@testset "getorcreateexperiment" begin
+    mlf = MLFlow()
+    !mlflow_server_is_running(mlf) && return nothing
+
     expname = "getorcreate"
     e = getorcreateexperiment(mlf, expname)
     @test isa(e, MLFlowExperiment)

From 8cfc1b5af387d0e0178357ebd3999a1184080412 Mon Sep 17 00:00:00 2001
From: deyandyankov <deyan@dyankov.name>
Date: Fri, 19 Nov 2021 13:20:33 +0000
Subject: [PATCH 4/9] more idiomatic testing conditions

---
 test/runtests.jl | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/test/runtests.jl b/test/runtests.jl
index c67a2e7..15025c2 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -20,7 +20,7 @@ end
 
 @testset "MLFlowClient.jl" begin
     mlf = MLFlow()
-    !mlflow_server_is_running(mlf) && return nothing
+    mlflow_server_is_running(mlf) || return nothing
 
     exptags = [:key => "val"]
     expname = "expname-$(UUIDs.uuid4())"
@@ -94,7 +94,7 @@ end
 
 @testset "createrun" begin
     mlf = MLFlow()
-    !mlflow_server_is_running(mlf) && return nothing
+    mlflow_server_is_running(mlf) || return nothing
 
     expname = "getorcreate-$(UUIDs.uuid4())"
     e = getorcreateexperiment(mlf, expname)
@@ -105,7 +105,7 @@ end
 end
 @testset "getorcreateexperiment" begin
     mlf = MLFlow()
-    !mlflow_server_is_running(mlf) && return nothing
+    mlflow_server_is_running(mlf) || return nothing
 
     expname = "getorcreate"
     e = getorcreateexperiment(mlf, expname)

From 3fbdf6fbb0649a8c3ec10da2ab5e8c8494ac0aa6 Mon Sep 17 00:00:00 2001
From: deyandyankov <deyan@dyankov.name>
Date: Fri, 19 Nov 2021 19:42:48 +0000
Subject: [PATCH 5/9] skip tests if MLFlow not running, using a macro

---
 test/runtests.jl | 22 ++++++++++++++--------
 1 file changed, 14 insertions(+), 8 deletions(-)

diff --git a/test/runtests.jl b/test/runtests.jl
index 15025c2..59d8e76 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -4,7 +4,6 @@ using UUIDs
 
 function mlflow_server_is_running(mlf::MLFlow)
     try
-        @info "Querying mlflow server at $mlf"
         response = MLFlowClient.mlfget(mlf, "experiments/list")
         return isa(response, Dict)
     catch e
@@ -12,6 +11,16 @@ function mlflow_server_is_running(mlf::MLFlow)
     end
 end
 
+# creates an instance of mlf
+# skips test if mlflow is not available on default location, http://localhost:5000
+macro ensuremlf()
+    e = quote
+        mlf = MLFlow()
+        mlflow_server_is_running(mlf) || return nothing
+    end
+    eval(e)
+end
+
 @testset "MLFlow" begin
     mlf = MLFlow()
     @test mlf.baseuri == "http://localhost:5000"
@@ -19,8 +28,7 @@ end
 end
 
 @testset "MLFlowClient.jl" begin
-    mlf = MLFlow()
-    mlflow_server_is_running(mlf) || return nothing
+    @ensuremlf
 
     exptags = [:key => "val"]
     expname = "expname-$(UUIDs.uuid4())"
@@ -93,8 +101,7 @@ end
 end
 
 @testset "createrun" begin
-    mlf = MLFlow()
-    mlflow_server_is_running(mlf) || return nothing
+    @ensuremlf
 
     expname = "getorcreate-$(UUIDs.uuid4())"
     e = getorcreateexperiment(mlf, expname)
@@ -103,10 +110,9 @@ end
     rr = createrun(mlf, e)
     @test isa(rr, MLFlowRun)
 end
-@testset "getorcreateexperiment" begin
-    mlf = MLFlow()
-    mlflow_server_is_running(mlf) || return nothing
 
+@testset "getorcreateexperiment" begin
+    @ensuremlf
     expname = "getorcreate"
     e = getorcreateexperiment(mlf, expname)
     @test isa(e, MLFlowExperiment)

From 4b4bed6879644a73c33dd5591a286c078445b662 Mon Sep 17 00:00:00 2001
From: deyandyankov <deyan@dyankov.name>
Date: Fri, 19 Nov 2021 22:02:05 +0000
Subject: [PATCH 6/9] logartifact now stores bytes objects; some test
 refactoring.

---
 Project.toml        |  2 ++
 src/MLFlowClient.jl |  1 +
 src/logging.jl      | 59 ++++++++++++++++++++++++++++++++----
 src/runs.jl         |  5 ++++
 test/runtests.jl    | 73 +++++++++++++++++++++++++++++----------------
 5 files changed, 108 insertions(+), 32 deletions(-)

diff --git a/Project.toml b/Project.toml
index b5204e7..e5a4834 100644
--- a/Project.toml
+++ b/Project.toml
@@ -5,12 +5,14 @@ version = "0.1.0"
 
 [deps]
 Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
+FilePathsBase = "48062228-2e41-5def-b9a4-89aafe57970f"
 HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3"
 JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
 URIs = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
 UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
 
 [compat]
+FilePathsBase = "0.9"
 HTTP = "0.9"
 JSON = "0.21"
 URIs = "1"
diff --git a/src/MLFlowClient.jl b/src/MLFlowClient.jl
index a1a5043..7e54e67 100644
--- a/src/MLFlowClient.jl
+++ b/src/MLFlowClient.jl
@@ -17,6 +17,7 @@ using UUIDs
 using HTTP
 using URIs
 using JSON
+using FilePathsBase: AbstractPath
 
 include("types.jl")
 export
diff --git a/src/logging.jl b/src/logging.jl
index 62673c3..16ff6fd 100644
--- a/src/logging.jl
+++ b/src/logging.jl
@@ -62,7 +62,7 @@ end
 
 
 """
-    logartifact(mlf::MLFlow, run, filename)
+    logartifact(mlf::MLFlow, run, basefilename, data)
 
 Stores an artifact (file) in the run's artifact location.
 
@@ -73,13 +73,60 @@ Stores an artifact (file) in the run's artifact location.
 # Arguments
 - `mlf::MLFlow`: [`MLFlow`](@ref) onfiguration. Currently not used, but when this method is extended to support `S3`, information from `mlf` will be needed.
 - `run`: one of [`MLFlowRun`](@ref), [`MLFlowRunInfo`](@ref) or `String`.
-- `filename`: path to the artifact that needs to be sent to `MLFlow`.
+- `basefilename`: name of the file to be written.
+- `data`: artifact content, an object that can be written directly to a file handle.
+
+# Throws
+- an `ErrorException` if an exception occurs during writing artifact.
+
+# Returns
+
+path of the artifact that was created.
 """
-function logartifact(mlf::MLFlow, run_id::String, filename)
+function logartifact(mlf::MLFlow, run_id::AbstractString, basefilename::AbstractString, data)
     mlflowrun = getrun(mlf, run_id)
     artifact_uri = mlflowrun.info.artifact_uri
     mkpath(artifact_uri)
-    cp(filename, joinpath(artifact_uri, basename(filename)))
+    filepath = joinpath(artifact_uri, basefilename)
+    try
+        f = open(filepath, "w")
+        write(f, data)
+        close(f)
+    catch e
+        error("Unable to create artifact $(filepath): $e")
+    end
+    filepath
+end
+logartifact(mlf::MLFlow, run::MLFlowRun, basefilename::AbstractString, data) =
+    logartifact(mlf, run.info, basefilename, data)
+logartifact(mlf::MLFlow, run_info::MLFlowRunInfo, basefilename::AbstractString, data) =
+    logartifact(mlf, run_info.run_id, basefilename, data)
+
+"""
+    logartifact(mlf::MLFlow, run, filepath)
+
+Stores an artifact (file) in the run's artifact location.
+The name of the artifact is calculated using `basename(filepath)`.
+
+Dispatches on `logartifact(mlf::MLFlow, run, basefilename, data)` where `data` is the contents of `filepath`.
+
+# Throws
+- an `ErrorException` if `filepath` does not exist.
+- an exception if such occurs while trying to read the contents of `filepath`.
+
+"""
+function logartifact(mlf::MLFlow, run_id::AbstractString, filepath::Union{AbstractPath,AbstractString})
+    isfile(filepath) || error("File $filepath does not exist.")
+    try
+        f = open(filepath, "r")
+        data = read(f)
+        close(f)
+        return logartifact(mlf, run_id, basename(filepath), data)
+    catch e
+        throw(e)
+    end
 end
-logartifact(mlf::MLFlow, run::MLFlowRun, filename) = logartifact(mlf, run.info, filename)
-logartifact(mlf::MLFlow, run_info::MLFlowRunInfo, filename) = logartifact(mlf, run_info.run_id, filename)
+logartifact(mlf::MLFlow, run::MLFlowRun, filepath::Union{AbstractPath,AbstractString}) =
+    logartifact(mlf, run.info, filepath)
+logartifact(mlf::MLFlow, run_info::MLFlowRunInfo, filepath::Union{AbstractPath,AbstractString}) =
+    logartifact(mlf, run_info.run_id, filepath)
diff --git a/src/runs.jl b/src/runs.jl
index 21cf4a6..167376e 100644
--- a/src/runs.jl
+++ b/src/runs.jl
@@ -94,10 +94,15 @@ Deletes an experiment's run.
 # Arguments
 - `mlf`: [`MLFlow`](@ref) configuration.
 - `run`: one of [`MLFlowRun`](@ref), [`MLFlowRunInfo`](@ref), or `String`.
+
+# Returns
+`true` if successful.
+
 """
 function deleterun(mlf::MLFlow, run_id::String)
     endpoint = "runs/delete"
     mlfpost(mlf, endpoint; run_id=run_id)
+    true
 end
 deleterun(mlf::MLFlow, run_info::MLFlowRunInfo) = deleterun(mlf, run_info.run_id)
 deleterun(mlf::MLFlow, run::MLFlowRun) = deleterun(mlf, run.info)
diff --git a/test/runtests.jl b/test/runtests.jl
index 59d8e76..9e78a8c 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -25,10 +25,50 @@ end
     mlf = MLFlow()
     @test mlf.baseuri == "http://localhost:5000"
     @test mlf.apiversion == 2.0
+    mlf = MLFlow("https://localhost:5001", apiversion=3.0)
+    @test mlf.baseuri == "https://localhost:5001"
+    @test mlf.apiversion == 3.0
+end
+
+@testset "createexperiment" begin
+    @ensuremlf
+    exp = createexperiment(mlf)
+    @test isa(exp, MLFlowExperiment)
+    @test deleteexperiment(mlf, exp)
+    experiment = getexperiment(mlf, exp.experiment_id)
+    @test experiment.experiment_id == exp.experiment_id
+    @test experiment.lifecycle_stage == "deleted"
+end
+
+@testset "createrun" begin
+    @ensuremlf
+    expname = "getorcreate-$(UUIDs.uuid4())"
+    e = getorcreateexperiment(mlf, expname)
+    r = createrun(mlf, e.experiment_id)
+    @test isa(r, MLFlowRun)
+    @test deleterun(mlf, r)
+    rr = createrun(mlf, e)
+    @test isa(rr, MLFlowRun)
+    @test deleterun(mlf, rr)
+    @test deleteexperiment(mlf, e)
+end
+
+@testset "getorcreateexperiment" begin
+    @ensuremlf
+    expname = "getorcreate"
+    e = getorcreateexperiment(mlf, expname)
+    @test isa(e, MLFlowExperiment)
+    ee = getorcreateexperiment(mlf, expname)
+    @test isa(ee, MLFlowExperiment)
+    @test e === ee
+    @test deleteexperiment(mlf, ee)
+    @test deleteexperiment(mlf, ee)
 end
 
 @testset "MLFlowClient.jl" begin
     @ensuremlf
+    exp = createexperiment(mlf)
+    @test isa(exp, MLFlowExperiment)
 
     exptags = [:key => "val"]
     expname = "expname-$(UUIDs.uuid4())"
@@ -63,9 +103,14 @@ end
     f = open(tmpfiletoupload, "w")
     write(f, "samplecontents")
     close(f)
-    logartifact(mlf, retrieved_run, tmpfiletoupload)
+    artifactpath = logartifact(mlf, retrieved_run, tmpfiletoupload)
+    @test isfile(artifactpath)
+    @test_throws SystemError logartifact(mlf, retrieved_run, "/etc/shadow")
     rm(tmpfiletoupload)
 
+    artifactpath = logartifact(mlf, retrieved_run, "randbytes.bin", b"some rand bytes here")
+    @test isfile(artifactpath)
+
     running_run = updaterun(mlf, exprunid, "RUNNING")
     @test running_run.info.experiment_id == experiment_id
     @test running_run.info.status == MLFlowRunStatus("RUNNING")
@@ -94,31 +139,7 @@ end
     deleterun(mlf, exprunid)
     deleterun(mlf, exprun2)
 
-    deleteexperiment(mlf, experiment_id)
-    experiment = getexperiment(mlf, experiment_id)
-    @test experiment.experiment_id == experiment_id
-    @test experiment.lifecycle_stage == "deleted"
+    deleteexperiment(mlf, exp)
 end
 
-@testset "createrun" begin
-    @ensuremlf
-
-    expname = "getorcreate-$(UUIDs.uuid4())"
-    e = getorcreateexperiment(mlf, expname)
-    r = createrun(mlf, e.experiment_id)
-    @test isa(r, MLFlowRun)
-    rr = createrun(mlf, e)
-    @test isa(rr, MLFlowRun)
-end
 
-@testset "getorcreateexperiment" begin
-    @ensuremlf
-    expname = "getorcreate"
-    e = getorcreateexperiment(mlf, expname)
-    @test isa(e, MLFlowExperiment)
-    ee = getorcreateexperiment(mlf, expname)
-    @test isa(ee, MLFlowExperiment)
-    @test e === ee
-    @test deleteexperiment(mlf, ee)
-    @test deleteexperiment(mlf, ee)
-end

From 62637583a6887d648ca79b673ee5f4f5bb64c36f Mon Sep 17 00:00:00 2001
From: deyandyankov <deyan@dyankov.name>
Date: Fri, 19 Nov 2021 22:12:51 +0000
Subject: [PATCH 7/9] close handle if it is open

---
 src/logging.jl | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/src/logging.jl b/src/logging.jl
index 16ff6fd..74b207e 100644
--- a/src/logging.jl
+++ b/src/logging.jl
@@ -124,6 +124,10 @@ function logartifact(mlf::MLFlow, run_id::AbstractString, filepath::Union{Abstra
         return logartifact(mlf, run_id, basename(filepath), data)
     catch e
         throw(e)
+    finally
+        if @isdefined f
+            close(f)
+        end
     end
 end
 logartifact(mlf::MLFlow, run::MLFlowRun, filepath::Union{AbstractPath,AbstractString}) =

From c3bbf6bda61260ba9738bab60453b11d61ae4c0a Mon Sep 17 00:00:00 2001
From: deyandyankov <deyan@dyankov.name>
Date: Sat, 20 Nov 2021 15:09:16 +0000
Subject: [PATCH 8/9] Bump version. Minor documentation updates. search runs by
 dict of params.

---
 .gitignore            |   2 +-
 Project.toml          |   2 +-
 docs/src/index.md     |  10 +--
 docs/src/reference.md |  11 ++++
 src/MLFlowClient.jl   |   8 ++-
 src/runs.jl           |  17 ++++-
 src/types.jl          | 146 +++++++++++++++++-------------------------
 src/utils.jl          |  28 +++++++-
 test/runtests.jl      |  38 +++++++++++
 9 files changed, 161 insertions(+), 101 deletions(-)

diff --git a/.gitignore b/.gitignore
index b8f9c24..d6a66f4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,6 @@
 *.jl.*.cov
 *.jl.cov
 *.jl.mem
-/Manifest.toml
+Manifest.toml
 /docs/build/
 mlruns
diff --git a/Project.toml b/Project.toml
index e5a4834..79ee376 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "MLFlowClient"
 uuid = "64a0f543-368b-4a9a-827a-e71edb2a0b83"
 authors = ["@deyandyankov and contributors"]
-version = "0.1.0"
+version = "0.2.0"
 
 [deps]
 Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
diff --git a/docs/src/index.md b/docs/src/index.md
index 3f4d22d..64ca8a7 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -4,13 +4,9 @@ CurrentModule = MLFlowClient
 
 # MLFlowClient
 
-[MLFlowClient](https://github.com/JuliaAI/MLFlowClient.jl) is a [Julia](https://julialang.org/) package for working with [MLFlow](https://mlflow.org/) using the REST [API v2.0](https://www.mlflow.org/docs/latest/rest-api.html).
-
-`MLFlowClient` allows you to create and manage `MLFlow` experiments, runs, and log metrics and artifacts. If you are not familiar with `MLFlow` and its concepts, please refer to [MLFlow documentation](https://mlflow.org/docs/latest/index.html).
-
-## Limitations
-- no authentication support.
-- when storing artifacts, the assumption is that MLFlow and this library run on the same server. Artifacts are stored using plain filesystem operations. Therefore, `/mlruns` or the specified `artifact_location` must be accessible to both the MLFlow server (read), and this library (write).
+```@docs
+MLFlowClient
+```
 
 ## Installation
 
diff --git a/docs/src/reference.md b/docs/src/reference.md
index 4af2ed3..ab8fe72 100644
--- a/docs/src/reference.md
+++ b/docs/src/reference.md
@@ -6,6 +6,8 @@ CurrentModule = MLFlowClient
 
 # Types
 
+TODO: Document accessors.
+
 ```@docs
 MLFlow
 MLFlowExperiment
@@ -43,3 +45,12 @@ logparam
 logmetric
 logartifact
 ```
+
+# Utilities
+
+```@docs
+mlfget
+mlfpost
+uri
+generatefilterfromparams
+```
diff --git a/src/MLFlowClient.jl b/src/MLFlowClient.jl
index 7e54e67..3f0fa6c 100644
--- a/src/MLFlowClient.jl
+++ b/src/MLFlowClient.jl
@@ -25,11 +25,17 @@ export
     MLFlowExperiment,
     MLFlowRunStatus,
     MLFlowRunInfo,
+    get_run_id,
     MLFlowRunData,
+    get_params,
     MLFlowRunDataMetric,
-    MLFlowRun
+    MLFlowRun,
+    get_info,
+    get_data
 
 include("utils.jl")
+export
+    generatefilterfromparams
 
 include("experiments.jl")
 export
diff --git a/src/runs.jl b/src/runs.jl
index 167376e..ed31224 100644
--- a/src/runs.jl
+++ b/src/runs.jl
@@ -118,6 +118,7 @@ Searches for runs in an experiment.
 
 # Keywords
 - `filter::String`: filter as defined in [MLFlow documentation](https://mlflow.org/docs/latest/rest-api.html#search-runs)
+- `filter_params::AbstractDict{K,V}`: if provided, `filter` is automatically generated based on `filter_params` using [`generatefilterfromparams`](@ref). One can only provide either `filter` or `filter_params`, but not both.
 - `run_view_type::String`: one of `ACTIVE_ONLY`, `DELETED_ONLY`, or `ALL`.
 - `max_results::Integer`: 50,000 by default.
 - `order_by::String`: as defined in [MLFlow documentation](https://mlflow.org/docs/latest/rest-api.html#search-runs)
@@ -129,13 +130,23 @@ Searches for runs in an experiment.
 """
 function searchruns(mlf::MLFlow, experiment_ids::AbstractVector{<:Integer};
                     filter::String="",
+                    filter_params::AbstractDict{K,V}=Dict{}(),
                     run_view_type::String="ACTIVE_ONLY",
                     max_results::Int64=50000,
                     order_by::AbstractVector{<:String}=["attribute.start_time"],
                     page_token::String=""
-                    )
+                    ) where {K,V}
     endpoint = "runs/search"
     run_view_type ∈ ["ACTIVE_ONLY", "DELETED_ONLY", "ALL"] || error("Unsupported run_view_type = $run_view_type")
+
+    if length(filter_params) > 0 && length(filter) > 0
+        error("Can only use either filter or filter_params, but not both at the same time.")
+    end
+
+    if length(filter_params) > 0
+        filter = generatefilterfromparams(filter_params)
+    end
+
     kwargs = (
         experiment_ids=experiment_ids,
         filter=filter,
@@ -169,3 +180,7 @@ function searchruns(mlf::MLFlow, experiment_ids::AbstractVector{<:Integer};
 end
 searchruns(mlf::MLFlow, experiment_id::Integer; kwargs...) =
     searchruns(mlf, [experiment_id]; kwargs...)
+searchruns(mlf::MLFlow, exp::MLFlowExperiment; kwargs...) =
+    searchruns(mlf, exp.experiment_id; kwargs...)
+searchruns(mlf::MLFlow, exps::AbstractVector{MLFlowExperiment}; kwargs...) =
+    searchruns(mlf, [getfield.(exps, :experiment_id)]; kwargs...)
diff --git a/src/types.jl b/src/types.jl
index 78c2acd..5d75a6e 100644
--- a/src/types.jl
+++ b/src/types.jl
@@ -13,18 +13,18 @@ Base type which defines location and version for MLFlow API service.
 - `MLFlow()` - defaults to `MLFlow("http://localhost:5000")`
 
 # Examples
-``` julia-repl
-julia> mlf = MLFlow()
-MLFlow("http://localhost:5000", 2.0)
+
+```@example
+mlf = MLFlow()
 ```
 
 """
 struct MLFlow
     baseuri::String
     apiversion
-    MLFlow(baseuri; apiversion=2.0) = new(baseuri, apiversion)
 end
-MLFlow() = MLFlow("http://localhost:5000")
+MLFlow(baseuri; apiversion=2.0) = MLFlow(baseuri, apiversion)
+MLFlow() = MLFlow("http://localhost:5000", 2.0)
 
 """
     MLFlowExperiment
@@ -50,18 +50,14 @@ struct MLFlowExperiment
     experiment_id::Integer
     tags::Any
     artifact_location::String
-
-    MLFlowExperiment(name, lifecycle_stage, experiment_id, tags, artifact_location) =
-        new(name, lifecycle_stage, experiment_id, tags, artifact_location)
-   
-    function MLFlowExperiment(exp::Dict{String,Any})
-        name = get(exp, "name", missing)
-        lifecycle_stage = get(exp, "lifecycle_stage", missing)
-        experiment_id = parse(Int, get(exp, "experiment_id", missing))
-        tags = get(exp, "tags", missing)
-        artifact_location = get(exp, "artifact_location", missing)
-        MLFlowExperiment(name, lifecycle_stage, experiment_id, tags, artifact_location)
-    end
+end
+function MLFlowExperiment(exp::Dict{String,Any})
+    name = get(exp, "name", missing)
+    lifecycle_stage = get(exp, "lifecycle_stage", missing)
+    experiment_id = parse(Int, get(exp, "experiment_id", missing))
+    tags = get(exp, "tags", missing)
+    artifact_location = get(exp, "artifact_location", missing)
+    MLFlowExperiment(name, lifecycle_stage, experiment_id, tags, artifact_location)
 end
 
 
@@ -79,7 +75,6 @@ Represents the status of an MLFlow Run.
 """
 struct MLFlowRunStatus
     status::String
-
     function MLFlowRunStatus(status::String)
         acceptable_statuses = ["RUNNING", "SCHEDULED", "FINISHED", "FAILED", "KILLED"]
         status ∈ acceptable_statuses || error("Invalid status $status - choose one of $acceptable_statuses")
@@ -114,39 +109,24 @@ struct MLFlowRunInfo
     end_time::Union{Int64,Missing}
     artifact_uri::String
     lifecycle_stage::String
-
-    function MLFlowRunInfo(run_id, experiment_id, status, start_time, end_time, artifact_uri, lifecycle_stage)
-        new(run_id, experiment_id, status, start_time, end_time, artifact_uri, lifecycle_stage)
-    end
-
-    function MLFlowRunInfo(info::Dict{String,Any})
-        run_id = get(info, "run_id", missing)
-        experiment_id = get(info, "experiment_id", missing)
-        status = get(info, "status", missing)
-        start_time = get(info, "start_time", missing)
-        end_time = get(info, "end_time", missing)
-        artifact_uri = get(info, "artifact_uri", "")
-        lifecycle_stage = get(info, "lifecycle_stage", "")
-
-        if !ismissing(experiment_id)
-            experiment_id = parse(Int64, experiment_id)
-        end
-
-        if !ismissing(status)
-            status = MLFlowRunStatus(status)
-        end
-
-        if !ismissing(start_time)
-            start_time = parse(Int64, start_time)
-        end
-
-        if !ismissing(end_time)
-            end_time = parse(Int64, end_time)
-        end
-
-        MLFlowRunInfo(run_id, experiment_id, status, start_time, end_time, artifact_uri, lifecycle_stage)
-    end
 end
+function MLFlowRunInfo(info::Dict{String,Any})
+    run_id = get(info, "run_id", missing)
+    experiment_id = get(info, "experiment_id", missing)
+    status = get(info, "status", missing)
+    start_time = get(info, "start_time", missing)
+    end_time = get(info, "end_time", missing)
+    artifact_uri = get(info, "artifact_uri", "")
+    lifecycle_stage = get(info, "lifecycle_stage", "")
+
+    experiment_id = ismissing(experiment_id) ? experiment_id : parse(Int64, experiment_id)
+    status = ismissing(status) ? status : MLFlowRunStatus(status)
+    start_time = ismissing(start_time) ? start_time : parse(Int64, start_time)
+    end_time = ismissing(end_time) ? end_time : parse(Int64, end_time)
+
+    MLFlowRunInfo(run_id, experiment_id, status, start_time, end_time, artifact_uri, lifecycle_stage)
+end
+get_run_id(runinfo::MLFlowRunInfo) = runinfo.run_id
 
 """
     MLFlowRunDataMetric
@@ -169,13 +149,13 @@ struct MLFlowRunDataMetric
     value::Float64
     step::Int64
     timestamp::Int64
-    function MLFlowRunDataMetric(d::Dict{String,Any})
-        key = d["key"]
-        value = d["value"]
-        step = parse(Int64, d["step"])
-        timestamp = parse(Int64, d["timestamp"])
-        new(key, value, step, timestamp)
-    end
+end
+function MLFlowRunDataMetric(d::Dict{String,Any})
+    key = d["key"]
+    value = d["value"]
+    step = parse(Int64, d["step"])
+    timestamp = parse(Int64, d["timestamp"])
+    MLFlowRunDataMetric(key, value, step, timestamp)
 end
 
 
@@ -198,20 +178,21 @@ struct MLFlowRunData
     metrics::Vector{MLFlowRunDataMetric}
     params::Union{Dict{String,String},Missing}
     tags
-    function MLFlowRunData(data::Dict{String,Any})
-        metrics = haskey(data, "metrics") ? MLFlowRunDataMetric.(data["metrics"]) : MLFlowRunDataMetric[]
-        if haskey(data, "params")
-            params = Dict{String,String}()
-            for p in data["params"]
-                params[p["key"]] = p["value"]
-            end
-        else
-            params = Dict{String,String}()
+end
+function MLFlowRunData(data::Dict{String,Any})
+    metrics = haskey(data, "metrics") ? MLFlowRunDataMetric.(data["metrics"]) : MLFlowRunDataMetric[]
+    if haskey(data, "params")
+        params = Dict{String,String}()
+        for p in data["params"]
+            params[p["key"]] = p["value"]
         end
-        tags = haskey(data, "tags") ? data["tags"] : missing
-        new(metrics, params, tags)
+    else
+        params = Dict{String,String}()
     end
+    tags = haskey(data, "tags") ? data["tags"] : missing
+    MLFlowRunData(metrics, params, tags)
 end
+get_params(rundata::MLFlowRunData) = rundata.params
 
 """
     MLFlowRun
@@ -233,23 +214,14 @@ Represents an MLFlow run.
 struct MLFlowRun
     info::Union{MLFlowRunInfo,Missing}
     data::Union{MLFlowRunData,Missing}
-
-    function MLFlowRun(rundata::MLFlowRunData)
-        info = missing
-        new(info, rundata)
-    end
-    function MLFlowRun(runinfo::MLFlowRunInfo)
-        data = missing
-        new(runinfo, data)
-    end
-    function MLFlowRun(info::Dict{String,Any})
-        info = MLFlowRunInfo(info)
-        data = missing
-        new(info, data)
-    end
-    function MLFlowRun(info::Dict{String,Any}, data::Dict{String,Any})
-        info = MLFlowRunInfo(info)
-        data = MLFlowRunData(data)
-        new(info, data)
-    end
 end
+MLFlowRun(rundata::MLFlowRunData) =
+    MLFlowRun(missing, rundata)
+MLFlowRun(runinfo::MLFlowRunInfo) =
+    MLFlowRun(runinfo, missing)
+MLFlowRun(info::Dict{String,Any}) =
+    MLFlowRun(MLFlowRunInfo(info), missing)
+MLFlowRun(info::Dict{String,Any}, data::Dict{String,Any}) =
+    MLFlowRun(MLFlowRunInfo(info), MLFlowRunData(data))
+get_info(run::MLFlowRun) = run.info
+get_data(run::MLFlowRun) = run.data
diff --git a/src/utils.jl b/src/utils.jl
index 77db582..9a27870 100644
--- a/src/utils.jl
+++ b/src/utils.jl
@@ -4,9 +4,8 @@
 Retrieves an URI based on `mlf`, `endpoint`, and, optionally, `query`.
 
 # Examples
-``` julia-repl
-julia> MLFlowClient.uri(mlf, "experiments/get", Dict(:experiment_id=>10))
-URI("http://localhost/api/2.0/mlflow/experiments/get?experiment_id=10")
+```@example
+MLFlowClient.uri(mlf, "experiments/get", Dict(:experiment_id=>10))
 ```
 """
 function uri(mlf::MLFlow, endpoint="", query=missing)
@@ -48,3 +47,26 @@ function mlfpost(mlf, endpoint; kwargs...)
     end
 end
 
+"""
+    generatefilterfromparams(filter_params::AbstractDict{K,V}) where {K,V}
+
+Generates a `filter` string from `filter_params` dictionary.
+
+# Arguments
+- `filter_params`: dictionary to use for filter generation.
+
+# Returns
+A string that can be passed as `filter` to [`searchruns`](@ref).
+
+# Examples
+
+```@example
+generatefilterfromparams(Dict("paramkey1" => "paramvalue1", "paramkey2" => "paramvalue2"))
+```
+"""
+function generatefilterfromparams(filter_params::AbstractDict{K,V}) where {K,V}
+    length(filter_params) > 0 || return ""
+    # NOTE: may have issues with escaping.
+    filters = ["param.\"$(k)\" = \"$(v)\"" for(k, v) ∈ filter_params ]
+    join(filters, " and ")
+end
diff --git a/test/runtests.jl b/test/runtests.jl
index 9e78a8c..62718db 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -1,6 +1,7 @@
 using MLFlowClient
 using Test
 using UUIDs
+using Dates
 
 function mlflow_server_is_running(mlf::MLFlow)
     try
@@ -65,6 +66,43 @@ end
     @test deleteexperiment(mlf, ee)
 end
 
+@testset "generatefilterfromparama" begin
+    filter_params = Dict("k1" => "v1")
+    filter = generatefilterfromparams(filter_params)
+    @test filter == "param.\"k1\" = \"v1\""
+    filter_params = Dict("k1" => "v1", "started" => Date("2020-01-01"))
+    filter = generatefilterfromparams(filter_params)
+    @test occursin("param.\"k1\" = \"v1\"", filter)
+    @test occursin("param.\"started\" = \"2020-01-01\"", filter)
+    @test occursin(" and ", filter)
+end
+
+@testset "searchruns" begin
+    @ensuremlf
+    exp = createexperiment(mlf)
+    expid = exp.experiment_id
+    exprun = createrun(mlf, exp)
+    @test exprun.info.experiment_id == expid
+    @test exprun.info.lifecycle_stage == "active"
+    @test exprun.info.status == MLFlowRunStatus("RUNNING")
+    exprunid = exprun.info.run_id
+
+    runparams = Dict(
+        "k1" => "v1",
+        "started" => Date("2020-01-01")
+    )
+    logparam(mlf, exprun, runparams)
+
+    findrun = searchruns(mlf, exp; filter_params=runparams)
+    @test length(findrun) == 1
+    r = only(findrun)
+    @test get_run_id(get_info(r)) == exprun.info.run_id
+    @test sort(collect(keys(get_params(get_data(r))))) == sort(string.(keys(runparams)))
+    @test sort(collect(values(get_params(get_data(r))))) == sort(string.(values(runparams)))
+
+    @test deleteexperiment(mlf, exp)
+end
+
 @testset "MLFlowClient.jl" begin
     @ensuremlf
     exp = createexperiment(mlf)

From 85aa6fa1d2ac6feb78fea31f68280b05868de6b0 Mon Sep 17 00:00:00 2001
From: deyandyankov <deyan@dyankov.name>
Date: Sat, 20 Nov 2021 15:09:46 +0000
Subject: [PATCH 9/9] delete examples/Manifest.toml

---
 examples/Manifest.toml | 879 -----------------------------------------
 1 file changed, 879 deletions(-)
 delete mode 100644 examples/Manifest.toml

diff --git a/examples/Manifest.toml b/examples/Manifest.toml
deleted file mode 100644
index b1e9790..0000000
--- a/examples/Manifest.toml
+++ /dev/null
@@ -1,879 +0,0 @@
-# This file is machine-generated - editing it directly is not advised
-
-julia_version = "1.7.0-rc2"
-manifest_format = "2.0"
-
-[[deps.ANSIColoredPrinters]]
-git-tree-sha1 = "574baf8110975760d391c710b6341da1afa48d8c"
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-version = "0.0.1"
-
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-version = "3.3.1"
-
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-
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-
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-
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-git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
-uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
-version = "3.5.0+0"
-
-[[deps.xkbcommon_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
-git-tree-sha1 = "ece2350174195bb31de1a63bea3a41ae1aa593b6"
-uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd"
-version = "0.9.1+5"