Pairing with mlflow release api definition

.github/workflows/CI.yml

@@ -1,38 +1,41 @@
 name: CI
 on:
+  pull_request:
   push:
     branches:
       - main
     tags: '*'
-  pull_request:
-concurrency:
-  # Skip intermediate builds: always.
-  # Cancel intermediate builds: only if it is a pull request build.
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: ${{ startsWith(github.ref, 'refs/pull/') }}
 jobs:
   test:
-
-    services:
-      mlflow:
-        image: adacotechjp/mlflow:2.3.1
-        ports:
-          - 5000:5000
-
     name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} - ${{ github.event_name }}
     runs-on: ${{ matrix.os }}
     strategy:
       fail-fast: false
+      max-parallel: 1
       matrix:
         version:
-          - '1.6'
-          - '1'
+          - '1.10'
+          - '1' # automatically expands to the latest stable 1.x release of Julia.
         os:
           - ubuntu-latest
         arch:
           - x64
     steps:
       - uses: actions/checkout@v2
+      - name: Setup custom python requirements
+        if: hashFiles('**/requirements.txt', '**/pyproject.toml') == ''
+        run: |
+          touch ./requirements.txt
+          echo "mlflow==2.17.2" > ./requirements.txt
+      - uses: actions/setup-python@v4
+        with:
+          python-version: '3.10.13'
+          cache: 'pip'
+      - name: Setup mlflow locally
+        run: |
+          pip install -r ./requirements.txt
+          python3 /opt/hostedtoolcache/Python/3.10.13/x64/bin/mlflow server --host 0.0.0.0 --port 5000 &
+          sleep 5
       - uses: julia-actions/setup-julia@v1
         with:
           version: ${{ matrix.version }}
@@ -50,9 +53,10 @@ jobs:
       - uses: julia-actions/julia-buildpkg@v1
       - uses: julia-actions/julia-runtest@v1
         env:
+          JULIA_NUM_THREADS: '2'
           MLFLOW_TRACKING_URI: "http://localhost:5000/api"
       - uses: julia-actions/julia-processcoverage@v1
-      - uses: codecov/codecov-action@v2
+      - uses: codecov/codecov-action@v3
         with:
           files: lcov.info
   docs:

Project.toml

@@ -5,15 +5,13 @@ version = "0.5.1"
 
 [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"
 ShowCases = "605ecd9f-84a6-4c9e-81e2-4798472b76a3"
 URIs = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
 UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
 
 [compat]
-FilePathsBase = "0.9"
 HTTP = "1.9"
 JSON = "0.21"
 ShowCases = "0.1"

README.md

@@ -7,7 +7,3 @@
 
 
 Julia client for [MLFlow](https://www.mlflow.org/)
-
-This package is still under development and interfaces may change. See the documentation for current features and limitations.
-
-Tested against `mlflow==1.21.0` and `mlflow==1.22.0`.

docs/Project.toml

@@ -1,8 +1,6 @@
 [deps]
-Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
 HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3"
 JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-MLFlowClient = "64a0f543-368b-4a9a-827a-e71edb2a0b83"
+ShowCases = "605ecd9f-84a6-4c9e-81e2-4798472b76a3"
 URIs = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

docs/make.jl

@@ -1,27 +1,16 @@
-using MLFlowClient
+push!(LOAD_PATH,"../src/")
 using Documenter
-
-DocMeta.setdocmeta!(MLFlowClient, :DocTestSetup, :(using MLFlowClient); recursive=true)
+using MLFlowClient
 
 makedocs(;
-    modules=[MLFlowClient],
-    authors="@deyandyankov and contributors",
-    repo="https://github.com/JuliaAI.jl/blob/{commit}{path}#{line}",
     sitename="MLFlowClient.jl",
-    format=Documenter.HTML(;
-        prettyurls=get(ENV, "CI", "false") == "true",
-        canonical="https://juliaai.github.io/MLFlowClient.jl",
-        assets=String[]
-    ),
-    pages=[
-        "Home" => "index.md",
-        "Tutorial" => "tutorial.md",
-        "Reference" => "reference.md"
-    ],
-    checkdocs=:exports
-)
+    authors="@deyandyankov and contributors",
+    pages=["Home" => "index.md", "Tutorial" => "tutorial.md", "Reference" => [
+        "Types" => "reference/types.md", "Artifact operations" => "reference/artifact.md",
+        "Experiment operations" => "reference/experiment.md",
+        "Logging operations" => "reference/loggers.md",
+        "Miscellaneous operations" => "reference/misc.md",
+        "Run operations" => "reference/run.md",
+        "Registered model operations" => "reference/registered_model.md"]])
 
-deploydocs(;
-    repo="github.com/JuliaAI/MLFlowClient.jl",
-    devbranch="main"
-)
+deploydocs(; repo="github.com/JuliaAI/MLFlowClient.jl", devbranch="main")

docs/src/reference/artifact.md

@@ -0,0 +1,4 @@
+# Artifact operations
+```@docs
+listartifacts
+```

docs/src/reference/experiment.md

@@ -0,0 +1,11 @@
+# Experiment operations
+```@docs
+createexperiment
+getexperiment
+getexperimentbyname
+deleteexperiment
+restoreexperiment
+updateexperiment
+searchexperiments
+setexperimenttag
+```

docs/src/reference/loggers.md

@@ -0,0 +1,7 @@
+# Logging operations
+```@docs
+logmetric
+logbatch
+loginputs
+logparam
+```

docs/src/reference/misc.md

@@ -0,0 +1,5 @@
+# Miscellaneous operations
+```@docs
+getmetrichistory
+refresh
+```

docs/src/reference/registered_model.md

@@ -0,0 +1,8 @@
+# Registered model operations
+```@docs
+createregisteredmodel
+getregisteredmodel
+renameregisteredmodel
+updateregisteredmodel
+deleteregisteredmodel
+```

docs/src/reference/run.md

@@ -0,0 +1,11 @@
+# Run operations
+```@docs
+createrun
+deleterun
+restorerun
+getrun
+setruntag
+deleteruntag
+searchruns
+updaterun
+```

docs/src/reference/types.md

@@ -0,0 +1,21 @@
+# Types
+```@docs
+MLFlow
+Tag
+ViewType
+RunStatus
+ModelVersionStatus
+Dataset
+DatasetInput
+FileInfo
+ModelVersion
+RegisteredModel
+RegisteredModelAlias
+Experiment
+Run
+Param
+Metric
+RunData
+RunInfo
+RunInputs
+```

docs/src/tutorial.md

@@ -40,7 +40,7 @@ p
 
 This could result in the following plot:
 
-![](withoutmlflow.png)
+![](images/withoutmlflow.png)
 
 Now, suppose that you are interested in turning this into an experiment which stores its metadata and results in MLFlow using `MLFlowClient`. You could amend the code like this:
 
@@ -114,8 +114,8 @@ updaterun(mlf, exprun, "FINISHED")
 
 This will result in the folowing experiment created in your `MLFlow` which is running on `http://localhost/`:
 
-![](mlflowexp.png)
+![](images/mlflowexp.png)
 
 You can also observe series logged against individual metrics, i.e. `pricepath1` looks like this in `MLFlow`:
 
-![](mlflowexpmetric1.png)
+![](images/mlflowexpmetric1.png)