mlflow · BenWilson2 · Nov 14, 2023 · Nov 14, 2023
diff --git a/docs/source/deep-learning/index.rst b/docs/source/deep-learning/index.rst
@@ -47,27 +47,27 @@ The officially supported integrations for deep learning libraries in MLflow enco
         <div class="logo-grid">
             <a href="../models.html#pytorch-pytorch">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/pytorch-logo.svg" alt="pytorch Logo">
+                    <img src="../_static/images/logos/pytorch-logo.svg" alt="pytorch Logo"/>
                 </div>
             </a>
             <a href="../models.html#keras-keras">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/keras-logo.svg" alt="keras Logo">
+                    <img src="../_static/images/logos/keras-logo.svg" alt="keras Logo"/>
                 </div>
             </a>
             <a href="../models.html#tensorflow-tensorflow">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/TensorFlow-logo.svg" alt="TensorFlow Logo">
+                    <img src="../_static/images/logos/TensorFlow-logo.svg" alt="TensorFlow Logo"/>
                 </div>
             </a>
             <a href="../models.html#spacy-spacy">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/spacy-logo.svg" alt="spaCy Logo">
+                    <img src="../_static/images/logos/spacy-logo.svg" alt="spaCy Logo"/>
                 </div>
             </a>
             <a href="../models.html#fastai-fastai">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/fastai-logo.png" alt="fast.ai Logo">
+                    <img src="../_static/images/logos/fastai-logo.png" alt="fast.ai Logo"/>
                 </div>
             </a>
         </div>

diff --git a/docs/source/deployment/deploy-model-to-kubernetes/index.rst b/docs/source/deployment/deploy-model-to-kubernetes/index.rst
@@ -126,6 +126,7 @@ Next, use the MLflow UI to compare the models that you have produced. In the sam
 as the one that contains the ``mlruns`` run:
 
 .. code-section::
+
     .. code-block:: shell
 
         mlflow ui

diff --git a/docs/source/getting-started/index.rst b/docs/source/getting-started/index.rst
@@ -30,7 +30,7 @@ If you would like to get started immediately by interactively running the notebo
 .. raw:: html
 
     <a href="https://raw.githubusercontent.com/mlflow/mlflow/master/docs/source/getting-started/intro-quickstart/notebooks/tracking_quickstart.ipynb" class="notebook-download-btn">
-        <i class="fas fa-download"></i>Download the Notebook</a><br>
+        <i class="fas fa-download"></i>Download the Notebook</a><br/>
 
 Quickstart elements
 ^^^^^^^^^^^^^^^^^^^
@@ -76,7 +76,7 @@ If you would like to get started immediately by interactively running the notebo
 .. raw:: html
 
     <a href="https://raw.githubusercontent.com/mlflow/mlflow/master/docs/source/getting-started/logging-first-model/notebooks/logging-first-model.ipynb" class="notebook-download-btn">
-        <i class="fas fa-download"></i>Download the Notebook</a><br>
+        <i class="fas fa-download"></i>Download the Notebook</a><br/>
 
 Guide sections
 ^^^^^^^^^^^^^^

diff --git a/docs/source/getting-started/intro-quickstart/index.rst b/docs/source/getting-started/intro-quickstart/index.rst
@@ -41,6 +41,7 @@ Step 1 - Get MLflow
 MLflow is available on PyPI. If you don't already have it installed on your system, you can install it with:
 
 .. code-section::
+
     .. code-block:: bash
         :name: download-mlflow
 
@@ -53,6 +54,7 @@ We're going to start a local MLflow Tracking Server, which we will connect to fo
 From a terminal, run:
 
 .. code-section::
+
     .. code-block:: bash
         :name: tracking-server-start
 
@@ -72,6 +74,7 @@ In this section, we're going to log a model with MLflow. A quick overview of the
 
 
 .. code-section::
+
     .. code-block:: python
         :name: train-model
 
@@ -132,6 +135,7 @@ The steps that we will take are:
     to ensure that the loggable content (parameters, metrics, artifacts, and the model) are fully materialized prior to logging. 
 
 .. code-section::
+
     .. code-block:: python
         :name: log-model
 
@@ -177,6 +181,7 @@ After logging the model, we can perform inference by:
     below.
 
 .. code-section::
+
     .. code-block:: python
         :name: load-model 
 

diff --git a/docs/source/getting-started/logging-first-model/step1-tracking-server.rst b/docs/source/getting-started/logging-first-model/step1-tracking-server.rst
@@ -15,6 +15,7 @@ Step 1: Install MLflow from PyPI
 MLflow is conveniently available on PyPI. Installing it is as simple as running a pip command.
 
 .. code-section::
+
     .. code-block:: bash
         :name: download-mlflow
 
@@ -27,6 +28,7 @@ To begin, you'll need to initiate the MLflow Tracking Server. Remember to keep t
 running during the tutorial, as closing it will shut down the server.
 
 .. code-section::
+
     .. code-block:: bash
         :name: tracking-server-start
 

diff --git a/docs/source/getting-started/logging-first-model/step2-mlflow-client.rst b/docs/source/getting-started/logging-first-model/step2-mlflow-client.rst
@@ -18,6 +18,7 @@ Importing Dependencies
 In order to use the MLflowClient API, the initial step involves importing the necessary modules.
 
 .. code-section::
+
     .. code-block:: python
         :name: imports
         :emphasize-lines: 1
@@ -43,6 +44,7 @@ assigned the server when we started it. The two components that we submitted as
 ``host`` and the ``port``. Combined, these form the ``tracking_uri`` argument that we will specify to start an instance of the client.
 
 .. code-section::
+
     .. code-block:: python
         :name: client
 
@@ -70,6 +72,7 @@ The first thing that we're going to do is to view the metadata associated with t
 use of the :py:func:`mlflow.client.MlflowClient.search_experiments` API. Let's issue a search query to see what the results are.
 
 .. code-section::
+
     .. code-block:: python
 
         all_experiments = client.search_experiments()
@@ -91,6 +94,7 @@ To get familiar with accessing elements from returned collections from MLflow AP
 query and extract these attributes into a dict.
 
 .. code-section::
+
     .. code-block:: python
 
         default_experiment = [

diff --git a/docs/source/getting-started/logging-first-model/step3-create-experiment.rst b/docs/source/getting-started/logging-first-model/step3-create-experiment.rst
@@ -105,6 +105,7 @@ Creating the Apples Experiment with Meaningful tags
 ---------------------------------------------------
 
 .. code-section::
+
     .. code-block:: python
 
         # Provide an Experiment description that will appear in the UI

diff --git a/docs/source/getting-started/logging-first-model/step4-experiment-search.rst b/docs/source/getting-started/logging-first-model/step4-experiment-search.rst
@@ -51,6 +51,7 @@ tags, note the particular syntax used. The custom tag names are wrapped with bac
 condition is wrapped in single quotes.
 
 .. code-section::
+
     .. code-block:: python
 
         # Use search_experiments() to search on the project_name tag key

diff --git a/docs/source/getting-started/logging-first-model/step5-synthetic-data.rst b/docs/source/getting-started/logging-first-model/step5-synthetic-data.rst
@@ -21,6 +21,7 @@ We can introduce this correlation by crafting a relationship between our feature
 The random elements of some of the factors will handle the unexplained variance portion.
 
 .. code-section::
+
     .. code-block:: python
 
         import pandas as pd

diff --git a/docs/source/getting-started/logging-first-model/step6-logging-a-run.rst b/docs/source/getting-started/logging-first-model/step6-logging-a-run.rst
@@ -76,6 +76,7 @@ using MLflow to tracking a training iteration.
 To start with, we will need to import our required modules.
 
 .. code-section::
+
     .. code-block:: python
 
         import mlflow
@@ -94,6 +95,7 @@ In order to use the ``fluent`` API, we'll need to set the global reference to th
 address. We do this via the following command:
 
 .. code-section::
+
     .. code-block:: python
 
         mlflow.set_tracking_uri("http://127.0.0.1:8080")
@@ -104,6 +106,7 @@ to log runs to. The parent-child relationship of Experiments to Runs and its uti
 clear once we start iterating over some ideas and need to compare the results of our tests.
 
 .. code-section::
+
     .. code-block:: python
 
         # Sets the current active experiment to the "Apple_Models" experiment and
@@ -123,6 +126,7 @@ Firstly, let's look at what we're going to be running. Following the code displa
 an annotated version of the code.
 
 .. code-section::
+
     .. code-block:: python
 
         # Split the data into features and target and drop irrelevant date field and target field

diff --git a/docs/source/getting-started/quickstart-1/index.rst b/docs/source/getting-started/quickstart-1/index.rst
@@ -86,6 +86,7 @@ In addition, or if you are using a library for which ``autolog`` is not yet supp
 This example demonstrates the use of these functions:
 
 .. code-section::
+
     .. code-block:: python
 
         import os

diff --git a/docs/source/getting-started/quickstart-2/index.rst b/docs/source/getting-started/quickstart-2/index.rst
@@ -195,7 +195,7 @@ Choose **Chart view**. Choose the **Parallel coordinates** graph and configure i
     class="align-center"
     id="chart-view"
     alt="Screenshot of MLflow tracking UI parallel coordinates graph showing runs"
-  >
+  />
 
 The red graphs on this graph are runs that fared poorly. The lowest one is a baseline run with both **lr** and **momentum** set to 0.0. That baseline run has an RMSE of ~0.89. The other red lines show that high **momentum** can also lead to poor results with this problem and architecture. 
 

diff --git a/docs/source/llms/custom-pyfunc-for-llms/index.rst b/docs/source/llms/custom-pyfunc-for-llms/index.rst
@@ -27,7 +27,7 @@ Explore the Tutorial
 
 .. raw:: html
 
-    <a href="notebooks/index.html" class="download-btn">View the Custom Pyfunc for LLMs Tutorial</a><br>
+    <a href="notebooks/index.html" class="download-btn">View the Custom Pyfunc for LLMs Tutorial</a><br/>
 
 .. toctree::
     :maxdepth: 1

diff --git a/docs/source/llms/custom-pyfunc-for-llms/notebooks/index.rst b/docs/source/llms/custom-pyfunc-for-llms/notebooks/index.rst
@@ -64,7 +64,7 @@ If you'd like to run a copy of the notebooks locally in your environment, you ca
 
 .. raw:: html
 
-    <a href="https://raw.githubusercontent.com/mlflow/mlflow/master/docs/source/llms/custom-pyfunc-for-llms/notebooks/custom-pyfunc-advanced-llm.ipynb" class="notebook-download-btn">Download the LLM Custom Pyfunc notebook</a><br>
+    <a href="https://raw.githubusercontent.com/mlflow/mlflow/master/docs/source/llms/custom-pyfunc-for-llms/notebooks/custom-pyfunc-advanced-llm.ipynb" class="notebook-download-btn">Download the LLM Custom Pyfunc notebook</a><br/>
 
 .. note::
     To execute the notebooks, ensure you either have a local MLflow Tracking Server running or adjust the ``mlflow.set_tracking_uri()`` to point to an active MLflow Tracking Server instance. 

diff --git a/docs/source/llms/gateway/guides/step1-create-gateway.rst b/docs/source/llms/gateway/guides/step1-create-gateway.rst
@@ -8,6 +8,7 @@ dependencies, including ``uvicorn`` and ``fastapi``. Note that direct dependenci
 unnecessary, as all supported providers are abstracted from the developer.
 
 .. code-section::
+
     .. code-block:: bash 
         :name: install-gateway
 
@@ -22,6 +23,7 @@ of leaking the token in code. The AI Gateway, when started, will read the value
 variable without any additional action required.
 
 .. code-section::
+
     .. code-block:: bash
         :name: token
 
@@ -37,6 +39,7 @@ service restart is not required for changes to take effect and can instead be do
 configuration file that is defined at server start, permitting dynamic route creation without downtime of the service.
 
 .. code-section::
+
     .. code-block:: yaml 
         :name: configure-gateway
 
@@ -85,6 +88,7 @@ the URL: ``http://localhost:5000``. To modify these default settings, use the
 ``mlflow gateway --help`` command to view additional configuration options.
 
 .. code-section::
+
     .. code-block:: bash 
         :name: start-gateway
 

diff --git a/docs/source/llms/gateway/guides/step2-query-gateway.rst b/docs/source/llms/gateway/guides/step2-query-gateway.rst
@@ -22,6 +22,7 @@ Setup
 First, import the necessary functions and define the gateway URI.
 
 .. code-section::
+
     .. code-block:: python 
         :name: setup
 
@@ -39,6 +40,7 @@ which is the string the Language Model (LLM) will respond to. The gateway also a
 various other parameters. For detailed information, please refer to the documentation.
 
 .. code-section::
+
     .. code-block:: python 
         :name: completions
 
@@ -72,6 +74,7 @@ takes a list of dictionaries formatted as follows:
 For further details, please consult the documentation.
 
 .. code-section::
+
     .. code-block:: python 
         :name: chat
 
@@ -103,6 +106,7 @@ string or a list of strings. The gateway then processes these strings and return
 respective numerical vectors. Let's proceed with an example...
 
 .. code-section::
+
     .. code-block:: python 
         :name: embeddings
 

diff --git a/docs/source/llms/gateway/index.rst b/docs/source/llms/gateway/index.rst
@@ -42,7 +42,7 @@ as fast as possible, the guides below will be your best first stop.
 
 .. raw:: html
 
-    <a href="guides/index.html" class="download-btn">View the AI Gateway Getting Started Guide</a><br>
+    <a href="guides/index.html" class="download-btn">View the AI Gateway Getting Started Guide</a><br/>
 
 .. _gateway-quickstart:
 

diff --git a/docs/source/llms/index.rst b/docs/source/llms/index.rst
@@ -67,47 +67,47 @@ configuration and management of your LLM serving needs, select the provider that
         <div class="logo-grid">
             <a href="gateway/index.html#providers">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/openai-logo.png" alt="OpenAI Logo">
+                    <img src="../_static/images/logos/openai-logo.png" alt="OpenAI Logo"/>
                 </div>
             </a>
             <a href="gateway/index.html#providers">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/mosaicml-logo.svg" alt="MosaicML Logo">
+                    <img src="../_static/images/logos/mosaicml-logo.svg" alt="MosaicML Logo"/>
                 </div>
             </a>
             <a href="gateway/index.html#providers">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/anthropic-logo.svg" alt="Anthropic Logo">
+                    <img src="../_static/images/logos/anthropic-logo.svg" alt="Anthropic Logo"/>
                 </div>
             </a>
             <a href="gateway/index.html#providers">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/cohere-logo.png" alt="Cohere Logo">
+                    <img src="../_static/images/logos/cohere-logo.png" alt="Cohere Logo"/>
                 </div>
             </a>
             <a href="gateway/index.html#providers">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/mlflow-logo.svg" alt="MLflow Logo">
+                    <img src="../_static/images/logos/mlflow-logo.svg" alt="MLflow Logo"/>
                 </div>
             </a>
             <a href="gateway/index.html#providers">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/aws-logo.svg" alt="AWS Logo" style="max-height: 3rem;">
+                    <img src="../_static/images/logos/aws-logo.svg" alt="AWS Logo" style="max-height: 3rem;"/>
                 </div>
             </a>
             <a href="gateway/index.html#providers">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/PaLM-logo.png" alt="PaLM Logo">
+                    <img src="../_static/images/logos/PaLM-logo.png" alt="PaLM Logo"/>
                 </div>
             </a>
             <a href="gateway/index.html#providers">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/ai21labs-logo.svg" alt="ai21Labs Logo">
+                    <img src="../_static/images/logos/ai21labs-logo.svg" alt="ai21Labs Logo"/>
                 </div>
             </a>
             <a href="gateway/index.html#providers">
                 <div class="logo-card">
-                    <img src="../_static/images/logos/huggingface-logo.svg" alt="Hugging Face Logo">
+                    <img src="../_static/images/logos/huggingface-logo.svg" alt="Hugging Face Logo"/>
                 </div>
             </a>
         </div>
@@ -246,25 +246,25 @@ Select the integration below to read the documentation on how to leverage MLflow
 
         <a href="../models.html#transformers-transformers-experimental">
             <div class="logo-card">
-                <img src="../_static/images/logos/huggingface-logo.svg" alt="HuggingFace Logo">
+                <img src="../_static/images/logos/huggingface-logo.svg" alt="HuggingFace Logo"/>
             </div>
         </a>
 
         <a href="../models.html#sentencetransformers-sentence-transformers-experimental">
             <div class="logo-card">
-                <img src="../_static/images/logos/sentence-transformers-logo.png" alt="Sentence Transformers Logo">
+                <img src="../_static/images/logos/sentence-transformers-logo.png" alt="Sentence Transformers Logo"/>
             </div>
         </a>
 
         <a href="../models.html#langchain-langchain-experimental">
             <div class="logo-card">
-                <img src="../_static/images/logos/langchain-logo.png" alt="LangChain Logo">
+                <img src="../_static/images/logos/langchain-logo.png" alt="LangChain Logo"/>
             </div>
         </a>
 
         <a href="../models.html#openai-openai-experimental">
             <div class="logo-card">
-                <img src="../_static/images/logos/openai-logo.png" alt="OpenAI Logo">
+                <img src="../_static/images/logos/openai-logo.png" alt="OpenAI Logo"/>
             </div>
         </a>
     </div>