docs(client_guide): fix Sphinx build issues and improve Triton Python API documentation

docs/client_guide/Makefile

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+# Minimal makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line, and also
+# from the environment for the first two.
+SPHINXOPTS    ?=
+SPHINXBUILD   ?= sphinx-build
+SOURCEDIR     = source
+BUILDDIR      = build
+
+# Put it first so that "make" without argument is like "make help".
+help:
+	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+.PHONY: help Makefile
+
+# Catch-all target: route all unknown targets to Sphinx using the new
+# "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
+%: Makefile
+	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)

docs/client_guide/build/html/.buildinfo

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+# Sphinx build info version 1
+# This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: 6f7354c4b2c0491ae2da57a0e9e41cef
+tags: 645f666f9bcd5a90fca523b33c5a78b7

docs/client_guide/build/html/.buildinfo.bak

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+# Sphinx build info version 1
+# This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: ceed97858efbbca2322bfbf9f064e46c
+tags: 645f666f9bcd5a90fca523b33c5a78b7

docs/client_guide/build/html/_sources/index.rst.txt

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+Triton Inference Server Python API
+==================================
+
+.. toctree::
+   :maxdepth: 2
+   :caption: Contents:
+
+Introduction
+Requirements
+Installation
+Hello World
+In-Process Server Example
+Send Inference Request
+Stable Diffusion Example
+
+Introduction
+------------
+
+The Triton Inference Server provides an optimized cloud and edge inferencing solution.
+This documentation focuses on the Python API.
+
+Requirements
+------------
+
+- Linux system with Docker installed.
+- CUDA driver compatible with Triton.
+- Python 3.13+ (for Python API)
+
+Installation
+------------
+
+.. code-block:: bash
+
+   git clone https://github.com/triton-inference-server/tutorials.git
+   cd tutorials/Triton_Inference_Server_Python_API
+   ./build.sh
+
+Hello World
+-----------
+
+Start the container:
+
+.. code-block:: bash
+
+   ./run.sh
+
+Enter Python shell:
+
+.. code-block:: bash
+
+   python3
+
+In-Process Server Example
+-------------------------
+
+.. code-block:: python
+
+   import tritonserver
+   server = tritonserver.Server(model_repository="/workspace/identity-models")
+   server.start()
+
+Send Inference Request
+----------------------
+
+.. code-block:: python
+
+   model = server.model("identity")
+   responses = model.infer(inputs={"string_input":[["hello world!"]]})
+
+   for response in responses:
+       print(response.outputs["string_output"].to_string_array())
+
+Stable Diffusion Example
+-------------------------
+
+
+Build diffusion image:
+
+.. code-block:: bash
+
+   ./build.sh --framework diffusion --build-models
+
+Start container:
+
+.. code-block:: bash
+
+   ./run.sh --framework diffusion
+
+Python In-Process Server:
+
+.. code-block:: python
+
+   import tritonserver
+   import numpy
+   from PIL import Image
+
+   server = tritonserver.Server(model_repository="/workspace/diffusion-models")
+   server.start()
+
+Send request and save image:
+
+.. code-block:: python
+
+   model = server.model("stable_diffusion")
+   responses = model.infer(inputs={"prompt":[["butterfly in new york, realistic, 4k, photograph"]]})
+
+   for response in responses:
+       generated_image = numpy.from_dlpack(response.outputs["generated_image"])
+       generated_image = generated_image.squeeze().astype(numpy.uint8)
+       image_ = Image.fromarray(generated_image)
+       image_.save("sample_generated_image.jpg")

docs/client_guide/build/html/_static/_sphinx_javascript_frameworks_compat.js

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+/* Compatability shim for jQuery and underscores.js.
+ *
+ * Copyright Sphinx contributors
+ * Released under the two clause BSD licence
+ */
+
+/**
+ * small helper function to urldecode strings
+ *
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
+ */
+jQuery.urldecode = function(x) {
+    if (!x) {
+        return x
+    }
+    return decodeURIComponent(x.replace(/\+/g, ' '));
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+    if (typeof s === 'undefined')
+        s = document.location.search;
+    var parts = s.substr(s.indexOf('?') + 1).split('&');
+    var result = {};
+    for (var i = 0; i < parts.length; i++) {
+        var tmp = parts[i].split('=', 2);
+        var key = jQuery.urldecode(tmp[0]);
+        var value = jQuery.urldecode(tmp[1]);
+        if (key in result)
+            result[key].push(value);
+        else
+            result[key] = [value];
+    }
+    return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+    function highlight(node, addItems) {
+        if (node.nodeType === 3) {
+            var val = node.nodeValue;
+            var pos = val.toLowerCase().indexOf(text);
+            if (pos >= 0 &&
+                !jQuery(node.parentNode).hasClass(className) &&
+                !jQuery(node.parentNode).hasClass("nohighlight")) {
+                var span;
+                var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
+                if (isInSVG) {
+                    span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+                } else {
+                    span = document.createElement("span");
+                    span.className = className;
+                }
+                span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+                node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+                    document.createTextNode(val.substr(pos + text.length)),
+                    node.nextSibling));
+                node.nodeValue = val.substr(0, pos);
+                if (isInSVG) {
+                    var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
+                    var bbox = node.parentElement.getBBox();
+                    rect.x.baseVal.value = bbox.x;
+                    rect.y.baseVal.value = bbox.y;
+                    rect.width.baseVal.value = bbox.width;
+                    rect.height.baseVal.value = bbox.height;
+                    rect.setAttribute('class', className);
+                    addItems.push({
+                        "parent": node.parentNode,
+                        "target": rect});
+                }
+            }
+        }
+        else if (!jQuery(node).is("button, select, textarea")) {
+            jQuery.each(node.childNodes, function() {
+                highlight(this, addItems);
+            });
+        }
+    }
+    var addItems = [];
+    var result = this.each(function() {
+        highlight(this, addItems);
+    });
+    for (var i = 0; i < addItems.length; ++i) {
+        jQuery(addItems[i].parent).before(addItems[i].target);
+    }
+    return result;
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+    jQuery.uaMatch = function(ua) {
+        ua = ua.toLowerCase();
+
+        var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+            /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+            /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+            /(msie) ([\w.]+)/.exec(ua) ||
+            ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+            [];
+
+        return {
+            browser: match[ 1 ] || "",
+            version: match[ 2 ] || "0"
+        };
+    };
+    jQuery.browser = {};
+    jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
+}