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<h1 id="managing-instances">Managing Instances<a class="headerlink" href="#managing-instances" title="Permanent link">&para;</a></h1>
<p>Learn how to effectively manage your llama.cpp, MLX, and vLLM instances with Llamactl through both the Web UI and API.</p>
<h2 id="overview">Overview<a class="headerlink" href="#overview" title="Permanent link">&para;</a></h2>
<p>Llamactl provides two ways to manage instances:</p>
<ul>
<li><strong>Web UI</strong>: Accessible at <code>http://localhost:8080</code> with an intuitive dashboard</li>
<li><strong>REST API</strong>: Programmatic access for automation and integration</li>
</ul>
<p><img alt="Dashboard Screenshot" src="../../images/dashboard.png" /></p>
<h3 id="authentication">Authentication<a class="headerlink" href="#authentication" title="Permanent link">&para;</a></h3>
<p>If authentication is enabled:
1. Navigate to the web UI
2. Enter your credentials
3. Bearer token is stored for the session</p>
<h3 id="theme-support">Theme Support<a class="headerlink" href="#theme-support" title="Permanent link">&para;</a></h3>
<ul>
<li>Switch between light and dark themes</li>
<li>Setting is remembered across sessions</li>
</ul>
<h2 id="instance-cards">Instance Cards<a class="headerlink" href="#instance-cards" title="Permanent link">&para;</a></h2>
<p>Each instance is displayed as a card showing:</p>
<ul>
<li><strong>Instance name</strong></li>
<li><strong>Health status badge</strong> (unknown, ready, error, failed)</li>
<li><strong>Action buttons</strong> (start, stop, edit, logs, delete)</li>
</ul>
<h2 id="create-instance">Create Instance<a class="headerlink" href="#create-instance" title="Permanent link">&para;</a></h2>
<h3 id="via-web-ui">Via Web UI<a class="headerlink" href="#via-web-ui" title="Permanent link">&para;</a></h3>
<p><img alt="Create Instance Screenshot" src="../../images/create_instance.png" /></p>
<ol>
<li>Click the <strong>"Create Instance"</strong> button on the dashboard</li>
<li>Enter a unique <strong>Name</strong> for your instance (only required field)</li>
<li><strong>Choose Backend Type</strong>:<ul>
<li><strong>llama.cpp</strong>: For GGUF models using llama-server</li>
<li><strong>MLX</strong>: For MLX-optimized models (macOS only)</li>
<li><strong>vLLM</strong>: For distributed serving and high-throughput inference</li>
</ul>
</li>
<li>Configure model source:<ul>
<li><strong>For llama.cpp</strong>: GGUF model path or HuggingFace repo</li>
<li><strong>For MLX</strong>: MLX model path or identifier (e.g., <code>mlx-community/Mistral-7B-Instruct-v0.3-4bit</code>)</li>
<li><strong>For vLLM</strong>: HuggingFace model identifier (e.g., <code>microsoft/DialoGPT-medium</code>)</li>
</ul>
</li>
<li>Configure optional instance management settings:<ul>
<li><strong>Auto Restart</strong>: Automatically restart instance on failure</li>
<li><strong>Max Restarts</strong>: Maximum number of restart attempts</li>
<li><strong>Restart Delay</strong>: Delay in seconds between restart attempts</li>
<li><strong>On Demand Start</strong>: Start instance when receiving a request to the OpenAI compatible endpoint</li>
<li><strong>Idle Timeout</strong>: Minutes before stopping idle instance (set to 0 to disable)</li>
</ul>
</li>
<li>Configure backend-specific options:<ul>
<li><strong>llama.cpp</strong>: Threads, context size, GPU layers, port, etc.</li>
<li><strong>MLX</strong>: Temperature, top-p, adapter path, Python environment, etc.</li>
<li><strong>vLLM</strong>: Tensor parallel size, GPU memory utilization, quantization, etc.</li>
</ul>
</li>
<li>Click <strong>"Create"</strong> to save the instance </li>
</ol>
<h3 id="via-api">Via API<a class="headerlink" href="#via-api" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="c1"># Create llama.cpp instance with local model file</span>
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:8080/api/instances/my-llama-instance<span class="w"> </span><span class="se">\</span>
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Content-Type: application/json&quot;</span><span class="w"> </span><span class="se">\</span>
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="w"> </span>-d<span class="w"> </span><span class="s1">&#39;{</span>
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="s1"> &quot;backend_type&quot;: &quot;llama_cpp&quot;,</span>
<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a><span class="s1"> &quot;backend_options&quot;: {</span>
<a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a><span class="s1"> &quot;model&quot;: &quot;/path/to/model.gguf&quot;,</span>
<a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a><span class="s1"> &quot;threads&quot;: 8,</span>
<a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a><span class="s1"> &quot;ctx_size&quot;: 4096,</span>
<a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a><span class="s1"> &quot;gpu_layers&quot;: 32</span>
<a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a><span class="s1"> }</span>
<a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a><span class="s1"> }&#39;</span>
<a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a>
<a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a><span class="c1"># Create MLX instance (macOS only)</span>
<a id="__codelineno-0-15" name="__codelineno-0-15" href="#__codelineno-0-15"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:8080/api/instances/my-mlx-instance<span class="w"> </span><span class="se">\</span>
<a id="__codelineno-0-16" name="__codelineno-0-16" href="#__codelineno-0-16"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Content-Type: application/json&quot;</span><span class="w"> </span><span class="se">\</span>
<a id="__codelineno-0-17" name="__codelineno-0-17" href="#__codelineno-0-17"></a><span class="w"> </span>-d<span class="w"> </span><span class="s1">&#39;{</span>
<a id="__codelineno-0-18" name="__codelineno-0-18" href="#__codelineno-0-18"></a><span class="s1"> &quot;backend_type&quot;: &quot;mlx_lm&quot;,</span>
<a id="__codelineno-0-19" name="__codelineno-0-19" href="#__codelineno-0-19"></a><span class="s1"> &quot;backend_options&quot;: {</span>
<a id="__codelineno-0-20" name="__codelineno-0-20" href="#__codelineno-0-20"></a><span class="s1"> &quot;model&quot;: &quot;mlx-community/Mistral-7B-Instruct-v0.3-4bit&quot;,</span>
<a id="__codelineno-0-21" name="__codelineno-0-21" href="#__codelineno-0-21"></a><span class="s1"> &quot;temp&quot;: 0.7,</span>
<a id="__codelineno-0-22" name="__codelineno-0-22" href="#__codelineno-0-22"></a><span class="s1"> &quot;top_p&quot;: 0.9,</span>
<a id="__codelineno-0-23" name="__codelineno-0-23" href="#__codelineno-0-23"></a><span class="s1"> &quot;max_tokens&quot;: 2048</span>
<a id="__codelineno-0-24" name="__codelineno-0-24" href="#__codelineno-0-24"></a><span class="s1"> },</span>
<a id="__codelineno-0-25" name="__codelineno-0-25" href="#__codelineno-0-25"></a><span class="s1"> &quot;auto_restart&quot;: true,</span>
<a id="__codelineno-0-26" name="__codelineno-0-26" href="#__codelineno-0-26"></a><span class="s1"> &quot;max_restarts&quot;: 3</span>
<a id="__codelineno-0-27" name="__codelineno-0-27" href="#__codelineno-0-27"></a><span class="s1"> }&#39;</span>
<a id="__codelineno-0-28" name="__codelineno-0-28" href="#__codelineno-0-28"></a>
<a id="__codelineno-0-29" name="__codelineno-0-29" href="#__codelineno-0-29"></a><span class="c1"># Create vLLM instance</span>
<a id="__codelineno-0-30" name="__codelineno-0-30" href="#__codelineno-0-30"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:8080/api/instances/my-vllm-instance<span class="w"> </span><span class="se">\</span>
<a id="__codelineno-0-31" name="__codelineno-0-31" href="#__codelineno-0-31"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Content-Type: application/json&quot;</span><span class="w"> </span><span class="se">\</span>
<a id="__codelineno-0-32" name="__codelineno-0-32" href="#__codelineno-0-32"></a><span class="w"> </span>-d<span class="w"> </span><span class="s1">&#39;{</span>
<a id="__codelineno-0-33" name="__codelineno-0-33" href="#__codelineno-0-33"></a><span class="s1"> &quot;backend_type&quot;: &quot;vllm&quot;,</span>
<a id="__codelineno-0-34" name="__codelineno-0-34" href="#__codelineno-0-34"></a><span class="s1"> &quot;backend_options&quot;: {</span>
<a id="__codelineno-0-35" name="__codelineno-0-35" href="#__codelineno-0-35"></a><span class="s1"> &quot;model&quot;: &quot;microsoft/DialoGPT-medium&quot;,</span>
<a id="__codelineno-0-36" name="__codelineno-0-36" href="#__codelineno-0-36"></a><span class="s1"> &quot;tensor_parallel_size&quot;: 2,</span>
<a id="__codelineno-0-37" name="__codelineno-0-37" href="#__codelineno-0-37"></a><span class="s1"> &quot;gpu_memory_utilization&quot;: 0.9</span>
<a id="__codelineno-0-38" name="__codelineno-0-38" href="#__codelineno-0-38"></a><span class="s1"> },</span>
<a id="__codelineno-0-39" name="__codelineno-0-39" href="#__codelineno-0-39"></a><span class="s1"> &quot;auto_restart&quot;: true,</span>
<a id="__codelineno-0-40" name="__codelineno-0-40" href="#__codelineno-0-40"></a><span class="s1"> &quot;on_demand_start&quot;: true</span>
<a id="__codelineno-0-41" name="__codelineno-0-41" href="#__codelineno-0-41"></a><span class="s1"> }&#39;</span>
<a id="__codelineno-0-42" name="__codelineno-0-42" href="#__codelineno-0-42"></a>
<a id="__codelineno-0-43" name="__codelineno-0-43" href="#__codelineno-0-43"></a><span class="c1"># Create llama.cpp instance with HuggingFace model</span>
<a id="__codelineno-0-44" name="__codelineno-0-44" href="#__codelineno-0-44"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:8080/api/instances/gemma-3-27b<span class="w"> </span><span class="se">\</span>
<a id="__codelineno-0-45" name="__codelineno-0-45" href="#__codelineno-0-45"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Content-Type: application/json&quot;</span><span class="w"> </span><span class="se">\</span>
<a id="__codelineno-0-46" name="__codelineno-0-46" href="#__codelineno-0-46"></a><span class="w"> </span>-d<span class="w"> </span><span class="s1">&#39;{</span>
<a id="__codelineno-0-47" name="__codelineno-0-47" href="#__codelineno-0-47"></a><span class="s1"> &quot;backend_type&quot;: &quot;llama_cpp&quot;,</span>
<a id="__codelineno-0-48" name="__codelineno-0-48" href="#__codelineno-0-48"></a><span class="s1"> &quot;backend_options&quot;: {</span>
<a id="__codelineno-0-49" name="__codelineno-0-49" href="#__codelineno-0-49"></a><span class="s1"> &quot;hf_repo&quot;: &quot;unsloth/gemma-3-27b-it-GGUF&quot;,</span>
<a id="__codelineno-0-50" name="__codelineno-0-50" href="#__codelineno-0-50"></a><span class="s1"> &quot;hf_file&quot;: &quot;gemma-3-27b-it-GGUF.gguf&quot;,</span>
<a id="__codelineno-0-51" name="__codelineno-0-51" href="#__codelineno-0-51"></a><span class="s1"> &quot;gpu_layers&quot;: 32</span>
<a id="__codelineno-0-52" name="__codelineno-0-52" href="#__codelineno-0-52"></a><span class="s1"> }</span>
<a id="__codelineno-0-53" name="__codelineno-0-53" href="#__codelineno-0-53"></a><span class="s1"> }&#39;</span>
</code></pre></div>
<h2 id="start-instance">Start Instance<a class="headerlink" href="#start-instance" title="Permanent link">&para;</a></h2>
<h3 id="via-web-ui_1">Via Web UI<a class="headerlink" href="#via-web-ui_1" title="Permanent link">&para;</a></h3>
<ol>
<li>Click the <strong>"Start"</strong> button on an instance card</li>
<li>Watch the status change to "Unknown"</li>
<li>Monitor progress in the logs</li>
<li>Instance status changes to "Ready" when ready</li>
</ol>
<h3 id="via-api_1">Via API<a class="headerlink" href="#via-api_1" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:8080/api/instances/<span class="o">{</span>name<span class="o">}</span>/start
</code></pre></div>
<h2 id="stop-instance">Stop Instance<a class="headerlink" href="#stop-instance" title="Permanent link">&para;</a></h2>
<h3 id="via-web-ui_2">Via Web UI<a class="headerlink" href="#via-web-ui_2" title="Permanent link">&para;</a></h3>
<ol>
<li>Click the <strong>"Stop"</strong> button on an instance card</li>
<li>Instance gracefully shuts down</li>
</ol>
<h3 id="via-api_2">Via API<a class="headerlink" href="#via-api_2" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:8080/api/instances/<span class="o">{</span>name<span class="o">}</span>/stop
</code></pre></div>
<h2 id="edit-instance">Edit Instance<a class="headerlink" href="#edit-instance" title="Permanent link">&para;</a></h2>
<h3 id="via-web-ui_3">Via Web UI<a class="headerlink" href="#via-web-ui_3" title="Permanent link">&para;</a></h3>
<ol>
<li>Click the <strong>"Edit"</strong> button on an instance card</li>
<li>Modify settings in the configuration dialog</li>
<li>Changes require instance restart to take effect</li>
<li>Click <strong>"Update &amp; Restart"</strong> to apply changes</li>
</ol>
<h3 id="via-api_3">Via API<a class="headerlink" href="#via-api_3" title="Permanent link">&para;</a></h3>
<p>Modify instance settings:</p>
<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a>curl<span class="w"> </span>-X<span class="w"> </span>PUT<span class="w"> </span>http://localhost:8080/api/instances/<span class="o">{</span>name<span class="o">}</span><span class="w"> </span><span class="se">\</span>
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Content-Type: application/json&quot;</span><span class="w"> </span><span class="se">\</span>
<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="w"> </span>-d<span class="w"> </span><span class="s1">&#39;{</span>
<a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="s1"> &quot;backend_options&quot;: {</span>
<a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="s1"> &quot;threads&quot;: 8,</span>
<a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a><span class="s1"> &quot;context_size&quot;: 4096</span>
<a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a><span class="s1"> }</span>
<a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a><span class="s1"> }&#39;</span>
</code></pre></div>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>Configuration changes require restarting the instance to take effect.</p>
</div>
<h2 id="view-logs">View Logs<a class="headerlink" href="#view-logs" title="Permanent link">&para;</a></h2>
<h3 id="via-web-ui_4">Via Web UI<a class="headerlink" href="#via-web-ui_4" title="Permanent link">&para;</a></h3>
<ol>
<li>Click the <strong>"Logs"</strong> button on any instance card</li>
<li>Real-time log viewer opens</li>
</ol>
<h3 id="via-api_4">Via API<a class="headerlink" href="#via-api_4" title="Permanent link">&para;</a></h3>
<p>Check instance status in real-time:</p>
<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="c1"># Get instance details</span>
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a>curl<span class="w"> </span>http://localhost:8080/api/instances/<span class="o">{</span>name<span class="o">}</span>/logs
</code></pre></div>
<h2 id="delete-instance">Delete Instance<a class="headerlink" href="#delete-instance" title="Permanent link">&para;</a></h2>
<h3 id="via-web-ui_5">Via Web UI<a class="headerlink" href="#via-web-ui_5" title="Permanent link">&para;</a></h3>
<ol>
<li>Click the <strong>"Delete"</strong> button on an instance card</li>
<li>Only stopped instances can be deleted</li>
<li>Confirm deletion in the dialog</li>
</ol>
<h3 id="via-api_5">Via API<a class="headerlink" href="#via-api_5" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>curl<span class="w"> </span>-X<span class="w"> </span>DELETE<span class="w"> </span>http://localhost:8080/api/instances/<span class="o">{</span>name<span class="o">}</span>
</code></pre></div>
<h2 id="instance-proxy">Instance Proxy<a class="headerlink" href="#instance-proxy" title="Permanent link">&para;</a></h2>
<p>Llamactl proxies all requests to the underlying backend instances (llama-server, MLX, or vLLM).</p>
<div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="c1"># Get instance details</span>
<a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a>curl<span class="w"> </span>http://localhost:8080/api/instances/<span class="o">{</span>name<span class="o">}</span>/proxy/
</code></pre></div>
<p>All backends provide OpenAI-compatible endpoints. Check the respective documentation:
- <a href="https://github.com/ggml-org/llama.cpp/blob/master/tools/server/README.md">llama-server docs</a>
- <a href="https://github.com/ml-explore/mlx-lm/blob/main/mlx_lm/SERVER.md">MLX-LM docs</a>
- <a href="https://docs.vllm.ai/en/latest/">vLLM docs</a></p>
<h3 id="instance-health">Instance Health<a class="headerlink" href="#instance-health" title="Permanent link">&para;</a></h3>
<h4 id="via-web-ui_6">Via Web UI<a class="headerlink" href="#via-web-ui_6" title="Permanent link">&para;</a></h4>
<ol>
<li>The health status badge is displayed on each instance card</li>
</ol>
<h4 id="via-api_6">Via API<a class="headerlink" href="#via-api_6" title="Permanent link">&para;</a></h4>
<p>Check the health status of your instances:</p>
<div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a>curl<span class="w"> </span>http://localhost:8080/api/instances/<span class="o">{</span>name<span class="o">}</span>/proxy/health
</code></pre></div>
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