From d7e18eb6e63e7999ce41c87dc8b8d0ee0fe218f9 Mon Sep 17 00:00:00 2001 From: Zach Lasiuk Date: Fri, 13 Sep 2024 17:08:43 -0500 Subject: [PATCH 1/2] Finalizing demo templating --- assets/css/demo.css | 2 +- .../llama-cpu/_demo.md | 12 ++++-- .../llama-cpu/config-diagram-dark.png | Bin 29480 -> 29194 bytes .../llama-cpu/config-diagram.png | Bin 26592 -> 26472 bytes .../llama-cpu/llama-chatbot.md | 2 +- .../llama-cpu/llama-server.md | 2 +- .../llm-chatbot/javascript--llm-chatbot.html | 39 +++++++++++++----- .../demo-components/overview-box.html | 2 +- 8 files changed, 41 insertions(+), 18 deletions(-) diff --git a/assets/css/demo.css b/assets/css/demo.css index 2accfc0ee..fc9ef0340 100644 --- a/assets/css/demo.css +++ b/assets/css/demo.css @@ -250,7 +250,7 @@ #notification-popup { position: absolute; /*top: -34px;*/ - bottom: 46px; + bottom: 46px; /* 66 at 2 lines....86 at 3 lines....106px at 4 lines */ left: 0; width: calc(100% - 32px); /* Subtract gutter space from width */ diff --git a/content/learning-paths/servers-and-cloud-computing/llama-cpu/_demo.md b/content/learning-paths/servers-and-cloud-computing/llama-cpu/_demo.md index db7cb7290..7f23df506 100644 --- a/content/learning-paths/servers-and-cloud-computing/llama-cpu/_demo.md +++ b/content/learning-paths/servers-and-cloud-computing/llama-cpu/_demo.md @@ -1,10 +1,16 @@ --- title: Run a llama.cpp chatbot powered by Arm Kleidi technology -overview: Running a chatbot can be expensive at scale, and surprising performance can be achieved with quantized (4 or 8 bit) small LLMs (~8 billion parameters) on Arm Neoverse CPUs. CPUs are generally more accessible and lower cost than traditional GPU solutions. Chat with the Llama-3.1-8b LLM here to see the performance for yourself. This demo is running on AWS Graviton 3, on C7g.16xlarge instances. +overview: | + This Arm Kleidi learning path shows how to use a single AWS Graviton instance -- powered by an Arm Neoverse CPU -- to build a simple “Token as a Service” server, used below to provide a chat-bot to serve a small number of concurrent users. + + This architecture would be suitable for businesses looking to deploy the latest Generative AI technologies using their existing CPU compute capacity and deployment pipelines. The demo uses the open source llama.cpp framework, which Arm has enhanced by contributing and merged the latest Arm Kleidi Technologies. Further optimizations are achieved by using the smaller 8 billion parameter Llama 3.1 model, which has been quantized to optimize memory usage. + + Chat with the Llama-3.1-8B LLM below to see the performance for yourself, then follow the learning path to build your own Generative AI service on Arm Neoverse. + demo_steps: - Type & send a message to the chatbot. - - Get the chatbot's reply. + - Receive the chatbot's reply. - View stats showing how well AWS Graviton runs LLMs. diagram: config-diagram-dark.png @@ -65,7 +71,7 @@ tps_ranges: ### FIXED, DO NOT MODIFY # ================================================================================ demo_template_name: llm_chatbot_first_demo # allows the 'demo.html' partial to route to the correct Configuration and Demo/Stats sub partials for page render. -weight: 1 # _index.md always has weight of 1 to order correctly +weight: 2 # _index.md always has weight of 1 to order correctly layout: "learningpathall" # All files under learning paths have this same wrapper learning_path_main_page: "yes" # This should be surfaced when looking for related content. 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b/content/learning-paths/servers-and-cloud-computing/llama-cpu/llama-chatbot.md @@ -1,6 +1,6 @@ --- title: Run a Large Language model (LLM) chatbot on Arm servers -weight: 2 +weight: 3 ### FIXED, DO NOT MODIFY layout: learningpathall diff --git a/content/learning-paths/servers-and-cloud-computing/llama-cpu/llama-server.md b/content/learning-paths/servers-and-cloud-computing/llama-cpu/llama-server.md index 67ebefe3f..64565ddc9 100644 --- a/content/learning-paths/servers-and-cloud-computing/llama-cpu/llama-server.md +++ b/content/learning-paths/servers-and-cloud-computing/llama-cpu/llama-server.md @@ -1,6 +1,6 @@ --- title: Access the chatbot using the OpenAI-compatible API -weight: 3 +weight: 4 ### FIXED, DO NOT MODIFY layout: learningpathall diff --git a/themes/arm-design-system-hugo-theme/layouts/partials/demo-components/llm-chatbot/javascript--llm-chatbot.html b/themes/arm-design-system-hugo-theme/layouts/partials/demo-components/llm-chatbot/javascript--llm-chatbot.html index fcdefaec1..5b68d478f 100644 --- a/themes/arm-design-system-hugo-theme/layouts/partials/demo-components/llm-chatbot/javascript--llm-chatbot.html +++ b/themes/arm-design-system-hugo-theme/layouts/partials/demo-components/llm-chatbot/javascript--llm-chatbot.html @@ -227,7 +227,7 @@ const chatbot_response_div = chatbot_messages[0]; const chatbot_message_span = chatbot_response_div.querySelector('span'); - chatbot_message_span.textContent += messageData.replace(//g, ""); + chatbot_message_span.textContent += messageData; } @@ -379,7 +379,22 @@ } } +// Check if textarea input makes a new line +function hidePopupOnInputHeightIncrease() { + const text_area = document.getElementById('user-input-for-demo'); + const popup = document.getElementById('notification-popup'); + if (text_area.scrollHeight > 44) { + popup.classList.remove('show-popup'); + popup.classList.add('hide-popup'); + } +} +function adjustInputHeight() { + const text_area = document.getElementById('user-input-for-demo'); + text_area.style.height = 'auto'; // Reset height to recalculate + text_area.style.height = (text_area.scrollHeight > text_area.clientHeight ? text_area.scrollHeight : text_area.clientHeight) + 'px'; + hidePopupOnInputHeightIncrease(); // Auto-hide popup if height is above default (multiple lines) +} @@ -410,6 +425,7 @@ else { // Clear message box & toggle button text_area.value = ''; + adjustInputHeight(); toggleButton(); text_area.focus(); @@ -426,8 +442,9 @@ // User enters any text in textinput text_area.addEventListener('input', function() { - this.style.height = 'auto'; - this.style.height = (this.scrollHeight > this.clientHeight ? this.scrollHeight : this.clientHeight) + 'px'; + //this.style.height = 'auto'; + //this.style.height = (this.scrollHeight > this.clientHeight ? this.scrollHeight : this.clientHeight) + 'px'; + adjustInputHeight(); toggleButton(); // enable input button }); // User hits enter in textinput @@ -491,17 +508,17 @@ // Update ping & popup status if (data.cluster_utilization == 'normal') { - showPopupPostConnection('Connected to Graviton-based LLM! Start chatting now.',"success"); + showPopupPostConnection('Connected to Arm Neoverse V2 based LLM! Start chatting now.',"success"); //ping_txt.textContent = `Ping: ${ping}` traffic_txt.textContent = 'Server traffic: Low' } else if (data.cluster_utilization == 'high') { - showPopupPostConnection('Connected to Graviton-based LLM! Traffic is high, delays may occur. Start chatting now.',"success"); + showPopupPostConnection('Connected to Arm Neoverse V2 based LLM! Traffic is high, delays may occur. Start chatting now.',"success"); //ping_txt.textContent = `Ping: ${ping}` traffic_txt.textContent = `Server traffic: High` } else if (data.cluster_utilization == 'at-limit') { - showPopupPostConnection('Connected to Graviton-based LLM! Traffic is high, delays may occur. Start chatting now.',"warning"); + showPopupPostConnection('Connected to Arm Neoverse V2 based LLM! Traffic is high, delays may occur. Start chatting now.',"warning"); //ping_txt.textContent = `Ping: ${ping}` traffic_txt.textContent = `Server traffic: High` } @@ -513,7 +530,7 @@ entry_div.style.opacity = '0.75'; entry_div.setAttribute('placeholder','No connection'); - showPopupPostConnection('Unable to connect. The problem may be with us; try refreshing the page.',"error"); + showPopupPostConnection('Unable to connect to the server; try refreshing the page or returning later.',"error"); }); } @@ -571,7 +588,7 @@ if (return_json.message_type == 'initial_response') { if (return_json.value == 'NO_RESOURCES_AVAILABLE') { - showPopupPostConnection("No open resources - try sending a new message.","warning"); + showPopupPostConnection("I'm sorry, too many people are trying to access me at once! Try again a bit later.","warning"); } else if (return_json.value == 'STREAM_STARTING') { hidePopup(); @@ -584,7 +601,7 @@ updateLLMMetrics(return_json.value); } else { - showPopupPostConnection("Unexpected server response - try a new message.","error"); + showPopupPostConnection("Unexpected server response - try a new message or return later.","error"); } } } @@ -594,7 +611,7 @@ return readStream(); // Read the stream } else { console.error('Error sending message to the server'); - showPopupPostConnection("Problem sending message - try a new message.","error"); + showPopupPostConnection("Problem sending message - try sending a new message.","error"); } }) .catch(error => { @@ -612,7 +629,7 @@ } else { console.error('An unexpected error occurred:', error); - showPopupPostConnection('Unknown error - try sending a new message.',"error"); + showPopupPostConnection('Server error - try sending a new message.',"error"); } }); } diff --git a/themes/arm-design-system-hugo-theme/layouts/partials/demo-components/overview-box.html b/themes/arm-design-system-hugo-theme/layouts/partials/demo-components/overview-box.html index 4422cfc10..ebaec29a5 100644 --- a/themes/arm-design-system-hugo-theme/layouts/partials/demo-components/overview-box.html +++ b/themes/arm-design-system-hugo-theme/layouts/partials/demo-components/overview-box.html @@ -22,7 +22,7 @@

Overview

-

{{.Params.overview}}

+

{{.Params.overview | markdownify }}

From 876329b1fb63bc3316629aafe3d1e85eb490ffbe Mon Sep 17 00:00:00 2001 From: Zach Lasiuk Date: Fri, 13 Sep 2024 17:13:15 -0500 Subject: [PATCH 2/2] slight verbiage change --- .../servers-and-cloud-computing/llama-cpu/_demo.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/learning-paths/servers-and-cloud-computing/llama-cpu/_demo.md b/content/learning-paths/servers-and-cloud-computing/llama-cpu/_demo.md index 7f23df506..b5c230689 100644 --- a/content/learning-paths/servers-and-cloud-computing/llama-cpu/_demo.md +++ b/content/learning-paths/servers-and-cloud-computing/llama-cpu/_demo.md @@ -3,7 +3,7 @@ title: Run a llama.cpp chatbot powered by Arm Kleidi technology overview: | This Arm Kleidi learning path shows how to use a single AWS Graviton instance -- powered by an Arm Neoverse CPU -- to build a simple “Token as a Service” server, used below to provide a chat-bot to serve a small number of concurrent users. - This architecture would be suitable for businesses looking to deploy the latest Generative AI technologies using their existing CPU compute capacity and deployment pipelines. The demo uses the open source llama.cpp framework, which Arm has enhanced by contributing and merged the latest Arm Kleidi Technologies. Further optimizations are achieved by using the smaller 8 billion parameter Llama 3.1 model, which has been quantized to optimize memory usage. + This architecture would be suitable for businesses looking to deploy the latest Generative AI technologies using their existing CPU compute capacity and deployment pipelines. The demo uses the open source llama.cpp framework, which Arm has enhanced by contributing the latest Arm Kleidi Technologies. Further optimizations are achieved by using the smaller 8 billion parameter Llama 3.1 model, which has been quantized to optimize memory usage. Chat with the Llama-3.1-8B LLM below to see the performance for yourself, then follow the learning path to build your own Generative AI service on Arm Neoverse.