deploy: e9dfd966ba

404.html

@@ -4,4 +4,4 @@
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/fbdae5f">[fbdae5f]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/e9dfd96">[e9dfd96]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>

about/index.html

@@ -13,4 +13,4 @@ My work focuses on Infrastructure Performance and Customer Engineering, specific
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/fbdae5f">[fbdae5f]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/e9dfd96">[e9dfd96]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>

authors/index.html

@@ -4,4 +4,4 @@
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/fbdae5f">[fbdae5f]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/e9dfd96">[e9dfd96]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>

categories/index.html

@@ -4,4 +4,4 @@
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/fbdae5f">[fbdae5f]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/e9dfd96">[e9dfd96]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>

hotfix.py

@@ -0,0 +1,186 @@
+import sys
+import os
+import shutil
+
+# 1. Prepare /tmp/patch
+PATCH_DIR = "/tmp/patch"
+LITELLM_DIR = os.path.join(PATCH_DIR, "litellm")
+
+if os.path.exists(PATCH_DIR):
+    shutil.rmtree(PATCH_DIR)
+os.makedirs(PATCH_DIR)
+
+shutil.copytree("/app/litellm", LITELLM_DIR)
+
+# 2. Patch openai.py
+openai_file = os.path.join(LITELLM_DIR, "types/llms/openai.py")
+with open(openai_file, "r") as f:
+    content = f.read()
+
+tool_call_chunk_original = (
+    'class ChatCompletionToolCallChunk(TypedDict):  # result of /chat/completions call\n'
+    '    id: Optional[str]\n'
+    '    type: Literal["function"]'
+)
+tool_call_chunk_patch = tool_call_chunk_original.replace(
+    'Literal["function"]', 'Literal["function", "web_search"]'
+)
+delta_chunk_original = (
+    "class ChatCompletionDeltaToolCallChunk(TypedDict, total=False):\n"
+    "    id: str\n"
+    '    type: Literal["function"]'
+)
+delta_chunk_patch = delta_chunk_original.replace(
+    'Literal["function"]', 'Literal["function", "web_search"]'
+)
+
+for original, patched, label in [
+    (tool_call_chunk_original, tool_call_chunk_patch, "ChatCompletionToolCallChunk"),
+    (delta_chunk_original, delta_chunk_patch, "ChatCompletionDeltaToolCallChunk"),
+]:
+    if original in content:
+        content = content.replace(original, patched, 1)
+    else:
+        print(f"Hotfix warning: {label} pattern not found, skipping update")
+
+with open(openai_file, "w") as f:
+    f.write(content)
+
+# 3. Patch transformation.py
+trans_file = os.path.join(LITELLM_DIR, "completion_extras/litellm_responses_transformation/transformation.py")
+with open(trans_file, "r") as f:
+    content = f.read()
+
+import_block_original = """        from litellm.types.utils import (
+            ChatCompletionToolCallChunk,
+            GenericStreamingChunk,
+        )
+"""
+
+import_block_updated = """        from litellm.types.utils import (
+            ChatCompletionToolCallChunk,
+            Delta,
+            GenericStreamingChunk,
+            ModelResponseStream,
+            StreamingChoices,
+        )
+"""
+
+if import_block_original in content:
+    content = content.replace(import_block_original, import_block_updated, 1)
+elif import_block_updated in content:
+    pass
+else:
+    print("Hotfix warning: unexpected chunk_parser import layout, skipping Delta/ModelResponseStream import patch")
+
+added_block = """            elif output_item.get("type") == "web_search_call":
+                # handle web search call - mask tool call by emitting empty content delta
+                # This prevents Open WebUI from seeing tool_calls and trying to execute them
+                action_payload = output_item.get("action")
+                verbose_logger.debug(
+                    "Chat provider: masking web_search_call (added) call_id=%s action=%s",
+                    output_item.get("call_id"),
+                    action_payload,
+                )
+                # Emit empty content delta instead of tool_call to mask the tool usage
+                return ModelResponseStream(
+                    choices=[
+                        StreamingChoices(
+                            index=0,
+                            delta=Delta(content=""),
+                            finish_reason=None,
+                        )
+                    ]
+                )
+"""
+
+done_block = """            elif output_item.get("type") == "web_search_call":
+                # handle web search done - mask tool call by emitting empty content delta
+                # This prevents Open WebUI from seeing tool_calls and trying to execute them
+                action_payload = output_item.get("action")
+                verbose_logger.debug(
+                    "Chat provider: masking web_search_call (done) call_id=%s action=%s",
+                    output_item.get("call_id"),
+                    action_payload,
+                )
+                # Emit empty content delta instead of tool_call to mask the tool usage
+                # Do NOT set finish_reason="tool_calls" as that would signal Open WebUI to handle the tool
+                return ModelResponseStream(
+                    choices=[
+                        StreamingChoices(
+                            index=0,
+                            delta=Delta(content=""),
+                            finish_reason=None,
+                        )
+                    ]
+                )
+"""
+
+added_target = '            elif output_item.get("type") == "message":'
+
+def insert_block(source: str, block: str, occurrence_index: int) -> str:
+    """Insert block before the nth occurrence (0-based) of added_target."""
+    start = -1
+    search_from = 0
+    for _ in range(occurrence_index + 1):
+        start = source.find(added_target, search_from)
+        if start == -1:
+            return source
+        search_from = start + len(added_target)
+    return source[:start] + block + source[start:]
+
+if 'masking web_search_call (added)' not in content:
+    new_content = insert_block(content, added_block, 0)
+    if new_content == content:
+        print("Hotfix warning: unable to find insertion point for web_search_call (added)")
+    else:
+        content = new_content
+
+if 'masking web_search_call (done)' not in content:
+    new_content = insert_block(content, done_block, 1)
+    if new_content == content:
+        print("Hotfix warning: unable to find insertion point for web_search_call (done)")
+    else:
+        content = new_content
+
+# 4. Ensure streaming tool call chunks fall back to output_item IDs
+call_id_pattern = 'id=output_item.get("call_id"),'
+call_id_patch = 'id=output_item.get("call_id") or output_item.get("id"),'
+if call_id_pattern in content:
+    content = content.replace(call_id_pattern, call_id_patch)
+
+# 5. Guard assistant tool_call conversions when id is missing
+tool_call_block_original = """                    if function:
+                        input_tool_call = {
+                            "type": "function_call",
+                            "call_id": tool_call["id"],
+                        }
+                        if "name" in function:
+                            input_tool_call["name"] = function["name"]
+                        if "arguments" in function:
+                            input_tool_call["arguments"] = function["arguments"]
+                        input_items.append(input_tool_call)
+"""
+tool_call_block_patch = """                    if function:
+                        call_id = tool_call.get("id") or tool_call.get("call_id")
+                        if not call_id:
+                            call_id = f"auto_tool_call_{len(input_items)}"
+                        input_tool_call = {
+                            "type": "function_call",
+                            "call_id": call_id,
+                        }
+                        if "name" in function:
+                            input_tool_call["name"] = function["name"]
+                        if "arguments" in function:
+                            input_tool_call["arguments"] = function["arguments"]
+                        input_items.append(input_tool_call)
+"""
+if tool_call_block_original in content:
+    content = content.replace(tool_call_block_original, tool_call_block_patch, 1)
+elif "auto_tool_call_" not in content:
+    print("Hotfix warning: assistant tool_call block not found; missing id guard not applied")
+
+with open(trans_file, "w") as f:
+    f.write(content)
+
+print("Successfully applied hotfixes to /tmp/patch/litellm")

index.html

@@ -1,8 +1,8 @@
-<!doctype html><html lang=en><head><title>Eric X. Liu's Personal Page</title><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta name=color-scheme content="light dark"><meta http-equiv=Content-Security-Policy content="upgrade-insecure-requests; block-all-mixed-content; default-src 'self'; child-src 'self'; font-src 'self' https://fonts.gstatic.com https://cdn.jsdelivr.net/; form-action 'self'; frame-src 'self' https://www.youtube.com https://disqus.com; img-src 'self' https://referrer.disqus.com https://c.disquscdn.com https://*.disqus.com; object-src 'none'; style-src 'self' 'unsafe-inline' https://fonts.googleapis.com/ https://cdn.jsdelivr.net/; script-src 'self' 'unsafe-inline' https://www.google-analytics.com https://cdn.jsdelivr.net/ https://pagead2.googlesyndication.com https://static.cloudflareinsights.com https://unpkg.com https://ericxliu-me.disqus.com https://disqus.com https://*.disqus.com https://*.disquscdn.com https://unpkg.com; connect-src 'self' https://www.google-analytics.com https://pagead2.googlesyndication.com https://cloudflareinsights.com ws://localhost:1313 ws://localhost:* wss://localhost:* https://links.services.disqus.com https://*.disqus.com;"><meta name=author content="Eric X. Liu"><meta name=description content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta name=keywords content="software engineer,performance engineering,Google engineer,tech blog,software development,performance optimization,Eric Liu,engineering blog,mountain biking,Jeep enthusiast,overlanding,camping,outdoor adventures"><meta name=twitter:card content="summary"><meta name=twitter:title content="Eric X. Liu's Personal Page"><meta name=twitter:description content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta property="og:url" content="https://ericxliu.me/"><meta property="og:site_name" content="Eric X. Liu's Personal Page"><meta property="og:title" content="Eric X. Liu's Personal Page"><meta property="og:description" content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta property="og:locale" content="en"><meta property="og:type" content="website"><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=canonical href=https://ericxliu.me/><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-regular-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=stylesheet href=/css/coder.min.4b392a85107b91dbdabc528edf014a6ab1a30cd44cafcd5325c8efe796794fca.css integrity="sha256-SzkqhRB7kdvavFKO3wFKarGjDNRMr81TJcjv55Z5T8o=" crossorigin=anonymous media=screen><link rel=stylesheet href=/css/coder-dark.min.a00e6364bacbc8266ad1cc81230774a1397198f8cfb7bcba29b7d6fcb54ce57f.css integrity="sha256-oA5jZLrLyCZq0cyBIwd0oTlxmPjPt7y6KbfW/LVM5X8=" crossorigin=anonymous media=screen><link rel=icon type=image/svg+xml href=/images/favicon.svg sizes=any><link rel=icon type=image/png href=/images/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/images/favicon-16x16.png sizes=16x16><link rel=apple-touch-icon href=/images/apple-touch-icon.png><link rel=apple-touch-icon sizes=180x180 href=/images/apple-touch-icon.png><link rel=manifest href=/site.webmanifest><link rel=mask-icon href=/images/safari-pinned-tab.svg color=#5bbad5><link rel=alternate type=application/rss+xml href=/index.xml title="Eric X. Liu's Personal Page"><meta name=generator content="Hugo 0.153.3"><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-3972604619956476" crossorigin=anonymous></script><script type=application/ld+json>{"@context":"http://schema.org","@type":"Person","name":"Eric X. Liu","url":"https:\/\/ericxliu.me\/","description":"Software \u0026 Performance Engineer at Google","sameAs":["https:\/\/www.linkedin.com\/in\/eric-x-liu-46648b93\/","https:\/\/git.ericxliu.me\/eric"]}</script></head><body class="preload-transitions colorscheme-auto"><div class=float-container><a id=dark-mode-toggle class=colorscheme-toggle><i class="fa-solid fa-adjust fa-fw" aria-hidden=true></i></a></div><main class=wrapper><nav class=navigation><section class=container><a class=navigation-title href=https://ericxliu.me/>Eric X. Liu's Personal Page
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posts/benchmarking-llms-on-jetson-orin-nano/index.html

@@ -62,4 +62,4 @@ After running 66 inference tests across seven different language models ranging
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posts/breville-barista-pro-maintenance/index.html

@@ -25,4 +25,4 @@ Understanding the Two Primary Maintenance Cycles Link to heading The Breville Ba
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posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html

@@ -20,4 +20,4 @@ Our overarching philosophy is simple: isolate and change only one variable at a
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posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html

@@ -168,4 +168,4 @@ Flashing NVIDIA Jetson devices remotely presents unique challenges when the host
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posts/how-rvq-teaches-llms-to-see-and-hear/index.html

@@ -18,4 +18,4 @@ The answer lies in creating a universal language—a bridge between the continuo
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posts/index.html

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posts/jellyfin-sso-with-authentik/index.html

@@ -71,4 +71,4 @@ Do not rely on header forwarding magic. Force the scheme in the plugin configura
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posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html

@@ -44,4 +44,4 @@ The <strong>Top-K routing</strong> mechanism, as illustrated in the provided ima
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posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html

@@ -98,4 +98,4 @@ When using WireGuard together with MWAN3 on OpenWrt, the tunnel can fail to esta
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posts/page/2/index.html

@@ -13,4 +13,4 @@
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+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/e9dfd96">[e9dfd96]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>

posts/ppo-for-language-models/index.html

@@ -25,4 +25,4 @@ where <code>δ_t = r_t + γV(s_{t+1}) - V(s_t)</code></p><ul><li><strong>γ (gam
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+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/e9dfd96">[e9dfd96]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>

posts/quantization-in-llms/index.html

@@ -7,4 +7,4 @@
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posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html

@@ -59,4 +59,4 @@ nvidia-smi failed to communicate with the NVIDIA driver modprobe nvidia → “K
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posts/supabase-deep-dive/index.html

@@ -90,4 +90,4 @@ Supabase enters this space with a radically different philosophy: transparency.
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posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html

@@ -30,4 +30,4 @@ But to truly understand the field, we must look at the pivotal models that explo
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posts/technical-deep-dive-llm-categorization/index.html

@@ -73,4 +73,4 @@ It turned out to be a syntax error in my arguments passed to the <code>Trainer</
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posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html

@@ -26,4 +26,4 @@ This article explores the mathematical equivalence between Hinton’s concept of
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posts/transformer-s-core-mechanics/index.html

@@ -36,4 +36,4 @@ In deep learning, a “channel” can be thought of as a feature dimensi
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posts/unifi-vlan-migration-to-zone-based-architecture/index.html

@@ -28,4 +28,4 @@ This article documents that journey. It details the pitfalls encountered, the co
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posts/useful/index.html

@@ -9,4 +9,4 @@ One-minute read</span></div></div></header><div class=post-content><ul><li><a hr
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posts/vattention/index.html

@@ -31,4 +31,4 @@ The GPU TLB hierarchy is sensitive to page sizes.</p><ul><li><strong>4KB Pages:<
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series/index.html

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tags/index.html

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