docs: add blog post about observability in multi-step llms
[!IMPORTANT] Adds a blog post on observability in multi-step LLM systems, covering strategies for performance optimization, feedback collection, and testing.
- Content:
- New blog post "Observability in Multi-Step LLM Systems" added to
2024-10-observability-in-multi-setp-llm-systems.mdx.- Discusses strategies for enhancing observability and traceability in LLM systems.
- Covers feedback collection methods and rigorous application testing.
- Key Topics:
- Importance of observability for identifying bottlenecks and improving performance.
- Techniques for resolving latency bottlenecks using tracing, metrics, and visualization tools.
- Methods for collecting feedback: explicit, implicit, human annotation, and automated evaluations.
- Testing strategies using "golden data" for reliable LLM application performance.
This description was created by
for 1f21bf1e981dc0671160666f2bb95d3f728cb936. It will automatically update as commits are pushed.
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| Name | Status | Preview | Updated (UTC) |
|---|---|---|---|
| langfuse-docs | ✅ Ready (Inspect) | Visit Preview | Oct 15, 2024 10:13pm |
📦 Next.js Bundle Analysis for langfuse-docs
This analysis was generated by the Next.js Bundle Analysis action. 🤖
New Page Added
The following page was added to the bundle from the code in this PR:
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/blog/2024-10-observability-in-multi-setp-llm-systems |
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345 KB | 98.57% (🟡 +0.03%) |
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26 KB |
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355.28 KB | 101.51% (🟡 +0.03%) |
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24.3 KB |
345.53 KB | 98.72% (🟡 +0.03%) |
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24 KB |
345.23 KB | 98.64% (🟡 +0.03%) |
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345.53 KB | 98.72% (🟡 +0.03%) |
Details
Only the gzipped size is provided here based on an expert tip.
First Load is the size of the global bundle plus the bundle for the individual page. If a user were to show up to your website and land on a given page, the first load size represents the amount of javascript that user would need to download. If next/link is used, subsequent page loads would only need to download that page's bundle (the number in the "Size" column), since the global bundle has already been downloaded.
Any third party scripts you have added directly to your app using the <script> tag are not accounted for in this analysis
The "Budget %" column shows what percentage of your performance budget the First Load total takes up. For example, if your budget was 100kb, and a given page's first load size was 10kb, it would be 10% of your budget. You can also see how much this has increased or decreased compared to the base branch of your PR. If this percentage has increased by 20% or more, there will be a red status indicator applied, indicating that special attention should be given to this. If you see "+/-
📦 Next.js Bundle Analysis for langfuse-docs
This analysis was generated by the Next.js Bundle Analysis action. 🤖
New Page Added
The following page was added to the bundle from the code in this PR:
| Page | Size (compressed) | First Load | % of Budget (350 KB) |
|---|---|---|---|
/blog/2024-10-observability-in-multi-step-llm-systems |
30.79 KB |
352.66 KB | 100.76% |
Three Hundred Twenty-two Pages Changed Size
The following pages changed size from the code in this PR compared to its base branch:
| Page | Size (compressed) | First Load | % of Budget (350 KB) |
|---|---|---|---|
/ |
40.89 KB |
362.77 KB | 103.65% (🟡 +0.03%) |
/404 |
23.16 KB |
345.03 KB | 98.58% (🟡 +0.03%) |
/about |
25.28 KB |
347.15 KB | 99.19% (🟡 +0.03%) |
/blog |
24.6 KB |
346.47 KB | 98.99% (🟡 +0.03%) |
/blog/2024-04-introducing-langfuse-2.0 |
26.43 KB |
348.3 KB | 99.52% (🟡 +0.03%) |
/blog/2024-04-python-decorator |
30.92 KB |
352.79 KB | 100.80% (🟡 +0.03%) |
/blog/2024-05-haystack-integration |
27.27 KB |
349.15 KB | 99.76% (🟡 +0.03%) |
/blog/2024-06-monitoring-llm-security |
29.29 KB |
351.17 KB | 100.33% (🟡 +0.03%) |
/blog/2024-07-ai-agent-observability-with-langfuse |
29.96 KB |
351.84 KB | 100.53% (🟡 +0.03%) |
/blog/2024-07-dify-langfuse-integration |
26.32 KB |
348.19 KB | 99.48% (🟡 +0.04%) |
/blog/2024-08-what-is-langchain |
27.34 KB |
349.22 KB | 99.78% (🟡 +0.03%) |
/blog/2024-09-langfuse-proxy |
26.82 KB |
348.69 KB | 99.63% (🟡 +0.03%) |
/blog/announcing-our-seed-round |
30.41 KB |
352.28 KB | 100.65% (🟡 +0.03%) |
/blog/langchain-integration |
43.29 KB |
365.17 KB | 104.33% (🟡 +0.04%) |
/blog/langflow |
25.81 KB |
347.69 KB | 99.34% (🟡 +0.03%) |
/blog/launch-week-1 |
43.71 KB |
365.59 KB | 104.45% (🟡 +0.04%) |
/blog/llama-index-integration |
26.61 KB |
348.48 KB | 99.57% (🟡 +0.03%) |
/blog/product-analytics-for-LLM-apps |
42.36 KB |
364.23 KB | 104.07% (🟡 +0.03%) |
/blog/qa-chatbot-for-langfuse-docs |
367.31 KB |
689.19 KB | 196.91% (🟡 +0.03%) |
/blog/showcase-llm-chatbot |
28.06 KB |
349.93 KB | 99.98% (🟡 +0.03%) |
/blog/update-2023-07 |
45.78 KB |
367.66 KB | 105.04% (🟡 +0.04%) |
/blog/update-2023-08 |
28.89 KB |
350.76 KB | 100.22% (🟡 +0.03%) |
/blog/update-2023-09 |
28.38 KB |
350.25 KB | 100.07% (🟡 +0.03%) |
/blog/update-2023-10 |
28.08 KB |
349.95 KB | 99.99% (🟡 +0.03%) |
/blog/uptrain-integration |
27.58 KB |
349.46 KB | 99.84% (🟡 +0.04%) |
/careers |
27.35 KB |
349.22 KB | 99.78% (🟡 +0.03%) |
/changelog |
25.88 KB |
347.75 KB | 99.36% (🟡 +0.03%) |
/changelog/2023-07-19-launch |
24.84 KB |
346.72 KB | 99.06% (🟡 +0.03%) |
/changelog/2023-07-20-analytics-alpha |
24.72 KB |
346.6 KB | 99.03% (🟡 +0.03%) |
/changelog/2023-07-20-token-calculation |
24.77 KB |
346.64 KB | 99.04% (🟡 +0.03%) |
/changelog/2023-07-24-nested-trace-ui |
24.7 KB |
346.58 KB | 99.02% (🟡 +0.03%) |
/changelog/2023-07-27-integration-langchain-python |
24.74 KB |
346.62 KB | 99.03% (🟡 +0.04%) |
/changelog/2023-07-27-project-user-management |
24.7 KB |
346.58 KB | 99.02% (🟡 +0.03%) |
/changelog/2023-07-31-human-in-the-loop-evaluation |
24.74 KB |
346.61 KB | 99.03% (🟡 +0.03%) |
/changelog/2023-08-07-extended-usage-get-api |
24.75 KB |
346.63 KB | 99.04% (🟡 +0.03%) |
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Details
Only the gzipped size is provided here based on an expert tip.
First Load is the size of the global bundle plus the bundle for the individual page. If a user were to show up to your website and land on a given page, the first load size represents the amount of javascript that user would need to download. If next/link is used, subsequent page loads would only need to download that page's bundle (the number in the "Size" column), since the global bundle has already been downloaded.
Any third party scripts you have added directly to your app using the <script> tag are not accounted for in this analysis
The "Budget %" column shows what percentage of your performance budget the First Load total takes up. For example, if your budget was 100kb, and a given page's first load size was 10kb, it would be 10% of your budget. You can also see how much this has increased or decreased compared to the base branch of your PR. If this percentage has increased by 20% or more, there will be a red status indicator applied, indicating that special attention should be given to this. If you see "+/-
📦 Next.js Bundle Analysis for langfuse-docs
This analysis was generated by the Next.js Bundle Analysis action. 🤖
New Page Added
The following page was added to the bundle from the code in this PR:
| Page | Size (compressed) | First Load | % of Budget (350 KB) |
|---|---|---|---|
/blog/2024-10-observability-in-multi-step-llm-systems |
30.79 KB |
352.67 KB | 100.76% |
Three Hundred Twenty-two Pages Changed Size
The following pages changed size from the code in this PR compared to its base branch:
| Page | Size (compressed) | First Load | % of Budget (350 KB) |
|---|---|---|---|
/ |
40.89 KB |
362.77 KB | 103.65% (🟡 +0.03%) |
/404 |
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345.03 KB | 98.58% (🟡 +0.03%) |
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347.15 KB | 99.19% (🟡 +0.03%) |
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346.47 KB | 98.99% (🟡 +0.03%) |
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352.79 KB | 100.80% (🟡 +0.03%) |
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349.15 KB | 99.76% (🟡 +0.03%) |
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25.17 KB |
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25 KB |
346.88 KB | 99.11% (🟡 +0.03%) |
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346.05 KB | 98.87% (🟡 +0.03%) |
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346.47 KB | 98.99% (🟡 +0.03%) |
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348.5 KB | 99.57% (🟡 +0.03%) |
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29.16 KB |
351.03 KB | 100.30% (🟡 +0.03%) |
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26.57 KB |
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27.92 KB |
349.79 KB | 99.94% (🟡 +0.03%) |
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25.02 KB |
346.89 KB | 99.11% (🟡 +0.03%) |
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32.87 KB |
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31.97 KB |
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346.63 KB | 99.04% (🟡 +0.03%) |
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346.42 KB | 98.98% (🟡 +0.03%) |
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345.47 KB | 98.70% (🟡 +0.04%) |
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346.77 KB | 99.08% (🟡 +0.03%) |
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Details
Only the gzipped size is provided here based on an expert tip.
First Load is the size of the global bundle plus the bundle for the individual page. If a user were to show up to your website and land on a given page, the first load size represents the amount of javascript that user would need to download. If next/link is used, subsequent page loads would only need to download that page's bundle (the number in the "Size" column), since the global bundle has already been downloaded.
Any third party scripts you have added directly to your app using the <script> tag are not accounted for in this analysis
The "Budget %" column shows what percentage of your performance budget the First Load total takes up. For example, if your budget was 100kb, and a given page's first load size was 10kb, it would be 10% of your budget. You can also see how much this has increased or decreased compared to the base branch of your PR. If this percentage has increased by 20% or more, there will be a red status indicator applied, indicating that special attention should be given to this. If you see "+/-
📦 Next.js Bundle Analysis for langfuse-docs
This analysis was generated by the Next.js Bundle Analysis action. 🤖
New Page Added
The following page was added to the bundle from the code in this PR:
| Page | Size (compressed) | First Load | % of Budget (350 KB) |
|---|---|---|---|
/blog/2024-10-observability-in-multi-step-llm-systems |
31.31 KB |
353.18 KB | 100.91% |
Three Hundred Twenty-nine Pages Changed Size
The following pages changed size from the code in this PR compared to its base branch:
| Page | Size (compressed) | First Load | % of Budget (350 KB) |
|---|---|---|---|
/ |
41.41 KB |
363.28 KB | 103.80% (🟡 +0.02%) |
/404 |
23.67 KB |
345.55 KB | 98.73% (🟡 +0.03%) |
/about |
25.8 KB |
347.67 KB | 99.33% (🟡 +0.03%) |
/blog |
25.12 KB |
346.99 KB | 99.14% (🟡 +0.03%) |
/blog/2024-04-introducing-langfuse-2.0 |
26.95 KB |
348.82 KB | 99.66% (🟡 +0.03%) |
/blog/2024-04-python-decorator |
31.43 KB |
353.3 KB | 100.94% (🟡 +0.03%) |
/blog/2024-05-haystack-integration |
27.79 KB |
349.66 KB | 99.90% (🟡 +0.03%) |
/blog/2024-06-monitoring-llm-security |
29.8 KB |
351.68 KB | 100.48% (🟡 +0.03%) |
/blog/2024-07-ai-agent-observability-with-langfuse |
30.48 KB |
352.35 KB | 100.67% (🟡 +0.03%) |
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349.21 KB | 99.77% (🟡 +0.03%) |
/blog/2024-10-opentelemetry-for-llm-observability |
28.8 KB |
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/blog/announcing-our-seed-round |
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349 KB | 99.71% (🟡 +0.03%) |
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42.87 KB |
364.75 KB | 104.21% (🟡 +0.03%) |
/blog/qa-chatbot-for-langfuse-docs |
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689.7 KB | 197.06% (🟡 +0.03%) |
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28.57 KB |
350.45 KB | 100.13% (🟡 +0.03%) |
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46.3 KB |
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349.97 KB | 99.99% (🟡 +0.03%) |
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26.83 KB |
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25.38 KB |
347.25 KB | 99.22% (🟡 +0.02%) |
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26.15 KB |
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25.64 KB |
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/guides/cookbook/integration_llama_index_posthog_mistral |
29.52 KB |
351.39 KB | 100.40% (🟡 +0.03%) |
/guides/cookbook/integration_mirascope |
26.25 KB |
348.13 KB | 99.46% (🟡 +0.03%) |
/guides/cookbook/integration_mistral_sdk |
33.04 KB |
354.91 KB | 101.40% (🟡 +0.03%) |
/guides/cookbook/integration_ollama |
27.73 KB |
349.6 KB | 99.89% (🟡 +0.02%) |
/guides/cookbook/integration_openai_assistants |
27.33 KB |
349.2 KB | 99.77% (🟡 +0.03%) |
/guides/cookbook/integration_openai_sdk |
28.71 KB |
350.58 KB | 100.17% (🟡 +0.03%) |
/guides/cookbook/integration_openai_structured_output |
28.07 KB |
349.94 KB | 99.98% (🟡 +0.03%) |
/guides/cookbook/js_integration_langchain |
25.29 KB |
347.17 KB | 99.19% (🟡 +0.03%) |
/guides/cookbook/js_integration_litellm_proxy |
27.59 KB |
349.47 KB | 99.85% (🟡 +0.03%) |
/guides/cookbook/js_integration_openai |
28.07 KB |
349.94 KB | 99.98% (🟡 +0.03%) |
/guides/cookbook/js_prompt_management_langchain |
26.94 KB |
348.81 KB | 99.66% (🟡 +0.03%) |
/guides/cookbook/js_tracing_example_vercel_ai_sdk |
29.15 KB |
351.03 KB | 100.29% (🟡 +0.03%) |
/guides/cookbook/langfuse_sdk_performance_test |
27.63 KB |
349.5 KB | 99.86% (🟡 +0.03%) |
/guides/cookbook/prompt_management_langchain |
27.49 KB |
349.36 KB | 99.82% (🟡 +0.03%) |
/guides/cookbook/prompt_management_openai_functions |
27.6 KB |
349.47 KB | 99.85% (🟡 +0.03%) |
/guides/cookbook/python_decorators |
32.54 KB |
354.41 KB | 101.26% (🟡 +0.03%) |
/guides/cookbook/python_sdk_low_level |
34.54 KB |
356.41 KB | 101.83% (🟡 +0.03%) |
/guides/videos/beginners-guide-to-rag-evaluation |
25.69 KB |
347.57 KB | 99.30% (🟡 +0.03%) |
/guides/videos/external-evaluation-pipelines |
24.15 KB |
346.02 KB | 98.86% (🟡 +0.03%) |
/guides/videos/haystack |
23.92 KB |
345.79 KB | 98.80% (🟡 +0.03%) |
/guides/videos/introducing-datasets-v2 |
24.13 KB |
346 KB | 98.86% (🟡 +0.03%) |
/guides/videos/introducing-langfuse-2.0 |
23.92 KB |
345.79 KB | 98.80% (🟡 +0.03%) |
/guides/videos/introducing-python-decorator |
24.21 KB |
346.09 KB | 98.88% (🟡 +0.03%) |
/guides/videos/llama-index |
23.92 KB |
345.79 KB | 98.80% (🟡 +0.03%) |
/guides/videos/llm-playground |
23.91 KB |
345.78 KB | 98.80% (🟡 +0.02%) |
/guides/videos/posthog-integration |
23.89 KB |
345.76 KB | 98.79% (🟡 +0.03%) |
/guides/videos/webinar-observability-llm-systems |
24.55 KB |
346.42 KB | 98.98% (🟡 +0.03%) |
/imprint |
25.27 KB |
347.14 KB | 99.18% (🟡 +0.03%) |
/library |
25.06 KB |
346.93 KB | 99.12% (🟡 +0.03%) |
/oss-friends |
24.11 KB |
345.98 KB | 98.85% (🟡 +0.03%) |
/pricing |
30.27 KB |
352.14 KB | 100.61% (🟡 +0.03%) |
/privacy |
35.16 KB |
357.03 KB | 102.01% (🟡 +0.03%) |
/schedule-demo |
25.41 KB |
347.28 KB | 99.22% (🟡 +0.03%) |
/support |
25.1 KB |
346.98 KB | 99.14% (🟡 +0.03%) |
/terms |
24.07 KB |
345.94 KB | 98.84% (🟡 +0.03%) |
/why |
25.4 KB |
347.28 KB | 99.22% (🟡 +0.03%) |
Details
Only the gzipped size is provided here based on an expert tip.
First Load is the size of the global bundle plus the bundle for the individual page. If a user were to show up to your website and land on a given page, the first load size represents the amount of javascript that user would need to download. If next/link is used, subsequent page loads would only need to download that page's bundle (the number in the "Size" column), since the global bundle has already been downloaded.
Any third party scripts you have added directly to your app using the <script> tag are not accounted for in this analysis
The "Budget %" column shows what percentage of your performance budget the First Load total takes up. For example, if your budget was 100kb, and a given page's first load size was 10kb, it would be 10% of your budget. You can also see how much this has increased or decreased compared to the base branch of your PR. If this percentage has increased by 20% or more, there will be a red status indicator applied, indicating that special attention should be given to this. If you see "+/-