From 8d34b81b5763fa6cea25c7f2dfc83bdc91a966ef Mon Sep 17 00:00:00 2001 From: Daniel Glogowski Date: Mon, 30 Dec 2024 23:25:48 -0800 Subject: [PATCH] arch diagram b64 --- cookbook/structured_report_generation.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/cookbook/structured_report_generation.ipynb b/cookbook/structured_report_generation.ipynb index 49d0e5d5..0c7a2267 100644 --- a/cookbook/structured_report_generation.ipynb +++ b/cookbook/structured_report_generation.ipynb @@ -19,7 +19,7 @@ "\n", "Below is the architecture diagram.\n", "\n", - "# ![Architecture Diagram](img/structured_report_generation_arch.png)\n", + "# ![Architecture Diagram](data:image/png;base64,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)\n", "\n", "\n", "The Agent takes in user defined topics and structure, then plans the topics of the section indicated in the structure. The Agent then uses Tavily to do web search on the given topics and uses this information to write the sections and synthesize the final report. \n", @@ -1152,7 +1152,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.2" + "version": "3.10.13" } }, "nbformat": 4,