From 784e11dea1f5ce9638851b2b0dddb107e2a609c8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Johannes=20G=C3=A4=C3=9Fler?= <johannesg@5d6.de>
Date: Wed, 24 Apr 2024 21:29:13 +0200
Subject: [PATCH] README: add graphic for matrix multiplication (#6881)

---
 README.md        |    4 +-
 media/matmul.png |  Bin 0 -> 265705 bytes
 media/matmul.svg | 1238 ++++++++++++++++++++++++++++++++++++++++++++++
 3 files changed, 1241 insertions(+), 1 deletion(-)
 create mode 100644 media/matmul.png
 create mode 100644 media/matmul.svg

diff --git a/README.md b/README.md
index 1d4e9d417..72b5a2c88 100644
--- a/README.md
+++ b/README.md
@@ -1117,7 +1117,9 @@ docker run --gpus all -v /path/to/models:/models local/llama.cpp:server-cuda -m
 - Clean-up any trailing whitespaces, use 4 spaces for indentation, brackets on the same line, `void * ptr`, `int & a`
 - See [good first issues](https://github.com/ggerganov/llama.cpp/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22) for tasks suitable for first contributions
 - Tensors store data in row-major order. We refer to dimension 0 as columns, 1 as rows, 2 as matrices
-- Matrix multiplication is unconventional: [`z = ggml_mul_mat(ctx, x, y)`](https://github.com/ggerganov/llama.cpp/blob/880e352277fc017df4d5794f0c21c44e1eae2b84/ggml.h#L1058-L1064) means `zT = x @ yT`
+- Matrix multiplication is unconventional: [`C = ggml_mul_mat(ctx, A, B)`](https://github.com/ggerganov/llama.cpp/blob/880e352277fc017df4d5794f0c21c44e1eae2b84/ggml.h#L1058-L1064) means $C^T = A B^T \Leftrightarrow C = B A^T.$
+
+![matmul](media/matmul.png)
 
 ### Docs
 
diff --git a/media/matmul.png b/media/matmul.png
new file mode 100644
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new file mode 100644
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