[update] Update LLM VLM STT benchmark

Author: LittleMouse

benchmark/RESULTS.md

@@ -0,0 +1,33 @@
+# Results
+
+## ModuleLLM (AX630C)
+
+### LLM
+| model                           | ttft (ms)  | avg-token/s | model version | llm version |
+|---------------------------------|------------|-------------|---------------|-------------|
+| qwen2.5-0.5B-prefill-20e        | 359.8      | 10.32       | v0.2          | v1.8        |
+| qwen2.5-0.5B-p256-ax630c        | 1126.19    | 10.30       | v0.4          | v1.8        |
+| qwen2.5-0.5B-Int4-ax630c        | 442.95     | 12.52       | v0.4          | v1.8        |
+| qwen2.5-coder-0.5B-ax630c       | 361.81     | 10.28       | v0.2          | v1.8        |
+| qwen2.5-1.5B-ax630c             | 1029.41    | 3.59        | v0.3          | v1.8        |
+| qwen2.5-1.5B-p256-ax630c        | 3056.54    | 3.57        | v0.4          | v1.8        |
+| qwen2.5-1.5B-Int4-ax630c        | 1219.54    | 4.63        | v0.4          | v1.8        |
+| deepseek-r1-1.5B-ax630c         | 1075.04    | 3.57        | v0.3          | v1.8        |
+| deepseek-r1-1.5B-p256-ax630c    | 3056.86    | 3.57        | v0.4          | v1.8        |
+| llama3.2-1B-prefill-ax630c      | 891.00     | 4.48        | v0.2          | v1.8        |
+| llama3.2-1B-p256-ax630c         | 2601.11    | 4.49        | v0.4          | v1.8        |
+| openbuddy-llama3.2-1B-ax630c    | 891.02     | 4.52        | v0.2          | v1.8        |
+
+### VLM
+| model                           | ttft (ms)  | avg-token/s | image encode (ms) | model version | vlm version |
+|---------------------------------|------------|-------------|-------------------|---------------|-------------|
+| internvl2.5-1B-364-ax630c       | 1117.27    | 10.56       | 1164.61           | v0.4          | v1.7        |
+| smolvlm-256M-ax630c             | 185.75     | 30.16       | 799.11            | v0.4          | v1.7        |
+| smolvlm-500M-ax630c             | 365.69     | 13.14       | 838.30            | v0.4          | v1.7        |
+
+### STT
+| model              | encode (ms) | avg-decode (ms) | model version | whisper version |
+|--------------------|-------------|-----------------|---------------|-----------------|
+| whisper-tiny       | 248.0       | 32.54           | v0.4          | v1.7            |
+| whisper-base       | 660.31      | 51.11           | v0.4          | v1.7            |
+| whisper-small      | 1606.08     | 148.92          | v0.4          | v1.7            |