add cogvlm recipe and refine readme (#340)

Signed-off-by: Zhang, Weiwei1 <[email protected]>

Author: WeiweiZhang1

README.md

@@ -312,6 +312,7 @@ release most of the models ourselves.
 
  Model                                  | Supported                                                                                                                                                                                                                                                                                                     |
 |----------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| THUDM/cogvlm2-llama3-chinese-chat-19B | [recipe](./docs/cogvlm2-llama3-chat-19B_sym.md)                                                                                                                                                                                                                                   |
 | Qwen/Qwen2-VL-Instruct | [recipe](./docs/Qwen2-VL-7B-Instruct_sym.md)                                                                                                                                                                                                                                   |
 | meta-llama/Llama-3.2-11B-Vision | [recipe](./docs/Llama-3.2-11B-Vision-Instruct_sym.md)                                                                                                                                                                                                                                   |
 | microsoft/Phi-3.5-vision-instruct | [recipe](./docs/Phi-3.5-vision-instruct_sym.md)                                                                                                                                                                                                                                   |

auto_round/mllm/README.md

@@ -116,7 +116,7 @@ Processor is callback interface for calling different processors, such as texts
 
 
 
-## Inference for Models
+## Inference
 For the AutoRound format, please add the following code at the beginning of the original model's inference code.
 
 ```python
@@ -125,10 +125,11 @@ from auto_round import AutoRoundConfig ## must import for auto-round format
 
 For more details on quantization, inference, evaluation, and environment, see the following recipe:
 
-- [Qwen2-VL-Instruct](../../docs/Qwen2-VL-7B-Instruct_sym.md)
+- [Qwen2-VL-7B-Instruct](../../docs/Qwen2-VL-7B-Instruct_sym.md)
 - [Llama-3.2-11B-Vision](../../docs/Llama-3.2-11B-Vision-Instruct_sym.md) 
 - [Phi-3.5-vision-instruct](../../docs/Phi-3.5-vision-instruct_sym.md)
 - [llava-v1.5-7b](../../docs/llava-v1.5-7b_sym.md)
+- [cogvlm2-llama3-chat-19B](../../docs/cogvlm2-llama3-chat-19B_sym.md)