Update README

README.md

@@ -27,11 +27,11 @@ Its goal is to become the [AUTOMATIC1111/stable-diffusion-webui](https://github.
 * [FlexGen offload](https://github.com/oobabooga/text-generation-webui/wiki/FlexGen).
 * [DeepSpeed ZeRO-3 offload](https://github.com/oobabooga/text-generation-webui/wiki/DeepSpeed).
 * Get responses via API, [with](https://github.com/oobabooga/text-generation-webui/blob/main/api-example-streaming.py) or [without](https://github.com/oobabooga/text-generation-webui/blob/main/api-example.py) streaming.
-* [Supports the LLaMA model, including 4-bit mode](https://github.com/oobabooga/text-generation-webui/wiki/LLaMA-model).
-* [Supports LoRAs](https://github.com/oobabooga/text-generation-webui/wiki/Using-LoRAs).
-* [Supports the RWKV model](https://github.com/oobabooga/text-generation-webui/wiki/RWKV-model).
-* Supports softprompts.
-* [Supports extensions](https://github.com/oobabooga/text-generation-webui/wiki/Extensions).
+* [LLaMA model, including 4-bit mode](https://github.com/oobabooga/text-generation-webui/wiki/LLaMA-model).
+* [LoRAs](https://github.com/oobabooga/text-generation-webui/wiki/Using-LoRAs).
+* [RWKV model](https://github.com/oobabooga/text-generation-webui/wiki/RWKV-model).
+* Softprompts.
+* [Extensions](https://github.com/oobabooga/text-generation-webui/wiki/Extensions).
 * [Works on Google Colab](https://github.com/oobabooga/text-generation-webui/wiki/Running-on-Colab).
 
 ## Installation option 1: conda
@@ -135,42 +135,42 @@ Then browse to
 
 Optionally, you can use the following command-line flags:
 
-| Flag        | Description |
-|-------------|-------------|
-| `-h`, `--help`  | show this help message and exit |
-| `--model MODEL`    | Name of the model to load by default. |
-| `--lora LORA`      | Name of the LoRA to apply to the model by default. |
-| `--notebook`  | Launch the web UI in notebook mode, where the output is written to the same text box as the input. |
-| `--chat`      | Launch the web UI in chat mode.|
-| `--cai-chat`  | Launch the web UI in chat mode with a style similar to Character.AI's. If the file `img_bot.png` or `img_bot.jpg` exists in the same folder as server.py, this image will be used as the bot's profile picture. Similarly, `img_me.png` or `img_me.jpg` will be used as your profile picture. |
-| `--cpu`       | Use the CPU to generate text.|
-| `--load-in-8bit`  | Load the model with 8-bit precision.|
-| `--load-in-4bit`  | DEPRECATED: use `--gptq-bits 4` instead. |
-| `--gptq-bits GPTQ_BITS`  |  Load a pre-quantized model with specified precision. 2, 3, 4 and 8 (bit) are supported. Currently only works with LLaMA and OPT. |
-| `--gptq-model-type MODEL_TYPE`  |  Model type of pre-quantized model. Currently only LLaMa and OPT are supported. |
-| `--bf16`  | Load the model with bfloat16 precision. Requires NVIDIA Ampere GPU. |
+| Flag             | Description |
+|------------------|-------------|
+| `-h`, `--help`   | show this help message and exit |
+| `--model MODEL`  | Name of the model to load by default. |
+| `--lora LORA`    | Name of the LoRA to apply to the model by default. |
+| `--notebook`     | Launch the web UI in notebook mode, where the output is written to the same text box as the input. |
+| `--chat`         | Launch the web UI in chat mode.|
+| `--cai-chat`     | Launch the web UI in chat mode with a style similar to Character.AI's. If the file `img_bot.png` or `img_bot.jpg` exists in the same folder as server.py, this image will be used as the bot's profile picture. Similarly, `img_me.png` or `img_me.jpg` will be used as your profile picture. |
+| `--cpu`          | Use the CPU to generate text.|
+| `--load-in-8bit` | Load the model with 8-bit precision.|
+| `--load-in-4bit` | DEPRECATED: use `--gptq-bits 4` instead. |
+| `--gptq-bits GPTQ_BITS` |  Load a pre-quantized model with specified precision. 2, 3, 4 and 8 (bit) are supported. Currently only works with LLaMA and OPT. |
+| `--gptq-model-type MODEL_TYPE` |  Model type of pre-quantized model. Currently only LLaMa and OPT are supported. |
+| `--bf16`         | Load the model with bfloat16 precision. Requires NVIDIA Ampere GPU. |
 | `--auto-devices` | Automatically split the model across the available GPU(s) and CPU.|
-| `--disk` | If the model is too large for your GPU(s) and CPU combined, send the remaining layers to the disk. |
+| `--disk`         | If the model is too large for your GPU(s) and CPU combined, send the remaining layers to the disk. |
 | `--disk-cache-dir DISK_CACHE_DIR` | Directory to save the disk cache to. Defaults to `cache/`. |
 |  `--gpu-memory GPU_MEMORY [GPU_MEMORY ...]` |  Maxmimum GPU memory in GiB to be allocated per GPU. Example: `--gpu-memory 10` for a single GPU, `--gpu-memory 10 5` for two GPUs. |
-| `--cpu-memory CPU_MEMORY`    | Maximum CPU memory in GiB to allocate for offloaded weights. Must be an integer number. Defaults to 99.|
-| `--flexgen`                   |         Enable the use of FlexGen offloading. |
-|  `--percent PERCENT [PERCENT ...]`    |  FlexGen: allocation percentages. Must be 6 numbers separated by spaces (default: 0, 100, 100, 0, 100, 0). |
-|  `--compress-weight`                  |  FlexGen: Whether to compress weight (default: False).|
-|  `--pin-weight [PIN_WEIGHT]`          |       FlexGen: whether to pin weights (setting this to False reduces CPU memory by 20%). |
+| `--cpu-memory CPU_MEMORY` | Maximum CPU memory in GiB to allocate for offloaded weights. Must be an integer number. Defaults to 99.|
+| `--flexgen`      |         Enable the use of FlexGen offloading. |
+|  `--percent PERCENT [PERCENT ...]` |  FlexGen: allocation percentages. Must be 6 numbers separated by spaces (default: 0, 100, 100, 0, 100, 0). |
+|  `--compress-weight` |  FlexGen: Whether to compress weight (default: False).|
+|  `--pin-weight [PIN_WEIGHT]` |       FlexGen: whether to pin weights (setting this to False reduces CPU memory by 20%). |
 | `--deepspeed`    | Enable the use of DeepSpeed ZeRO-3 for inference via the Transformers integration. |
-| `--nvme-offload-dir NVME_OFFLOAD_DIR`    | DeepSpeed: Directory to use for ZeRO-3 NVME offloading. |
-| `--local_rank LOCAL_RANK`    | DeepSpeed: Optional argument for distributed setups. |
-|  `--rwkv-strategy RWKV_STRATEGY`         |    RWKV: The strategy to use while loading the model. Examples: "cpu fp32", "cuda fp16", "cuda fp16i8". |
-|  `--rwkv-cuda-on`                        |   RWKV: Compile the CUDA kernel for better performance. |
-| `--no-stream`   | Don't stream the text output in real time. |
+| `--nvme-offload-dir NVME_OFFLOAD_DIR` | DeepSpeed: Directory to use for ZeRO-3 NVME offloading. |
+| `--local_rank LOCAL_RANK` | DeepSpeed: Optional argument for distributed setups. |
+|  `--rwkv-strategy RWKV_STRATEGY` |    RWKV: The strategy to use while loading the model. Examples: "cpu fp32", "cuda fp16", "cuda fp16i8". |
+|  `--rwkv-cuda-on` |   RWKV: Compile the CUDA kernel for better performance. |
+| `--no-stream`    | Don't stream the text output in real time. |
 | `--settings SETTINGS_FILE` | Load the default interface settings from this json file. See `settings-template.json` for an example. If you create a file called `settings.json`, this file will be loaded by default without the need to use the `--settings` flag.|
 |  `--extensions EXTENSIONS [EXTENSIONS ...]` |  The list of extensions to load. If you want to load more than one extension, write the names separated by spaces. |
-| `--listen`   | Make the web UI reachable from your local network.|
+| `--listen`       | Make the web UI reachable from your local network.|
 |  `--listen-port LISTEN_PORT` | The listening port that the server will use. |
-| `--share`   | Create a public URL. This is useful for running the web UI on Google Colab or similar. |
-| `--auto-launch` | Open the web UI in the default browser upon launch. |
-| `--verbose`   | Print the prompts to the terminal. |
+| `--share`        | Create a public URL. This is useful for running the web UI on Google Colab or similar. |
+| `--auto-launch`  | Open the web UI in the default browser upon launch. |
+| `--verbose`      | Print the prompts to the terminal. |
 
 Out of memory errors? [Check this guide](https://github.com/oobabooga/text-generation-webui/wiki/Low-VRAM-guide).