Update README.md

README.md

@@ -3,6 +3,9 @@ tags:
 - llm-rs
 - ggml
 pipeline_tag: text-generation
+license: apache-2.0
+language:
+- en
 ---
 # GGML converted versions of [Together](https://huggingface.co/togethercomputer)'s RedPajama models
 
@@ -27,3 +30,34 @@ The training was done on 3,072 V100 GPUs provided as part of the INCITE 2023 pro
 | [RedPajama-INCITE-Instruct-3B-v1-f16.bin](https://huggingface.co/Rustformers/redpajama-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-f16.bin) |  [RedPajama-INCITE-Instruct](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | fp16 | GGML |
 | [RedPajama-INCITE-Instruct-3B-v1-q4_0-ggjt.bin](https://huggingface.co/Rustformers/redpajama-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-q4_0-ggjt.bin) |  [RedPajama-INCITE-Instruct](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | int4 | GGJT |
 | [RedPajama-INCITE-Instruct-3B-v1-q4_0.bin](https://huggingface.co/Rustformers/redpajama-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-q4_0.bin) |  [RedPajama-INCITE-Instruct](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | int4 | GGML |
+
+## Usage
+
+### Python via [llm-rs](https://github.com/LLukas22/llm-rs-python):
+
+#### Installation
+Via pip: `pip install llm-rs`
+
+#### Run inference
+```python
+from llm_rs import AutoModel
+
+#Load the model, define any model you like from the list above as the `model_file`
+model = AutoModel.from_pretrained("Rustformers/redpajama-ggml",model_file="RedPajama-INCITE-Base-3B-v1-q4_0-ggjt.bin")
+
+#Generate
+print(model.generate("The meaning of life is"))
+```
+
+### Rust via [Rustformers/llm](https://github.com/rustformers/llm): 
+
+#### Installation
+```
+git clone --recurse-submodules git@github.com:rustformers/llm.git
+cargo build --release
+```
+
+#### Run inference
+```
+cargo run --release -- gptneox infer -m path/to/model.bin  -p "Tell me how cool the Rust programming language is:"
+```