Update README.md

README.md

@@ -13,7 +13,7 @@ datasets:
 </div>
 <div style="display: flex; justify-content: space-between; width: 100%;">
     <div style="display: flex; flex-direction: column; align-items: flex-start;">
-        <p><a href="https://discord.gg/UBgz4VXf">Chat & support: my new Discord server</a></p>
+        <p><a href="https://discord.gg/Jq4vkcDakD">Chat & support: my new Discord server</a></p>
     </div>
     <div style="display: flex; flex-direction: column; align-items: flex-end;">
         <p><a href="https://www.patreon.com/TheBlokeAI">Want to contribute? TheBloke's Patreon page</a></p>
@@ -78,7 +78,7 @@ Further instructions here: [text-generation-webui/docs/llama.cpp-models.md](http
 
 For further support, and discussions on these models and AI in general, join us at:
 
-[TheBloke AI's Discord server](https://discord.gg/UBgz4VXf)
+[TheBloke AI's Discord server](https://discord.gg/Jq4vkcDakD)
 
 ## Thanks, and how to contribute.
 
@@ -88,14 +88,14 @@ I've had a lot of people ask if they can contribute. I enjoy providing models an
 
 If you're able and willing to contribute it will be most gratefully received and will help me to keep providing more models, and to start work on new AI projects.
 
-Donaters will get priority support on any and all AI/LLM/model questions and requests, access to a private Discord room, plus other benefits
+Donaters will get priority support on any and all AI/LLM/model questions and requests, access to a private Discord room, plus other benefits.
 
 * Patreon: https://patreon.com/TheBlokeAI
 * Ko-Fi: https://ko-fi.com/TheBlokeAI
 
-**Patreon special mentions**: Aemon Algiz; Dmitiry Samsonov; Jonathan Leane; Illia Dulskyi; Khalefa Al-Ahmad; Nikolai Manek; senxiiz; Talal Aujan; vamX; Eugene Pentland; Lone Striker; Luke Pendergrass; Johann-Peter Hartmann.
+**Patreon special mentions**: Aemon Algiz, Dmitriy Samsonov, Nathan LeClaire, Trenton Dambrowitz, Mano Prime, David Flickinger, vamX, Nikolai Manek, senxiiz, Khalefa Al-Ahmad, Illia Dulskyi, Jonathan Leane, Talal Aujan, V. Lukas, Joseph William Delisle, Pyrater, Oscar Rangel, Lone Striker, Luke Pendergrass, Eugene Pentland, Sebastain Graf, Johann-Peter Hartman.
 
-Thank you to all my generous patrons and donaters.
+Thank you to all my generous patrons and donaters!
 <!-- footer end -->
 
 # Original model card: Chaoyi Wi's PMC_LLAMA 7B
@@ -104,8 +104,8 @@ This repo contains PMC_LLaMA_7B, which is LLaMA-7b finetuned on the PMC papers i
 
 The model was trained with the following hyperparameters:
 
-* Epochs: 5 
-* Batch size: 128 
+* Epochs: 5
+* Batch size: 128
 * Cutoff length: 512
 * Learning rate: 2e-5
 
@@ -118,13 +118,13 @@ import transformers
 import torch
 tokenizer = transformers.LlamaTokenizer.from_pretrained('chaoyi-wu/PMC_LLAMA_7B')
 model = transformers.LlamaForCausalLM.from_pretrained('chaoyi-wu/PMC_LLAMA_7B')
-sentence = 'Hello, doctor' 
+sentence = 'Hello, doctor'
 batch = tokenizer(
             sentence,
-            return_tensors="pt", 
+            return_tensors="pt",
             add_special_tokens=False
         )
 with torch.no_grad():
     generated = model.generate(inputs = batch["input_ids"], max_length=200, do_sample=True, top_k=50)
     print('model predict: ',tokenizer.decode(generated[0]))
-```
+```