Update README.md

README.md

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 ---
-license: mit
+license: creativeml-openrail-m
+tags:
+- stable-diffusion
+- prompt-generator
+- distilgpt2
 ---
+# Distilgpt2 Stable Diffusion Model Card
+Distilgpt2 Stable Diffusion is a text-to-text model used to generate creative and coherent prompts given any text.
+This model was finetuned on 2.03M stable diffusion prompts from [Stable Diffusion discord](https://huggingface.co/datasets/bartman081523/stable-diffusion-discord-prompts), [Lexica.art](https://huggingface.co/datasets/Gustavosta/Stable-Diffusion-Prompts), and (my hand-picked) [Krea.ai](./krea.ai.txt). I filtered the hand-picked prompts based on the output results from Stable Diffusion v1.4.
+
+### PyTorch
+
+```bash
+pip install --upgrade transformers
+```
+
+```python
+# download DistilGPT2 Stable Diffusion if haven't already
+import os
+if not os.path.exists('./distil-sd-gpt2.pt'):
+    import urllib.request
+    print('Downloading model...')
+    urllib.request.urlretrieve('https://huggingface.co/FredZhang7/distilgpt2-stable-diffusion/resolve/main/distil-sd-gpt2.pt', './distil-sd-gpt2.pt')
+    print('Model downloaded.')
+
+from transformers import GPT2Tokenizer, GPT2LMHeadModel
+
+# load the pretrained tokenizer
+tokenizer = GPT2Tokenizer.from_pretrained('distilgpt2')
+tokenizer.add_special_tokens({'pad_token': '[PAD]'})
+tokenizer.max_len = 512
+
+# load the fine-tuned model
+import torch
+model = GPT2LMHeadModel.from_pretrained('distilgpt2')
+model.load_state_dict(torch.load('model.pt'))
+
+# generate text using fine-tuned model
+from transformers import pipeline
+nlp = pipeline('text-generation', model=model, tokenizer=tokenizer)
+ins = "a beautiful city"
+
+# generate 5 samples
+outs = nlp(ins, max_length=80, num_return_sequences=10)
+
+# print the 5 samples
+for i in range(len(outs)):
+    outs[i] = str(outs[i]['generated_text']).replace('  ', '')
+print('\033[96m' + ins + '\033[0m')
+print('\033[93m' + '\n\n'.join(outs) + '\033[0m')
+```
+
+Example Output:
+![Example Output](https://media.discordapp.net/attachments/884528247998664744/1049544706163482704/image.png?width=1440&height=479)