Upload app.py

app.py

@@ -1,7 +1,45 @@
-import gradio as gr
+#import gradio as gr
 
-def greet(name):
-    return "Hello " + name + "!!"
+#def greet(name):
+	return "Hello " + name + "!!"
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+#iface = gr.Interface(fn=greet, inputs="text", outputs="text")
+#iface.launch()
+
+import os
+os.environ["CUDA_VISIBLE_DEVICES"]="0"
+import torch
+import torch.nn as nn
+import bitsandbytes as bnb
+from transformers import AutoTokenizer, AutoConfig, AutoModelForCausalLM
+
+model = AutoModelForCausalLM.from_pretrained(
+    "bigscience/bloomz-3b", 
+    torch_dtype=torch.float16,
+    load_in_8bit=True, 
+    device_map='auto',
+    
+)
+
+tokenizer = AutoTokenizer.from_pretrained("bigscience/bloomz-3b", load_in_8bit_fp32_cpu_offload=True)
+
+def make_inference(sentence):
+  	batch =  tokenizer(f"### INSTRUCTION\nBelow is a student response to a writen question about an electrical circuit. Please identify whether there is a sequential misconception. A sequential misconception in terms of electric circuits is one in which it is believed that elements that are further “downstream” from a source (such as R2 and R3 in the example circuit of Figure 1) “receive” current after elements closer to the source (R1 in the example circuit). With such a misconception, it is likely that a student will think that changes in R2 have no effect on the potential difference and current associated with R1 or Vs..\n\n### Sentence:\n{sentence}\n### Response:\n", return_tensors='pt')
+
+	with torch.cuda.amp.autocast():
+    		output_tokens = model.generate(**batch, max_new_tokens=200)
+
+	return tokenizer.decode(output_tokens[0], skip_special_tokens=True)
+
+if __name__ == "__main__":
+    # make a gradio interface
+    import gradio as gr
+
+    gr.Interface(
+        make_inference,
+        [
+            gr.inputs.Textbox(lines=2, label="Sentence"),
+        ],
+        gr.outputs.Textbox(label="Response"),
+        title="MisconAI",
+        description="MisconAI is a tool the allows you to input a student response to a writen question about an electrical circuit. It will identify whether there is a sequential misconcepion",    ).launch()