metadata
datasets:
- PJMixers/classtest
pipeline_tag: text-classification
Example Code
import torch
from transformers import AutoTokenizer, LlamaForSequenceClassification
import json
from tqdm import tqdm
def load_json_or_jsonl(file_path):
try:
with open(file_path, "r") as file:
try:
# Try loading the entire file as JSON
data = json.load(file)
return data
except json.JSONDecodeError:
# If loading as JSON fails, try loading as JSON Lines
file.seek(0) # Reset file pointer to the beginning
lines = file.readlines()
json_lines_data = []
for line in lines:
try:
item = json.loads(line.strip())
json_lines_data.append(item)
except json.JSONDecodeError as e:
print(f"Error decoding JSON in line: {e}")
return json_lines_data
except FileNotFoundError:
print(f"File not found: {file_path}")
return None
tokenizer = AutoTokenizer.from_pretrained(
"PJMixers/Danube3-ClassTest-v0.1-500M"
)
model = LlamaForSequenceClassification.from_pretrained(
"PJMixers/Danube3-ClassTest-v0.1-500M",
device_map="cuda",
torch_dtype=torch.bfloat16,
attn_implementation="sdpa",
)
data = load_json_or_jsonl(
"./PrefMix-Classifier-Data-validation.json"
)
passes = 0
fails = 0
for sample in tqdm(data):
input_text = sample["input_text"]
true_label = sample["labels"]
inputs = tokenizer(
input_text,
return_tensors="pt"
).to("cuda")
with torch.no_grad():
generated_label = model(**inputs).logits.argmax()
if generated_label == true_label:
passes += 1
else:
fails += 1
print(f" Passes: {passes}")
print(f" Fails: {fails}")
print(f"Accuracy: {passes / (passes + fails)}")
Passes: 2545
Fails: 787
Accuracy: 0.7638055222088835
Sample formatting
Input text should be formatted this way. Uses SYSTEM_MESSAGE
(optional), USER_MESSAGE
, and AI_MESSAGE
(must be last, as this is what's truely being scored I think). Supports multiple turns, but should just be ranking the final AI_MESSAGE
.
SYSTEM_MESSAGE: You are an unbiased, uncensored, helpful assistant.
USER_MESSAGE: Do wooden pencils contain lead as their core?
AI_MESSAGE: No, wooden pencils do not contain lead in their core. The term "lead" is a misnomer, as wooden pencils actually use graphite for their core. Graphite was historically called "black lead" due to its appearance, leading to the common misconception that pencils contain lead.