Jakaria
commited on
Commit
·
ba47e53
1
Parent(s):
f333ee5
Add Bangla model API
Browse files- Dockerfile +10 -0
- app.py +20 -0
- bangla_label_encoder.pkl +3 -0
- bangla_model.pkl +3 -0
- bangla_vectorizer.pkl +3 -0
- requirements.txt +4 -0
Dockerfile
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
FROM python:3.9
|
| 2 |
+
|
| 3 |
+
WORKDIR /app
|
| 4 |
+
|
| 5 |
+
COPY requirements.txt .
|
| 6 |
+
RUN pip install --no-cache-dir -r requirements.txt
|
| 7 |
+
|
| 8 |
+
COPY . .
|
| 9 |
+
|
| 10 |
+
CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
|
app.py
ADDED
|
@@ -0,0 +1,20 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from fastapi import FastAPI
|
| 2 |
+
from pydantic import BaseModel
|
| 3 |
+
import joblib
|
| 4 |
+
|
| 5 |
+
# Load your trained model + vectorizer + encoder
|
| 6 |
+
model = joblib.load("bangla_model.pkl")
|
| 7 |
+
vectorizer = joblib.load("bangla_vectorizer.pkl")
|
| 8 |
+
label_encoder = joblib.load("bangla_label_encoder.pkl")
|
| 9 |
+
|
| 10 |
+
app = FastAPI()
|
| 11 |
+
|
| 12 |
+
class TextData(BaseModel):
|
| 13 |
+
text: str
|
| 14 |
+
|
| 15 |
+
@app.post("/predict")
|
| 16 |
+
def predict(data: TextData):
|
| 17 |
+
X = vectorizer.transform([data.text])
|
| 18 |
+
pred = model.predict(X)[0]
|
| 19 |
+
label = label_encoder.inverse_transform([pred])[0]
|
| 20 |
+
return {"prediction": label}
|
bangla_label_encoder.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8b97381ffedc27c901f65d34df96c460a6af7f866fd2a7866ee2c37f01545b34
|
| 3 |
+
size 343
|
bangla_model.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:588bea0a10ea919ecebaef1d252474b96eeb38a31ad06b7827512d9b3023ca12
|
| 3 |
+
size 2808971
|
bangla_vectorizer.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6aba876ea6ce6ffb627043624d1e9159beeaef30e2e0eea75d81986962dcb2f6
|
| 3 |
+
size 7530201
|
requirements.txt
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
fastapi
|
| 2 |
+
uvicorn
|
| 3 |
+
scikit-learn
|
| 4 |
+
joblib
|