Added significance level as input

Dockerfile

@@ -1,25 +1,20 @@
-# Dockerfile (public proxy)
-FROM python:3.11-slim
-
-
-
-
-
-
-WORKDIR /app
-ENV PYTHONDONTWRITEBYTECODE=1
-ENV PYTHONUNBUFFERED=1
-
-# Install Python deps
-COPY requirements.txt .
-RUN pip install --no-cache-dir -r requirements.txt
-
-# Copy code
-COPY main.py .
-
-# Hugging Face expects the app to listen on port 7860
-ENV PORT=7860
-EXPOSE 7860
-
-# Launch FastAPI
+# Dockerfile (public proxy)
+FROM python:3.11-slim
+
+WORKDIR /app
+ENV PYTHONDONTWRITEBYTECODE=1
+ENV PYTHONUNBUFFERED=1
+
+# Install Python deps
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy code
+COPY main.py .
+
+# Hugging Face expects the app to listen on port 7860
+ENV PORT=7860
+EXPOSE 7860
+
+# Launch FastAPI
 CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]

main.py

@@ -1,374 +1,376 @@
-import os, httpx
-from fastapi import FastAPI, Request, HTTPException, UploadFile, File, Form
-from fastapi.responses import JSONResponse, Response, StreamingResponse
-from fastapi.middleware.cors import CORSMiddleware
-from slowapi import Limiter
-from slowapi.errors import RateLimitExceeded
-from slowapi.middleware import SlowAPIMiddleware
-
-# --- Secrets set in the PUBLIC Space ---
-UPSTREAM_URL = os.environ.get("hf_url", "").rstrip("/")             # url to access Private Space
-HF_TOKEN     = os.environ.get("hf_token")                           # HF access token to access Private Space
-DEMO_FORWARD_URL   = os.getenv("DEMO_FORWARD_URL", "").rstrip("/")  # url to acces demo space 
-DATFID_DEMO_TOKEN  = os.getenv("DATFID_DEMO_TOKEN", "")             # token to access demo space
-
-if not HF_TOKEN:
-    raise RuntimeError("Missing secret 'hf_token' in public Space.")
-if not UPSTREAM_URL.startswith("https://"):
-    raise RuntimeError("Missing/invalid secret 'hf_url' in public Space.")
-
-app = FastAPI(title="DATFID Public Proxy", docs_url="/docs", redoc_url=None)
-
-# Prefer X-Forwarded-For (HF sits behind a proxy)
-def client_ip(request: Request):
-    xff = request.headers.get("x-forwarded-for")
-    return xff.split(",")[0].strip() if xff else (request.client.host or "0.0.0.0")
-
-limiter = Limiter(key_func=client_ip)  # or get_remote_address
-GLOBAL_LIMIT = limiter.limit("100/10minute", key_func=lambda: "global:any") # global limit
-
-app.state.limiter = limiter
-app.add_middleware(SlowAPIMiddleware)
-
-@app.exception_handler(RateLimitExceeded)
-async def ratelimit_handler(request: Request, exc: RateLimitExceeded):
-    return JSONResponse(status_code=429, content={"detail": "Too many requests, slow down."})
-
-SDK_MAX_BODY_BYTES = int(os.getenv("SDK_MAX_BODY_BYTES", "25000000"))  # 25MB default for demo
-SDK_MAX_BODY_BYTES_extended = int(os.getenv("SDK_MAX_BODY_BYTES_extended", "125000000")) # 125MB default for prod 
-
-# Early global body-size guard (runs before routes)
-@app.middleware("http")
-async def limit_body_size(request: Request, call_next):
-    cl = request.headers.get("content-length")
-
-    # demo routes use the smaller cap, others use extended
-    path = request.url.path or ""
-    cap = SDK_MAX_BODY_BYTES if "-demo" in path else SDK_MAX_BODY_BYTES_extended
-
-    if cl and int(cl) > cap:
-        return JSONResponse(
-            {"detail": f"Payload too large (> {cap} bytes)"},
-            status_code=413,
-        )
-    return await call_next(request)
-
-# CORS for browser
-app.add_middleware(
-    CORSMiddleware,
-    allow_origins=[
-        "https://datfid.com",
-        "https://www.datfid.com"
-    ],
-    # Optional: allow Vercel preview domains
-    # allow_origin_regex=r"^https:\/\/.*\.vercel\.app$",
-    allow_methods=["POST", "OPTIONS"],
-    allow_headers=["Content-Type"],   # no Authorization header needed from browser
-    allow_credentials=False,
-    max_age=86400,
-)
-
-# to ensure we don’t leak hop-by-hop headers
-def _filter_resp_headers(headers: dict) -> dict:
-    # pass through useful headers but strip hop-by-hop
-    allowed = {"content-disposition"}
-    return {k: v for k, v in headers.items() if k.lower() in allowed}
-
-def _extract_user_token(req: Request) -> str | None:
-    """
-    Read user's DATFID token from Authorization: Bearer <dt+...>.
-    We do NOT verify it here; the private Space does that.
-    """
-    auth = req.headers.get("authorization", "")
-    if not auth.lower().startswith("bearer "):
-        return None
-    return auth.split(" ", 1)[1].strip()
-
-async def _forward(path: str, method: str = "GET", json_body=None, user_token: str | None = None):
-    """
-    Forward request to the PRIVATE Space:
-      - 'Authorization: Bearer <HF_TOKEN>' to pass HF private gate
-      - 'X-API-Key: <dt+...>' so your private app can validate the user token
-    """
-    url = f"{UPSTREAM_URL}{path}"
-    headers = {
-        "Authorization": f"Bearer {HF_TOKEN}",
-        "Accept": "application/json",
-    }
-    if user_token:
-        headers["X-API-Key"] = user_token
-
-    timeout = httpx.Timeout(600.0)
-    async with httpx.AsyncClient(timeout=timeout) as client:
-        r = await client.request(method, url, headers=headers, json=json_body)
-
-    ct = r.headers.get("content-type", "")
-
-    if "application/json" in ct:
-        try:
-            return JSONResponse(status_code=r.status_code, content=r.json())
-        except Exception:
-            return JSONResponse(status_code=r.status_code, content={"error": r.text[:500]})
-    # Fallback: return short text envelope if non-JSON
-    return JSONResponse(status_code=r.status_code, content={"text": r.text[:1000]})
-
-async def _forward_stream(path: str, files=None, data=None, user_token: str | None = None, method: str = "POST"):
-    url = f"{UPSTREAM_URL}{path}"
-    headers = {
-        "Authorization": f"Bearer {HF_TOKEN}",
-        "Accept": "*/*",
-    }
-    if user_token:
-        headers["X-API-Key"] = user_token
-
-    timeout = httpx.Timeout(600.0)
-
-    client = httpx.AsyncClient(timeout=timeout, follow_redirects=True)
-
-    # Don't open the context yet; the iterator must own the context lifetime.
-    stream_ctx = client.stream(method, url, headers=headers, files=files, data=data)
-
-    # Mutable holders we can fill once the stream opens
-    status_holder = {"code": 200}
-    media_type_holder = {"ct": "application/octet-stream"}
-    headers_holder = {}
-
-    async def body_iter():
-        try:
-            async with stream_ctx as resp:
-                status_holder["code"] = resp.status_code
-                media_type_holder["ct"] = resp.headers.get("content-type", "application/octet-stream")
-                headers_holder.update(_filter_resp_headers(resp.headers))
-
-                # If upstream already returned an error, buffer it (short text/json)
-                if resp.status_code >= 400:
-                    # Buffer entire payload and yield once
-                    chunk = await resp.aread()
-                    yield chunk
-                    return
-
-                async for chunk in resp.aiter_raw():
-                    yield chunk
-        finally:
-            await client.aclose()
-
-    response = StreamingResponse(
-        body_iter(),
-        status_code=status_holder["code"],
-        media_type=media_type_holder["ct"],
-        headers=headers_holder,
-    )
-    return response
-
-
-# for demo
-async def _forward_demo_stream(path: str, *, files: dict | None, data: dict | None, method: str = "POST"):
-    if not DEMO_FORWARD_URL or not HF_TOKEN or not DATFID_DEMO_TOKEN:
-        raise HTTPException(status_code=500, detail="Demo not configured.")
-
-    url = DEMO_FORWARD_URL + path
-    headers = {
-        # HF private-space gate:
-        "Authorization": f"Bearer {HF_TOKEN}",
-        # App-level demo token (checked by the private API):
-        "X-DATFID-Token": DATFID_DEMO_TOKEN,
-        "Accept": "*/*",
-    }
-
-    timeout = httpx.Timeout(120.0)
-    client = httpx.AsyncClient(timeout=timeout, follow_redirects=True)
-    stream_ctx = client.stream(method, url, headers=headers, files=files, data=data)
-
-    status_holder = {"code": 200}
-    media_type_holder = {"ct": "application/octet-stream"}
-    headers_holder = {}
-
-    async def body_iter():
-        try:
-            async with stream_ctx as resp:
-                status_holder["code"] = resp.status_code
-                media_type_holder["ct"] = resp.headers.get("content-type", "application/octet-stream")
-                headers_holder.update(_filter_resp_headers(resp.headers))
-
-                if resp.status_code >= 400:
-                    chunk = await resp.aread()
-                    yield chunk
-                    return
-
-                async for chunk in resp.aiter_raw():
-                    yield chunk
-        finally:
-            await client.aclose()
-
-    response = StreamingResponse(
-        body_iter(),
-        status_code=status_holder["code"],
-        media_type=media_type_holder["ct"],
-        headers=headers_holder,
-    )
-    return response
-
-@app.get("/")
-async def root(req: Request):
-    # Forward to private root (private gate still needs HF token)
-    user_token = _extract_user_token(req)  # optional here
-    return await _forward("/", "GET", user_token=user_token)
-
-@app.get("/secure-ping/")
-async def secure_ping(req: Request):
-    # Require user's DATFID token in Authorization: Bearer <dt+...>
-    user_token = _extract_user_token(req)
-    if not user_token:
-        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
-    return await _forward("/secure-ping/", "GET", user_token=user_token)
-
-@app.post("/modelfit/")
-async def modelfit(req: Request):
-    user_token = _extract_user_token(req)
-    if not user_token:
-        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
-    body = await req.json()
-    return await _forward("/modelfit/", "POST", json_body=body, user_token=user_token)
-
-@app.post("/modelforecast/")
-async def modelforecast(req: Request):
-    user_token = _extract_user_token(req)
-    if not user_token:
-        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
-    body = await req.json()
-    return await _forward("/modelforecast/", "POST", json_body=body, user_token=user_token)
-
-@app.post("/modelfit-file/")
-async def modelfit_file(
-    req: Request,
-    file: UploadFile = File(...),
-    id_col: str = Form(...),
-    time_col: str = Form(...),
-    y: str = Form(...),
-    # optional knobs
-    lag_y: str = Form(""),
-    lagged_features: str = Form(""),          # JSON string or empty
-    current_features: str = Form(""),         # "all" | JSON string | ""
-    filter_by_significance: str = Form("false"),
-    meanvar_test: str = Form("false"),
-):
-    user_token = _extract_user_token(req)
-    if not user_token:
-        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
-
-    raw = await file.read()
-    if len(raw) > SDK_MAX_BODY_BYTES_extended:
-        raise HTTPException(status_code=413, detail="Payload too large.")
-
-    files = {
-        "file": (file.filename, raw, file.content_type or "application/octet-stream"),
-    }
-    data = {
-        "id_col": id_col,
-        "time_col": time_col,
-        "y": y,
-        "lag_y": lag_y,
-        "lagged_features": lagged_features,
-        "current_features": current_features,
-        "filter_by_significance": filter_by_significance,
-        "meanvar_test": meanvar_test,
-    }
-    return await _forward_stream("/modelfit-file/", files=files, data=data, user_token=user_token, method="POST")
-
-@app.post("/modelforecast-file/")
-async def modelforecast_file(
-    req: Request,
-    df_forecast: UploadFile = File(...),
-):
-    user_token = _extract_user_token(req)
-    if not user_token:
-        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
-    
-    raw = await df_forecast.read()
-    if len(raw) > SDK_MAX_BODY_BYTES_extended:
-        raise HTTPException(status_code=413, detail="Payload too large.")
-
-    files = {
-        "df_forecast": (df_forecast.filename, raw, df_forecast.content_type or "application/octet-stream"),
-    }
-    return await _forward_stream("/modelforecast-file/", files=files, data=None, user_token=user_token, method="POST")
-
-@app.post("/modelfit-file-demo/")
-@GLOBAL_LIMIT
-@limiter.limit("10/10minute")  # 10 calls per 10 minutes per IP
-async def modelfit_file_demo(
-    request: Request,
-    file: UploadFile = File(...),
-    id_col: str = Form(...),
-    time_col: str = Form(...),
-    y: str = Form(...),
-    # optional knobs
-    lag_y: str = Form(""),
-    lagged_features: str = Form(""),
-    current_features: str = Form(""),
-    filter_by_significance: str = Form("false"),
-    meanvar_test: str = Form("false"),
-):
-    
-    # read once, size-guard it, then forward
-    raw = await file.read()
-    if len(raw) > SDK_MAX_BODY_BYTES:
-        raise HTTPException(status_code=413, detail="Payload too large.")
-    
-    files = {
-        "file": (file.filename, raw, file.content_type or "application/octet-stream"),
-    }
-    data = {
-        "id_col": id_col,
-        "time_col": time_col,
-        "y": y,
-        "lag_y": lag_y,
-        "lagged_features": lagged_features,
-        "current_features": current_features,
-        "filter_by_significance": filter_by_significance,
-        "meanvar_test": meanvar_test,
-    }
-    # the path goes to the private demo route
-    return await _forward_demo_stream("/modelfit-file-demo/", files=files, data=data, method="POST")
-
-@app.post("/modelforecast-file-demo/")
-@GLOBAL_LIMIT
-@limiter.limit("10/10minute")
-async def modelforecast_file_demo(
-    request: Request,
-    df_forecast: UploadFile = File(...),
-):
-    
-    raw = await df_forecast.read()
-    if len(raw) > SDK_MAX_BODY_BYTES:
-        raise HTTPException(status_code=413, detail="Payload too large.")
-    
-    files = {
-        "df_forecast": (df_forecast.filename, raw, df_forecast.content_type or "application/octet-stream"),
-    }
-    return await _forward_demo_stream("/modelforecast-file-demo/", files=files, data=None, method="POST")
-
-@app.get("/health-demo-proxy")
-async def health_demo_proxy():
-    # convenience endpoint to test private-space + demo token hop
-    try:
-        return await _forward_demo_stream("/health-demo", files=None, data=None, method="GET")
-    except HTTPException as e:
-        # bubble up errors so you can diagnose missing tokens, wrong URL, etc.
-        raise e
-    
-@app.post("/modelfit_ind/")
-async def modelfit_ind(req: Request):
-    user_token = _extract_user_token(req)
-    if not user_token:
-        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
-    body = await req.json()
-    return await _forward("/modelfit_ind/", "POST", json_body=body, user_token=user_token)
-
-@app.post("/modelforecast_ind/")
-async def modelforecast_ind(req: Request):
-    user_token = _extract_user_token(req)
-    if not user_token:
-        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
-    body = await req.json()
+import os, httpx
+from fastapi import FastAPI, Request, HTTPException, UploadFile, File, Form
+from fastapi.responses import JSONResponse, Response, StreamingResponse
+from fastapi.middleware.cors import CORSMiddleware
+from slowapi import Limiter
+from slowapi.errors import RateLimitExceeded
+from slowapi.middleware import SlowAPIMiddleware
+
+# --- Secrets set in the PUBLIC Space ---
+UPSTREAM_URL = os.environ.get("hf_url", "").rstrip("/")             # url to access Private Space
+HF_TOKEN     = os.environ.get("hf_token")                           # HF access token to access Private Space
+DEMO_FORWARD_URL   = os.getenv("DEMO_FORWARD_URL", "").rstrip("/")  # url to acces demo space 
+DATFID_DEMO_TOKEN  = os.getenv("DATFID_DEMO_TOKEN", "")             # token to access demo space
+
+if not HF_TOKEN:
+    raise RuntimeError("Missing secret 'hf_token' in public Space.")
+if not UPSTREAM_URL.startswith("https://"):
+    raise RuntimeError("Missing/invalid secret 'hf_url' in public Space.")
+
+app = FastAPI(title="DATFID Public Proxy", docs_url="/docs", redoc_url=None)
+
+# Prefer X-Forwarded-For (HF sits behind a proxy)
+def client_ip(request: Request):
+    xff = request.headers.get("x-forwarded-for")
+    return xff.split(",")[0].strip() if xff else (request.client.host or "0.0.0.0")
+
+limiter = Limiter(key_func=client_ip)  # or get_remote_address
+GLOBAL_LIMIT = limiter.limit("100/10minute", key_func=lambda: "global:any") # global limit
+
+app.state.limiter = limiter
+app.add_middleware(SlowAPIMiddleware)
+
+@app.exception_handler(RateLimitExceeded)
+async def ratelimit_handler(request: Request, exc: RateLimitExceeded):
+    return JSONResponse(status_code=429, content={"detail": "Too many requests, slow down."})
+
+SDK_MAX_BODY_BYTES = int(os.getenv("SDK_MAX_BODY_BYTES", "25000000"))  # 25MB default for demo
+SDK_MAX_BODY_BYTES_extended = int(os.getenv("SDK_MAX_BODY_BYTES_extended", "125000000")) # 125MB default for prod 
+
+# Early global body-size guard (runs before routes)
+@app.middleware("http")
+async def limit_body_size(request: Request, call_next):
+    cl = request.headers.get("content-length")
+
+    # demo routes use the smaller cap, others use extended
+    path = request.url.path or ""
+    cap = SDK_MAX_BODY_BYTES if "-demo" in path else SDK_MAX_BODY_BYTES_extended
+
+    if cl and int(cl) > cap:
+        return JSONResponse(
+            {"detail": f"Payload too large (> {cap} bytes)"},
+            status_code=413,
+        )
+    return await call_next(request)
+
+# CORS for browser
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=[
+        "https://datfid.com",
+        "https://www.datfid.com"
+    ],
+    # Optional: allow Vercel preview domains
+    # allow_origin_regex=r"^https:\/\/.*\.vercel\.app$",
+    allow_methods=["POST", "OPTIONS"],
+    allow_headers=["Content-Type"],   # no Authorization header needed from browser
+    allow_credentials=False,
+    max_age=86400,
+)
+
+# to ensure we don’t leak hop-by-hop headers
+def _filter_resp_headers(headers: dict) -> dict:
+    # pass through useful headers but strip hop-by-hop
+    allowed = {"content-disposition"}
+    return {k: v for k, v in headers.items() if k.lower() in allowed}
+
+def _extract_user_token(req: Request) -> str | None:
+    """
+    Read user's DATFID token from Authorization: Bearer <dt+...>.
+    We do NOT verify it here; the private Space does that.
+    """
+    auth = req.headers.get("authorization", "")
+    if not auth.lower().startswith("bearer "):
+        return None
+    return auth.split(" ", 1)[1].strip()
+
+async def _forward(path: str, method: str = "GET", json_body=None, user_token: str | None = None):
+    """
+    Forward request to the PRIVATE Space:
+      - 'Authorization: Bearer <HF_TOKEN>' to pass HF private gate
+      - 'X-API-Key: <dt+...>' so your private app can validate the user token
+    """
+    url = f"{UPSTREAM_URL}{path}"
+    headers = {
+        "Authorization": f"Bearer {HF_TOKEN}",
+        "Accept": "application/json",
+    }
+    if user_token:
+        headers["X-API-Key"] = user_token
+
+    timeout = httpx.Timeout(600.0)
+    async with httpx.AsyncClient(timeout=timeout) as client:
+        r = await client.request(method, url, headers=headers, json=json_body)
+
+    ct = r.headers.get("content-type", "")
+
+    if "application/json" in ct:
+        try:
+            return JSONResponse(status_code=r.status_code, content=r.json())
+        except Exception:
+            return JSONResponse(status_code=r.status_code, content={"error": r.text[:500]})
+    # Fallback: return short text envelope if non-JSON
+    return JSONResponse(status_code=r.status_code, content={"text": r.text[:1000]})
+
+async def _forward_stream(path: str, files=None, data=None, user_token: str | None = None, method: str = "POST"):
+    url = f"{UPSTREAM_URL}{path}"
+    headers = {
+        "Authorization": f"Bearer {HF_TOKEN}",
+        "Accept": "*/*",
+    }
+    if user_token:
+        headers["X-API-Key"] = user_token
+
+    timeout = httpx.Timeout(600.0)
+
+    client = httpx.AsyncClient(timeout=timeout, follow_redirects=True)
+
+    # Don't open the context yet; the iterator must own the context lifetime.
+    stream_ctx = client.stream(method, url, headers=headers, files=files, data=data)
+
+    # Mutable holders we can fill once the stream opens
+    status_holder = {"code": 200}
+    media_type_holder = {"ct": "application/octet-stream"}
+    headers_holder = {}
+
+    async def body_iter():
+        try:
+            async with stream_ctx as resp:
+                status_holder["code"] = resp.status_code
+                media_type_holder["ct"] = resp.headers.get("content-type", "application/octet-stream")
+                headers_holder.update(_filter_resp_headers(resp.headers))
+
+                # If upstream already returned an error, buffer it (short text/json)
+                if resp.status_code >= 400:
+                    # Buffer entire payload and yield once
+                    chunk = await resp.aread()
+                    yield chunk
+                    return
+
+                async for chunk in resp.aiter_raw():
+                    yield chunk
+        finally:
+            await client.aclose()
+
+    response = StreamingResponse(
+        body_iter(),
+        status_code=status_holder["code"],
+        media_type=media_type_holder["ct"],
+        headers=headers_holder,
+    )
+    return response
+
+
+# for demo
+async def _forward_demo_stream(path: str, *, files: dict | None, data: dict | None, method: str = "POST"):
+    if not DEMO_FORWARD_URL or not HF_TOKEN or not DATFID_DEMO_TOKEN:
+        raise HTTPException(status_code=500, detail="Demo not configured.")
+
+    url = DEMO_FORWARD_URL + path
+    headers = {
+        # HF private-space gate:
+        "Authorization": f"Bearer {HF_TOKEN}",
+        # App-level demo token (checked by the private API):
+        "X-DATFID-Token": DATFID_DEMO_TOKEN,
+        "Accept": "*/*",
+    }
+
+    timeout = httpx.Timeout(120.0)
+    client = httpx.AsyncClient(timeout=timeout, follow_redirects=True)
+    stream_ctx = client.stream(method, url, headers=headers, files=files, data=data)
+
+    status_holder = {"code": 200}
+    media_type_holder = {"ct": "application/octet-stream"}
+    headers_holder = {}
+
+    async def body_iter():
+        try:
+            async with stream_ctx as resp:
+                status_holder["code"] = resp.status_code
+                media_type_holder["ct"] = resp.headers.get("content-type", "application/octet-stream")
+                headers_holder.update(_filter_resp_headers(resp.headers))
+
+                if resp.status_code >= 400:
+                    chunk = await resp.aread()
+                    yield chunk
+                    return
+
+                async for chunk in resp.aiter_raw():
+                    yield chunk
+        finally:
+            await client.aclose()
+
+    response = StreamingResponse(
+        body_iter(),
+        status_code=status_holder["code"],
+        media_type=media_type_holder["ct"],
+        headers=headers_holder,
+    )
+    return response
+
+@app.get("/")
+async def root(req: Request):
+    # Forward to private root (private gate still needs HF token)
+    user_token = _extract_user_token(req)  # optional here
+    return await _forward("/", "GET", user_token=user_token)
+
+@app.get("/secure-ping/")
+async def secure_ping(req: Request):
+    # Require user's DATFID token in Authorization: Bearer <dt+...>
+    user_token = _extract_user_token(req)
+    if not user_token:
+        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
+    return await _forward("/secure-ping/", "GET", user_token=user_token)
+
+@app.post("/modelfit/")
+async def modelfit(req: Request):
+    user_token = _extract_user_token(req)
+    if not user_token:
+        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
+    body = await req.json()
+    return await _forward("/modelfit/", "POST", json_body=body, user_token=user_token)
+
+@app.post("/modelforecast/")
+async def modelforecast(req: Request):
+    user_token = _extract_user_token(req)
+    if not user_token:
+        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
+    body = await req.json()
+    return await _forward("/modelforecast/", "POST", json_body=body, user_token=user_token)
+
+@app.post("/modelfit-file/")
+async def modelfit_file(
+    req: Request,
+    file: UploadFile = File(...),
+    id_col: str = Form(...),
+    time_col: str = Form(...),
+    y: str = Form(...),
+    # optional knobs
+    lag_y: str = Form(""),
+    lagged_features: str = Form(""),          # JSON string or empty
+    current_features: str = Form(""),         # "all" | JSON string | ""
+    filter_by_significance: str = Form("false"),
+    meanvar_test: str = Form("false"),
+    signif: str = Form("0.05"),
+):
+    user_token = _extract_user_token(req)
+    if not user_token:
+        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
+
+    raw = await file.read()
+    if len(raw) > SDK_MAX_BODY_BYTES_extended:
+        raise HTTPException(status_code=413, detail="Payload too large.")
+
+    files = {
+        "file": (file.filename, raw, file.content_type or "application/octet-stream"),
+    }
+    data = {
+        "id_col": id_col,
+        "time_col": time_col,
+        "y": y,
+        "lag_y": lag_y,
+        "lagged_features": lagged_features,
+        "current_features": current_features,
+        "filter_by_significance": filter_by_significance,
+        "meanvar_test": meanvar_test,
+        "signif": signif,
+    }
+    return await _forward_stream("/modelfit-file/", files=files, data=data, user_token=user_token, method="POST")
+
+@app.post("/modelforecast-file/")
+async def modelforecast_file(
+    req: Request,
+    df_forecast: UploadFile = File(...),
+):
+    user_token = _extract_user_token(req)
+    if not user_token:
+        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
+    
+    raw = await df_forecast.read()
+    if len(raw) > SDK_MAX_BODY_BYTES_extended:
+        raise HTTPException(status_code=413, detail="Payload too large.")
+
+    files = {
+        "df_forecast": (df_forecast.filename, raw, df_forecast.content_type or "application/octet-stream"),
+    }
+    return await _forward_stream("/modelforecast-file/", files=files, data=None, user_token=user_token, method="POST")
+
+@app.post("/modelfit-file-demo/")
+@GLOBAL_LIMIT
+@limiter.limit("10/10minute")  # 10 calls per 10 minutes per IP
+async def modelfit_file_demo(
+    request: Request,
+    file: UploadFile = File(...),
+    id_col: str = Form(...),
+    time_col: str = Form(...),
+    y: str = Form(...),
+    # optional knobs
+    lag_y: str = Form(""),
+    lagged_features: str = Form(""),
+    current_features: str = Form(""),
+    filter_by_significance: str = Form("false"),
+    meanvar_test: str = Form("false"),
+):
+    
+    # read once, size-guard it, then forward
+    raw = await file.read()
+    if len(raw) > SDK_MAX_BODY_BYTES:
+        raise HTTPException(status_code=413, detail="Payload too large.")
+    
+    files = {
+        "file": (file.filename, raw, file.content_type or "application/octet-stream"),
+    }
+    data = {
+        "id_col": id_col,
+        "time_col": time_col,
+        "y": y,
+        "lag_y": lag_y,
+        "lagged_features": lagged_features,
+        "current_features": current_features,
+        "filter_by_significance": filter_by_significance,
+        "meanvar_test": meanvar_test,
+    }
+    # the path goes to the private demo route
+    return await _forward_demo_stream("/modelfit-file-demo/", files=files, data=data, method="POST")
+
+@app.post("/modelforecast-file-demo/")
+@GLOBAL_LIMIT
+@limiter.limit("10/10minute")
+async def modelforecast_file_demo(
+    request: Request,
+    df_forecast: UploadFile = File(...),
+):
+    
+    raw = await df_forecast.read()
+    if len(raw) > SDK_MAX_BODY_BYTES:
+        raise HTTPException(status_code=413, detail="Payload too large.")
+    
+    files = {
+        "df_forecast": (df_forecast.filename, raw, df_forecast.content_type or "application/octet-stream"),
+    }
+    return await _forward_demo_stream("/modelforecast-file-demo/", files=files, data=None, method="POST")
+
+@app.get("/health-demo-proxy")
+async def health_demo_proxy():
+    # convenience endpoint to test private-space + demo token hop
+    try:
+        return await _forward_demo_stream("/health-demo", files=None, data=None, method="GET")
+    except HTTPException as e:
+        # bubble up errors so you can diagnose missing tokens, wrong URL, etc.
+        raise e
+    
+@app.post("/modelfit_ind/")
+async def modelfit_ind(req: Request):
+    user_token = _extract_user_token(req)
+    if not user_token:
+        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
+    body = await req.json()
+    return await _forward("/modelfit_ind/", "POST", json_body=body, user_token=user_token)
+
+@app.post("/modelforecast_ind/")
+async def modelforecast_ind(req: Request):
+    user_token = _extract_user_token(req)
+    if not user_token:
+        raise HTTPException(status_code=401, detail="Missing Authorization Bearer token (dt+...)")
+    body = await req.json()
     return await _forward("/modelforecast_ind/", "POST", json_body=body, user_token=user_token)