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"""Public API for HyperView."""
import json
import os
import socket
import threading
import time
import webbrowser
from dataclasses import dataclass
from urllib.error import URLError
from urllib.request import Request, urlopen
from uuid import uuid4
import uvicorn
from hyperview.core.dataset import Dataset
from hyperview.server.app import create_app, set_dataset
__all__ = ["Dataset", "launch", "Session"]
@dataclass(frozen=True)
class _HealthResponse:
name: str | None
session_id: str | None
dataset: str | None
pid: int | None
def _can_connect(host: str, port: int, timeout_s: float) -> bool:
try:
with socket.create_connection((host, port), timeout=timeout_s):
return True
except OSError:
return False
def _try_read_health(url: str, timeout_s: float) -> _HealthResponse | None:
try:
return _read_health(url, timeout_s=timeout_s)
except (URLError, TimeoutError, OSError, ValueError, json.JSONDecodeError):
return None
def _read_health(url: str, timeout_s: float) -> _HealthResponse:
request = Request(url, headers={"Accept": "application/json"})
with urlopen(request, timeout=timeout_s) as response:
data = json.loads(response.read().decode("utf-8"))
return _HealthResponse(
name=data.get("name"),
session_id=data.get("session_id"),
dataset=data.get("dataset"),
pid=data.get("pid") if isinstance(data.get("pid"), int) else None,
)
class Session:
"""A session for the HyperView visualizer."""
def __init__(self, dataset: Dataset, host: str, port: int):
self.dataset = dataset
self.host = host
self.port = port
# Prefer a browser-connectable host for user-facing URLs.
# When binding to 0.0.0.0, users should connect via 127.0.0.1 locally.
self.url = f"http://{self._connect_host}:{port}"
self._server_thread: threading.Thread | None = None
self._server: uvicorn.Server | None = None
self._startup_error: BaseException | None = None
self.session_id = uuid4().hex
@property
def _connect_host(self) -> str:
return "127.0.0.1" if self.host == "0.0.0.0" else self.host
@property
def _health_url(self) -> str:
return f"http://{self._connect_host}:{self.port}/__hyperview__/health"
def _run_server(self):
try:
set_dataset(self.dataset)
app = create_app(self.dataset, session_id=self.session_id)
config = uvicorn.Config(app, host=self.host, port=self.port, log_level="warning")
self._server = uvicorn.Server(config)
self._server.run()
except BaseException as exc:
self._startup_error = exc
def start(self, background: bool = True):
"""Start the visualizer server."""
if not background:
self._run_server()
return
# Fail fast if something is already listening on this port.
if _can_connect(self._connect_host, self.port, timeout_s=0.2):
health = _try_read_health(self._health_url, timeout_s=0.2)
if health is not None and health.name == "hyperview":
raise RuntimeError(
"HyperView failed to start because the port is already serving "
f"HyperView (port={self.port}, session_id={health.session_id}). "
"Choose a different port or stop the existing server."
)
raise RuntimeError(
"HyperView failed to start because the port is already in use "
f"by a non-HyperView service (port={self.port}). Choose a different "
"port or stop the process listening on that port."
)
self._startup_error = None
self._server_thread = threading.Thread(target=self._run_server, daemon=True)
self._server_thread.start()
deadline = time.time() + 5.0
last_health_error: Exception | None = None
while time.time() < deadline:
if self._startup_error is not None:
raise RuntimeError(
f"HyperView server failed to start (port={self.port}): "
f"{type(self._startup_error).__name__}: {self._startup_error}"
)
if self._server_thread is not None and not self._server_thread.is_alive():
raise RuntimeError(
"HyperView server thread exited during startup. "
f"The port may be in use (port={self.port})."
)
try:
health = _read_health(self._health_url, timeout_s=0.2)
except (URLError, TimeoutError, OSError, ValueError, json.JSONDecodeError) as exc:
last_health_error = exc
time.sleep(0.05)
continue
if health.name == "hyperview" and health.session_id == self.session_id:
return
if health.name == "hyperview":
raise RuntimeError(
"HyperView failed to start because the port is already serving "
f"a different HyperView session (port={self.port}, "
f"session_id={health.session_id})."
)
raise RuntimeError(
"HyperView failed to start because the port is already serving "
f"a non-HyperView app (port={self.port})."
)
raise TimeoutError(
"HyperView server did not become ready in time "
f"(port={self.port}). Last error: {last_health_error}"
)
def stop(self):
"""Stop the visualizer server."""
if self._server:
self._server.should_exit = True
def show(self, height: int = 800):
"""Display the visualizer in a notebook.
In Google Colab, notebook kernels cannot be accessed via localhost.
Colab exposes kernel ports through a proxy URL (see
`google.colab.kernel.proxyPort`). This renders a link to the proxied URL
that opens in a new tab.
In other notebook environments, it renders a clickable link to the local
URL and a best-effort JavaScript auto-open.
"""
if _is_colab():
try:
from google.colab.output import eval_js # type: ignore[import-not-found]
from IPython.display import HTML, display
proxy_url = eval_js(f"google.colab.kernel.proxyPort({self.port})")
app_url = str(proxy_url).rstrip("/") + "/"
display(
HTML(
"<p>HyperView is running in Colab. "
f"<a href=\"{app_url}\" target=\"_blank\" rel=\"noopener noreferrer\">"
"Open HyperView in a new tab</a>.</p>"
)
)
display(HTML(f"<p style=\"font-size:12px;color:#666;\">{app_url}</p>"))
return
except Exception:
# Fall through to the generic notebook behavior.
pass
# Default: open in a new browser tab (works well for Jupyter).
try:
from IPython.display import HTML, Javascript, display
display(
HTML(
"<p>HyperView is running. "
f"<a href=\"{self.url}\" target=\"_blank\" rel=\"noopener\">Open in a new tab</a>."
"</p>"
)
)
# Best-effort auto-open. Some browsers may block popups.
display(Javascript(f'window.open("{self.url}", "_blank");'))
except ImportError:
print(f"IPython not installed. Please visit {self.url} in your browser.")
def open_browser(self):
"""Open the visualizer in a browser window."""
webbrowser.open(self.url)
def launch(
dataset: Dataset,
port: int = 6262,
host: str = "127.0.0.1",
open_browser: bool = True,
notebook: bool | None = None,
height: int = 800,
reuse_server: bool = False,
) -> Session:
"""Launch the HyperView visualization server.
Note:
HyperView's UI requires 2D layouts (Euclidean + Poincare). If they are
missing but high-dimensional embeddings exist, this function will compute
them automatically.
Args:
dataset: The dataset to visualize.
port: Port to run the server on.
host: Host to bind to.
open_browser: Whether to open a browser window.
notebook: Whether to display in a notebook. If None, auto-detects.
height: Height of the iframe in the notebook.
reuse_server: If True, and the requested port is already serving HyperView,
attach to the existing server instead of starting a new one. For safety,
this will only attach when the existing server reports the same dataset
name (via `/__hyperview__/health`).
Returns:
A Session object.
Example:
>>> import hyperview as hv
>>> dataset = hv.Dataset("my_dataset")
>>> dataset.add_images_dir("/path/to/images", label_from_folder=True)
>>> dataset.compute_embeddings()
>>> dataset.compute_visualization()
>>> hv.launch(dataset)
"""
if notebook is None:
# Colab is always a notebook environment, even if _is_notebook() fails to detect it
notebook = _is_notebook() or _is_colab()
if _is_colab() and host == "127.0.0.1":
# Colab port forwarding/proxying is most reliable when the server binds
# to all interfaces.
host = "0.0.0.0"
# Preflight: avoid doing expensive work if the port is already in use.
# If it's already serving HyperView and reuse_server=True, we can safely attach.
connect_host = "127.0.0.1" if host == "0.0.0.0" else host
health_url = f"http://{connect_host}:{port}/__hyperview__/health"
if _can_connect(connect_host, port, timeout_s=0.2):
health = _try_read_health(health_url, timeout_s=0.2)
if health is not None and health.name == "hyperview":
if not reuse_server:
raise RuntimeError(
"HyperView failed to start because the port is already serving "
f"HyperView (port={port}, dataset={health.dataset}, "
f"session_id={health.session_id}, pid={health.pid}). "
"Choose a different port, stop the existing server, or pass "
"reuse_server=True to attach."
)
if health.dataset is not None and health.dataset != dataset.name:
raise RuntimeError(
"HyperView refused to attach to the existing server because it is "
f"serving a different dataset (port={port}, dataset={health.dataset}). "
f"Requested dataset={dataset.name}. Stop the existing server or "
"choose a different port."
)
session = Session(dataset, host, port)
if health.session_id is not None:
session.session_id = health.session_id
if notebook:
if _is_colab():
print(
f"\nHyperView is already running (Colab, port={session.port}). "
"Use the link below to open it."
)
else:
print(
f"\nHyperView is already running at {session.url} (port={session.port}). "
"Opening a new tab..."
)
session.show(height=height)
else:
print(f"\nHyperView is already running at {session.url} (port={session.port}).")
if open_browser:
session.open_browser()
return session
raise RuntimeError(
"HyperView failed to start because the port is already in use "
f"by a non-HyperView service (port={port}). Choose a different "
"port or stop the process listening on that port."
)
# The frontend requires 2D coords from /api/embeddings.
# Ensure at least one layout exists; do not auto-generate optional geometries.
layouts = dataset.list_layouts()
spaces = dataset.list_spaces()
if not spaces:
raise ValueError(
"HyperView launch requires 2D projections for the UI. "
"No projections or embedding spaces were found. "
"Call `dataset.compute_embeddings()` and `dataset.compute_visualization()` "
"before `hv.launch()`."
)
if not layouts:
default_space_key = spaces[0].space_key
print("No layouts found. Computing euclidean visualization...")
dataset.compute_visualization(space_key=default_space_key, geometry="euclidean")
session = Session(dataset, host, port)
if notebook:
session.start(background=True)
if _is_colab():
print(
f"\nHyperView is running (Colab, port={session.port}). "
"Use the link below to open it."
)
else:
print(f"\nHyperView is running at {session.url}. Opening a new tab...")
session.show(height=height)
else:
session.start(background=True)
print(" Press Ctrl+C to stop.\n")
print(f"\nHyperView is running at {session.url}")
if open_browser:
session.open_browser()
try:
while True:
# Keep the main thread alive so the daemon server thread can run.
time.sleep(0.25)
if session._server_thread is not None and not session._server_thread.is_alive():
raise RuntimeError("HyperView server stopped unexpectedly.")
except KeyboardInterrupt:
pass
finally:
session.stop()
if session._server_thread is not None:
session._server_thread.join(timeout=2.0)
return session
def _is_notebook() -> bool:
"""Check if running in a notebook environment."""
try:
from IPython import get_ipython
except ImportError:
return False
shell = get_ipython()
return shell is not None and shell.__class__.__name__ == "ZMQInteractiveShell"
def _is_colab() -> bool:
"""Check if running inside a Google Colab notebook runtime."""
if os.environ.get("COLAB_RELEASE_TAG"):
return True
try:
import google.colab # type: ignore[import-not-found]
return True
except ImportError:
return False
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