From e75b09889d1d6fbe037debb9f20e5cb7f5176d17 Mon Sep 17 00:00:00 2001
From: "Richard S. Franklin" <rsamf@graphbook.ai>
Date: Sun, 22 Dec 2024 20:23:50 -0800
Subject: [PATCH] Supporting multiple connections (#125)

* Simplifying and fixing multiple client connections
---
 graphbook/__init__.py                 |  12 +-
 graphbook/clients.py                  | 105 ++--
 graphbook/logger.py                   |  61 --
 graphbook/processing/web_processor.py | 132 ++--
 graphbook/state.py                    |   8 +-
 graphbook/steps/__init__.py           |   4 +-
 graphbook/steps/base.py               |  62 +-
 graphbook/utils.py                    |  49 +-
 graphbook/viewer.py                   |  28 +-
 graphbook/web.py                      |  41 +-
 poetry.lock                           | 851 +++++++++++++-------------
 pyproject.toml                        |   2 +-
 web/src/components/TopPanel.tsx       |   3 +
 13 files changed, 653 insertions(+), 705 deletions(-)
 delete mode 100644 graphbook/logger.py

diff --git a/graphbook/__init__.py b/graphbook/__init__.py
index 14fb2eb..fcfcbe4 100644
--- a/graphbook/__init__.py
+++ b/graphbook/__init__.py
@@ -1,4 +1,14 @@
 from .note import Note
 from .decorators import step, param, source, output, batch, resource, event, prompt
 
-__all__ = ["step", "param", "source", "output", "batch", "resource", "event", "prompt", "Note"]
+__all__ = [
+    "step",
+    "param",
+    "source",
+    "output",
+    "batch",
+    "resource",
+    "event",
+    "prompt",
+    "Note",
+]
diff --git a/graphbook/clients.py b/graphbook/clients.py
index 63ed3e7..0848349 100644
--- a/graphbook/clients.py
+++ b/graphbook/clients.py
@@ -1,8 +1,7 @@
-from typing import Dict
+from typing import List, Dict
 import uuid
 from aiohttp.web import WebSocketResponse
 from .processing.web_processor import WebInstanceProcessor
-from .utils import ProcessorStateRequest
 from .nodes import NodeHub
 from .viewer import ViewManager
 import tempfile
@@ -25,7 +24,6 @@ def __init__(
         node_hub: NodeHub,
         view_manager: ViewManager,
         setup_paths: dict,
-        options: dict = DEFAULT_CLIENT_OPTIONS,
     ):
         self.sid = sid
         self.ws = ws
@@ -35,8 +33,7 @@ def __init__(
         self.root_path = Path(setup_paths["workflow_dir"])
         self.docs_path = Path(setup_paths["docs_path"])
         self.custom_nodes_path = Path(setup_paths["custom_nodes_path"])
-        self.options = options
-        self.curr_task = None
+        self.close_event = asyncio.Event()
 
     def get_root_path(self) -> Path:
         return self.root_path
@@ -59,31 +56,17 @@ def resource_doc(self, name):
     def exec(self, req: dict):
         self.processor.exec(req)
 
-    def poll(self, cmd: ProcessorStateRequest, data: dict = None):
-        res = self.processor.poll_client(
-            cmd,
-            data,
-        )
-        return res
+    def get_processor(self) -> WebInstanceProcessor:
+        return self.processor
 
-    async def _loop(self):
-        while True:
-            await asyncio.sleep(self.options["SEND_EVERY"])
-            current_view_data = self.view_manager.get_current_view_data()
-            current_states = self.view_manager.get_current_states()
-            all_data = [*current_view_data, *current_states]
-            await asyncio.gather(*[self.ws.send_json(data) for data in all_data])
+    def get_view_manager(self) -> ViewManager:
+        return self.view_manager
 
-    def start(self):
-        loop = asyncio.get_event_loop()
-        self.curr_task = loop.create_task(self._loop())
+    def get_node_hub(self) -> NodeHub:
+        return self.node_hub
 
     async def close(self):
-        if self.curr_task is not None:
-            self.curr_task.cancel()
         await self.ws.close()
-        self.processor.close()
-        self.node_hub.stop()
 
 
 class ClientPool:
@@ -95,6 +78,7 @@ def __init__(
         isolate_users: bool,
         no_sample: bool,
         close_event: mp.Event,
+        options: dict = DEFAULT_CLIENT_OPTIONS,
     ):
         self.clients: Dict[str, Client] = {}
         self.tmpdirs: Dict[str, str] = {}
@@ -104,10 +88,12 @@ def __init__(
         self.shared_execution = not isolate_users
         self.no_sample = no_sample
         self.close_event = close_event
+        self.options = options
         if self.shared_execution:
             self.shared_resources = self._create_resources(
                 web_processor_args, setup_paths
             )
+        self.curr_task = None
 
     def _create_resources(self, web_processor_args: dict, setup_paths: dict):
         view_queue = mp.Queue()
@@ -116,9 +102,11 @@ def _create_resources(self, web_processor_args: dict, setup_paths: dict):
             "custom_nodes_path": setup_paths["custom_nodes_path"],
             "view_manager_queue": view_queue,
         }
+        if not self.shared_execution:
+            processor_args["cwd"] = setup_paths["workflow_dir"].parent
         self._create_dirs(**setup_paths, no_sample=self.no_sample)
         processor = WebInstanceProcessor(**processor_args)
-        view_manager = ViewManager(view_queue, self.close_event, processor)
+        view_manager = ViewManager(view_queue, processor)
         node_hub = NodeHub(setup_paths["custom_nodes_path"], self.plugins, view_manager)
         processor.start()
         view_manager.start()
@@ -156,10 +144,12 @@ def create_sample_workflow():
         if should_create_sample:
             create_sample_workflow()
 
-    def add_client(self, ws: WebSocketResponse) -> Client:
+    async def add_client(self, ws: WebSocketResponse) -> Client:
         sid = uuid.uuid4().hex
         setup_paths = {**self.setup_paths}
-        if not self.shared_execution:
+        if self.shared_execution:
+            resources = self.shared_resources
+        else:
             root_path = Path(tempfile.mkdtemp())
             self.tmpdirs[sid] = root_path
             setup_paths = {
@@ -170,32 +160,65 @@ def add_client(self, ws: WebSocketResponse) -> Client:
                 "custom_nodes_path": setup_paths["custom_nodes_path"],
             }
             resources = self._create_resources(web_processor_args, setup_paths)
-        else:
-            resources = self.shared_resources
 
         client = Client(sid, ws, **resources, setup_paths=setup_paths)
-        client.start()
         self.clients[sid] = client
-        asyncio.create_task(ws.send_json({"type": "sid", "data": sid}))
+        await ws.send_json({"type": "sid", "data": sid})
         print(f"{sid}: {client.get_root_path()}")
         return client
 
+    def get(self, sid: str) -> Client | None:
+        return self.clients.get(sid, None)
+
     async def remove_client(self, client: Client):
         sid = client.sid
         if sid in self.clients:
             await client.close()
             del self.clients[sid]
+            if not self.shared_execution:
+                client.get_processor().stop()
+                client.get_node_hub().stop()
+                client.get_view_manager().stop()
         if sid in self.tmpdirs:
             shutil.rmtree(self.tmpdirs[sid])
             del self.tmpdirs[sid]
 
-    async def remove_all(self):
-        for sid in self.clients:
-            await self.clients[sid].close()
-        for sid in self.tmpdirs:
-            os.rmdir(self.tmpdirs[sid])
-        self.clients = {}
-        self.tmpdirs = {}
+    async def stop(self):
+        for client in list(self.clients.values()):
+            await self.remove_client(client)
+        if self.curr_task:
+            self.curr_task.cancel()
+        if self.shared_execution:
+            self.shared_resources["processor"].close()
+            self.shared_resources["node_hub"].stop()
 
-    def get(self, sid: str) -> Client | None:
-        return self.clients.get(sid, None)
+    async def _loop(self):
+        def get_view_data(view_manager: ViewManager) -> List[dict]:
+            current_view_data = view_manager.get_current_view_data()
+            current_states = view_manager.get_current_states()
+            return [*current_view_data, *current_states]
+
+        while not self.close_event.is_set():
+            await asyncio.sleep(self.options["SEND_EVERY"])
+
+            if self.shared_execution:
+                all_data = get_view_data(self.shared_resources["view_manager"])
+                for client in self.clients.values():
+                    try:
+                        await asyncio.gather(
+                            *[client.ws.send_json(data) for data in all_data]
+                        )
+                    except Exception as e:
+                        print(f"Error sending to client: {e}")
+            else:
+                for client in self.clients.values():
+                    all_data = get_view_data(client.get_view_manager())
+                    try:
+                        await asyncio.gather(
+                            *[client.ws.send_json(data) for data in all_data]
+                        )
+                    except Exception as e:
+                        print(f"Error sending to client: {e}")
+
+    async def start(self):
+        self.curr_task = asyncio.create_task(self._loop())
diff --git a/graphbook/logger.py b/graphbook/logger.py
deleted file mode 100644
index 2fe35ac..0000000
--- a/graphbook/logger.py
+++ /dev/null
@@ -1,61 +0,0 @@
-from typing import Literal
-import multiprocessing as mp
-from typing import Dict, Tuple, Any
-import inspect
-from .viewer import ViewManagerInterface
-from .utils import transform_json_log
-
-logging_nodes = None
-view_manager = None
-text_log_types = ["info", "error"]
-
-LogType = Literal["info", "error", "json", "image"]
-
-
-def setup_logging_nodes(nodes: Dict[int, Tuple[str, str]], queue: mp.Queue):
-    global logging_nodes
-    global view_manager
-    logging_nodes = nodes
-    view_manager = ViewManagerInterface(queue)
-
-
-def log(msg: Any, type: LogType = "info", caller_id: int | None = None):
-    if caller_id is None:
-        prev_frame = inspect.currentframe().f_back
-        caller = prev_frame.f_locals.get("self")
-        if caller is not None:
-            caller_id = id(caller)
-
-    node = logging_nodes.get(caller_id, None)
-    if node is None:
-        raise ValueError(
-            f"Can't find node id in {caller}. Only initialized steps can log."
-        )
-    node_id, node_name = node
-
-    if type in text_log_types:
-        if type == "error":
-            msg = f"[ERR] {msg}"
-        print(f"[{node_id} {node_name}] {msg}")
-    elif type == "json":
-        msg = transform_json_log(msg)
-    elif type == "image":
-        pass # TODO
-    else:
-        raise ValueError(f"Unknown log type {type}")
-    view_manager.handle_log(node_id, msg, type)
-    
-def prompt(prompt: dict, caller_id: int | None = None):
-    if caller_id is None:
-        prev_frame = inspect.currentframe().f_back
-        caller = prev_frame.f_locals.get("self")
-        if caller is not None:
-            caller_id = id(caller)
-
-    node = logging_nodes.get(caller_id, None)
-    if node is None:
-        raise ValueError(
-            f"Can't find node id in {caller}. Only initialized steps can log."
-        )
-    node_id, _ = node
-    view_manager.handle_prompt(node_id, prompt)
diff --git a/graphbook/processing/web_processor.py b/graphbook/processing/web_processor.py
index 08776b9..bdb30f0 100644
--- a/graphbook/processing/web_processor.py
+++ b/graphbook/processing/web_processor.py
@@ -5,24 +5,23 @@
     AsyncStep,
     BatchStep,
     StepOutput,
+    log,
 )
 from ..dataloading import Dataloader, setup_global_dl
-from ..utils import MP_WORKER_TIMEOUT, ProcessorStateRequest, transform_json_log
+from ..utils import MP_WORKER_TIMEOUT, transform_json_log, ExecutionContext
 from ..state import GraphState, StepState, NodeInstantiationError
 from ..viewer import ViewManagerInterface
-from ..logger import log
 from ..shm import SharedMemoryManager
 from ..note import Note
 from typing import List
 from pathlib import Path
 import queue
 import multiprocessing as mp
-import multiprocessing.connection as mpc
 import threading as th
 import traceback
-import asyncio
 import time
 import copy
+import os
 from PIL import Image
 
 step_output_err_res = (
@@ -40,6 +39,7 @@ def __init__(
         custom_nodes_path: Path,
         spawn: bool,
         num_workers: int = 1,
+        cwd: Path | None = None,
     ):
         self.cmd_queue = mp.Queue()
         self.view_manager = ViewManagerInterface(view_manager_queue)
@@ -48,19 +48,10 @@ def __init__(
         self.continue_on_failure = continue_on_failure
         self.copy_outputs = copy_outputs
         self.num_workers = num_workers
-        self.steps = {}
         self.dataloader = Dataloader(self.num_workers, spawn)
-        setup_global_dl(self.dataloader)
-        self.server_request_conn, client_request_conn = mpc.Pipe()
+        self.cwd = cwd
         self.close_event = mp.Event()
         self.pause_event = mp.Event()
-        self.state_client = ProcessorStateClient(
-            client_request_conn,
-            self.close_event,
-            self.pause_event,
-            self.graph_state,
-            self.dataloader,
-        )
         self.is_running = False
         self.filename = None
         self.thread = th.Thread(target=self.start_loop, daemon=True)
@@ -94,6 +85,8 @@ def try_add_image(item):
     def exec_step(
         self, step: Step, input: Note | None = None, flush: bool = False
     ) -> StepOutput | None:
+        ExecutionContext.update(node_id=step.id)
+        ExecutionContext.update(node_name=step.__class__.__name__)
         outputs = {}
         step_fn = step if not flush else step.all
         start_time = time.time()
@@ -107,7 +100,7 @@ def exec_step(
                 else:
                     outputs = step_fn(input)
         except Exception as e:
-            log(f"{type(e).__name__}: {str(e)}", "error", id(step))
+            log(f"{type(e).__name__}: {str(e)}", "error")
             traceback.print_exc()
             return None
 
@@ -117,7 +110,6 @@ def exec_step(
                     log(
                         f"{step_output_err_res} Output was not a dict. This step has multiple outputs {step.Outputs} and cannot assume a single value.",
                         "error",
-                        id(step),
                     )
                     return None
                 outputs = {step.Outputs[0]: outputs}
@@ -132,7 +124,6 @@ def exec_step(
                 log(
                     f"{step_output_err_res} List values did not all contain Notes.",
                     "error",
-                    id(step),
                 )
                 return None
             self.handle_images(outputs)
@@ -197,12 +188,14 @@ def step_until_received_output(self, steps: List[Step], step_id: str):
             )
 
     def try_execute_step_event(self, step: Step, event: str):
+        ExecutionContext.update(node_id=step.id)
+        ExecutionContext.update(node_name=step.__class__.__name__)
         try:
             if hasattr(step, event):
                 getattr(step, event)()
                 return True
         except Exception as e:
-            log(f"{type(e).__name__}: {str(e)}", "error", id(step))
+            log(f"{type(e).__name__}: {str(e)}", "error")
             traceback.print_exc()
         return False
 
@@ -253,7 +246,6 @@ def set_is_running(self, is_running: bool = True, filename: str | None = None):
             self.filename = filename
         run_state = {"is_running": is_running, "filename": self.filename}
         self.view_manager.set_state("run_state", run_state)
-        self.state_client.set_running_state(run_state)
 
     def cleanup(self):
         self.dataloader.shutdown()
@@ -295,8 +287,10 @@ def _exec(self, work: dict):
             self.step(work["step_id"])
 
     def start_loop(self):
-        loop = asyncio.new_event_loop()
-        loop.run_in_executor(None, self.state_client.start)
+        ExecutionContext.update(view_manager=self.view_manager)
+        setup_global_dl(self.dataloader)
+        if self.cwd is not None:
+            os.chdir(self.cwd)
         exec_cmds = ["run_all", "run", "step"]
         while not self.close_event.is_set():
             self.set_is_running(False)
@@ -309,93 +303,37 @@ def start_loop(self):
                     self.view_manager.handle_clear(work.get("node_id"))
                     step = self.graph_state.get_step(work.get("node_id"))
                     self.dataloader.clear(id(step) if step != None else None)
+            except queue.Empty:
+                pass
             except KeyboardInterrupt:
                 self.cleanup()
                 break
-            except queue.Empty:
-                pass
-            
+            except Exception as e:
+                self.cleanup()
+                break
+
     def start(self):
         self.thread.start()
 
-    def close(self):
+    def stop(self):
         self.close_event.set()
-        self.state_client.close()
         self.cleanup()
-        
+
     def exec(self, work: dict):
         self.cmd_queue.put(work)
 
-    def poll_client(
-        self, req: ProcessorStateRequest, body: dict = None
-    ) -> dict:
-        req_data = {"cmd": req}
-        if body:
-            req_data.update(body)
-        self.server_request_conn.send(req_data)
-        if self.server_request_conn.poll(timeout=MP_WORKER_TIMEOUT):
-            res = self.server_request_conn.recv()
-            if res.get("res") == req:
-                return res.get("data")
-        return {}
-
-
-class ProcessorStateClient:
-    def __init__(
-        self,
-        server_request_conn: mpc.Connection,
-        close_event: mp.Event,
-        pause_event: mp.Event,
-        graph_state: GraphState,
-        dataloader: Dataloader,
-    ):
-        self.server_request_conn = server_request_conn
-        self.close_event = close_event
-        self.pause_event = pause_event
-        self.curr_task = None
-        self.graph_state = graph_state
-        self.dataloader = dataloader
-        self.running_state = {}
-
-    def _loop(self):
-        while not self.close_event.is_set():
-            if self.server_request_conn.poll(timeout=MP_WORKER_TIMEOUT):
-                req = self.server_request_conn.recv()
-                if req["cmd"] == ProcessorStateRequest.GET_OUTPUT_NOTE:
-                    step_id = req.get("step_id")
-                    pin_id = req.get("pin_id")
-                    index = req.get("index")
-                    if step_id is None or pin_id is None or index is None:
-                        output = {}
-                    else:
-                        output = self.graph_state.get_output_note(
-                            step_id, pin_id, index
-                        )
-                        output = transform_json_log(output)
-                elif req["cmd"] == ProcessorStateRequest.GET_WORKER_QUEUE_SIZES:
-                    output = self.dataloader.get_all_sizes()
-                elif req["cmd"] == ProcessorStateRequest.GET_RUNNING_STATE:
-                    output = self.running_state
-                elif req["cmd"] == ProcessorStateRequest.PROMPT_RESPONSE:
-                    step_id = req.get("step_id")
-                    succeeded = self.graph_state.handle_prompt_response(
-                        step_id, req.get("response")
-                    )
-                    output = {"ok": succeeded}
-                elif req["cmd"] == ProcessorStateRequest.PAUSE:
-                    self.pause_event.set()
-                    output = {}
-                else:
-                    output = {}
-                entry = {"res": req["cmd"], "data": output}
-                self.server_request_conn.send(entry)
+    def get_worker_queue_sizes(self):
+        return self.dataloader.get_all_sizes()
 
-    def start(self):
-        self._loop()
+    def get_output_note(self, step_id: str, pin_id: str, index: int) -> Note | None:
+        output = self.graph_state.get_output_note(step_id, pin_id, index)
+        return transform_json_log(output)
+
+    def get_running_state(self):
+        return self.is_running
 
-    def close(self):
-        if self.curr_task is not None:
-            self.curr_task.cancel()
+    def handle_prompt_response(self, step_id: str, response: str) -> bool:
+        return self.graph_state.handle_prompt_response(step_id, response)
 
-    def set_running_state(self, state: dict):
-        self.running_state = state
+    def pause(self):
+        self.pause_event.set()
diff --git a/graphbook/state.py b/graphbook/state.py
index 504b4cd..c7dddb3 100644
--- a/graphbook/state.py
+++ b/graphbook/state.py
@@ -6,12 +6,11 @@
 from .decorators import get_steps, get_resources
 from .viewer import ViewManagerInterface
 from .plugins import setup_plugins
-from .logger import setup_logging_nodes
 from .utils import transform_json_log
 from . import nodes
 import multiprocessing as mp
 import importlib, importlib.util, inspect
-import sys, os
+import os
 import hashlib
 from enum import Enum
 from pathlib import Path
@@ -191,7 +190,6 @@ def set_resource_value(resource_id, resource_data):
         queues: Dict[str, MultiConsumerStateDictionaryQueue] = {}
         step_states: Dict[str, Set[StepState]] = {}
         step_graph = {"child": {}, "parent": {}}
-        logger_param_pool = {}
         for step_id, step_data in graph.items():
             step_name = step_data["name"]
             step_input = {}
@@ -216,7 +214,6 @@ def set_resource_value(resource_id, resource_data):
                 step_states[step_id].discard(StepState.EXECUTED_THIS_RUN)
                 step_graph["parent"][step_id] = self._step_graph["parent"][step_id]
                 step_graph["child"][step_id] = self._step_graph["child"][step_id]
-                logger_param_pool[id(self._steps[step_id])] = (step_id, step_name)
             else:
                 try:
                     step = step_hub[step_name](**step_input)
@@ -230,7 +227,6 @@ def set_resource_value(resource_id, resource_data):
                 steps[step_id] = step
                 queues[step_id] = MultiConsumerStateDictionaryQueue()
                 step_states[step_id] = set()
-                logger_param_pool[id(step)] = (step_id, step_name)
 
                 # Remove old consumers from parents
                 previous_obj = self._steps.get(step_id)
@@ -275,8 +271,6 @@ def get_parent_iterator(step_id):
             step_id: get_parent_iterator(step_id) for step_id in steps
         }
 
-        setup_logging_nodes(logger_param_pool, self.view_manager_queue)
-
         # Update current graph and resource state
         self._dict_graph = graph
         self._dict_resources = dict_resources
diff --git a/graphbook/steps/__init__.py b/graphbook/steps/__init__.py
index 5e03d66..4d491b2 100644
--- a/graphbook/steps/__init__.py
+++ b/graphbook/steps/__init__.py
@@ -9,7 +9,8 @@
     Split,
     SplitNotesByItems,
     SplitItemField,
-    Copy
+    Copy,
+    log,
 )
 from .io import LoadJSONL, DumpJSONL
 
@@ -27,4 +28,5 @@
     "Copy",
     "LoadJSONL",
     "DumpJSONL",
+    "log",
 ]
diff --git a/graphbook/steps/base.py b/graphbook/steps/base.py
index d31ae35..c2c2894 100644
--- a/graphbook/steps/base.py
+++ b/graphbook/steps/base.py
@@ -1,11 +1,13 @@
 from __future__ import annotations
-from typing import List, Dict, Tuple, Generator, Any
+from typing import List, Dict, Tuple, Generator, Any, Literal
 from ..utils import (
     transform_function_string,
     convert_dict_values_to_list,
     is_batchable,
+    transform_json_log,
 )
-from ..logger import log, prompt
+from ..utils import ExecutionContext
+from ..viewer import ViewManagerInterface
 from .. import Note, prompts, dataloading as dataloader
 import warnings
 import traceback
@@ -17,6 +19,51 @@
 """A dict mapping of output slot to Note list. Every Step outputs a StepOutput."""
 
 
+LogType = Literal["info", "error", "json", "image"]
+text_log_types = ["info", "error"]
+
+
+def log(msg: Any, type: LogType = "info"):
+    node_id: str = ExecutionContext.get("node_id")
+    node_name: str = ExecutionContext.get("node_name")
+    view_manager: ViewManagerInterface = ExecutionContext.get("view_manager")
+    if node_id is None or node_name is None:
+        raise ValueError("Can't find node info. Only initialized steps can log.")
+
+    if view_manager is None:
+        raise ValueError(
+            "View manager not initialized in context. Is this being called in a running graph?"
+        )
+
+    if type in text_log_types:
+        if type == "error":
+            msg = f"[ERR] {msg}"
+        print(f"[{node_id} {node_name}] {msg}")
+    elif type == "json":
+        msg = transform_json_log(msg)
+    elif type == "image":
+        pass  # TODO
+    else:
+        raise ValueError(f"Unknown log type {type}")
+    view_manager.handle_log(node_id, msg, type)
+
+
+def prompt(prompt: dict):
+    node_id: str = ExecutionContext.get("node_id")
+    view_manager: ViewManagerInterface = ExecutionContext.get("view_manager")
+    if node_id is None:
+        raise ValueError(
+            f"Can't find node id in {caller}. Only initialized steps can log."
+        )
+
+    if view_manager is None:
+        raise ValueError(
+            "View manager not initialized in context. Is this being called in a running graph?"
+        )
+
+    view_manager.handle_prompt(node_id, prompt)
+
+
 class Step:
     """
     The base class of the executable workflow node, step. All other step classes should be a descendant of this class.
@@ -283,7 +330,8 @@ def is_active(self):
 
 class BatchStep(AsyncStep):
     """
-    A Step used for batch processing. This step will consume Pytorch tensor batches loaded by the worker pool by default.
+    A Step used for batch and parallel processing using custom function definitions.
+    Override the `load_fn` and `dump_fn` methods with your custom logic to load and dump data, respectively.
     """
 
     def __init__(self, batch_size, item_key):
@@ -705,20 +753,22 @@ def on_after_item(self, note: Note) -> StepOutput:
         note.items[self.b_key] = b_items
         if self.should_delete_original:
             del note.items[self.item_key]
-            
+
+
 class Copy(Step):
     """
     Copies the incoming notes to output slots A and B.
     The original version will be forwarded to A and an indentical copy will be forwarded to B.
     The copy is made with `copy.deepcopy()`.
     """
-    
+
     RequiresInput = True
     Parameters = {}
     Category = "Util"
     Outputs = ["A", "B"]
+
     def __init__(self):
         super().__init__()
-        
+
     def forward_note(self, note: Note) -> StepOutput:
         return {"A": [note], "B": [copy.deepcopy(note)]}
diff --git a/graphbook/utils.py b/graphbook/utils.py
index 0bdff41..f7c6aec 100644
--- a/graphbook/utils.py
+++ b/graphbook/utils.py
@@ -1,12 +1,11 @@
 from __future__ import annotations
-from enum import Enum
-from typing import Any
+from typing import Any, Dict
 import importlib
 import shutil
 import subprocess
 import os
 import platform
-import multiprocessing.connection as mpc
+import threading
 from torch import Tensor
 from numpy import ndarray
 from PIL import Image
@@ -14,17 +13,6 @@
 
 
 MP_WORKER_TIMEOUT = 5.0
-ProcessorStateRequest = Enum(
-    "ProcessorStateRequest",
-    [
-        "GET_OUTPUT_NOTE",
-        "GET_WORKER_QUEUE_SIZES",
-        "GET_RUNNING_STATE",
-        "PROMPT_RESPONSE",
-        "PAUSE",
-    ],
-)
-
 
 def is_batchable(obj: Any) -> bool:
     return isinstance(obj, list) or isinstance(obj, Tensor)
@@ -54,20 +42,6 @@ def transform_function_string(func_str: str):
     return getattr(module, func_name)
 
 
-def poll_conn_for(
-    conn: mpc.Connection, req: ProcessorStateRequest, body: dict = None
-) -> dict:
-    req_data = {"cmd": req}
-    if body:
-        req_data.update(body)
-    conn.send(req_data)
-    if conn.poll(timeout=MP_WORKER_TIMEOUT):
-        res = conn.recv()
-        if res.get("res") == req:
-            return res.get("data")
-    return None
-
-
 def get_gpu_util():
     def safe_float_cast(strNumber):
         try:
@@ -196,3 +170,22 @@ def image(path_or_pil: str | Image.Image) -> dict:
     """
     assert isinstance(path_or_pil, str) or isinstance(path_or_pil, Image.Image)
     return {"type": "image", "value": path_or_pil}
+
+class ExecutionContext:
+    _storage = threading.local()
+
+    @classmethod
+    def get_context(cls) -> Dict[str, Any]:
+        if not hasattr(cls._storage, "context"):
+            cls._storage.context = {}
+        return cls._storage.context
+
+    @classmethod
+    def update(cls, **kwargs):
+        context = cls.get_context()
+        context.update(kwargs)
+
+    @classmethod
+    def get(cls, key: str, default: Any = None) -> Any:
+        return cls.get_context().get(key, default)
+
diff --git a/graphbook/viewer.py b/graphbook/viewer.py
index 38ec00f..cced899 100644
--- a/graphbook/viewer.py
+++ b/graphbook/viewer.py
@@ -6,8 +6,6 @@
 import copy
 import psutil
 from .utils import MP_WORKER_TIMEOUT, get_gpu_util
-# from .processing.web_processor import WebInstanceProcessor
-from .utils import ProcessorStateRequest
 
 
 class Viewer:
@@ -164,9 +162,7 @@ def get_gpu_usage(self):
         return gpus
 
     def get_next(self):
-        sizes = self.processor.poll_client(
-            ProcessorStateRequest.GET_WORKER_QUEUE_SIZES
-        )
+        sizes = self.processor.get_worker_queue_sizes()
         return {
             "cpu": self.get_cpu_usage(),
             "mem": self.get_mem_usage(),
@@ -196,7 +192,6 @@ class ViewManager:
     def __init__(
         self,
         work_queue: mp.Queue,
-        close_event: mp.Event,
         processor,
     ):
         self.data_viewer = DataViewer()
@@ -213,8 +208,8 @@ def __init__(
         ]
         self.states: Dict[str, Any] = {}
         self.work_queue = work_queue
-        self.close_event = close_event
-        
+        self.close_event = mp.Event()
+
     def get_viewers(self):
         return self.viewers
 
@@ -247,13 +242,13 @@ def handle_prompt(self, node_id: str, prompt: dict):
     def handle_end(self):
         for viewer in self.viewers:
             viewer.handle_end()
-    
+
     def set_state(self, type: str, data: Any = None):
         """
         Set state data for a specific type
         """
         self.states[type] = data
-    
+
     def get_current_states(self):
         """
         Retrieve all current state data
@@ -261,7 +256,7 @@ def get_current_states(self):
         states = [{"type": key, "data": self.states[key]} for key in self.states]
         self.states.clear()
         return states
-    
+
     def get_current_view_data(self):
         """
         Get the current data from all viewer classes
@@ -296,13 +291,16 @@ def _loop(self):
                     self.handle_prompt(work["node_id"], work["prompt"])
                 elif work["cmd"] == "set_state":
                     self.set_state(work["type"], work["data"])
-
             except queue.Empty:
                 pass
 
     def start(self):
         loop = asyncio.new_event_loop()
         loop.run_in_executor(None, self._loop)
+        
+    def stop(self):
+        self.close_event.set()
+
 
 class ViewManagerInterface:
     def __init__(self, view_manager_queue: mp.Queue):
@@ -343,8 +341,6 @@ def handle_prompt(self, node_id: str, prompt: dict):
         self.view_manager_queue.put(
             {"cmd": "handle_prompt", "node_id": node_id, "prompt": prompt}
         )
-        
+
     def set_state(self, type: str, data: Any):
-        self.view_manager_queue.put(
-            {"cmd": "set_state", "type": type, "data": data}
-        )
+        self.view_manager_queue.put({"cmd": "set_state", "type": type, "data": data})
diff --git a/graphbook/web.py b/graphbook/web.py
index 158ae7b..2f4f383 100644
--- a/graphbook/web.py
+++ b/graphbook/web.py
@@ -9,7 +9,6 @@
 from aiohttp import web
 from pathlib import Path
 from .media import create_media_server
-from .utils import ProcessorStateRequest
 from .shm import SharedMemoryManager
 from .clients import ClientPool, Client
 from .plugins import setup_plugins
@@ -54,6 +53,8 @@ def __init__(
         self.web_dir = web_dir
         if self.web_dir is None:
             self.web_dir = Path(__file__).parent.joinpath("web")
+        else:
+            self.web_dir = Path(self.web_dir)
         routes = web.RouteTableDef()
         self.routes = routes
         self.img_mem = SharedMemoryManager(**img_mem_args) if img_mem_args else None
@@ -93,14 +94,13 @@ async def websocket_handler(request: web.Request, *_) -> web.WebSocketResponse:
             except Exception as e:
                 print(f"Error preparing websocket: {e}")
                 return ws
-            client = self.client_pool.add_client(ws)
+            client = await self.client_pool.add_client(ws)
 
             def put_graph(req: dict):
                 filename = req["filename"]
                 nodes = req["nodes"]
                 edges = req["edges"]
                 full_path = client.get_root_path().joinpath(filename)
-                print(f"Saving graph to {full_path}")
                 with open(full_path, "w") as f:
                     serialized = {
                         "version": "0",
@@ -116,7 +116,7 @@ def put_graph(req: dict):
                         if msg.data == "close":
                             await self.client_pool.remove_client(client)
                         else:
-                            req = msg.json()  # Unhandled
+                            req = msg.json()
                             if req["api"] == "graph" and req["cmd"] == "put_graph":
                                 put_graph(req)
                     elif msg.type == aiohttp.WSMsgType.ERROR:
@@ -208,7 +208,7 @@ async def step(request: web.Request) -> web.Response:
         @routes.post("/pause")
         async def pause(request: web.Request) -> web.Response:
             client = get_client(request)
-            client.poll(ProcessorStateRequest.PAUSE)
+            client.get_processor().pause()
             return web.json_response({"success": True})
 
         @routes.post("/clear")
@@ -225,14 +225,8 @@ async def prompt_response(request: web.Request) -> web.Response:
             step_id = request.match_info.get("id")
             data = await request.json()
             response = data.get("response")
-            res = client.poll(
-                ProcessorStateRequest.PROMPT_RESPONSE,
-                {
-                    "step_id": step_id,
-                    "response": response,
-                },
-            )
-            return web.json_response(res)
+            res = client.get_processor().handle_prompt_response(step_id, response)
+            return web.json_response({"ok": res})
 
         @routes.get("/nodes")
         async def get_nodes(request: web.Request) -> web.Response:
@@ -246,14 +240,7 @@ async def get_output_note(request: web.Request) -> web.Response:
             step_id = request.match_info.get("step_id")
             pin_id = request.match_info.get("pin_id")
             index = int(request.match_info.get("index"))
-            res = client.poll(
-                ProcessorStateRequest.GET_OUTPUT_NOTE,
-                {
-                    "step_id": step_id,
-                    "pin_id": pin_id,
-                    "index": index,
-                },
-            )
+            res = client.get_processor().get_output_note(step_id, pin_id, index)
             if (
                 res
                 and res.get("step_id") == step_id
@@ -267,7 +254,7 @@ async def get_output_note(request: web.Request) -> web.Response:
         @routes.get("/state")
         async def get_run_state(request: web.Request) -> web.Response:
             client = get_client(request)
-            res = client.poll(ProcessorStateRequest.GET_RUNNING_STATE)
+            res = client.get_processor().get_running_state()
             return web.json_response(res)
 
         @routes.get("/step_docstring/{name}")
@@ -461,12 +448,9 @@ async def _async_start(self):
         await runner.setup()
         site = web.TCPSite(runner, self.host, self.port)
         await site.start()
+        await self.client_pool.start()
         await asyncio.Event().wait()
 
-    async def on_shutdown(self):
-        self.client_pool.remove_all()
-        print("Shutting down graph server")
-
     def start(self):
         self.app.router.add_routes(self.routes)
         if self.web_plugins:
@@ -476,13 +460,14 @@ def start(self):
         if self.web_dir is not None:
             self.app.router.add_routes([web.static("/", self.web_dir)])
 
-        self.app.on_shutdown.append(self.on_shutdown)
-
         print(f"Starting graph server at {self.host}:{self.port}")
         try:
             asyncio.run(self._async_start())
         except KeyboardInterrupt:
             print("Exiting graph server")
+        finally:
+            self.close_event.set()
+            asyncio.run(self.client_pool.stop())
 
 
 def create_graph_server(
diff --git a/poetry.lock b/poetry.lock
index 27d0466..2c2394c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,136 +2,122 @@
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.3"
+version = "2.4.4"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
-    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
+    {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
+    {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.10.10"
+version = "3.11.11"
 description = "Async http client/server framework (asyncio)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 [package.dependencies]
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 aiosignal = ">=1.1.2"
-async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
+async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.12.0,<2.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
 
 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
-version = "1.3.1"
+version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -150,30 +136,30 @@ files = [
 
 [[package]]
 name = "async-timeout"
-version = "4.0.3"
+version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = false
-python-versions = ">=3.7"
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 files = [
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 ]
 
 [[package]]
 name = "attrs"
-version = "24.2.0"
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 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.extras]
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+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
@@ -215,13 +201,13 @@ lxml = ["lxml"]
 
 [[package]]
 name = "certifi"
-version = "2024.8.30"
+version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
@@ -392,99 +378,114 @@ typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "frozenlist"
-version = "1.4.1"
+version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.8"
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 test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
@@ -1578,13 +1563,13 @@ sphinx = {version = ">=7.2,<7.4", markers = "python_version >= \"3.9\" and pytho
 
 [[package]]
 name = "sphinxawesome-theme"
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 python-versions = "<4.0,>=3.8"
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 [[package]]
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 [package.extras]
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+    {file = "yarl-1.18.3.tar.gz", hash = "sha256:ac1801c45cbf77b6c99242eeff4fffb5e4e73a800b5c4ad4fc0be5def634d2e1"},
 ]
 
 [package.dependencies]
@@ -2047,4 +2062,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "995d2711b1e344a73c17b451b854978d78807fea634198f012edb3c0019218f5"
+content-hash = "48d09358c49f8c113108764438f8afdff3eeece4b74d8637dee5b0e6d397fcfd"
diff --git a/pyproject.toml b/pyproject.toml
index 44f6707..e2e5ea4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,6 +24,7 @@ graphbook = "graphbook.main:main"
 
 [tool.poetry.dependencies]
 python = "^3.9"
+torch = "^2.0.0"
 aiohttp = "^3.9.4"
 pillow = "^10.3.0"
 watchdog = "^4.0.0"
@@ -51,5 +52,4 @@ sphinx-design = "^0.6.1"
 optional = true
 
 [tool.poetry.group.peer.dependencies]
-torch = "^2.0.0"
 torchvision = "^0.18.1"
diff --git a/web/src/components/TopPanel.tsx b/web/src/components/TopPanel.tsx
index 5e6b5dd..9fd19a4 100644
--- a/web/src/components/TopPanel.tsx
+++ b/web/src/components/TopPanel.tsx
@@ -240,6 +240,9 @@ function WorkerChart() {
         setData(prev => {
             const queueSizes = data.worker_queue_sizes;
             if (queueSizes) {
+                if (!queueSizes.dump || !queueSizes.load || !queueSizes.dump_result || !queueSizes.load_result) {
+                    return prev;
+                }
                 const enqueuedSize =
                     queueSizes.dump.reduce((acc, val) => acc + val, 0) +
                     queueSizes.load.reduce((acc, val) => acc + val, 0);