add code for analysis of data

5 files changed, 709 insertions, 0 deletions

diff --git a/venv/lib/python3.8/site-packages/dash/background_callback/__init__.py b/venv/lib/python3.8/site-packages/dash/background_callback/__init__.py
new file mode 100644
index 0000000..e4c6c35
--- /dev/null
+++ b/venv/lib/python3.8/site-packages/dash/background_callback/__init__.py
@@ -0,0 +1,6 @@
+from .managers.celery_manager import (  # noqa: F401,E402
+    CeleryManager,
+)
+from .managers.diskcache_manager import (  # noqa: F401,E402
+    DiskcacheManager,
+)
diff --git a/venv/lib/python3.8/site-packages/dash/background_callback/_proxy_set_props.py b/venv/lib/python3.8/site-packages/dash/background_callback/_proxy_set_props.py
new file mode 100644
index 0000000..4d89c5b
--- /dev/null
+++ b/venv/lib/python3.8/site-packages/dash/background_callback/_proxy_set_props.py
@@ -0,0 +1,18 @@
+class ProxySetProps(dict):
+    """
+    Defer dictionary item setter to run a custom function on change.
+    Used by background callback manager to save the `set_props` data.
+    """
+
+    def __init__(self, on_change):
+        super().__init__()
+        self.on_change = on_change
+        self._data = {}
+
+    def __setitem__(self, key, value):
+        self.on_change(key, value)
+        self._data.setdefault(key, {})
+        self._data[key] = {**self._data[key], **value}
+
+    def get(self, key, default=None):
+        return self._data.get(key, default)
diff --git a/venv/lib/python3.8/site-packages/dash/background_callback/managers/__init__.py b/venv/lib/python3.8/site-packages/dash/background_callback/managers/__init__.py
new file mode 100644
index 0000000..7b3a0c1
--- /dev/null
+++ b/venv/lib/python3.8/site-packages/dash/background_callback/managers/__init__.py
@@ -0,0 +1,117 @@
+from abc import ABC
+import inspect
+import hashlib
+
+
+class BaseBackgroundCallbackManager(ABC):
+    UNDEFINED = object()
+
+    # Keep a ref to all the ref to register every callback to every manager.
+    managers = []
+
+    # Keep every function for late registering.
+    functions = []
+
+    def __init__(self, cache_by):
+        if cache_by is not None and not isinstance(cache_by, list):
+            cache_by = [cache_by]
+
+        self.cache_by = cache_by
+
+        BaseBackgroundCallbackManager.managers.append(self)
+
+        self.func_registry = {}
+
+        # Register all funcs that were added before instantiation.
+        # Ensure all celery task are registered.
+        for fdetails in self.functions:
+            self.register(*fdetails)
+
+    def terminate_job(self, job):
+        raise NotImplementedError
+
+    def terminate_unhealthy_job(self, job):
+        raise NotImplementedError
+
+    def job_running(self, job):
+        raise NotImplementedError
+
+    def make_job_fn(self, fn, progress, key=None):
+        raise NotImplementedError
+
+    def call_job_fn(self, key, job_fn, args, context):
+        raise NotImplementedError
+
+    def get_progress(self, key):
+        raise NotImplementedError
+
+    def result_ready(self, key):
+        raise NotImplementedError
+
+    def get_result(self, key, job):
+        raise NotImplementedError
+
+    def get_updated_props(self, key):
+        raise NotImplementedError
+
+    def build_cache_key(self, fn, args, cache_args_to_ignore, triggered):
+        fn_source = inspect.getsource(fn)
+
+        if not isinstance(cache_args_to_ignore, (list, tuple)):
+            cache_args_to_ignore = [cache_args_to_ignore]
+
+        if cache_args_to_ignore:
+            if isinstance(args, dict):
+                args = {k: v for k, v in args.items() if k not in cache_args_to_ignore}
+            else:
+                args = [
+                    arg for i, arg in enumerate(args) if i not in cache_args_to_ignore
+                ]
+
+        hash_dict = dict(args=args, fn_source=fn_source, triggered=triggered)
+
+        if self.cache_by is not None:
+            # Caching enabled
+            for i, cache_item in enumerate(self.cache_by):
+                # Call cache function
+                hash_dict[f"cache_key_{i}"] = cache_item()
+
+        return hashlib.sha256(str(hash_dict).encode("utf-8")).hexdigest()
+
+    def register(self, key, fn, progress):
+        self.func_registry[key] = self.make_job_fn(fn, progress, key)
+
+    @staticmethod
+    def register_func(fn, progress, callback_id):
+        key = BaseBackgroundCallbackManager.hash_function(fn, callback_id)
+        BaseBackgroundCallbackManager.functions.append(
+            (
+                key,
+                fn,
+                progress,
+            )
+        )
+
+        for manager in BaseBackgroundCallbackManager.managers:
+            manager.register(key, fn, progress)
+
+        return key
+
+    @staticmethod
+    def _make_progress_key(key):
+        return key + "-progress"
+
+    @staticmethod
+    def _make_set_props_key(key):
+        return f"{key}-set_props"
+
+    @staticmethod
+    def hash_function(fn, callback_id=""):
+        try:
+            fn_source = inspect.getsource(fn)
+            fn_str = fn_source
+        except OSError:  # pylint: disable=too-broad-exception
+            fn_str = getattr(fn, "__name__", "")
+        return hashlib.sha256(
+            callback_id.encode("utf-8") + fn_str.encode("utf-8")
+        ).hexdigest()
diff --git a/venv/lib/python3.8/site-packages/dash/background_callback/managers/celery_manager.py b/venv/lib/python3.8/site-packages/dash/background_callback/managers/celery_manager.py
new file mode 100644
index 0000000..5aa1f57
--- /dev/null
+++ b/venv/lib/python3.8/site-packages/dash/background_callback/managers/celery_manager.py
@@ -0,0 +1,263 @@
+import json
+import traceback
+from contextvars import copy_context
+import asyncio
+from functools import partial
+
+from _plotly_utils.utils import PlotlyJSONEncoder
+
+from dash._callback_context import context_value
+from dash._utils import AttributeDict
+from dash.exceptions import PreventUpdate
+from dash.background_callback._proxy_set_props import ProxySetProps
+from dash.background_callback.managers import BaseBackgroundCallbackManager
+
+
+class CeleryManager(BaseBackgroundCallbackManager):
+    """Manage background execution of callbacks with a celery queue."""
+
+    def __init__(self, celery_app, cache_by=None, expire=None):
+        """
+        Background callback manager that runs callback logic on a celery task queue,
+        and stores results using a celery result backend.
+
+        :param celery_app:
+            A celery.Celery application instance that must be configured with a
+            result backend. See the celery documentation for information on
+            configuration options.
+        :param cache_by:
+            A list of zero-argument functions.  When provided, caching is enabled and
+            the return values of these functions are combined with the callback
+            function's input arguments, triggered inputs and source code to generate cache keys.
+        :param expire:
+            If provided, a cache entry will be removed when it has not been accessed
+            for ``expire`` seconds.  If not provided, the lifetime of cache entries
+            is determined by the default behavior of the celery result backend.
+        """
+        try:
+            import celery  # type: ignore[reportMissingImports]; pylint: disable=import-outside-toplevel,import-error
+            from celery.backends.base import (  # type: ignore[reportMissingImports]; pylint: disable=import-outside-toplevel,import-error
+                DisabledBackend,
+            )
+        except ImportError as missing_imports:
+            raise ImportError(
+                """\
+CeleryManager requires extra dependencies which can be installed doing
+
+    $ pip install "dash[celery]"\n"""
+            ) from missing_imports
+
+        if not isinstance(celery_app, celery.Celery):
+            raise ValueError("First argument must be a celery.Celery object")
+
+        if isinstance(celery_app.backend, DisabledBackend):
+            raise ValueError("Celery instance must be configured with a result backend")
+
+        self.handle = celery_app
+        self.expire = expire
+        super().__init__(cache_by)
+
+    def terminate_job(self, job):
+        if job is None:
+            return
+
+        self.handle.control.terminate(job)
+
+    def terminate_unhealthy_job(self, job):
+        task = self.get_task(job)
+        if task and task.status in ("FAILURE", "REVOKED"):
+            return self.terminate_job(job)
+        return False
+
+    def job_running(self, job):
+        future = self.get_task(job)
+        return future and future.status in (
+            "PENDING",
+            "RECEIVED",
+            "STARTED",
+            "RETRY",
+            "PROGRESS",
+        )
+
+    def make_job_fn(self, fn, progress, key=None):
+        return _make_job_fn(fn, self.handle, progress, key)
+
+    def get_task(self, job):
+        if job:
+            return self.handle.AsyncResult(job)
+
+        return None
+
+    def clear_cache_entry(self, key):
+        self.handle.backend.delete(key)
+
+    def call_job_fn(self, key, job_fn, args, context):
+        task = job_fn.delay(key, self._make_progress_key(key), args, context)
+        return task.task_id
+
+    def get_progress(self, key):
+        progress_key = self._make_progress_key(key)
+        progress_data = self.handle.backend.get(progress_key)
+        if progress_data:
+            self.handle.backend.delete(progress_key)
+            return json.loads(progress_data)
+
+        return None
+
+    def result_ready(self, key):
+        return self.handle.backend.get(key) is not None
+
+    def get_result(self, key, job):
+        # Get result value
+        result = self.handle.backend.get(key)
+        if result is None:
+            return self.UNDEFINED
+
+        result = json.loads(result)
+
+        # Clear result if not caching
+        if self.cache_by is None:
+            self.clear_cache_entry(key)
+        else:
+            if self.expire:
+                # Set/update expiration time
+                self.handle.backend.expire(key, self.expire)
+        self.clear_cache_entry(self._make_progress_key(key))
+
+        self.terminate_job(job)
+        return result
+
+    def get_updated_props(self, key):
+        updated_props = self.handle.backend.get(self._make_set_props_key(key))
+        if updated_props is None:
+            return {}
+
+        self.clear_cache_entry(key)
+
+        return json.loads(updated_props)
+
+
+def _make_job_fn(fn, celery_app, progress, key):  # pylint: disable=too-many-statements
+    cache = celery_app.backend
+
+    @celery_app.task(name=f"background_callback_{key}")
+    def job_fn(
+        result_key, progress_key, user_callback_args, context=None
+    ):  # pylint: disable=too-many-statements
+        def _set_progress(progress_value):
+            if not isinstance(progress_value, (list, tuple)):
+                progress_value = [progress_value]
+
+            cache.set(progress_key, json.dumps(progress_value, cls=PlotlyJSONEncoder))
+
+        maybe_progress = [_set_progress] if progress else []
+
+        def _set_props(_id, props):
+            cache.set(
+                f"{result_key}-set_props",
+                json.dumps({_id: props}, cls=PlotlyJSONEncoder),
+            )
+
+        ctx = copy_context()
+
+        def run():
+            c = AttributeDict(**context)  # type: ignore[reportCallIssue]
+            c.ignore_register_page = False
+            c.updated_props = ProxySetProps(_set_props)
+            context_value.set(c)
+            errored = False
+            user_callback_output = None  # to help type checking
+            try:
+                if isinstance(user_callback_args, dict):
+                    user_callback_output = fn(*maybe_progress, **user_callback_args)
+                elif isinstance(user_callback_args, (list, tuple)):
+                    user_callback_output = fn(*maybe_progress, *user_callback_args)
+                else:
+                    user_callback_output = fn(*maybe_progress, user_callback_args)
+            except PreventUpdate:
+                # Put NoUpdate dict directly to avoid circular imports.
+                errored = True
+                cache.set(
+                    result_key,
+                    json.dumps(
+                        {"_dash_no_update": "_dash_no_update"}, cls=PlotlyJSONEncoder
+                    ),
+                )
+            except Exception as err:  # pylint: disable=broad-except
+                errored = True
+                cache.set(
+                    result_key,
+                    json.dumps(
+                        {
+                            "background_callback_error": {
+                                "msg": str(err),
+                                "tb": traceback.format_exc(),
+                            }
+                        },
+                    ),
+                )
+
+            if not errored:
+                cache.set(
+                    result_key, json.dumps(user_callback_output, cls=PlotlyJSONEncoder)
+                )
+
+        async def async_run():
+            c = AttributeDict(**context)
+            c.ignore_register_page = False
+            c.updated_props = ProxySetProps(_set_props)
+            context_value.set(c)
+            errored = False
+            try:
+                if isinstance(user_callback_args, dict):
+                    user_callback_output = await fn(
+                        *maybe_progress, **user_callback_args
+                    )
+                elif isinstance(user_callback_args, (list, tuple)):
+                    user_callback_output = await fn(
+                        *maybe_progress, *user_callback_args
+                    )
+                else:
+                    user_callback_output = await fn(*maybe_progress, user_callback_args)
+            except PreventUpdate:
+                # Put NoUpdate dict directly to avoid circular imports.
+                errored = True
+                cache.set(
+                    result_key,
+                    json.dumps(
+                        {"_dash_no_update": "_dash_no_update"}, cls=PlotlyJSONEncoder
+                    ),
+                )
+            except Exception as err:  # pylint: disable=broad-except
+                errored = True
+                cache.set(
+                    result_key,
+                    json.dumps(
+                        {
+                            "background_callback_error": {
+                                "msg": str(err),
+                                "tb": traceback.format_exc(),
+                            }
+                        },
+                    ),
+                )
+
+            if asyncio.iscoroutine(user_callback_output):
+                user_callback_output = await user_callback_output
+
+            if not errored:
+                cache.set(
+                    result_key, json.dumps(user_callback_output, cls=PlotlyJSONEncoder)
+                )
+
+        if asyncio.iscoroutinefunction(fn):
+            func = partial(ctx.run, async_run)
+            asyncio.run(func())
+        else:
+            ctx.run(run)
+
+    return job_fn
+
+
+class CeleryLongCallbackManager(CeleryManager):
+    """Deprecated: use `from dash import CeleryManager` instead."""
diff --git a/venv/lib/python3.8/site-packages/dash/background_callback/managers/diskcache_manager.py b/venv/lib/python3.8/site-packages/dash/background_callback/managers/diskcache_manager.py
new file mode 100644
index 0000000..094485a
--- /dev/null
+++ b/venv/lib/python3.8/site-packages/dash/background_callback/managers/diskcache_manager.py
@@ -0,0 +1,305 @@
+import traceback
+from contextvars import copy_context
+import asyncio
+from functools import partial
+
+
+from . import BaseBackgroundCallbackManager
+from .._proxy_set_props import ProxySetProps
+from ..._callback_context import context_value
+from ..._utils import AttributeDict
+from ...exceptions import PreventUpdate
+
+_pending_value = "__$pending__"
+
+
+class DiskcacheManager(BaseBackgroundCallbackManager):
+    """Manage the background execution of callbacks with subprocesses and a diskcache result backend."""
+
+    def __init__(self, cache=None, cache_by=None, expire=None):
+        """
+        Background callback manager that runs callback logic in a subprocess and stores
+        results on disk using diskcache
+
+        :param cache:
+            A diskcache.Cache or diskcache.FanoutCache instance. See the diskcache
+            documentation for information on configuration options. If not provided,
+            a diskcache.Cache instance will be created with default values.
+        :param cache_by:
+            A list of zero-argument functions.  When provided, caching is enabled and
+            the return values of these functions are combined with the callback
+            function's input arguments, triggered inputs and source code to generate cache keys.
+        :param expire:
+            If provided, a cache entry will be removed when it has not been accessed
+            for ``expire`` seconds.  If not provided, the lifetime of cache entries
+            is determined by the default behavior of the ``cache`` instance.
+        """
+        try:
+            import diskcache  # type: ignore[reportMissingImports]; pylint: disable=import-outside-toplevel
+            import psutil  # noqa: F401,E402 pylint: disable=import-outside-toplevel,unused-import,unused-variable,import-error
+            import multiprocess  # noqa: F401,E402 pylint: disable=import-outside-toplevel,unused-import,unused-variable
+        except ImportError as missing_imports:
+            raise ImportError(
+                """\
+DiskcacheManager requires extra dependencies which can be installed doing
+
+    $ pip install "dash[diskcache]"\n"""
+            ) from missing_imports
+
+        if cache is None:
+            self.handle = diskcache.Cache()
+        else:
+            if not isinstance(cache, (diskcache.Cache, diskcache.FanoutCache)):
+                raise ValueError(
+                    "First argument must be a diskcache.Cache "
+                    "or diskcache.FanoutCache object"
+                )
+            self.handle = cache
+
+        self.expire = expire
+        super().__init__(cache_by)
+
+    def terminate_job(self, job):
+        import psutil  # pylint: disable=import-outside-toplevel,import-error
+
+        if job is None:
+            return
+
+        job = int(job)
+
+        # Use diskcache transaction so multiple process don't try to kill the
+        # process at the same time
+        with self.handle.transact():
+            if psutil.pid_exists(job):
+                process = psutil.Process(job)
+
+                for proc in process.children(recursive=True):
+                    try:
+                        proc.kill()
+                    except psutil.NoSuchProcess:
+                        pass
+
+                try:
+                    process.kill()
+                except psutil.NoSuchProcess:
+                    pass
+
+                try:
+                    process.wait(1)
+                except (psutil.TimeoutExpired, psutil.NoSuchProcess):
+                    pass
+
+    def terminate_unhealthy_job(self, job):
+        import psutil  # pylint: disable=import-outside-toplevel,import-error
+
+        job = int(job)
+
+        if job and psutil.pid_exists(job):
+            if not self.job_running(job):
+                self.terminate_job(job)
+                return True
+
+        return False
+
+    def job_running(self, job):
+        import psutil  # pylint: disable=import-outside-toplevel,import-error
+
+        job = int(job)
+
+        if job and psutil.pid_exists(job):
+            proc = psutil.Process(job)
+            return proc.status() != psutil.STATUS_ZOMBIE
+        return False
+
+    def make_job_fn(self, fn, progress, key=None):
+        return _make_job_fn(fn, self.handle, progress)
+
+    def clear_cache_entry(self, key):
+        self.handle.delete(key)
+
+    # noinspection PyUnresolvedReferences
+    def call_job_fn(self, key, job_fn, args, context):
+        """
+        Call the job function, supporting both sync and async jobs.
+        Args:
+            key: Cache key for the job.
+            job_fn: The job function to execute.
+            args: Arguments for the job function.
+            context: Context for the job.
+        Returns:
+            The PID of the spawned process or None for async execution.
+        """
+        # pylint: disable-next=import-outside-toplevel,no-name-in-module,import-error
+        from multiprocess import Process  # type: ignore
+
+        # pylint: disable-next=not-callable
+        process = Process(
+            target=job_fn,
+            args=(key, self._make_progress_key(key), args, context),
+        )
+        process.start()
+        return process.pid
+
+    @staticmethod
+    def _run_async_in_process(job_fn, key, args, context):
+        """
+        Helper function to run an async job in a new process.
+        Args:
+            job_fn: The async job function.
+            key: Cache key for the job.
+            args: Arguments for the job function.
+            context: Context for the job.
+        """
+        # Create a new event loop for the process
+        loop = asyncio.new_event_loop()
+        asyncio.set_event_loop(loop)
+
+        # Wrap the job function to include key and progress
+        async_job = partial(job_fn, key, args, context)
+
+        try:
+            # Run the async job and wait for completion
+            loop.run_until_complete(async_job())
+        except Exception as e:
+            # Handle errors, log them, and cache if necessary
+            raise Exception(str(e)) from e
+        finally:
+            loop.close()
+
+    def get_progress(self, key):
+        progress_key = self._make_progress_key(key)
+        progress_data = self.handle.get(progress_key)
+        if progress_data:
+            self.handle.delete(progress_key)
+
+        return progress_data
+
+    def result_ready(self, key):
+        return self.handle.get(key) is not None
+
+    def get_result(self, key, job):
+        # Get result value
+        result = self.handle.get(key, self.UNDEFINED)
+        if result is self.UNDEFINED:
+            return self.UNDEFINED
+
+        # Clear result if not caching
+        if self.cache_by is None:
+            self.clear_cache_entry(key)
+        else:
+            if self.expire:
+                self.handle.touch(key, expire=self.expire)
+
+        self.clear_cache_entry(self._make_progress_key(key))
+
+        if job:
+            self.terminate_job(job)
+        return result
+
+    def get_updated_props(self, key):
+        set_props_key = self._make_set_props_key(key)
+        result = self.handle.get(set_props_key, self.UNDEFINED)
+        if result is self.UNDEFINED:
+            return {}
+
+        self.clear_cache_entry(set_props_key)
+
+        return result
+
+
+# pylint: disable-next=too-many-statements
+def _make_job_fn(fn, cache, progress):
+    # pylint: disable-next=too-many-statements
+    def job_fn(result_key, progress_key, user_callback_args, context):
+        def _set_progress(progress_value):
+            if not isinstance(progress_value, (list, tuple)):
+                progress_value = [progress_value]
+
+            cache.set(progress_key, progress_value)
+
+        maybe_progress = [_set_progress] if progress else []
+
+        def _set_props(_id, props):
+            cache.set(f"{result_key}-set_props", {_id: props})
+
+        ctx = copy_context()
+
+        def run():
+            c = AttributeDict(**context)
+            c.ignore_register_page = False
+            c.updated_props = ProxySetProps(_set_props)
+            context_value.set(c)
+            errored = False
+            user_callback_output = None  # initialized to prevent type checker warnings
+            try:
+                if isinstance(user_callback_args, dict):
+                    user_callback_output = fn(*maybe_progress, **user_callback_args)
+                elif isinstance(user_callback_args, (list, tuple)):
+                    user_callback_output = fn(*maybe_progress, *user_callback_args)
+                else:
+                    user_callback_output = fn(*maybe_progress, user_callback_args)
+            except PreventUpdate:
+                errored = True
+                cache.set(result_key, {"_dash_no_update": "_dash_no_update"})
+            except Exception as err:  # pylint: disable=broad-except
+                errored = True
+                cache.set(
+                    result_key,
+                    {
+                        "background_callback_error": {
+                            "msg": str(err),
+                            "tb": traceback.format_exc(),
+                        }
+                    },
+                )
+
+            if not errored:
+                cache.set(result_key, user_callback_output)
+
+        async def async_run():
+            c = AttributeDict(**context)
+            c.ignore_register_page = False
+            c.updated_props = ProxySetProps(_set_props)
+            context_value.set(c)
+            errored = False
+            try:
+                if isinstance(user_callback_args, dict):
+                    user_callback_output = await fn(
+                        *maybe_progress, **user_callback_args
+                    )
+                elif isinstance(user_callback_args, (list, tuple)):
+                    user_callback_output = await fn(
+                        *maybe_progress, *user_callback_args
+                    )
+                else:
+                    user_callback_output = await fn(*maybe_progress, user_callback_args)
+            except PreventUpdate:
+                errored = True
+                cache.set(result_key, {"_dash_no_update": "_dash_no_update"})
+            except Exception as err:  # pylint: disable=broad-except
+                errored = True
+                cache.set(
+                    result_key,
+                    {
+                        "background_callback_error": {
+                            "msg": str(err),
+                            "tb": traceback.format_exc(),
+                        }
+                    },
+                )
+            if asyncio.iscoroutine(user_callback_output):
+                user_callback_output = await user_callback_output
+            if not errored:
+                cache.set(result_key, user_callback_output)
+
+        if asyncio.iscoroutinefunction(fn):
+            func = partial(ctx.run, async_run)
+            asyncio.run(func())
+        else:
+            ctx.run(run)
+
+    return job_fn
+
+
+class DiskcacheLongCallbackManager(DiskcacheManager):
+    """Deprecated: use `from dash import DiskcacheManager` instead."""